From 058bf4867062bfeb56af9f4c209b7b62538381ed Mon Sep 17 00:00:00 2001
From: Andreas Klos <aklos@outlook.de>
Date: Wed, 3 Dec 2025 21:44:54 +0100
Subject: [PATCH 01/14] feat: Add Keycloak setup script and logging
 configuration

- Added `setup_keycloak.py` script for automating Keycloak realm and client setup.
- Introduced logging for better traceability during Keycloak operations.
- Updated `pyproject.toml` to include `python-keycloak` dependency.
- Created empty logging and sys files for future enhancements.
---
 GEMINI.md                                     |  236 +
 Tiltfile                                      |   12 +
 docs/KeycloakTenantSetup.md                   |   56 +
 infrastructure/rag/Chart.lock                 |    7 +-
 infrastructure/rag/Chart.yaml                 |    4 +
 infrastructure/rag/templates/_helpers.tpl     |   17 +
 .../templates/admin-backend/deployment.yaml   |    8 +
 .../rag/templates/admin-backend/ingress.yaml  |    2 -
 .../rag/templates/backend/deployment.yaml     |    8 +
 .../templates/frontend/admin-deployment.yaml  |    6 +
 .../rag/templates/frontend/admin-ingress.yaml |    2 -
 .../rag/templates/frontend/deployment.yaml    |    4 +
 .../rag/templates/postgres-init-job.yaml      |   34 +
 infrastructure/rag/values.yaml                |   54 +-
 libs/admin-api-lib/poetry.lock                |  239 +-
 libs/admin-api-lib/pyproject.toml             |    2 +
 libs/admin-api-lib/pytest.ini                 |    1 -
 libs/admin-api-lib/src/admin_api_lib/auth.py  |  253 +
 .../api_endpoints/default_file_uploader.py    |    7 +-
 .../api_endpoints/default_source_uploader.py  |   10 +-
 libs/admin-api-lib/src/admin_api_lib/main.py  |    3 +
 libs/extractor-api-lib/poetry.lock            |    5 +-
 libs/rag-core-api/openapi.yaml                |    7 +
 libs/rag-core-api/poetry.lock                 |  284 +-
 libs/rag-core-api/pyproject.toml              |    4 +-
 libs/rag-core-api/src/rag_core_api/auth.py    |  253 +
 .../impl/vector_databases/qdrant_database.py  |   26 +-
 libs/rag-core-api/src/rag_core_api/main.py    |    3 +
 libs/rag-core-api/tests/auth_fix_test.py      |   50 +
 libs/rag-core-api/tests/auth_test.py          |   87 +
 .../tests/qdrant_database_test.py             |   29 +
 libs/rag-core-lib/src/rag_core_lib/context.py |   21 +
 .../impl/settings/langfuse_settings.py        |    9 +-
 .../tests/langfuse_settings_test.py           |   19 +
 services/admin-backend/poetry.lock            |  239 +-
 services/document-extractor/poetry.lock       |    5 +-
 services/frontend/apps/admin-app/index.html   |   28 +-
 services/frontend/apps/admin-app/src/main.ts  |   15 +
 services/frontend/apps/chat-app/index.html    |    1 +
 services/frontend/apps/chat-app/src/main.ts   |   15 +
 services/frontend/env.sh                      |   10 +-
 .../admin-app/data-access/document.api.ts     |   50 +-
 .../libs/chat-app/data-access/chat.api.ts     |   40 +-
 services/frontend/libs/shared/settings.ts     |   26 +-
 services/frontend/package.json                |    3 +-
 services/frontend/tsconfig.base.json          |   50 +-
 services/rag-backend/poetry.lock              | 5353 ++++++++++-------
 services/rag-backend/pyproject.toml           |    2 +
 tools/logging                                 |    0
 tools/setup_keycloak.py                       |  120 +
 tools/sys                                     |    0
 51 files changed, 5279 insertions(+), 2440 deletions(-)
 create mode 100644 GEMINI.md
 create mode 100644 docs/KeycloakTenantSetup.md
 create mode 100644 infrastructure/rag/templates/postgres-init-job.yaml
 create mode 100644 libs/admin-api-lib/src/admin_api_lib/auth.py
 create mode 100644 libs/rag-core-api/src/rag_core_api/auth.py
 create mode 100644 libs/rag-core-api/tests/auth_fix_test.py
 create mode 100644 libs/rag-core-api/tests/auth_test.py
 create mode 100644 libs/rag-core-api/tests/qdrant_database_test.py
 create mode 100644 libs/rag-core-lib/src/rag_core_lib/context.py
 create mode 100644 libs/rag-core-lib/tests/langfuse_settings_test.py
 create mode 100644 tools/logging
 create mode 100644 tools/setup_keycloak.py
 create mode 100644 tools/sys

diff --git a/GEMINI.md b/GEMINI.md
new file mode 100644
index 00000000..b5c30e4f
--- /dev/null
+++ b/GEMINI.md
@@ -0,0 +1,236 @@
+# GEMINI.md
+> **Scope:** These instructions tune our **Gemini** code-generation agent (LLM via API/CLI) for this monorepo. They are **authoritative**: follow them over generic best practices. Output must compile, pass linters/tests, and fit our structure.
+
+---
+
+## 1) Repository at a glance
+
+* **Monorepo:** Python backends + Vue 3/TypeScript frontend.
+* **Structure:**
+
+  * `libs/` – reusable Python packages (APIs, domain/services, repositories, schemas, utils)
+  * `services/` – thin Python apps composing `libs`; Vue/Nx frontend
+  * `infrastructure/` – Helm/Tilt/K3d, Terraform, values under `infrastructure/rag/values.yaml`
+  * `docs/` – docs & UI customization
+* **Config:** Env-driven via `.env` (dev tooling only). Never hardcode secrets.
+
+> **Rule of thumb:** Business logic lives in **`libs`**. **`services`** only do bootstrapping, DI, routing, and wiring.
+
+---
+
+## 2) Languages & toolchain
+
+* **Python:** 3.13, **FastAPI**, **Pydantic v2**, **Poetry**
+* **Style/Quality:** `black` (line length **120**), `isort` (profile `black`), `flake8` (plugins), NumPy docstrings, type hints (PEP 484), absolute imports only
+* **Testing:** `pytest` (+ coverage), optional `pytest-asyncio` for async code
+* **Frontend:** Vue 3, TypeScript, Vite, Nx, Tailwind, Pinia, Vue I18n (Vitest + Cypress; ESLint)
+
+---
+
+## 3) Agent behavior (important)
+
+* **Do not invent** secrets/URLs/paths. Use placeholders and `TODO:` comments.
+* **Prefer libs over services:** Add APIs/logic in `libs/*`, wire in `services/*` (keep `main.py` thin: app import + container registration).
+* **Always emit tests** with new Python code (≥1 happy path + ≥1 edge case). Keep unit tests isolated and fast.
+* **Ask via comments if uncertain:** Start the diff with a short `# Assumptions:` block.
+* **Respect performance & readability:** Small cohesive functions, avoid deep nesting/complexity.
+
+---
+
+## 4) Output contract
+
+When asked to modify or add code, follow **one** of these formats:
+
+* **Single file (new):**
+
+  ## path: libs/<pkg>/src/<pkg>/module.py
+
+  ```python
+  # file content here
+  ```
+
+* **Single file (edit):** provide a **unified diff**:
+
+  ```diff
+  --- a/libs/<pkg>/src/<pkg>/module.py
+  +++ b/libs/<pkg>/src/<pkg>/module.py
+  @@
+  - old line
+  + new line
+  ```
+
+* **Multiple files:** repeat the above per file, in logical order (libs first, then services, then tests).
+
+* **Test plan:** end with a short block:
+
+  ```txt
+  Build/Test
+  - poetry install
+  - pytest -q --maxfail=1 --cov
+  - black . && isort . && flake8
+  ```
+
+---
+
+## 5) Python specifics
+
+### Typing & style
+
+* Use modern typing (`list[str]`, `dict[str, Any]`), avoid `Any` unless necessary.
+* NumPy-style docstrings for public APIs. No wildcard imports. **Absolute imports only.**
+
+### FastAPI
+
+* Endpoints are **thin**; DI via `Depends`/container; no business logic in routers.
+* Every route defines `response_model=...` and sanitizes outputs.
+* Centralize exception mapping; never leak stack traces in prod.
+* Prefer **async** endpoints for I/O-bound work.
+
+### Validation & config
+
+* **Pydantic v2**: use `field_validator`/`model_validator`; strict models at boundaries.
+* **Configuration:** use `pydantic-settings` for environment-driven settings. `.env` is dev-only (Tilt/tests). Do not auto-load `.env` in production app code.
+
+### HTTP & concurrency
+
+* Use `httpx.AsyncClient` with explicit timeouts and retry/backoff. No `requests` in async code.
+* Never use `time.sleep()`; use `asyncio.sleep()` (or anyio) in async contexts.
+
+### Repositories & services
+
+* Repositories are ports/adapters for DB/HTTP/queues. Services depend on repositories; routers depend on services.
+* Transactions via context manager; avoid autocommit. Do not use raw SQL with f-strings.
+
+### Logging
+
+* Use `logging` (or `structlog`) with structured/contextual fields (`event`, `service`, `request_id`). No PII/secrets in logs.
+
+### File layout for new Python code
+
+* `libs/<package>/src/<package>/...` → APIs, services, repositories, schemas, utils
+* `libs/<package>/tests/` → tests for the above
+* `services/<service>/` → bootstrap, DI container, runtime config
+
+---
+
+## 6) Testing
+
+* `pytest` with fixtures and mocks (`unittest.mock`, `pytest-mock`). No real network in unit tests; mock `httpx` (e.g., `respx`).
+* Aim for **high coverage on core libs**. Mark slow tests with `@pytest.mark.slow`.
+* Suggested `pytest.ini`:
+
+  ```ini
+  [pytest]
+  addopts = -q --strict-markers --strict-config --maxfail=1 --cov=libs --cov-report=term-missing
+  markers =
+      slow: marks tests as slow (deselect with '-m "not slow"')
+  asyncio_mode = strict
+  ```
+
+---
+
+## 7) Frontend quick rules
+
+* Use `<script setup lang="ts">` + Composition API. Strong typing (avoid `any`).
+* State with **Pinia**; i18n with **Vue I18n**. Keep components small/presentational; move logic to composables/stores.
+* Use Tailwind utilities; avoid inline styles. Unit tests with **Vitest**; E2E with **Cypress**.
+* Use tsconfig path aliases (e.g., `@shared/utils`); expose stable public APIs via `index.ts` in libs.
+
+---
+
+## 8) Anti‑patterns (forbidden)
+
+* Business logic in FastAPI routers or Vue components
+* Relative imports; wildcard imports; raw SQL with f-strings
+* `requests` in async code; `time.sleep()` in app/tests
+* Logging secrets/PII; exposing stack traces to clients
+
+---
+
+## 9) Examples the agent should imitate
+
+**Pydantic v2 model (NumPy docstring):**
+
+```python
+"""
+User model.
+
+Parameters
+----------
+id : str
+    User ID.
+name : str
+    Full name.
+active : bool
+    Whether the user is active.
+"""
+from pydantic import BaseModel, field_validator
+
+class User(BaseModel):
+    id: str
+    name: str
+    active: bool = True
+
+    @field_validator("name")
+    @classmethod
+    def not_empty(cls, v: str) -> str:
+        if not v.strip():
+            raise ValueError("name must not be empty")
+        return v
+```
+
+**Router + DI outline (service stays thin):**
+
+```python
+from fastapi import APIRouter, Depends
+from .schemas import User
+from ..services.user_service import UserService
+from ..container import get_user_service
+
+router = APIRouter(prefix="/users", tags=["users"])
+
+@router.get("/", response_model=list[User])
+async def list_users(svc: UserService = Depends(get_user_service)):
+    return await svc.list_users()
+```
+
+**httpx AsyncClient (timeouts + retry/backoff skeleton):**
+
+```python
+import httpx
+from tenacity import retry, stop_after_attempt, wait_exponential
+
+DEFAULT_TIMEOUT = httpx.Timeout(5.0, connect=2.0)
+
+@retry(wait=wait_exponential(multiplier=0.2, max=5), stop=stop_after_attempt(3))
+async def fetch_json(url: str) -> dict:
+    async with httpx.AsyncClient(timeout=DEFAULT_TIMEOUT) as client:
+        resp = await client.get(url)
+        resp.raise_for_status()
+        return resp.json()
+```
+
+---
+
+## 10) Review & quality gates
+
+* Python: run `black`, `isort`, `flake8`, and `pytest --cov` before PR.
+* Frontend: run ESLint + Vitest; add Cypress flows as needed.
+* Keep PRs small and focused; update docs and `.env.template` when adding config.
+
+---
+
+## 11) Handy prompts for this repo
+
+* "Create a router in `libs/rag-core-api` for collections (list/create/delete) and wire it in `services/rag-backend`."
+* "Add Pydantic settings for S3 credentials and inject into the admin backend repository."
+* "Generate a Vue component using Pinia that renders chat messages and emits an event on send, with Vitest tests."
+
+---
+
+## 12) Quick checklist (for every suggestion)
+
+* ✅ Fits `libs/` vs `services/` boundaries and file layout
+* ✅ Compiles and passes linters (black/isort/flake8) and tests
+* ✅ Uses Pydantic v2, FastAPI DI, httpx async
+* ✅ No secrets/PII in code or logs; no stack traces in client responses
diff --git a/Tiltfile b/Tiltfile
index 9aca1b51..76e835b4 100644
--- a/Tiltfile
+++ b/Tiltfile
@@ -733,3 +733,15 @@ local_resource(
     trigger_mode=TRIGGER_MODE_MANUAL,
     allow_parallel=True,
 )
+
+########################################################################################################################
+###################################### port forwarding keycloak  #######################################################
+########################################################################################################################
+
+k8s_resource(
+    "rag-keycloak",
+    links=[
+        link("http://keycloak.rag.localhost/auth", "Keycloak"),
+    ],
+    labels=["infrastructure"],
+)
diff --git a/docs/KeycloakTenantSetup.md b/docs/KeycloakTenantSetup.md
new file mode 100644
index 00000000..f2e38e5d
--- /dev/null
+++ b/docs/KeycloakTenantSetup.md
@@ -0,0 +1,56 @@
+# Keycloak tenant_id setup
+
+The services now enforce a `tenant_id` claim on every access token. If it is missing, requests are rejected with `403 Missing tenant_id claim in token`.
+
+## Configure Keycloak
+
+1) Keep one realm (e.g., `rag`) and point the services to it via `KEYCLOAK_REALM_NAME`.
+
+1a) Enable unmanaged attributes (needed to add custom attributes like `tenant_id`):
+   - **Realm settings** → **General** → enable **Unmanaged attributes** → Save.
+
+2) Create a client scope that carries `tenant_id` (recommended, so multiple clients can reuse it):
+   - Open Keycloak Admin UI → pick your realm (left sidebar).
+   - Go to **Client scopes** → **Create client scope**.
+   - Name: `tenant-id` (or similar). Save.
+   - Open the new scope → **Mappers** tab → **Create**:
+     - Mapper type: **User Attribute**
+     - Name: `tenant_id`
+     - User Attribute: `tenant_id`
+     - Token Claim Name: `tenant_id`
+     - Claim JSON Type: `String`
+     - Add to access token: ON
+     - Add to ID token / userinfo: optional
+   - Save.
+
+3) Attach the scope to the clients the services use (e.g., `rag-backend`, `admin-backend`):
+   - **Clients** → pick the client → **Client scopes** tab.
+   - Under **Assigned default client scopes**, click **Add client scope** and add `tenant-id`.
+     - If you prefer optional scopes, add it under **Assigned optional client scopes**, but then clients must request it explicitly via `scope=...`. For backend tokens, default is simpler.
+
+4) Set the `tenant_id` value per user (Admin UI):
+   - Go to **Users** → select the user.
+   - In the top tab bar you should see **Details | Attributes | Credentials | Role mapping | ...**. Open **Attributes**.
+   - Click **Add attribute** → Key `tenant_id`, Value `<your-tenant-slug>` (e.g., `tenant-a`) → Save.
+   - If you don’t see an **Attributes** tab, click the kebab (⋮) → **Switch to old console** and then open **Attributes**, or use the CLI (see below).
+   - Repeat for each user.
+
+   CLI alternative (if the UI tab is missing):
+   ```bash
+   kcadm.sh config credentials --server https://<kc-host>/auth --realm master --user <admin> --password <pwd>
+   kcadm.sh update users/<user-id> -r <realm> -s 'attributes.tenant_id=["tenant-a"]'
+   ```
+
+5) (Optional) If you prefer roles to control who can call the backend, add realm roles and map them separately. Tenancy enforcement itself depends on the `tenant_id` claim.
+
+6) Test a token:
+   - In **Clients** → select your client → **Service accounts** (for client credentials) or use **Users** → **Impersonate** / **Account Console** for user tokens.
+   - Copy an access token and decode at jwt.io (or `jq` after `jwt decode`) and confirm it contains `"tenant_id": "<your-tenant-slug>"`.
+
+7) Restart/redeploy services with correct Keycloak settings if needed (env vars `KEYCLOAK_SERVER_URL`, `KEYCLOAK_REALM_NAME`, `KEYCLOAK_CLIENT_ID`, `KEYCLOAK_CLIENT_SECRET`).
+
+Notes:
+- Groups can still be used for RBAC, but tenancy is enforced only via the `tenant_id` claim.
+- If a request arrives without `tenant_id`, the services return 403.
+
+Groups remain optional for your own RBAC, but they are no longer used to infer tenancy. Every request must carry the explicit `tenant_id` claim.
diff --git a/infrastructure/rag/Chart.lock b/infrastructure/rag/Chart.lock
index c6d5284b..17996dde 100644
--- a/infrastructure/rag/Chart.lock
+++ b/infrastructure/rag/Chart.lock
@@ -14,5 +14,8 @@ dependencies:
 - name: ollama
   repository: https://otwld.github.io/ollama-helm/
   version: 1.30.0
-digest: sha256:bdcbd61348805d9135cabd97c80cd08e774f479eedcbc686dc851ca55fb4dc4c
-generated: "2025-10-10T08:41:01.890585511Z"
+- name: keycloak
+  repository: https://codecentric.github.io/helm-charts
+  version: 18.4.3
+digest: sha256:d23787f5212af8bef31233abd10c7beec071d02608dba7d714b222e9a935b2cf
+generated: "2025-11-23T20:57:45.79160712+01:00"
diff --git a/infrastructure/rag/Chart.yaml b/infrastructure/rag/Chart.yaml
index a5dea70b..a54a2d69 100644
--- a/infrastructure/rag/Chart.yaml
+++ b/infrastructure/rag/Chart.yaml
@@ -30,3 +30,7 @@ dependencies:
   version: 1.30.0
   repository: https://otwld.github.io/ollama-helm/
   condition: features.ollama.enabled
+- name: keycloak
+  repository: https://codecentric.github.io/helm-charts
+  version: "18.4.3"
+  condition: features.keycloak.enabled
diff --git a/infrastructure/rag/templates/_helpers.tpl b/infrastructure/rag/templates/_helpers.tpl
index 724bc05b..95b8fd87 100644
--- a/infrastructure/rag/templates/_helpers.tpl
+++ b/infrastructure/rag/templates/_helpers.tpl
@@ -17,3 +17,20 @@
 {{- define "secret.usecaseName" -}}
 {{- printf "%s-usecase-secret" .Release.Name | trunc 63 | trimSuffix "-" -}}
 {{- end -}}
+
+{{- define "rag.keycloak.url" -}}
+http://{{ include "rag.fullname" . }}-keycloak-http:80/auth/
+{{- end -}}
+
+{{- define "rag.fullname" -}}
+{{- if .Values.fullnameOverride -}}
+{{- .Values.fullnameOverride | trunc 63 | trimSuffix "-" -}}
+{{- else -}}
+{{- $name := default .Chart.Name .Values.nameOverride -}}
+{{- if contains $name .Release.Name -}}
+{{- .Release.Name | trunc 63 | trimSuffix "-" -}}
+{{- else -}}
+{{- printf "%s-%s" .Release.Name $name | trunc 63 | trimSuffix "-" -}}
+{{- end -}}
+{{- end -}}
+{{- end -}}
diff --git a/infrastructure/rag/templates/admin-backend/deployment.yaml b/infrastructure/rag/templates/admin-backend/deployment.yaml
index d86baffd..daabbab3 100644
--- a/infrastructure/rag/templates/admin-backend/deployment.yaml
+++ b/infrastructure/rag/templates/admin-backend/deployment.yaml
@@ -134,3 +134,11 @@ spec:
         env:
           - name: PYTHONPATH
             value: {{ .Values.adminBackend.pythonPathEnv.PYTHONPATH }}
+          - name: KEYCLOAK_SERVER_URL
+            value: {{ .Values.adminBackend.envs.keycloak.KEYCLOAK_SERVER_URL | quote }}
+          - name: KEYCLOAK_REALM_NAME
+            value: {{ .Values.adminBackend.envs.keycloak.KEYCLOAK_REALM_NAME | quote }}
+          - name: KEYCLOAK_CLIENT_ID
+            value: {{ .Values.adminBackend.envs.keycloak.KEYCLOAK_CLIENT_ID | quote }}
+          - name: KEYCLOAK_CLIENT_SECRET
+            value: "rag-backend-client-secret"
diff --git a/infrastructure/rag/templates/admin-backend/ingress.yaml b/infrastructure/rag/templates/admin-backend/ingress.yaml
index 1f1b8079..bd32705e 100644
--- a/infrastructure/rag/templates/admin-backend/ingress.yaml
+++ b/infrastructure/rag/templates/admin-backend/ingress.yaml
@@ -4,8 +4,6 @@ kind: Ingress
 metadata:
   name: {{ include "ingress.adminBackendFullname" . }}
   annotations:
-    nginx.ingress.kubernetes.io/auth-type: basic
-    nginx.ingress.kubernetes.io/auth-secret: basic-auth
     nginx.ingress.kubernetes.io/proxy-body-size: "0"
     nginx.ingress.kubernetes.io/proxy-read-timeout: "6000"
     nginx.ingress.kubernetes.io/proxy-send-timeout: "6000"
diff --git a/infrastructure/rag/templates/backend/deployment.yaml b/infrastructure/rag/templates/backend/deployment.yaml
index c3dfbf44..53d35184 100644
--- a/infrastructure/rag/templates/backend/deployment.yaml
+++ b/infrastructure/rag/templates/backend/deployment.yaml
@@ -146,3 +146,11 @@ spec:
         env:
           - name: PYTHONPATH
             value: {{ .Values.backend.pythonPathEnv.PYTHONPATH }}
+          - name: KEYCLOAK_SERVER_URL
+            value: {{ .Values.backend.envs.keycloak.KEYCLOAK_SERVER_URL | quote }}
+          - name: KEYCLOAK_REALM_NAME
+            value: {{ .Values.backend.envs.keycloak.KEYCLOAK_REALM_NAME | quote }}
+          - name: KEYCLOAK_CLIENT_ID
+            value: {{ .Values.backend.envs.keycloak.KEYCLOAK_CLIENT_ID | quote }}
+          - name: KEYCLOAK_CLIENT_SECRET
+            value: "rag-backend-client-secret"
diff --git a/infrastructure/rag/templates/frontend/admin-deployment.yaml b/infrastructure/rag/templates/frontend/admin-deployment.yaml
index 0454be7d..2f688689 100644
--- a/infrastructure/rag/templates/frontend/admin-deployment.yaml
+++ b/infrastructure/rag/templates/frontend/admin-deployment.yaml
@@ -28,6 +28,9 @@ spec:
             - /bin/sh
             - "-c"
             - "cp -r /app/frontend/. /usr/share/nginx/html && /bin/sh /app/env.sh"
+          timeoutSeconds: 5
+          periodSeconds: 10
+          failureThreshold: 30
         securityContext:
           runAsUser: 101
           runAsNonRoot: true
@@ -47,8 +50,11 @@ spec:
         envFrom:
           - configMapRef:
               name: {{ template "configmap.frontendName" . }}
+          {{- if .Values.shared.config.basicAuth.enabled }}
           - secretRef:
               name: "vite-auth"
+          {{- end }}
+
       {{- if .Values.shared.imagePullSecret }}
       imagePullSecrets:
       - name: {{ .Values.shared.imagePullSecret.name }}
diff --git a/infrastructure/rag/templates/frontend/admin-ingress.yaml b/infrastructure/rag/templates/frontend/admin-ingress.yaml
index eb91d5e9..20e8c820 100644
--- a/infrastructure/rag/templates/frontend/admin-ingress.yaml
+++ b/infrastructure/rag/templates/frontend/admin-ingress.yaml
@@ -5,8 +5,6 @@ kind: Ingress
 metadata:
   name: {{ include "ingress.adminFrontendFullname" . }}
   annotations:
-    nginx.ingress.kubernetes.io/auth-type: basic
-    nginx.ingress.kubernetes.io/auth-secret: basic-auth
     {{- if .Values.shared.config.tls.enabled }}
     nginx.ingress.kubernetes.io/ssl-redirect: "true"
     {{- else }}
diff --git a/infrastructure/rag/templates/frontend/deployment.yaml b/infrastructure/rag/templates/frontend/deployment.yaml
index bc2e9fa6..136f27ae 100644
--- a/infrastructure/rag/templates/frontend/deployment.yaml
+++ b/infrastructure/rag/templates/frontend/deployment.yaml
@@ -28,6 +28,9 @@ spec:
             - /bin/sh
             - "-c"
             - "cp -r /app/frontend/. /usr/share/nginx/html && /bin/sh /app/env.sh"
+          timeoutSeconds: 5
+          periodSeconds: 10
+          failureThreshold: 30
         securityContext:
           runAsUser: 101
           runAsNonRoot: true
@@ -51,6 +54,7 @@ spec:
           - secretRef:
               name: "vite-auth"
           {{- end }}
+
       {{- if .Values.shared.imagePullSecret }}
       imagePullSecrets:
       - name: {{ .Values.shared.imagePullSecret.name }}
diff --git a/infrastructure/rag/templates/postgres-init-job.yaml b/infrastructure/rag/templates/postgres-init-job.yaml
new file mode 100644
index 00000000..cdfe2ace
--- /dev/null
+++ b/infrastructure/rag/templates/postgres-init-job.yaml
@@ -0,0 +1,34 @@
+apiVersion: batch/v1
+kind: Job
+metadata:
+  name: rag-keycloak-db-init
+  annotations:
+    "helm.sh/hook": pre-install,pre-upgrade
+    "helm.sh/hook-weight": "-5"
+    "helm.sh/hook-delete-policy": hook-succeeded
+spec:
+  template:
+    spec:
+      restartPolicy: OnFailure
+      initContainers:
+      - name: wait-for-postgres
+        image: postgres:16
+        command:
+        - sh
+        - -c
+        - |
+          until pg_isready -h rag-postgresql -p 5432 -U postgres; do
+            echo "Waiting for postgres..."
+            sleep 2
+          done
+      containers:
+      - name: create-db
+        image: postgres:16
+        env:
+        - name: PGPASSWORD
+          value: "postgres"
+        command:
+        - sh
+        - -c
+        - |
+          psql -h rag-postgresql -U postgres -tc "SELECT 1 FROM pg_database WHERE datname = 'keycloak'" | grep -q 1 || psql -h rag-postgresql -U postgres -c "CREATE DATABASE keycloak"
diff --git a/infrastructure/rag/values.yaml b/infrastructure/rag/values.yaml
index 8c759336..698c9fbe 100644
--- a/infrastructure/rag/values.yaml
+++ b/infrastructure/rag/values.yaml
@@ -18,6 +18,44 @@ features:
     enabled: true
   mcp:
     enabled: true
+  keycloak:
+    enabled: true
+
+keycloak:
+  image:
+    tag: "24.0.1"
+  command:
+    - "/opt/keycloak/bin/kc.sh"
+    - "start-dev"
+  ingress:
+    enabled: true
+    ingressClassName: nginx
+    servicePort: http
+    rules:
+      - host: keycloak.rag.localhost
+        paths:
+          - path: /
+            pathType: Prefix
+
+  postgresql:
+    enabled: false
+  extraEnv: |
+    - name: KEYCLOAK_ADMIN
+      value: "admin"
+    - name: KEYCLOAK_ADMIN_PASSWORD
+      value: "admin"
+    - name: KC_PROXY
+      value: "edge"
+    - name: KC_DB
+      value: "postgres"
+    - name: KC_DB_URL
+      value: "jdbc:postgresql://rag-postgresql:5432/keycloak"
+    - name: KC_DB_USERNAME
+      value: "postgres"
+    - name: KC_DB_PASSWORD
+      value: "postgres"
+    - name: KC_HTTP_RELATIVE_PATH
+      value: "/auth"
 
 backend:
 
@@ -182,7 +220,7 @@ backend:
     langfuse:
       LANGFUSE_DATASET_NAME: "rag_test_ds"
       LANGFUSE_DATASET_FILENAME: "/app/test_data.json"
-      LANGFUSE_HOST: "http://rag-langfuse-web:3000" #NOTE: http protocol needs to be defined!
+      LANGFUSE_HOST: "http://rag-langfuse-web:80" #NOTE: http protocol needs to be defined!
     ragClassTypes:
       RAG_CLASS_TYPE_LLM_TYPE: "stackit"
     ragas:
@@ -222,6 +260,10 @@ backend:
     chatHistory:
       CHAT_HISTORY_LIMIT: 4
       CHAT_HISTORY_REVERSE: true
+    keycloak:
+      KEYCLOAK_REALM_NAME: "rag"
+      KEYCLOAK_CLIENT_ID: "rag-backend"
+      KEYCLOAK_SERVER_URL: "http://rag-keycloak-http:80/auth/"
 
 frontend:
   name: frontend
@@ -255,6 +297,8 @@ frontend:
       VITE_CHAT_URL: "http://rag.localhost"
       VITE_ADMIN_URL: "http://admin.rag.localhost"
       VITE_ADMIN_API_URL: "http://admin.rag.localhost/api"
+      VITE_KEYCLOAK_AUTHORITY: "http://keycloak.rag.localhost/auth/realms/rag"
+      VITE_KEYCLOAK_CLIENT_ID: "rag-frontend"
 
 adminBackend:
   replicaCount: 1
@@ -353,6 +397,10 @@ adminBackend:
       USECASE_KEYVALUE_HOST: "rag-keydb"
     sourceUploader:
       SOURCE_UPLOADER_TIMEOUT: 3600
+    keycloak:
+      KEYCLOAK_REALM_NAME: "rag"
+      KEYCLOAK_CLIENT_ID: "rag-backend"
+      KEYCLOAK_SERVER_URL: "http://rag-keycloak-http:80/auth/"
 
 extractor:
   replicaCount: 1
@@ -451,7 +499,7 @@ shared:
     - rag.localhost
     - admin.rag.localhost
     basicAuth:
-      enabled: true
+      enabled: false
     tls:
       enabled: true
       host: rag.localhost
@@ -555,6 +603,8 @@ langfuse:
       username: postgres
       password: postgres
       database: langfuse
+    image:
+      tag: "16"
 
   # Redis Configuration (external KeyDB)
   redis:
diff --git a/libs/admin-api-lib/poetry.lock b/libs/admin-api-lib/poetry.lock
index f4826df6..ff301dd5 100644
--- a/libs/admin-api-lib/poetry.lock
+++ b/libs/admin-api-lib/poetry.lock
@@ -1,4 +1,16 @@
-# This file is automatically @generated by Poetry 2.2.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.1.2 and should not be changed by hand.
+
+[[package]]
+name = "aiofiles"
+version = "25.1.0"
+description = "File support for asyncio."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "aiofiles-25.1.0-py3-none-any.whl", hash = "sha256:abe311e527c862958650f9438e859c1fa7568a141b22abcd015e120e86a85695"},
+    {file = "aiofiles-25.1.0.tar.gz", hash = "sha256:a8d728f0a29de45dc521f18f07297428d56992a742f0cd2701ba86e44d23d5b2"},
+]
 
 [[package]]
 name = "aiohappyeyeballs"
@@ -204,6 +216,18 @@ files = [
     {file = "astpretty-3.0.0.tar.gz", hash = "sha256:b08c95f32e5994454ea99882ff3c4a0afc8254c38998a0ed4b479dba448dc581"},
 ]
 
+[[package]]
+name = "async-property"
+version = "0.2.2"
+description = "Python decorator for async properties."
+optional = false
+python-versions = "*"
+groups = ["main"]
+files = [
+    {file = "async_property-0.2.2-py2.py3-none-any.whl", hash = "sha256:8924d792b5843994537f8ed411165700b27b2bd966cefc4daeefc1253442a9d7"},
+    {file = "async_property-0.2.2.tar.gz", hash = "sha256:17d9bd6ca67e27915a75d92549df64b5c7174e9dc806b30a3934dc4ff0506380"},
+]
+
 [[package]]
 name = "attrs"
 version = "25.3.0"
@@ -366,7 +390,6 @@ description = "Foreign Function Interface for Python calling C code."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "platform_python_implementation == \"PyPy\""
 files = [
     {file = "cffi-1.17.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:df8b1c11f177bc2313ec4b2d46baec87a5f3e71fc8b45dab2ee7cae86d9aba14"},
     {file = "cffi-1.17.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8f2cdc858323644ab277e9bb925ad72ae0e67f69e804f4898c070998d50b1a67"},
@@ -705,6 +728,145 @@ files = [
 [package.extras]
 toml = ["tomli ; python_full_version <= \"3.11.0a6\""]
 
+[[package]]
+name = "cryptography"
+version = "45.0.7"
+description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
+optional = false
+python-versions = "!=3.9.0,!=3.9.1,>=3.7"
+groups = ["main"]
+markers = "python_full_version >= \"3.14.0\" and platform_python_implementation != \"PyPy\""
+files = [
+    {file = "cryptography-45.0.7-cp311-abi3-macosx_10_9_universal2.whl", hash = "sha256:3be4f21c6245930688bd9e162829480de027f8bf962ede33d4f8ba7d67a00cee"},
+    {file = "cryptography-45.0.7-cp311-abi3-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:67285f8a611b0ebc0857ced2081e30302909f571a46bfa7a3cc0ad303fe015c6"},
+    {file = "cryptography-45.0.7-cp311-abi3-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:577470e39e60a6cd7780793202e63536026d9b8641de011ed9d8174da9ca5339"},
+    {file = "cryptography-45.0.7-cp311-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:4bd3e5c4b9682bc112d634f2c6ccc6736ed3635fc3319ac2bb11d768cc5a00d8"},
+    {file = "cryptography-45.0.7-cp311-abi3-manylinux_2_28_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:465ccac9d70115cd4de7186e60cfe989de73f7bb23e8a7aa45af18f7412e75bf"},
+    {file = "cryptography-45.0.7-cp311-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:16ede8a4f7929b4b7ff3642eba2bf79aa1d71f24ab6ee443935c0d269b6bc513"},
+    {file = "cryptography-45.0.7-cp311-abi3-manylinux_2_34_aarch64.whl", hash = "sha256:8978132287a9d3ad6b54fcd1e08548033cc09dc6aacacb6c004c73c3eb5d3ac3"},
+    {file = "cryptography-45.0.7-cp311-abi3-manylinux_2_34_x86_64.whl", hash = "sha256:b6a0e535baec27b528cb07a119f321ac024592388c5681a5ced167ae98e9fff3"},
+    {file = "cryptography-45.0.7-cp311-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:a24ee598d10befaec178efdff6054bc4d7e883f615bfbcd08126a0f4931c83a6"},
+    {file = "cryptography-45.0.7-cp311-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:fa26fa54c0a9384c27fcdc905a2fb7d60ac6e47d14bc2692145f2b3b1e2cfdbd"},
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+    {file = "cryptography-45.0.7-cp311-abi3-win_amd64.whl", hash = "sha256:3808e6b2e5f0b46d981c24d79648e5c25c35e59902ea4391a0dcb3e667bf7443"},
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+]
+
+[package.dependencies]
+cffi = {version = ">=1.14", markers = "platform_python_implementation != \"PyPy\""}
+
+[package.extras]
+docs = ["sphinx (>=5.3.0)", "sphinx-inline-tabs ; python_full_version >= \"3.8.0\"", "sphinx-rtd-theme (>=3.0.0) ; python_full_version >= \"3.8.0\""]
+docstest = ["pyenchant (>=3)", "readme-renderer (>=30.0)", "sphinxcontrib-spelling (>=7.3.1)"]
+nox = ["nox (>=2024.4.15)", "nox[uv] (>=2024.3.2) ; python_full_version >= \"3.8.0\""]
+pep8test = ["check-sdist ; python_full_version >= \"3.8.0\"", "click (>=8.0.1)", "mypy (>=1.4)", "ruff (>=0.3.6)"]
+sdist = ["build (>=1.0.0)"]
+ssh = ["bcrypt (>=3.1.5)"]
+test = ["certifi (>=2024)", "cryptography-vectors (==45.0.7)", "pretend (>=0.7)", "pytest (>=7.4.0)", "pytest-benchmark (>=4.0)", "pytest-cov (>=2.10.1)", "pytest-xdist (>=3.5.0)"]
+test-randomorder = ["pytest-randomly"]
+
+[[package]]
+name = "cryptography"
+version = "46.0.0"
+description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
+optional = false
+python-versions = "!=3.9.0,!=3.9.1,>=3.8"
+groups = ["main"]
+markers = "python_version == \"3.13\" or platform_python_implementation == \"PyPy\""
+files = [
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+    {file = "cryptography-46.0.0.tar.gz", hash = "sha256:99f64a6d15f19f3afd78720ad2978f6d8d4c68cd4eb600fab82ab1a7c2071dca"},
+]
+
+[package.dependencies]
+cffi = {version = ">=1.14", markers = "python_full_version < \"3.14.0\" and platform_python_implementation != \"PyPy\""}
+
+[package.extras]
+docs = ["sphinx (>=5.3.0)", "sphinx-inline-tabs", "sphinx-rtd-theme (>=3.0.0)"]
+docstest = ["pyenchant (>=3)", "readme-renderer (>=30.0)", "sphinxcontrib-spelling (>=7.3.1)"]
+nox = ["nox[uv] (>=2024.4.15)"]
+pep8test = ["check-sdist", "click (>=8.0.1)", "mypy (>=1.14)", "ruff (>=0.11.11)"]
+sdist = ["build (>=1.0.0)"]
+ssh = ["bcrypt (>=3.1.5)"]
+test = ["certifi (>=2024)", "cryptography-vectors (==46.0.0)", "pretend (>=0.7)", "pytest (>=7.4.0)", "pytest-benchmark (>=4.0)", "pytest-cov (>=2.10.1)", "pytest-xdist (>=3.5.0)"]
+test-randomorder = ["pytest-randomly"]
+
 [[package]]
 name = "dataclasses-json"
 version = "0.6.7"
@@ -826,6 +988,21 @@ wrapt = ">=1.10,<2"
 [package.extras]
 dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "setuptools ; python_version >= \"3.12\"", "tox"]
 
+[[package]]
+name = "deprecation"
+version = "2.1.0"
+description = "A library to handle automated deprecations"
+optional = false
+python-versions = "*"
+groups = ["main"]
+files = [
+    {file = "deprecation-2.1.0-py2.py3-none-any.whl", hash = "sha256:a10811591210e1fb0e768a8c25517cabeabcba6f0bf96564f8ff45189f90b14a"},
+    {file = "deprecation-2.1.0.tar.gz", hash = "sha256:72b3bde64e5d778694b0cf68178aed03d15e15477116add3fb773e581f9518ff"},
+]
+
+[package.dependencies]
+packaging = "*"
+
 [[package]]
 name = "distro"
 version = "1.9.0"
@@ -1850,6 +2027,22 @@ files = [
     {file = "jsonpointer-3.0.0.tar.gz", hash = "sha256:2b2d729f2091522d61c3b31f82e11870f60b68f43fbc705cb76bf4b832af59ef"},
 ]
 
+[[package]]
+name = "jwcrypto"
+version = "1.5.6"
+description = "Implementation of JOSE Web standards"
+optional = false
+python-versions = ">= 3.8"
+groups = ["main"]
+files = [
+    {file = "jwcrypto-1.5.6-py3-none-any.whl", hash = "sha256:150d2b0ebbdb8f40b77f543fb44ffd2baeff48788be71f67f03566692fd55789"},
+    {file = "jwcrypto-1.5.6.tar.gz", hash = "sha256:771a87762a0c081ae6166958a954f80848820b2ab066937dc8b8379d65b1b039"},
+]
+
+[package.dependencies]
+cryptography = ">=3.4"
+typing-extensions = ">=4.5.0"
+
 [[package]]
 name = "langchain"
 version = "0.3.27"
@@ -2844,7 +3037,6 @@ description = "C parser in Python"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "platform_python_implementation == \"PyPy\""
 files = [
     {file = "pycparser-2.22-py3-none-any.whl", hash = "sha256:c3702b6d3dd8c7abc1afa565d7e63d53a1d0bd86cdc24edd75470f4de499cfcc"},
     {file = "pycparser-2.22.tar.gz", hash = "sha256:491c8be9c040f5390f5bf44a5b07752bd07f56edf992381b05c701439eec10f6"},
@@ -3053,6 +3245,24 @@ files = [
 [package.extras]
 windows-terminal = ["colorama (>=0.4.6)"]
 
+[[package]]
+name = "pyjwt"
+version = "2.10.1"
+description = "JSON Web Token implementation in Python"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "PyJWT-2.10.1-py3-none-any.whl", hash = "sha256:dcdd193e30abefd5debf142f9adfcdd2b58004e644f25406ffaebd50bd98dacb"},
+    {file = "pyjwt-2.10.1.tar.gz", hash = "sha256:3cc5772eb20009233caf06e9d8a0577824723b44e6648ee0a2aedb6cf9381953"},
+]
+
+[package.extras]
+crypto = ["cryptography (>=3.4.0)"]
+dev = ["coverage[toml] (==5.0.4)", "cryptography (>=3.4.0)", "pre-commit", "pytest (>=6.0.0,<7.0.0)", "sphinx", "sphinx-rtd-theme", "zope.interface"]
+docs = ["sphinx", "sphinx-rtd-theme", "zope.interface"]
+tests = ["coverage[toml] (==5.0.4)", "pytest (>=6.0.0,<7.0.0)"]
+
 [[package]]
 name = "pyreadline3"
 version = "3.5.4"
@@ -3140,6 +3350,27 @@ files = [
 [package.extras]
 cli = ["click (>=5.0)"]
 
+[[package]]
+name = "python-keycloak"
+version = "5.8.1"
+description = "python-keycloak is a Python package providing access to the Keycloak API."
+optional = false
+python-versions = "<4.0,>=3.9"
+groups = ["main"]
+files = [
+    {file = "python_keycloak-5.8.1-py3-none-any.whl", hash = "sha256:f80accf3e63b6c907f0f873ffac7a07705bd89d935520ba235259ba81b9ed864"},
+    {file = "python_keycloak-5.8.1.tar.gz", hash = "sha256:b99a1efc7eb8715c3a7d915005728f8ba2ee03c81cdf12210c65ce794cd148ad"},
+]
+
+[package.dependencies]
+aiofiles = ">=24.1.0"
+async-property = ">=0.2.2"
+deprecation = ">=2.1.0"
+httpx = ">=0.23.2"
+jwcrypto = ">=1.5.4"
+requests = ">=2.20.0"
+requests-toolbelt = ">=0.6.0"
+
 [[package]]
 name = "python-multipart"
 version = "0.0.20"
@@ -4239,4 +4470,4 @@ cffi = ["cffi (>=1.11)"]
 [metadata]
 lock-version = "2.1"
 python-versions = "^3.13"
-content-hash = "202335d34a9bec3664039f543a0df0994e59bd2db3804ddc26f9800c1feceed2"
+content-hash = "d9b526bd19d83df6d2c353e1b04c94fce718940072678bfaae6ec95a7a3bb6d2"
diff --git a/libs/admin-api-lib/pyproject.toml b/libs/admin-api-lib/pyproject.toml
index 1468d29b..8e80ba63 100644
--- a/libs/admin-api-lib/pyproject.toml
+++ b/libs/admin-api-lib/pyproject.toml
@@ -117,6 +117,8 @@ langfuse = "3.6.1"
 redis = "^6.0.0"
 pyyaml = "^6.0.2"
 python-multipart = "^0.0.20"
+python-keycloak = "^5.0.0"
+pyjwt = "^2.9.0"
 langchain-experimental = "^0.3.4"
 nltk = "^3.9.2"
 starlette = ">=0.49.1"
diff --git a/libs/admin-api-lib/pytest.ini b/libs/admin-api-lib/pytest.ini
index 987d6113..04193470 100644
--- a/libs/admin-api-lib/pytest.ini
+++ b/libs/admin-api-lib/pytest.ini
@@ -1,3 +1,2 @@
 [pytest]
-addopts = --asyncio-mode=auto
 plugins = pytest-asyncio
\ No newline at end of file
diff --git a/libs/admin-api-lib/src/admin_api_lib/auth.py b/libs/admin-api-lib/src/admin_api_lib/auth.py
new file mode 100644
index 00000000..d366814e
--- /dev/null
+++ b/libs/admin-api-lib/src/admin_api_lib/auth.py
@@ -0,0 +1,253 @@
+"""Module for authentication middleware."""
+
+import logging
+import json
+from typing import Optional
+
+from fastapi import Request, HTTPException, status
+from fastapi.security import HTTPBearer, HTTPAuthorizationCredentials
+import jwt
+from jwt import InvalidSignatureError
+import requests
+from keycloak import KeycloakOpenID
+from rag_core_lib.context import set_tenant_id
+from pydantic_settings import BaseSettings
+
+logger = logging.getLogger(__name__)
+
+
+class KeycloakSettings(BaseSettings):
+    """Keycloak settings."""
+
+    KEYCLOAK_SERVER_URL: str = "http://localhost:8080/"
+    KEYCLOAK_REALM_NAME: str = "master"
+    KEYCLOAK_CLIENT_ID: str = "rag-backend"
+    KEYCLOAK_CLIENT_SECRET: str = ""
+    KEYCLOAK_ALGORITHM: str = "RS256"
+
+
+keycloak_settings = KeycloakSettings()
+
+# Initialize Keycloak OpenID Client
+keycloak_openid = KeycloakOpenID(
+    server_url=keycloak_settings.KEYCLOAK_SERVER_URL,
+    client_id=keycloak_settings.KEYCLOAK_CLIENT_ID,
+    realm_name=keycloak_settings.KEYCLOAK_REALM_NAME,
+    client_secret_key=keycloak_settings.KEYCLOAK_CLIENT_SECRET,
+)
+
+
+from starlette.middleware.base import BaseHTTPMiddleware
+
+
+class AuthMiddleware(BaseHTTPMiddleware):
+    """Authentication middleware."""
+
+    def __init__(self, app):
+        super().__init__(app)
+        self.security = HTTPBearer()
+        self._jwks = None
+        self._public_key_pem = None
+        self._jwks_by_issuer = {}
+
+    def _get_jwks(self):
+        """Fetch and cache JWKS from Keycloak."""
+        if self._jwks is None:
+            jwks = keycloak_openid.certs()
+            self._jwks = json.loads(jwks) if isinstance(jwks, str) else jwks
+        return self._jwks
+
+    def _refresh_jwks(self):
+        """Force refresh JWKS (in case of key rotation)."""
+        jwks = keycloak_openid.certs()
+        self._jwks = json.loads(jwks) if isinstance(jwks, str) else jwks
+        return self._jwks
+
+    def _get_jwks_for_issuer(self, issuer: str):
+        """Fetch JWKS for a given issuer and cache it."""
+        if not issuer:
+            return None
+        if issuer in self._jwks_by_issuer:
+            return self._jwks_by_issuer[issuer]
+        jwks_url = issuer.rstrip("/") + "/protocol/openid-connect/certs"
+        # Patch for internal resolution if running in k8s/docker and issuer is external
+        if "keycloak.rag.localhost" in jwks_url:
+            jwks_url = jwks_url.replace("keycloak.rag.localhost", "rag-keycloak-http:80")
+        response = requests.get(jwks_url, timeout=5)
+        response.raise_for_status()
+        jwks = response.json()
+        self._jwks_by_issuer[issuer] = jwks
+        return jwks
+
+    def _refresh_jwks_for_issuer(self, issuer: str):
+        """Refresh JWKS for a given issuer."""
+        if not issuer:
+            return None
+        jwks_url = issuer.rstrip("/") + "/protocol/openid-connect/certs"
+        # Patch for internal resolution if running in k8s/docker and issuer is external
+        if "keycloak.rag.localhost" in jwks_url:
+            jwks_url = jwks_url.replace("keycloak.rag.localhost", "rag-keycloak-http:80")
+        response = requests.get(jwks_url, timeout=5)
+        response.raise_for_status()
+        jwks = response.json()
+        self._jwks_by_issuer[issuer] = jwks
+        return jwks
+
+    def _get_public_key_pem(self):
+        """Fetch and cache the PEM-formatted public key."""
+        if self._public_key_pem is None:
+            raw_public_key = keycloak_openid.public_key().strip()
+            self._public_key_pem = (
+                raw_public_key
+                if raw_public_key.startswith("-----BEGIN")
+                else "-----BEGIN PUBLIC KEY-----\n" + raw_public_key + "\n-----END PUBLIC KEY-----"
+            )
+        return self._public_key_pem
+    
+    def _refresh_public_key_pem(self):
+        """Force refresh PEM public key (in case of key rotation)."""
+        raw_public_key = keycloak_openid.public_key().strip()
+        self._public_key_pem = (
+            raw_public_key
+            if raw_public_key.startswith("-----BEGIN")
+            else "-----BEGIN PUBLIC KEY-----\n" + raw_public_key + "\n-----END PUBLIC KEY-----"
+        )
+        return self._public_key_pem
+
+    def _decode_with_jwks(self, token: str) -> dict:
+        """Decode using JWKS (kid-aware)."""
+        header = jwt.get_unverified_header(token)
+        alg = header.get("alg")
+        if not alg:
+            raise ValueError("Token missing 'alg' header")
+        kid = header.get("kid")
+        payload = jwt.decode(token, options={"verify_signature": False, "verify_aud": False})
+        issuer = payload.get("iss")
+
+        def _decode_with_keys(jwks_obj, source_name: str):
+            keys = jwks_obj.get("keys", []) if isinstance(jwks_obj, dict) else []
+            available_kids = [k.get("kid") for k in keys if k.get("kid")]
+            if kid and kid not in available_kids:
+                raise ValueError(f"kid {kid} not found in JWKS ({source_name}); available: {available_kids}")
+            key_obj = None
+            if kid:
+                for candidate in keys:
+                    if candidate.get("kid") == kid:
+                        key_obj = candidate
+                        break
+            if key_obj is None and len(keys) == 1:
+                key_obj = keys[0]
+            if key_obj is None:
+                raise ValueError(f"No suitable JWKS key available ({source_name}); available kids: {available_kids}")
+
+            try:
+                algorithm = jwt.algorithms.get_default_algorithms()[alg]
+            except KeyError:
+                raise ValueError(f"Unsupported algorithm: {alg}")
+
+            public_key = algorithm.from_jwk(json.dumps(key_obj))
+            return jwt.decode(
+                token,
+                key=public_key,
+                algorithms=[alg],
+                options={"verify_aud": False},
+                leeway=10,
+            )
+
+        jwks_sources = []
+        if issuer:
+            jwks_sources.append(("issuer", self._get_jwks_for_issuer(issuer), lambda: self._refresh_jwks_for_issuer(issuer)))
+        jwks_sources.append(("default", self._get_jwks(), self._refresh_jwks))
+
+        last_error = None
+        for name, jwks_obj, refresher in jwks_sources:
+            try:
+                return _decode_with_keys(jwks_obj, name)
+            except InvalidSignatureError as sig_err:
+                logger.info("JWKS signature failed (kid=%s, alg=%s, source=%s), refreshing and retrying", kid, alg, name)
+                last_error = sig_err
+                try:
+                    return _decode_with_keys(refresher(), name + "-refreshed")
+                except Exception as refresh_error:
+                    last_error = refresh_error
+                    continue
+            except Exception as e:
+                last_error = e
+                continue
+
+        if last_error:
+            raise last_error
+        raise ValueError("JWKS verification failed with no available sources")
+
+    def _decode_with_pem(self, token: str) -> dict:
+        """Decode using PEM public key as a fallback."""
+        header = jwt.get_unverified_header(token)
+        alg = header.get("alg") or keycloak_settings.KEYCLOAK_ALGORITHM
+        try:
+            return jwt.decode(
+                token,
+                key=self._get_public_key_pem(),
+                algorithms=[alg],
+                options={"verify_aud": False},
+                leeway=10,
+            )
+        except InvalidSignatureError:
+            logger.info("PEM signature failed (alg=%s), refreshing public key and retrying", alg)
+            return jwt.decode(
+                token,
+                key=self._refresh_public_key_pem(),
+                algorithms=[alg],
+                options={"verify_aud": False},
+                leeway=10,
+            )
+
+    async def dispatch(self, request: Request, call_next):
+        """Authenticate request."""
+        if request.method == "OPTIONS":
+            return await call_next(request)
+
+        # Skip auth for docs and openapi
+        openapi_paths = {"/docs", "/openapi.json", "/redoc", "/api/docs", "/api/openapi.json", "/api/redoc"}
+        if request.url.path in openapi_paths:
+            return await call_next(request)
+
+        # Allow internal health/readiness without auth
+        if request.url.path in {"/health", "/health/ready", "/health/live", "/ready", "/live"}:
+            return await call_next(request)
+
+        credentials: Optional[HTTPAuthorizationCredentials] = await self.security(request)
+        if not credentials:
+            raise HTTPException(
+                status_code=status.HTTP_401_UNAUTHORIZED,
+                detail="Invalid authentication credentials",
+                headers={"WWW-Authenticate": "Bearer"},
+            )
+
+        token = credentials.credentials
+        try:
+            # Verify token
+            # Try JWKS first (kid-aware) and fall back to realm public key PEM if needed.
+            try:
+                token_info = self._decode_with_jwks(token)
+            except Exception as jwks_error:
+                logger.warning("JWKS verification failed, retrying with PEM: %s", jwks_error)
+                token_info = self._decode_with_pem(token)
+
+            # Extract Tenant ID (Organization) - must be present
+            tenant_id = token_info.get("tenant_id")
+            if not tenant_id:
+                logger.warning("No tenant ID found in token for user %s", token_info.get("preferred_username"))
+                raise HTTPException(status_code=status.HTTP_403_FORBIDDEN, detail="Missing tenant_id claim in token")
+
+            set_tenant_id(tenant_id)
+            logger.info(f"Authenticated user {token_info.get('preferred_username')} for tenant {tenant_id}")
+
+        except Exception as e:
+            logger.error(f"Authentication failed: {e}")
+            raise HTTPException(
+                status_code=status.HTTP_401_UNAUTHORIZED,
+                detail="Invalid token",
+                headers={"WWW-Authenticate": "Bearer"},
+            )
+        
+        return await call_next(request)
diff --git a/libs/admin-api-lib/src/admin_api_lib/impl/api_endpoints/default_file_uploader.py b/libs/admin-api-lib/src/admin_api_lib/impl/api_endpoints/default_file_uploader.py
index 342711a4..cdfc1ea0 100644
--- a/libs/admin-api-lib/src/admin_api_lib/impl/api_endpoints/default_file_uploader.py
+++ b/libs/admin-api-lib/src/admin_api_lib/impl/api_endpoints/default_file_uploader.py
@@ -22,6 +22,7 @@
 from admin_api_lib.impl.key_db.file_status_key_value_store import FileStatusKeyValueStore
 from admin_api_lib.information_enhancer.information_enhancer import InformationEnhancer
 from admin_api_lib.utils.utils import sanitize_document_name
+from rag_core_lib.context import get_tenant_id, set_tenant_id
 
 logger = logging.getLogger(__name__)
 
@@ -102,7 +103,8 @@ async def upload_file(
             content = await file.read()
             s3_path = await self._asave_new_document(content, file.filename, source_name)
 
-            task = asyncio.create_task(self._handle_source_upload(s3_path, source_name, file.filename, base_url))
+            tenant_id = get_tenant_id()
+            task = asyncio.create_task(self._handle_source_upload(s3_path, source_name, file.filename, base_url, tenant_id))
             task.add_done_callback(self._log_task_exception)
             self._background_tasks.append(task)
         except ValueError as e:
@@ -160,7 +162,10 @@ async def _handle_source_upload(
         source_name: str,
         file_name: str,
         base_url: str,
+        tenant_id: str | None = None,
     ):
+        if tenant_id:
+            set_tenant_id(tenant_id)
         try:
             # Run blocking extractor API call in thread pool to avoid blocking event loop
             information_pieces = await asyncio.to_thread(
diff --git a/libs/admin-api-lib/src/admin_api_lib/impl/api_endpoints/default_source_uploader.py b/libs/admin-api-lib/src/admin_api_lib/impl/api_endpoints/default_source_uploader.py
index 6a05ba2f..ff2be4d7 100644
--- a/libs/admin-api-lib/src/admin_api_lib/impl/api_endpoints/default_source_uploader.py
+++ b/libs/admin-api-lib/src/admin_api_lib/impl/api_endpoints/default_source_uploader.py
@@ -25,6 +25,7 @@
 from admin_api_lib.rag_backend_client.openapi_client.models.information_piece import (
     InformationPiece as RagInformationPiece,
 )
+from rag_core_lib.context import get_tenant_id, set_tenant_id
 
 logger = logging.getLogger(__name__)
 
@@ -105,7 +106,10 @@ async def upload_source(
             self._check_if_already_in_processing(source_name)
             self._key_value_store.upsert(source_name, Status.PROCESSING)
 
-            thread = Thread(target=self._thread_worker, args=(source_name, source_type, kwargs, self._settings.timeout))
+            self._key_value_store.upsert(source_name, Status.PROCESSING)
+
+            tenant_id = get_tenant_id()
+            thread = Thread(target=self._thread_worker, args=(source_name, source_type, kwargs, self._settings.timeout, tenant_id))
             thread.start()
             self._background_threads.append(thread)
         except ValueError as e:
@@ -138,7 +142,9 @@ def _check_if_already_in_processing(self, source_name: str) -> None:
         if any(s == Status.PROCESSING for s in existing):
             raise ValueError(f"Document {source_name} is already in processing state")
 
-    def _thread_worker(self, source_name, source_type, kwargs, timeout):
+    def _thread_worker(self, source_name, source_type, kwargs, timeout, tenant_id=None):
+        if tenant_id:
+            set_tenant_id(tenant_id)
         loop = asyncio.new_event_loop()
         asyncio.set_event_loop(loop)
         try:
diff --git a/libs/admin-api-lib/src/admin_api_lib/main.py b/libs/admin-api-lib/src/admin_api_lib/main.py
index 0282de65..47d2c1a5 100644
--- a/libs/admin-api-lib/src/admin_api_lib/main.py
+++ b/libs/admin-api-lib/src/admin_api_lib/main.py
@@ -25,6 +25,9 @@
 
 app.include_router(router)
 
+from admin_api_lib.auth import AuthMiddleware
+app.add_middleware(AuthMiddleware)
+
 container = DependencyContainer()
 container.wire(modules=[admin_api])
 app.container = container
diff --git a/libs/extractor-api-lib/poetry.lock b/libs/extractor-api-lib/poetry.lock
index bbf6f0bb..6c7ff0b1 100644
--- a/libs/extractor-api-lib/poetry.lock
+++ b/libs/extractor-api-lib/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 2.2.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.1.2 and should not be changed by hand.
 
 [[package]]
 name = "accelerate"
@@ -2842,11 +2842,8 @@ files = [
     {file = "lxml-5.4.0-cp36-cp36m-win_amd64.whl", hash = "sha256:7ce1a171ec325192c6a636b64c94418e71a1964f56d002cc28122fceff0b6121"},
     {file = "lxml-5.4.0-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:795f61bcaf8770e1b37eec24edf9771b307df3af74d1d6f27d812e15a9ff3872"},
     {file = "lxml-5.4.0-cp37-cp37m-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:29f451a4b614a7b5b6c2e043d7b64a15bd8304d7e767055e8ab68387a8cacf4e"},
-    {file = "lxml-5.4.0-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:891f7f991a68d20c75cb13c5c9142b2a3f9eb161f1f12a9489c82172d1f133c0"},
     {file = "lxml-5.4.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4aa412a82e460571fad592d0f93ce9935a20090029ba08eca05c614f99b0cc92"},
-    {file = "lxml-5.4.0-cp37-cp37m-manylinux_2_28_aarch64.whl", hash = "sha256:ac7ba71f9561cd7d7b55e1ea5511543c0282e2b6450f122672a2694621d63b7e"},
     {file = "lxml-5.4.0-cp37-cp37m-manylinux_2_28_x86_64.whl", hash = "sha256:c5d32f5284012deaccd37da1e2cd42f081feaa76981f0eaa474351b68df813c5"},
-    {file = "lxml-5.4.0-cp37-cp37m-musllinux_1_2_aarch64.whl", hash = "sha256:ce31158630a6ac85bddd6b830cffd46085ff90498b397bd0a259f59d27a12188"},
     {file = "lxml-5.4.0-cp37-cp37m-musllinux_1_2_x86_64.whl", hash = "sha256:31e63621e073e04697c1b2d23fcb89991790eef370ec37ce4d5d469f40924ed6"},
     {file = "lxml-5.4.0-cp37-cp37m-win32.whl", hash = "sha256:be2ba4c3c5b7900246a8f866580700ef0d538f2ca32535e991027bdaba944063"},
     {file = "lxml-5.4.0-cp37-cp37m-win_amd64.whl", hash = "sha256:09846782b1ef650b321484ad429217f5154da4d6e786636c38e434fa32e94e49"},
diff --git a/libs/rag-core-api/openapi.yaml b/libs/rag-core-api/openapi.yaml
index 4d78b680..c2f2d9d0 100644
--- a/libs/rag-core-api/openapi.yaml
+++ b/libs/rag-core-api/openapi.yaml
@@ -4,6 +4,8 @@ info:
   description: The perfect rag solution.
   title: STACKIT RAG
   version: 1.0.0
+security:
+- BearerAuth: []
 servers:
 - url: /
 paths:
@@ -252,3 +254,8 @@ components:
       - type
       title: file
       type: object
+  securitySchemes:
+    BearerAuth:
+      type: http
+      scheme: bearer
+      bearerFormat: JWT
diff --git a/libs/rag-core-api/poetry.lock b/libs/rag-core-api/poetry.lock
index 23de9d2b..36d0b5bf 100644
--- a/libs/rag-core-api/poetry.lock
+++ b/libs/rag-core-api/poetry.lock
@@ -1,4 +1,16 @@
-# This file is automatically @generated by Poetry 2.2.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.1.2 and should not be changed by hand.
+
+[[package]]
+name = "aiofiles"
+version = "25.1.0"
+description = "File support for asyncio."
+optional = false
+python-versions = ">=3.9"
+groups = ["dev"]
+files = [
+    {file = "aiofiles-25.1.0-py3-none-any.whl", hash = "sha256:abe311e527c862958650f9438e859c1fa7568a141b22abcd015e120e86a85695"},
+    {file = "aiofiles-25.1.0.tar.gz", hash = "sha256:a8d728f0a29de45dc521f18f07297428d56992a742f0cd2701ba86e44d23d5b2"},
+]
 
 [[package]]
 name = "aiohappyeyeballs"
@@ -165,7 +177,7 @@ version = "4.9.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["main", "dev"]
 files = [
     {file = "anyio-4.9.0-py3-none-any.whl", hash = "sha256:9f76d541cad6e36af7beb62e978876f3b41e3e04f2c1fbf0884604c0a9c4d93c"},
     {file = "anyio-4.9.0.tar.gz", hash = "sha256:673c0c244e15788651a4ff38710fea9675823028a6f08a5eda409e0c9840a028"},
@@ -216,6 +228,18 @@ files = [
     {file = "astpretty-3.0.0.tar.gz", hash = "sha256:b08c95f32e5994454ea99882ff3c4a0afc8254c38998a0ed4b479dba448dc581"},
 ]
 
+[[package]]
+name = "async-property"
+version = "0.2.2"
+description = "Python decorator for async properties."
+optional = false
+python-versions = "*"
+groups = ["dev"]
+files = [
+    {file = "async_property-0.2.2-py2.py3-none-any.whl", hash = "sha256:8924d792b5843994537f8ed411165700b27b2bd966cefc4daeefc1253442a9d7"},
+    {file = "async_property-0.2.2.tar.gz", hash = "sha256:17d9bd6ca67e27915a75d92549df64b5c7174e9dc806b30a3934dc4ff0506380"},
+]
+
 [[package]]
 name = "attrs"
 version = "25.3.0"
@@ -325,7 +349,7 @@ version = "2025.6.15"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
+groups = ["main", "dev"]
 files = [
     {file = "certifi-2025.6.15-py3-none-any.whl", hash = "sha256:2e0c7ce7cb5d8f8634ca55d2ba7e6ec2689a2fd6537d8dec1296a477a4910057"},
     {file = "certifi-2025.6.15.tar.gz", hash = "sha256:d747aa5a8b9bbbb1bb8c22bb13e22bd1f18e9796defa16bab421f7f7a317323b"},
@@ -337,8 +361,7 @@ version = "1.17.1"
 description = "Foreign Function Interface for Python calling C code."
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
-markers = "platform_python_implementation == \"PyPy\""
+groups = ["main", "dev"]
 files = [
     {file = "cffi-1.17.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:df8b1c11f177bc2313ec4b2d46baec87a5f3e71fc8b45dab2ee7cae86d9aba14"},
     {file = "cffi-1.17.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8f2cdc858323644ab277e9bb925ad72ae0e67f69e804f4898c070998d50b1a67"},
@@ -408,6 +431,7 @@ files = [
     {file = "cffi-1.17.1-cp39-cp39-win_amd64.whl", hash = "sha256:d016c76bdd850f3c626af19b0542c9677ba156e4ee4fccfdd7848803533ef662"},
     {file = "cffi-1.17.1.tar.gz", hash = "sha256:1c39c6016c32bc48dd54561950ebd6836e1670f2ae46128f67cf49e789c52824"},
 ]
+markers = {main = "platform_python_implementation == \"PyPy\"", dev = "platform_python_implementation != \"PyPy\""}
 
 [package.dependencies]
 pycparser = "*"
@@ -418,7 +442,7 @@ version = "3.4.2"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
+groups = ["main", "dev"]
 files = [
     {file = "charset_normalizer-3.4.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:7c48ed483eb946e6c04ccbe02c6b4d1d48e51944b6db70f697e089c193404941"},
     {file = "charset_normalizer-3.4.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b2d318c11350e10662026ad0eb71bb51c7812fc8590825304ae0bdd4ac283acd"},
@@ -677,6 +701,145 @@ files = [
 [package.extras]
 toml = ["tomli ; python_full_version <= \"3.11.0a6\""]
 
+[[package]]
+name = "cryptography"
+version = "45.0.7"
+description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
+optional = false
+python-versions = "!=3.9.0,!=3.9.1,>=3.7"
+groups = ["dev"]
+markers = "python_full_version >= \"3.14.0\" and platform_python_implementation != \"PyPy\""
+files = [
+    {file = "cryptography-45.0.7-cp311-abi3-macosx_10_9_universal2.whl", hash = "sha256:3be4f21c6245930688bd9e162829480de027f8bf962ede33d4f8ba7d67a00cee"},
+    {file = "cryptography-45.0.7-cp311-abi3-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:67285f8a611b0ebc0857ced2081e30302909f571a46bfa7a3cc0ad303fe015c6"},
+    {file = "cryptography-45.0.7-cp311-abi3-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:577470e39e60a6cd7780793202e63536026d9b8641de011ed9d8174da9ca5339"},
+    {file = "cryptography-45.0.7-cp311-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:4bd3e5c4b9682bc112d634f2c6ccc6736ed3635fc3319ac2bb11d768cc5a00d8"},
+    {file = "cryptography-45.0.7-cp311-abi3-manylinux_2_28_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:465ccac9d70115cd4de7186e60cfe989de73f7bb23e8a7aa45af18f7412e75bf"},
+    {file = "cryptography-45.0.7-cp311-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:16ede8a4f7929b4b7ff3642eba2bf79aa1d71f24ab6ee443935c0d269b6bc513"},
+    {file = "cryptography-45.0.7-cp311-abi3-manylinux_2_34_aarch64.whl", hash = "sha256:8978132287a9d3ad6b54fcd1e08548033cc09dc6aacacb6c004c73c3eb5d3ac3"},
+    {file = "cryptography-45.0.7-cp311-abi3-manylinux_2_34_x86_64.whl", hash = "sha256:b6a0e535baec27b528cb07a119f321ac024592388c5681a5ced167ae98e9fff3"},
+    {file = "cryptography-45.0.7-cp311-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:a24ee598d10befaec178efdff6054bc4d7e883f615bfbcd08126a0f4931c83a6"},
+    {file = "cryptography-45.0.7-cp311-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:fa26fa54c0a9384c27fcdc905a2fb7d60ac6e47d14bc2692145f2b3b1e2cfdbd"},
+    {file = "cryptography-45.0.7-cp311-abi3-win32.whl", hash = "sha256:bef32a5e327bd8e5af915d3416ffefdbe65ed975b646b3805be81b23580b57b8"},
+    {file = "cryptography-45.0.7-cp311-abi3-win_amd64.whl", hash = "sha256:3808e6b2e5f0b46d981c24d79648e5c25c35e59902ea4391a0dcb3e667bf7443"},
+    {file = "cryptography-45.0.7-cp37-abi3-macosx_10_9_universal2.whl", hash = "sha256:bfb4c801f65dd61cedfc61a83732327fafbac55a47282e6f26f073ca7a41c3b2"},
+    {file = "cryptography-45.0.7-cp37-abi3-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:81823935e2f8d476707e85a78a405953a03ef7b7b4f55f93f7c2d9680e5e0691"},
+    {file = "cryptography-45.0.7-cp37-abi3-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:3994c809c17fc570c2af12c9b840d7cea85a9fd3e5c0e0491f4fa3c029216d59"},
+    {file = "cryptography-45.0.7-cp37-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:dad43797959a74103cb59c5dac71409f9c27d34c8a05921341fb64ea8ccb1dd4"},
+    {file = "cryptography-45.0.7-cp37-abi3-manylinux_2_28_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:ce7a453385e4c4693985b4a4a3533e041558851eae061a58a5405363b098fcd3"},
+    {file = "cryptography-45.0.7-cp37-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:b04f85ac3a90c227b6e5890acb0edbaf3140938dbecf07bff618bf3638578cf1"},
+    {file = "cryptography-45.0.7-cp37-abi3-manylinux_2_34_aarch64.whl", hash = "sha256:48c41a44ef8b8c2e80ca4527ee81daa4c527df3ecbc9423c41a420a9559d0e27"},
+    {file = "cryptography-45.0.7-cp37-abi3-manylinux_2_34_x86_64.whl", hash = "sha256:f3df7b3d0f91b88b2106031fd995802a2e9ae13e02c36c1fc075b43f420f3a17"},
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 [[package]]
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 version = "0.6.7"
@@ -841,6 +1004,21 @@ wrapt = ">=1.10,<2"
 [package.extras]
 dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "setuptools ; python_version >= \"3.12\"", "tox"]
 
+[[package]]
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+description = "A library to handle automated deprecations"
+optional = false
+python-versions = "*"
+groups = ["dev"]
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+[package.dependencies]
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+
 [[package]]
 name = "dill"
 version = "0.3.8"
@@ -1705,7 +1883,7 @@ version = "0.16.0"
 description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
+groups = ["main", "dev"]
 files = [
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@@ -1767,7 +1945,7 @@ version = "1.0.9"
 description = "A minimal low-level HTTP client."
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
+groups = ["main", "dev"]
 files = [
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@@ -1789,7 +1967,7 @@ version = "0.28.1"
 description = "The next generation HTTP client."
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
+groups = ["main", "dev"]
 files = [
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 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
 python-versions = ">=3.6"
-groups = ["main"]
+groups = ["main", "dev"]
 files = [
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     {file = "idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9"},
@@ -2120,6 +2298,22 @@ files = [
     {file = "jsonpointer-3.0.0.tar.gz", hash = "sha256:2b2d729f2091522d61c3b31f82e11870f60b68f43fbc705cb76bf4b832af59ef"},
 ]
 
+[[package]]
+name = "jwcrypto"
+version = "1.5.6"
+description = "Implementation of JOSE Web standards"
+optional = false
+python-versions = ">= 3.8"
+groups = ["dev"]
+files = [
+    {file = "jwcrypto-1.5.6-py3-none-any.whl", hash = "sha256:150d2b0ebbdb8f40b77f543fb44ffd2baeff48788be71f67f03566692fd55789"},
+    {file = "jwcrypto-1.5.6.tar.gz", hash = "sha256:771a87762a0c081ae6166958a954f80848820b2ab066937dc8b8379d65b1b039"},
+]
+
+[package.dependencies]
+cryptography = ">=3.4"
+typing-extensions = ">=4.5.0"
+
 [[package]]
 name = "langchain"
 version = "0.3.27"
@@ -3853,12 +4047,12 @@ version = "2.22"
 description = "C parser in Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
-markers = "platform_python_implementation == \"PyPy\""
+groups = ["main", "dev"]
 files = [
     {file = "pycparser-2.22-py3-none-any.whl", hash = "sha256:c3702b6d3dd8c7abc1afa565d7e63d53a1d0bd86cdc24edd75470f4de499cfcc"},
     {file = "pycparser-2.22.tar.gz", hash = "sha256:491c8be9c040f5390f5bf44a5b07752bd07f56edf992381b05c701439eec10f6"},
 ]
+markers = {main = "platform_python_implementation == \"PyPy\"", dev = "platform_python_implementation != \"PyPy\""}
 
 [[package]]
 name = "pydantic"
@@ -4063,6 +4257,24 @@ files = [
 [package.extras]
 windows-terminal = ["colorama (>=0.4.6)"]
 
+[[package]]
+name = "pyjwt"
+version = "2.10.1"
+description = "JSON Web Token implementation in Python"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "PyJWT-2.10.1-py3-none-any.whl", hash = "sha256:dcdd193e30abefd5debf142f9adfcdd2b58004e644f25406ffaebd50bd98dacb"},
+    {file = "pyjwt-2.10.1.tar.gz", hash = "sha256:3cc5772eb20009233caf06e9d8a0577824723b44e6648ee0a2aedb6cf9381953"},
+]
+
+[package.extras]
+crypto = ["cryptography (>=3.4.0)"]
+dev = ["coverage[toml] (==5.0.4)", "cryptography (>=3.4.0)", "pre-commit", "pytest (>=6.0.0,<7.0.0)", "sphinx", "sphinx-rtd-theme", "zope.interface"]
+docs = ["sphinx", "sphinx-rtd-theme", "zope.interface"]
+tests = ["coverage[toml] (==5.0.4)", "pytest (>=6.0.0,<7.0.0)"]
+
 [[package]]
 name = "pyreadline3"
 version = "3.5.4"
@@ -4150,6 +4362,42 @@ files = [
 [package.extras]
 cli = ["click (>=5.0)"]
 
+[[package]]
+name = "python-keycloak"
+version = "5.8.1"
+description = "python-keycloak is a Python package providing access to the Keycloak API."
+optional = false
+python-versions = "<4.0,>=3.9"
+groups = ["dev"]
+files = [
+    {file = "python_keycloak-5.8.1-py3-none-any.whl", hash = "sha256:f80accf3e63b6c907f0f873ffac7a07705bd89d935520ba235259ba81b9ed864"},
+    {file = "python_keycloak-5.8.1.tar.gz", hash = "sha256:b99a1efc7eb8715c3a7d915005728f8ba2ee03c81cdf12210c65ce794cd148ad"},
+]
+
+[package.dependencies]
+aiofiles = ">=24.1.0"
+async-property = ">=0.2.2"
+deprecation = ">=2.1.0"
+httpx = ">=0.23.2"
+jwcrypto = ">=1.5.4"
+requests = ">=2.20.0"
+requests-toolbelt = ">=0.6.0"
+
+[[package]]
+name = "python-multipart"
+version = "0.0.9"
+description = "A streaming multipart parser for Python"
+optional = false
+python-versions = ">=3.8"
+groups = ["dev"]
+files = [
+    {file = "python_multipart-0.0.9-py3-none-any.whl", hash = "sha256:97ca7b8ea7b05f977dc3849c3ba99d51689822fab725c3703af7c866a0c2b215"},
+    {file = "python_multipart-0.0.9.tar.gz", hash = "sha256:03f54688c663f1b7977105f021043b0793151e4cb1c1a9d4a11fc13d622c4026"},
+]
+
+[package.extras]
+dev = ["atomicwrites (==1.4.1)", "attrs (==23.2.0)", "coverage (==7.4.1)", "hatch", "invoke (==2.2.0)", "more-itertools (==10.2.0)", "pbr (==6.0.0)", "pluggy (==1.4.0)", "py (==1.11.0)", "pytest (==8.0.0)", "pytest-cov (==4.1.0)", "pytest-timeout (==2.2.0)", "pyyaml (==6.0.1)", "ruff (==0.2.1)"]
+
 [[package]]
 name = "pytokens"
 version = "0.1.10"
@@ -4489,7 +4737,7 @@ version = "2.32.5"
 description = "Python HTTP for Humans."
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["main", "dev"]
 files = [
     {file = "requests-2.32.5-py3-none-any.whl", hash = "sha256:2462f94637a34fd532264295e186976db0f5d453d1cdd31473c85a6a161affb6"},
     {file = "requests-2.32.5.tar.gz", hash = "sha256:dbba0bac56e100853db0ea71b82b4dfd5fe2bf6d3754a8893c3af500cec7d7cf"},
@@ -4530,7 +4778,7 @@ version = "1.0.0"
 description = "A utility belt for advanced users of python-requests"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-groups = ["main"]
+groups = ["main", "dev"]
 files = [
     {file = "requests-toolbelt-1.0.0.tar.gz", hash = "sha256:7681a0a3d047012b5bdc0ee37d7f8f07ebe76ab08caeccfc3921ce23c88d5bc6"},
     {file = "requests_toolbelt-1.0.0-py2.py3-none-any.whl", hash = "sha256:cccfdd665f0a24fcf4726e690f65639d272bb0637b9b92dfd91a5568ccf6bd06"},
@@ -4621,7 +4869,7 @@ version = "1.3.1"
 description = "Sniff out which async library your code is running under"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
+groups = ["main", "dev"]
 files = [
     {file = "sniffio-1.3.1-py3-none-any.whl", hash = "sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2"},
     {file = "sniffio-1.3.1.tar.gz", hash = "sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc"},
@@ -4929,7 +5177,7 @@ version = "4.14.1"
 description = "Backported and Experimental Type Hints for Python 3.9+"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["main", "dev"]
 files = [
     {file = "typing_extensions-4.14.1-py3-none-any.whl", hash = "sha256:d1e1e3b58374dc93031d6eda2420a48ea44a36c2b4766a4fdeb3710755731d76"},
     {file = "typing_extensions-4.14.1.tar.gz", hash = "sha256:38b39f4aeeab64884ce9f74c94263ef78f3c22467c8724005483154c26648d36"},
@@ -4984,7 +5232,7 @@ version = "2.5.0"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["main", "dev"]
 files = [
     {file = "urllib3-2.5.0-py3-none-any.whl", hash = "sha256:e6b01673c0fa6a13e374b50871808eb3bf7046c4b125b216f6bf1cc604cff0dc"},
     {file = "urllib3-2.5.0.tar.gz", hash = "sha256:3fc47733c7e419d4bc3f6b3dc2b4f890bb743906a30d56ba4a5bfa4bbff92760"},
@@ -5508,4 +5756,4 @@ cffi = ["cffi (>=1.11)"]
 [metadata]
 lock-version = "2.1"
 python-versions = "^3.13"
-content-hash = "e8b7f6f0a8c82620a96b163c7e4104f6fea8e9cecf16f368013ee10686ae5567"
+content-hash = "9133eabf8d9528a07d7d0b29630fdffddc8a7666c043785b72cfb6132dda300a"
diff --git a/libs/rag-core-api/pyproject.toml b/libs/rag-core-api/pyproject.toml
index 1f3ed8ed..9bcacec3 100644
--- a/libs/rag-core-api/pyproject.toml
+++ b/libs/rag-core-api/pyproject.toml
@@ -43,6 +43,7 @@ langdetect = "^1.0.9"
 langfuse = "3.6.1"
 langchain-text-splitters = ">=0.3.9"
 starlette = ">=0.49.1"
+pyjwt = "^2.9.0"
 
 [tool.poetry.group.dev.dependencies]
 debugpy = "^1.8.14"
@@ -67,6 +68,8 @@ flake8-exceptions = "^0.0.1a0"
 flake8-simplify = "^0.22.0"
 flake8-wot = "^0.2.0"
 flake8-function-order = "^0.0.5"
+python-multipart = "^0.0.9"
+python-keycloak = "^5.0.0"
 flake8-tidy-imports = "^4.10.0"
 black = "^25.1.0"
 flake8-logging-format = "^2024.24.12"
@@ -133,4 +136,3 @@ log_cli = true
 log_cli_level = "DEBUG"
 pythonpath = ["src", "tests"]
 testpaths = ["tests"]
-
diff --git a/libs/rag-core-api/src/rag_core_api/auth.py b/libs/rag-core-api/src/rag_core_api/auth.py
new file mode 100644
index 00000000..d0370d7d
--- /dev/null
+++ b/libs/rag-core-api/src/rag_core_api/auth.py
@@ -0,0 +1,253 @@
+"""Module for authentication middleware."""
+
+import logging
+import json
+from typing import Optional
+
+from fastapi import Request, HTTPException, status
+from fastapi.security import HTTPBearer, HTTPAuthorizationCredentials
+import jwt
+from jwt import InvalidSignatureError
+import requests
+from keycloak import KeycloakOpenID
+from rag_core_lib.context import set_tenant_id
+from pydantic_settings import BaseSettings
+
+logger = logging.getLogger(__name__)
+
+
+class KeycloakSettings(BaseSettings):
+    """Keycloak settings."""
+
+    KEYCLOAK_SERVER_URL: str = "http://localhost:8080/"
+    KEYCLOAK_REALM_NAME: str = "master"
+    KEYCLOAK_CLIENT_ID: str = "rag-backend"
+    KEYCLOAK_CLIENT_SECRET: str = ""
+    KEYCLOAK_ALGORITHM: str = "RS256"
+
+
+keycloak_settings = KeycloakSettings()
+
+# Initialize Keycloak OpenID Client
+keycloak_openid = KeycloakOpenID(
+    server_url=keycloak_settings.KEYCLOAK_SERVER_URL,
+    client_id=keycloak_settings.KEYCLOAK_CLIENT_ID,
+    realm_name=keycloak_settings.KEYCLOAK_REALM_NAME,
+    client_secret_key=keycloak_settings.KEYCLOAK_CLIENT_SECRET,
+)
+
+
+from starlette.middleware.base import BaseHTTPMiddleware
+
+
+class AuthMiddleware(BaseHTTPMiddleware):
+    """Authentication middleware."""
+
+    def __init__(self, app):
+        super().__init__(app)
+        self.security = HTTPBearer()
+        self._jwks = None
+        self._public_key_pem = None
+        self._jwks_by_issuer = {}
+
+    def _get_jwks(self):
+        """Fetch and cache JWKS from Keycloak."""
+        if self._jwks is None:
+            jwks = keycloak_openid.certs()
+            self._jwks = json.loads(jwks) if isinstance(jwks, str) else jwks
+        return self._jwks
+
+    def _refresh_jwks(self):
+        """Force refresh JWKS (in case of key rotation)."""
+        jwks = keycloak_openid.certs()
+        self._jwks = json.loads(jwks) if isinstance(jwks, str) else jwks
+        return self._jwks
+
+    def _get_jwks_for_issuer(self, issuer: str):
+        """Fetch JWKS for a given issuer and cache it."""
+        if not issuer:
+            return None
+        if issuer in self._jwks_by_issuer:
+            return self._jwks_by_issuer[issuer]
+        jwks_url = issuer.rstrip("/") + "/protocol/openid-connect/certs"
+        # Patch for internal resolution if running in k8s/docker and issuer is external
+        if "keycloak.rag.localhost" in jwks_url:
+            jwks_url = jwks_url.replace("keycloak.rag.localhost", "rag-keycloak-http:80")
+        response = requests.get(jwks_url, timeout=5)
+        response.raise_for_status()
+        jwks = response.json()
+        self._jwks_by_issuer[issuer] = jwks
+        return jwks
+
+    def _refresh_jwks_for_issuer(self, issuer: str):
+        """Refresh JWKS for a given issuer."""
+        if not issuer:
+            return None
+        jwks_url = issuer.rstrip("/") + "/protocol/openid-connect/certs"
+        # Patch for internal resolution if running in k8s/docker and issuer is external
+        if "keycloak.rag.localhost" in jwks_url:
+            jwks_url = jwks_url.replace("keycloak.rag.localhost", "rag-keycloak-http:80")
+        response = requests.get(jwks_url, timeout=5)
+        response.raise_for_status()
+        jwks = response.json()
+        self._jwks_by_issuer[issuer] = jwks
+        return jwks
+
+    def _get_public_key_pem(self):
+        """Fetch and cache the PEM-formatted public key."""
+        if self._public_key_pem is None:
+            raw_public_key = keycloak_openid.public_key().strip()
+            self._public_key_pem = (
+                raw_public_key
+                if raw_public_key.startswith("-----BEGIN")
+                else "-----BEGIN PUBLIC KEY-----\n" + raw_public_key + "\n-----END PUBLIC KEY-----"
+            )
+        return self._public_key_pem
+
+    def _refresh_public_key_pem(self):
+        """Force refresh PEM public key (in case of key rotation)."""
+        raw_public_key = keycloak_openid.public_key().strip()
+        self._public_key_pem = (
+            raw_public_key
+            if raw_public_key.startswith("-----BEGIN")
+            else "-----BEGIN PUBLIC KEY-----\n" + raw_public_key + "\n-----END PUBLIC KEY-----"
+        )
+        return self._public_key_pem
+
+    def _decode_with_jwks(self, token: str) -> dict:
+        """Decode using JWKS (kid-aware)."""
+        header = jwt.get_unverified_header(token)
+        alg = header.get("alg")
+        if not alg:
+            raise ValueError("Token missing 'alg' header")
+        kid = header.get("kid")
+        payload = jwt.decode(token, options={"verify_signature": False, "verify_aud": False})
+        issuer = payload.get("iss")
+
+        def _decode_with_keys(jwks_obj, source_name: str):
+            keys = jwks_obj.get("keys", []) if isinstance(jwks_obj, dict) else []
+            available_kids = [k.get("kid") for k in keys if k.get("kid")]
+            if kid and kid not in available_kids:
+                raise ValueError(f"kid {kid} not found in JWKS ({source_name}); available: {available_kids}")
+            key_obj = None
+            if kid:
+                for candidate in keys:
+                    if candidate.get("kid") == kid:
+                        key_obj = candidate
+                        break
+            if key_obj is None and len(keys) == 1:
+                key_obj = keys[0]
+            if key_obj is None:
+                raise ValueError(f"No suitable JWKS key available ({source_name}); available kids: {available_kids}")
+
+            try:
+                algorithm = jwt.algorithms.get_default_algorithms()[alg]
+            except KeyError:
+                raise ValueError(f"Unsupported algorithm: {alg}")
+
+            public_key = algorithm.from_jwk(json.dumps(key_obj))
+            return jwt.decode(
+                token,
+                key=public_key,
+                algorithms=[alg],
+                options={"verify_aud": False},
+                leeway=10,
+            )
+
+        jwks_sources = []
+        if issuer:
+            jwks_sources.append(("issuer", self._get_jwks_for_issuer(issuer), lambda: self._refresh_jwks_for_issuer(issuer)))
+        jwks_sources.append(("default", self._get_jwks(), self._refresh_jwks))
+
+        last_error = None
+        for name, jwks_obj, refresher in jwks_sources:
+            try:
+                return _decode_with_keys(jwks_obj, name)
+            except InvalidSignatureError as sig_err:
+                logger.info("JWKS signature failed (kid=%s, alg=%s, source=%s), refreshing and retrying", kid, alg, name)
+                last_error = sig_err
+                try:
+                    return _decode_with_keys(refresher(), name + "-refreshed")
+                except Exception as refresh_error:
+                    last_error = refresh_error
+                    continue
+            except Exception as e:
+                last_error = e
+                continue
+
+        if last_error:
+            raise last_error
+        raise ValueError("JWKS verification failed with no available sources")
+
+    def _decode_with_pem(self, token: str) -> dict:
+        """Decode using PEM public key as a fallback."""
+        header = jwt.get_unverified_header(token)
+        alg = header.get("alg") or keycloak_settings.KEYCLOAK_ALGORITHM
+        try:
+            return jwt.decode(
+                token,
+                key=self._get_public_key_pem(),
+                algorithms=[alg],
+                options={"verify_aud": False},
+                leeway=10,
+            )
+        except InvalidSignatureError:
+            logger.info("PEM signature failed (alg=%s), refreshing public key and retrying", alg)
+            return jwt.decode(
+                token,
+                key=self._refresh_public_key_pem(),
+                algorithms=[alg],
+                options={"verify_aud": False},
+                leeway=10,
+            )
+
+    async def dispatch(self, request: Request, call_next):
+        """Authenticate request."""
+        if request.method == "OPTIONS":
+            return await call_next(request)
+
+        # Skip auth for docs and openapi
+        openapi_paths = {"/docs", "/openapi.json", "/redoc"}
+        if request.url.path in openapi_paths:
+            return await call_next(request)
+
+        # Allow internal health/readiness without auth
+        if request.url.path in {"/health", "/health/ready", "/health/live", "/ready", "/live"}:
+            return await call_next(request)
+
+        credentials: Optional[HTTPAuthorizationCredentials] = await self.security(request)
+        if not credentials:
+            raise HTTPException(
+                status_code=status.HTTP_401_UNAUTHORIZED,
+                detail="Invalid authentication credentials",
+                headers={"WWW-Authenticate": "Bearer"},
+            )
+
+        token = credentials.credentials
+        try:
+            # Verify token
+            # Try JWKS first (kid-aware) and fall back to realm public key PEM if needed.
+            try:
+                token_info = self._decode_with_jwks(token)
+            except Exception as jwks_error:
+                logger.warning("JWKS verification failed, retrying with PEM: %s", jwks_error)
+                token_info = self._decode_with_pem(token)
+
+            # Extract Tenant ID (Organization) - must be present
+            tenant_id = token_info.get("tenant_id")
+            if not tenant_id:
+                logger.warning("No tenant ID found in token for user %s", token_info.get("preferred_username"))
+                raise HTTPException(status_code=status.HTTP_403_FORBIDDEN, detail="Missing tenant_id claim in token")
+
+            set_tenant_id(tenant_id)
+            logger.info(f"Authenticated user {token_info.get('preferred_username')} for tenant {tenant_id}")
+
+        except Exception as e:
+            logger.error(f"Authentication failed: {e}")
+            raise HTTPException(
+                status_code=status.HTTP_401_UNAUTHORIZED,
+                detail="Invalid token",
+                headers={"WWW-Authenticate": "Bearer"},
+            )
+        
+        return await call_next(request)
diff --git a/libs/rag-core-api/src/rag_core_api/impl/vector_databases/qdrant_database.py b/libs/rag-core-api/src/rag_core_api/impl/vector_databases/qdrant_database.py
index 5a123d32..75382c58 100644
--- a/libs/rag-core-api/src/rag_core_api/impl/vector_databases/qdrant_database.py
+++ b/libs/rag-core-api/src/rag_core_api/impl/vector_databases/qdrant_database.py
@@ -10,6 +10,7 @@
 from rag_core_api.embeddings.embedder import Embedder
 from rag_core_api.impl.settings.vector_db_settings import VectorDatabaseSettings
 from rag_core_api.vector_databases.vector_database import VectorDatabase
+from rag_core_lib.context import get_tenant_id
 
 
 logger = logging.getLogger(__name__)
@@ -101,6 +102,11 @@ async def asearch(self, query: str, search_kwargs: dict, filter_kwargs: dict | N
             A list of documents that match the search query and filters, including related documents.
         """
         try:
+            tenant_id = get_tenant_id()
+            if tenant_id:
+                filter_kwargs = filter_kwargs or {}
+                filter_kwargs["tenant_id"] = tenant_id
+
             search_params = self._search_kwargs_builder(search_kwargs=search_kwargs, filter_kwargs=filter_kwargs)
 
             retriever = self._vectorstore.as_retriever(query=query, search_kwargs=search_params)
@@ -168,14 +174,12 @@ def upload(self, documents: list[Document]) -> None:
         -------
         None
         """
-        self._vectorstore = self._vectorstore.from_documents(
-            documents,
-            embedding=self._embedder.get_embedder(),
-            sparse_embedding=self._sparse_embedder,
-            location=self._settings.location,
-            collection_name=self._settings.collection_name,
-            retrieval_mode=self._settings.retrieval_mode,
-        )
+        tenant_id = get_tenant_id()
+        if tenant_id:
+            for doc in documents:
+                doc.metadata["tenant_id"] = tenant_id
+
+        self._vectorstore.add_documents(documents)
 
     def delete(self, delete_request: dict) -> None:
         """
@@ -191,9 +195,13 @@ def delete(self, delete_request: dict) -> None:
         -------
         None
         """
+        tenant_id = get_tenant_id()
+        if tenant_id:
+            delete_request["tenant_id"] = tenant_id
+
         filter_conditions = [
             models.FieldCondition(
-                key=key,
+                key="metadata." + key,
                 match=models.MatchValue(value=value),
             )
             for key, value in delete_request.items()
diff --git a/libs/rag-core-api/src/rag_core_api/main.py b/libs/rag-core-api/src/rag_core_api/main.py
index 653e17fe..1cdf693b 100644
--- a/libs/rag-core-api/src/rag_core_api/main.py
+++ b/libs/rag-core-api/src/rag_core_api/main.py
@@ -33,6 +33,9 @@
 
 app.include_router(router)
 
+from rag_core_api.auth import AuthMiddleware
+app.add_middleware(AuthMiddleware)
+
 container = DependencyContainer()
 container.wire(modules=[rag_api])
 app.container = container
diff --git a/libs/rag-core-api/tests/auth_fix_test.py b/libs/rag-core-api/tests/auth_fix_test.py
new file mode 100644
index 00000000..870ea93b
--- /dev/null
+++ b/libs/rag-core-api/tests/auth_fix_test.py
@@ -0,0 +1,50 @@
+import pytest
+from unittest.mock import MagicMock, patch
+from rag_core_api.auth import AuthMiddleware
+import jwt
+
+@pytest.fixture
+def auth_middleware():
+    app = MagicMock()
+    return AuthMiddleware(app)
+
+def test_get_jwks_for_issuer_url_replacement(auth_middleware):
+    with patch("rag_core_api.auth.requests.get") as mock_get:
+        mock_response = MagicMock()
+        mock_response.json.return_value = {"keys": []}
+        mock_get.return_value = mock_response
+        
+        auth_middleware._get_jwks_for_issuer("http://keycloak.rag.localhost/auth/realms/rag")
+        
+        # Verify that the URL was replaced
+        mock_get.assert_called_with("http://rag-keycloak-http:80/auth/realms/rag/protocol/openid-connect/certs", timeout=5)
+
+def test_decode_with_jwks_leeway(auth_middleware):
+    token = "mock_token"
+    with patch("rag_core_api.auth.jwt.get_unverified_header") as mock_header, \
+         patch("rag_core_api.auth.jwt.decode") as mock_decode, \
+         patch("rag_core_api.auth.jwt.algorithms.get_default_algorithms") as mock_alg, \
+         patch("rag_core_api.auth.keycloak_openid") as mock_keycloak:
+        
+        mock_header.return_value = {"alg": "RS256", "kid": "mock_kid"}
+        # First decode for payload
+        mock_decode.side_effect = [
+            {"iss": "mock_issuer"}, # payload
+            {"sub": "user"} # final decode
+        ]
+        
+        # Mock JWKS fetch
+        auth_middleware._get_jwks_for_issuer = MagicMock(return_value={"keys": [{"kid": "mock_kid"}]})
+        # Mock default JWKS to avoid error
+        auth_middleware._get_jwks = MagicMock(return_value={"keys": []})
+        
+        # Mock algorithm
+        mock_algo_instance = MagicMock()
+        mock_alg.return_value = {"RS256": mock_algo_instance}
+        
+        auth_middleware._decode_with_jwks(token)
+        
+        # Verify leeway was passed to the second decode call
+        call_args = mock_decode.call_args_list[1]
+        _, kwargs = call_args
+        assert kwargs.get("leeway") == 10
diff --git a/libs/rag-core-api/tests/auth_test.py b/libs/rag-core-api/tests/auth_test.py
new file mode 100644
index 00000000..fa6aa1b7
--- /dev/null
+++ b/libs/rag-core-api/tests/auth_test.py
@@ -0,0 +1,87 @@
+import pytest
+from unittest.mock import MagicMock, patch
+from fastapi import Request, HTTPException
+from rag_core_api.auth import AuthMiddleware
+from rag_core_lib.context import clear_tenant_id, get_tenant_id
+
+
+@pytest.fixture
+def auth_middleware():
+    app = MagicMock()
+    return AuthMiddleware(app)
+
+
+@pytest.fixture(autouse=True)
+def reset_tenant_context():
+    clear_tenant_id()
+    yield
+    clear_tenant_id()
+
+
+@pytest.mark.asyncio
+async def test_auth_middleware_success(auth_middleware):
+    request = MagicMock(spec=Request)
+    request.method = "GET"
+    request.url.path = "/api/chat"
+    request.headers = {"Authorization": "Bearer valid_token"}
+
+    async def mock_security_call(req):
+        return MagicMock(credentials="valid_token")
+
+    with patch.object(auth_middleware, "security", side_effect=mock_security_call), patch.object(
+        auth_middleware, "_decode_with_jwks", return_value={"preferred_username": "user", "tenant_id": "tenant-a"}
+    ):
+        async def call_next(req):
+            return "response"
+
+        await auth_middleware.dispatch(request, call_next)
+
+    assert get_tenant_id() == "tenant-a"
+
+
+@pytest.mark.asyncio
+async def test_auth_middleware_missing_tenant_claim(auth_middleware):
+    request = MagicMock(spec=Request)
+    request.method = "GET"
+    request.url.path = "/api/chat"
+    request.headers = {"Authorization": "Bearer valid_token"}
+
+    async def mock_security_call(req):
+        return MagicMock(credentials="valid_token")
+
+    with patch.object(auth_middleware, "security", side_effect=mock_security_call), patch.object(
+        auth_middleware, "_decode_with_jwks", return_value={"preferred_username": "user"}
+    ):
+        async def call_next(req):
+            return "response"
+
+        with pytest.raises(HTTPException) as excinfo:
+            await auth_middleware.dispatch(request, call_next)
+
+    assert excinfo.value.status_code == 403
+    assert "tenant_id" in excinfo.value.detail
+    assert get_tenant_id() is None
+
+
+@pytest.mark.asyncio
+async def test_auth_middleware_invalid_token(auth_middleware):
+    request = MagicMock(spec=Request)
+    request.method = "GET"
+    request.url.path = "/api/chat"
+    request.headers = {"Authorization": "Bearer invalid_token"}
+
+    async def mock_security_call(req):
+        return MagicMock(credentials="invalid_token")
+
+    with patch.object(auth_middleware, "security", side_effect=mock_security_call), patch.object(
+        auth_middleware, "_decode_with_jwks", side_effect=Exception("Invalid token")
+    ), patch.object(
+        auth_middleware, "_decode_with_pem", side_effect=Exception("Invalid token")
+    ):
+        async def call_next(req):
+            return "response"
+
+        with pytest.raises(HTTPException) as excinfo:
+            await auth_middleware.dispatch(request, call_next)
+
+    assert excinfo.value.status_code == 401
diff --git a/libs/rag-core-api/tests/qdrant_database_test.py b/libs/rag-core-api/tests/qdrant_database_test.py
new file mode 100644
index 00000000..a1002b33
--- /dev/null
+++ b/libs/rag-core-api/tests/qdrant_database_test.py
@@ -0,0 +1,29 @@
+import pytest
+from unittest.mock import MagicMock
+from rag_core_api.impl.vector_databases.qdrant_database import QdrantDatabase
+from langchain_core.documents import Document
+
+def test_qdrant_database_upload_uses_add_documents():
+    # Mock dependencies
+    mock_settings = MagicMock()
+    mock_embedder = MagicMock()
+    mock_sparse_embedder = MagicMock()
+    mock_vectorstore = MagicMock()
+    
+    db = QdrantDatabase(
+        settings=mock_settings,
+        embedder=mock_embedder,
+        sparse_embedder=mock_sparse_embedder,
+        vectorstore=mock_vectorstore
+    )
+    
+    documents = [Document(page_content="test", metadata={})]
+    
+    # Call upload
+    db.upload(documents)
+    
+    # Verify add_documents was called
+    mock_vectorstore.add_documents.assert_called_once_with(documents)
+    
+    # Verify from_documents was NOT called
+    assert not mock_vectorstore.from_documents.called
diff --git a/libs/rag-core-lib/src/rag_core_lib/context.py b/libs/rag-core-lib/src/rag_core_lib/context.py
new file mode 100644
index 00000000..c415e603
--- /dev/null
+++ b/libs/rag-core-lib/src/rag_core_lib/context.py
@@ -0,0 +1,21 @@
+"""Module for managing execution context."""
+
+from contextvars import ContextVar
+from typing import Optional
+
+_tenant_id_ctx_var: ContextVar[Optional[str]] = ContextVar("tenant_id", default=None)
+
+
+def get_tenant_id() -> Optional[str]:
+    """Get the current tenant ID."""
+    return _tenant_id_ctx_var.get()
+
+
+def set_tenant_id(tenant_id: str) -> None:
+    """Set the current tenant ID."""
+    _tenant_id_ctx_var.set(tenant_id)
+
+
+def clear_tenant_id() -> None:
+    """Clear the current tenant ID."""
+    _tenant_id_ctx_var.set(None)
diff --git a/libs/rag-core-lib/src/rag_core_lib/impl/settings/langfuse_settings.py b/libs/rag-core-lib/src/rag_core_lib/impl/settings/langfuse_settings.py
index 1e046856..41139bfd 100644
--- a/libs/rag-core-lib/src/rag_core_lib/impl/settings/langfuse_settings.py
+++ b/libs/rag-core-lib/src/rag_core_lib/impl/settings/langfuse_settings.py
@@ -1,6 +1,6 @@
 """Contains settings regarding Langfuse."""
 
-from pydantic import Field
+from pydantic import Field, field_validator
 from pydantic_settings import BaseSettings
 
 
@@ -27,3 +27,10 @@ class Config:
     secret_key: str = Field()
     public_key: str = Field()
     host: str = Field()
+
+    @field_validator("host")
+    @classmethod
+    def fix_host_port(cls, v: str) -> str:
+        if "rag-langfuse-web:3000" in v:
+            return v.replace("rag-langfuse-web:3000", "rag-langfuse-web:80")
+        return v
diff --git a/libs/rag-core-lib/tests/langfuse_settings_test.py b/libs/rag-core-lib/tests/langfuse_settings_test.py
new file mode 100644
index 00000000..6f6df5ec
--- /dev/null
+++ b/libs/rag-core-lib/tests/langfuse_settings_test.py
@@ -0,0 +1,19 @@
+import pytest
+import os
+from rag_core_lib.impl.settings.langfuse_settings import LangfuseSettings
+
+def test_langfuse_settings_host_fix():
+    # Test with the problematic host
+    os.environ["LANGFUSE_HOST"] = "http://rag-langfuse-web:3000"
+    os.environ["LANGFUSE_PUBLIC_KEY"] = "pk"
+    os.environ["LANGFUSE_SECRET_KEY"] = "sk"
+    
+    settings = LangfuseSettings()
+    assert settings.host == "http://rag-langfuse-web:80"
+
+def test_langfuse_settings_host_no_change():
+    # Test with a correct host
+    os.environ["LANGFUSE_HOST"] = "http://other-host:3000"
+    
+    settings = LangfuseSettings()
+    assert settings.host == "http://other-host:3000"
diff --git a/services/admin-backend/poetry.lock b/services/admin-backend/poetry.lock
index 6fbed1cd..8a807529 100644
--- a/services/admin-backend/poetry.lock
+++ b/services/admin-backend/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 2.2.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.1.2 and should not be changed by hand.
 
 [[package]]
 name = "admin-api-lib"
@@ -17,7 +17,9 @@ fastapi = "^0.121.2"
 langchain-experimental = "^0.3.4"
 langfuse = "3.6.1"
 nltk = "^3.9.2"
+pyjwt = "^2.9.0"
 python-dateutil = "^2.9.0.post0"
+python-keycloak = "^5.0.0"
 python-multipart = "^0.0.20"
 pyyaml = "^6.0.2"
 rag-core-lib = {path = "../rag-core-lib"}
@@ -31,6 +33,18 @@ uvicorn = "^0.37.0"
 type = "directory"
 url = "../../libs/admin-api-lib"
 
+[[package]]
+name = "aiofiles"
+version = "25.1.0"
+description = "File support for asyncio."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "aiofiles-25.1.0-py3-none-any.whl", hash = "sha256:abe311e527c862958650f9438e859c1fa7568a141b22abcd015e120e86a85695"},
+    {file = "aiofiles-25.1.0.tar.gz", hash = "sha256:a8d728f0a29de45dc521f18f07297428d56992a742f0cd2701ba86e44d23d5b2"},
+]
+
 [[package]]
 name = "aiohappyeyeballs"
 version = "2.6.1"
@@ -235,6 +249,18 @@ files = [
     {file = "astpretty-3.0.0.tar.gz", hash = "sha256:b08c95f32e5994454ea99882ff3c4a0afc8254c38998a0ed4b479dba448dc581"},
 ]
 
+[[package]]
+name = "async-property"
+version = "0.2.2"
+description = "Python decorator for async properties."
+optional = false
+python-versions = "*"
+groups = ["main"]
+files = [
+    {file = "async_property-0.2.2-py2.py3-none-any.whl", hash = "sha256:8924d792b5843994537f8ed411165700b27b2bd966cefc4daeefc1253442a9d7"},
+    {file = "async_property-0.2.2.tar.gz", hash = "sha256:17d9bd6ca67e27915a75d92549df64b5c7174e9dc806b30a3934dc4ff0506380"},
+]
+
 [[package]]
 name = "attrs"
 version = "25.3.0"
@@ -396,7 +422,6 @@ description = "Foreign Function Interface for Python calling C code."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "platform_python_implementation == \"PyPy\""
 files = [
     {file = "cffi-1.17.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:df8b1c11f177bc2313ec4b2d46baec87a5f3e71fc8b45dab2ee7cae86d9aba14"},
     {file = "cffi-1.17.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8f2cdc858323644ab277e9bb925ad72ae0e67f69e804f4898c070998d50b1a67"},
@@ -735,6 +760,145 @@ files = [
 [package.extras]
 toml = ["tomli ; python_full_version <= \"3.11.0a6\""]
 
+[[package]]
+name = "cryptography"
+version = "45.0.7"
+description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
+optional = false
+python-versions = "!=3.9.0,!=3.9.1,>=3.7"
+groups = ["main"]
+markers = "python_full_version >= \"3.14.0\" and platform_python_implementation != \"PyPy\""
+files = [
+    {file = "cryptography-45.0.7-cp311-abi3-macosx_10_9_universal2.whl", hash = "sha256:3be4f21c6245930688bd9e162829480de027f8bf962ede33d4f8ba7d67a00cee"},
+    {file = "cryptography-45.0.7-cp311-abi3-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:67285f8a611b0ebc0857ced2081e30302909f571a46bfa7a3cc0ad303fe015c6"},
+    {file = "cryptography-45.0.7-cp311-abi3-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:577470e39e60a6cd7780793202e63536026d9b8641de011ed9d8174da9ca5339"},
+    {file = "cryptography-45.0.7-cp311-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:4bd3e5c4b9682bc112d634f2c6ccc6736ed3635fc3319ac2bb11d768cc5a00d8"},
+    {file = "cryptography-45.0.7-cp311-abi3-manylinux_2_28_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:465ccac9d70115cd4de7186e60cfe989de73f7bb23e8a7aa45af18f7412e75bf"},
+    {file = "cryptography-45.0.7-cp311-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:16ede8a4f7929b4b7ff3642eba2bf79aa1d71f24ab6ee443935c0d269b6bc513"},
+    {file = "cryptography-45.0.7-cp311-abi3-manylinux_2_34_aarch64.whl", hash = "sha256:8978132287a9d3ad6b54fcd1e08548033cc09dc6aacacb6c004c73c3eb5d3ac3"},
+    {file = "cryptography-45.0.7-cp311-abi3-manylinux_2_34_x86_64.whl", hash = "sha256:b6a0e535baec27b528cb07a119f321ac024592388c5681a5ced167ae98e9fff3"},
+    {file = "cryptography-45.0.7-cp311-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:a24ee598d10befaec178efdff6054bc4d7e883f615bfbcd08126a0f4931c83a6"},
+    {file = "cryptography-45.0.7-cp311-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:fa26fa54c0a9384c27fcdc905a2fb7d60ac6e47d14bc2692145f2b3b1e2cfdbd"},
+    {file = "cryptography-45.0.7-cp311-abi3-win32.whl", hash = "sha256:bef32a5e327bd8e5af915d3416ffefdbe65ed975b646b3805be81b23580b57b8"},
+    {file = "cryptography-45.0.7-cp311-abi3-win_amd64.whl", hash = "sha256:3808e6b2e5f0b46d981c24d79648e5c25c35e59902ea4391a0dcb3e667bf7443"},
+    {file = "cryptography-45.0.7-cp37-abi3-macosx_10_9_universal2.whl", hash = "sha256:bfb4c801f65dd61cedfc61a83732327fafbac55a47282e6f26f073ca7a41c3b2"},
+    {file = "cryptography-45.0.7-cp37-abi3-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:81823935e2f8d476707e85a78a405953a03ef7b7b4f55f93f7c2d9680e5e0691"},
+    {file = "cryptography-45.0.7-cp37-abi3-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:3994c809c17fc570c2af12c9b840d7cea85a9fd3e5c0e0491f4fa3c029216d59"},
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+    {file = "cryptography-45.0.7-pp311-pypy311_pp73-manylinux_2_34_x86_64.whl", hash = "sha256:f5414a788ecc6ee6bc58560e85ca624258a55ca434884445440a810796ea0e0b"},
+    {file = "cryptography-45.0.7-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:1f3d56f73595376f4244646dd5c5870c14c196949807be39e79e7bd9bac3da63"},
+    {file = "cryptography-45.0.7.tar.gz", hash = "sha256:4b1654dfc64ea479c242508eb8c724044f1e964a47d1d1cacc5132292d851971"},
+]
+
+[package.dependencies]
+cffi = {version = ">=1.14", markers = "platform_python_implementation != \"PyPy\""}
+
+[package.extras]
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+    {file = "cryptography-46.0.0.tar.gz", hash = "sha256:99f64a6d15f19f3afd78720ad2978f6d8d4c68cd4eb600fab82ab1a7c2071dca"},
+]
+
+[package.dependencies]
+cffi = {version = ">=1.14", markers = "python_full_version < \"3.14.0\" and platform_python_implementation != \"PyPy\""}
+
+[package.extras]
+docs = ["sphinx (>=5.3.0)", "sphinx-inline-tabs", "sphinx-rtd-theme (>=3.0.0)"]
+docstest = ["pyenchant (>=3)", "readme-renderer (>=30.0)", "sphinxcontrib-spelling (>=7.3.1)"]
+nox = ["nox[uv] (>=2024.4.15)"]
+pep8test = ["check-sdist", "click (>=8.0.1)", "mypy (>=1.14)", "ruff (>=0.11.11)"]
+sdist = ["build (>=1.0.0)"]
+ssh = ["bcrypt (>=3.1.5)"]
+test = ["certifi (>=2024)", "cryptography-vectors (==46.0.0)", "pretend (>=0.7)", "pytest (>=7.4.0)", "pytest-benchmark (>=4.0)", "pytest-cov (>=2.10.1)", "pytest-xdist (>=3.5.0)"]
+test-randomorder = ["pytest-randomly"]
+
 [[package]]
 name = "dataclasses-json"
 version = "0.6.7"
@@ -842,6 +1006,21 @@ wrapt = ">=1.10,<2"
 [package.extras]
 dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "setuptools ; python_version >= \"3.12\"", "tox"]
 
+[[package]]
+name = "deprecation"
+version = "2.1.0"
+description = "A library to handle automated deprecations"
+optional = false
+python-versions = "*"
+groups = ["main"]
+files = [
+    {file = "deprecation-2.1.0-py2.py3-none-any.whl", hash = "sha256:a10811591210e1fb0e768a8c25517cabeabcba6f0bf96564f8ff45189f90b14a"},
+    {file = "deprecation-2.1.0.tar.gz", hash = "sha256:72b3bde64e5d778694b0cf68178aed03d15e15477116add3fb773e581f9518ff"},
+]
+
+[package.dependencies]
+packaging = "*"
+
 [[package]]
 name = "distro"
 version = "1.9.0"
@@ -1866,6 +2045,22 @@ files = [
     {file = "jsonpointer-3.0.0.tar.gz", hash = "sha256:2b2d729f2091522d61c3b31f82e11870f60b68f43fbc705cb76bf4b832af59ef"},
 ]
 
+[[package]]
+name = "jwcrypto"
+version = "1.5.6"
+description = "Implementation of JOSE Web standards"
+optional = false
+python-versions = ">= 3.8"
+groups = ["main"]
+files = [
+    {file = "jwcrypto-1.5.6-py3-none-any.whl", hash = "sha256:150d2b0ebbdb8f40b77f543fb44ffd2baeff48788be71f67f03566692fd55789"},
+    {file = "jwcrypto-1.5.6.tar.gz", hash = "sha256:771a87762a0c081ae6166958a954f80848820b2ab066937dc8b8379d65b1b039"},
+]
+
+[package.dependencies]
+cryptography = ">=3.4"
+typing-extensions = ">=4.5.0"
+
 [[package]]
 name = "langchain"
 version = "0.3.27"
@@ -2860,7 +3055,6 @@ description = "C parser in Python"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "platform_python_implementation == \"PyPy\""
 files = [
     {file = "pycparser-2.22-py3-none-any.whl", hash = "sha256:c3702b6d3dd8c7abc1afa565d7e63d53a1d0bd86cdc24edd75470f4de499cfcc"},
     {file = "pycparser-2.22.tar.gz", hash = "sha256:491c8be9c040f5390f5bf44a5b07752bd07f56edf992381b05c701439eec10f6"},
@@ -3069,6 +3263,24 @@ files = [
 [package.extras]
 windows-terminal = ["colorama (>=0.4.6)"]
 
+[[package]]
+name = "pyjwt"
+version = "2.10.1"
+description = "JSON Web Token implementation in Python"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "PyJWT-2.10.1-py3-none-any.whl", hash = "sha256:dcdd193e30abefd5debf142f9adfcdd2b58004e644f25406ffaebd50bd98dacb"},
+    {file = "pyjwt-2.10.1.tar.gz", hash = "sha256:3cc5772eb20009233caf06e9d8a0577824723b44e6648ee0a2aedb6cf9381953"},
+]
+
+[package.extras]
+crypto = ["cryptography (>=3.4.0)"]
+dev = ["coverage[toml] (==5.0.4)", "cryptography (>=3.4.0)", "pre-commit", "pytest (>=6.0.0,<7.0.0)", "sphinx", "sphinx-rtd-theme", "zope.interface"]
+docs = ["sphinx", "sphinx-rtd-theme", "zope.interface"]
+tests = ["coverage[toml] (==5.0.4)", "pytest (>=6.0.0,<7.0.0)"]
+
 [[package]]
 name = "pyreadline3"
 version = "3.5.4"
@@ -3137,6 +3349,27 @@ files = [
 [package.extras]
 cli = ["click (>=5.0)"]
 
+[[package]]
+name = "python-keycloak"
+version = "5.8.1"
+description = "python-keycloak is a Python package providing access to the Keycloak API."
+optional = false
+python-versions = "<4.0,>=3.9"
+groups = ["main"]
+files = [
+    {file = "python_keycloak-5.8.1-py3-none-any.whl", hash = "sha256:f80accf3e63b6c907f0f873ffac7a07705bd89d935520ba235259ba81b9ed864"},
+    {file = "python_keycloak-5.8.1.tar.gz", hash = "sha256:b99a1efc7eb8715c3a7d915005728f8ba2ee03c81cdf12210c65ce794cd148ad"},
+]
+
+[package.dependencies]
+aiofiles = ">=24.1.0"
+async-property = ">=0.2.2"
+deprecation = ">=2.1.0"
+httpx = ">=0.23.2"
+jwcrypto = ">=1.5.4"
+requests = ">=2.20.0"
+requests-toolbelt = ">=0.6.0"
+
 [[package]]
 name = "python-multipart"
 version = "0.0.20"
diff --git a/services/document-extractor/poetry.lock b/services/document-extractor/poetry.lock
index 6f8a3662..3e247760 100644
--- a/services/document-extractor/poetry.lock
+++ b/services/document-extractor/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 2.2.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.1.2 and should not be changed by hand.
 
 [[package]]
 name = "accelerate"
@@ -2900,11 +2900,8 @@ files = [
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     {file = "lxml-5.4.0-cp37-cp37m-manylinux_2_28_x86_64.whl", hash = "sha256:c5d32f5284012deaccd37da1e2cd42f081feaa76981f0eaa474351b68df813c5"},
-    {file = "lxml-5.4.0-cp37-cp37m-musllinux_1_2_aarch64.whl", hash = "sha256:ce31158630a6ac85bddd6b830cffd46085ff90498b397bd0a259f59d27a12188"},
     {file = "lxml-5.4.0-cp37-cp37m-musllinux_1_2_x86_64.whl", hash = "sha256:31e63621e073e04697c1b2d23fcb89991790eef370ec37ce4d5d469f40924ed6"},
     {file = "lxml-5.4.0-cp37-cp37m-win32.whl", hash = "sha256:be2ba4c3c5b7900246a8f866580700ef0d538f2ca32535e991027bdaba944063"},
     {file = "lxml-5.4.0-cp37-cp37m-win_amd64.whl", hash = "sha256:09846782b1ef650b321484ad429217f5154da4d6e786636c38e434fa32e94e49"},
diff --git a/services/frontend/apps/admin-app/index.html b/services/frontend/apps/admin-app/index.html
index 68313f90..32f007dc 100644
--- a/services/frontend/apps/admin-app/index.html
+++ b/services/frontend/apps/admin-app/index.html
@@ -1,14 +1,18 @@
 <!DOCTYPE html>
 <html lang="en">
-  <head>
-    <meta charset="utf-8" />
-    <title>rag - Administration</title>
-
-    <meta name="viewport" content="width=device-width, initial-scale=1" />
-    <link rel="icon" type="image/x-icon" href="./favicon.ico" />
-  </head>
-  <body>
-    <div id="app"></div>
-    <script type="module" src="./src/main.ts"></script>
-  </body>
-</html>
+
+<head>
+  <meta charset="utf-8" />
+  <title>rag - Administration</title>
+
+  <meta name="viewport" content="width=device-width, initial-scale=1" />
+  <link rel="icon" type="image/x-icon" href="./favicon.ico" />
+  <script src="/config.js"></script>
+</head>
+
+<body>
+  <div id="app"></div>
+  <script type="module" src="./src/main.ts"></script>
+</body>
+
+</html>
\ No newline at end of file
diff --git a/services/frontend/apps/admin-app/src/main.ts b/services/frontend/apps/admin-app/src/main.ts
index d27b2ffc..d61e6752 100644
--- a/services/frontend/apps/admin-app/src/main.ts
+++ b/services/frontend/apps/admin-app/src/main.ts
@@ -5,7 +5,22 @@ import { createPinia } from 'pinia';
 import { createApp } from 'vue';
 import { createRouter, createWebHistory } from 'vue-router';
 
+import { authService } from '@shared/auth/auth.service';
+
 export async function setupApp() {
+  // Initialize Auth
+  const user = await authService.getUser();
+  if (!user) {
+    if (window.location.pathname !== '/callback') {
+      await authService.login();
+      return;
+    } else {
+      await authService.handleCallback();
+      window.location.href = '/';
+      return;
+    }
+  }
+
   const router = createRouter({
     history: createWebHistory("/"),
     routes
diff --git a/services/frontend/apps/chat-app/index.html b/services/frontend/apps/chat-app/index.html
index b4ca0e33..50b647c3 100644
--- a/services/frontend/apps/chat-app/index.html
+++ b/services/frontend/apps/chat-app/index.html
@@ -6,6 +6,7 @@
 
     <meta name="viewport" content="width=device-width, initial-scale=1" />
     <link rel="icon" type="image/x-icon" href="./favicon.ico" />
+    <script src="/config.js"></script>
   </head>
   <body>
     <div id="app"></div>
diff --git a/services/frontend/apps/chat-app/src/main.ts b/services/frontend/apps/chat-app/src/main.ts
index 9f26db21..483b30bb 100644
--- a/services/frontend/apps/chat-app/src/main.ts
+++ b/services/frontend/apps/chat-app/src/main.ts
@@ -7,7 +7,22 @@ import { createRouter, createWebHistory } from 'vue-router';
 import '@shared/ui';
 import { initializeMarkdown } from "@shared/utils";
 
+import { authService } from '@shared/auth/auth.service';
+
 export async function setupApp() {
+  // Initialize Auth
+  const user = await authService.getUser();
+  if (!user) {
+    if (window.location.pathname !== '/callback') {
+      await authService.login();
+      return;
+    } else {
+      await authService.handleCallback();
+      window.location.href = '/';
+      return;
+    }
+  }
+
   const router = createRouter({
     history: createWebHistory("/"),
     routes
diff --git a/services/frontend/env.sh b/services/frontend/env.sh
index bebfd85c..98785313 100755
--- a/services/frontend/env.sh
+++ b/services/frontend/env.sh
@@ -1,11 +1,11 @@
 #!/bin/sh
-# Replace all environment variables starting with VITE_ in the files in /usr/share/nginx/html
+# Generate config.js with environment variables starting with VITE_
+echo "window.config = {" > /usr/share/nginx/html/config.js
 for i in $(env | grep VITE_)
 do
     key=$(echo $i | cut -d '=' -f 1)
     value=$(echo $i | cut -d '=' -f 2-)
-    # sed All files
-    # find /usr/share/nginx/html -type f -exec sed -i "s|${key}|${value}|g" '{}' +
-    # sed JS and CSS only
-    find /usr/share/nginx/html -type f \( -name '*.js' -o -name '*.css' \) -exec sed -i "s|${key}|${value}|g" '{}' +
+    echo "  \"$key\": \"$value\"," >> /usr/share/nginx/html/config.js
 done
+echo "};" >> /usr/share/nginx/html/config.js
+
diff --git a/services/frontend/libs/admin-app/data-access/document.api.ts b/services/frontend/libs/admin-app/data-access/document.api.ts
index 6efc6cc0..31f6a410 100644
--- a/services/frontend/libs/admin-app/data-access/document.api.ts
+++ b/services/frontend/libs/admin-app/data-access/document.api.ts
@@ -1,11 +1,39 @@
 import axios, { AxiosProgressEvent } from 'axios';
+import { authService } from '@shared/auth/auth.service';
 import { DocumentModel } from "../models/document.model.ts";
 
-axios.defaults.baseURL = import.meta.env.VITE_ADMIN_URL + "/api";
-axios.defaults.auth = {
-    username: import.meta.env.VITE_AUTH_USERNAME,
-    password: import.meta.env.VITE_AUTH_PASSWORD
-};
+const runtimeConfig = (window as any).config || {};
+const isPlaceholder = (value: string | undefined) =>
+    !value || /^VITE_[A-Z0-9_]+$/.test(value);
+
+const pickValue = (...candidates: Array<string | undefined>) =>
+    candidates.find((v) => !isPlaceholder(v));
+
+const rawBaseUrl = pickValue(
+    runtimeConfig.VITE_ADMIN_API_URL,
+    import.meta.env.VITE_ADMIN_API_URL,
+    runtimeConfig.VITE_ADMIN_URL,
+    import.meta.env.VITE_ADMIN_URL,
+    window.location.origin
+);
+const normalizedBaseUrl = rawBaseUrl?.replace(/\/+$/, '') || '';
+const apiBaseUrl = /\/api$/.test(normalizedBaseUrl)
+    ? normalizedBaseUrl
+    : `${normalizedBaseUrl}/api`;
+
+const apiClient = axios.create({
+    baseURL: apiBaseUrl
+});
+
+// Attach Keycloak access token to every admin API request
+apiClient.interceptors.request.use(async (config) => {
+    const token = await authService.getAccessToken();
+    if (token) {
+        config.headers = config.headers ?? {};
+        config.headers.Authorization = `Bearer ${token}`;
+    }
+    return config;
+});
 
 // confluence configuration interface
 export interface ConfluenceConfig {
@@ -28,7 +56,7 @@ export interface SitemapConfig {
 export class DocumentAPI {
     static async loadDocuments(): Promise<DocumentModel[]> {
         try {
-            const response = await axios.get<DocumentModel[]>('/all_documents_status');
+            const response = await apiClient.get<DocumentModel[]>('/all_documents_status');
             return response.data;
         } catch (error) {
             this.handleError(error);
@@ -40,7 +68,7 @@ export class DocumentAPI {
             const formData = new FormData();
             formData.append('file', file);
 
-            const response = await axios.post<null>('/upload_file', formData, {
+            const response = await apiClient.post<null>('/upload_file', formData, {
                 headers: {
                     'Content-Type': 'multipart/form-data'
                 },
@@ -75,7 +103,7 @@ export class DocumentAPI {
                 payload.push({ key: 'max_pages', value: String(config.maxPages) });
             }
             // include required query parameters
-            await axios.post<void>('/upload_source', payload, {
+            await apiClient.post<void>('/upload_source', payload, {
                 params: { source_type: 'confluence', name: config.name }
             });
         } catch(error) {
@@ -115,7 +143,7 @@ export class DocumentAPI {
             }
 
             // include required query parameters
-            await axios.post<void>('/upload_source', payload, {
+            await apiClient.post<void>('/upload_source', payload, {
                 params: { source_type: 'sitemap', name: config.name }
             });
         } catch(error) {
@@ -125,7 +153,7 @@ export class DocumentAPI {
 
     static async deleteDocument(documentId: string): Promise<void> {
         try {
-            await axios.delete<void>(`/delete_document/${documentId}`);
+            await apiClient.delete<void>(`/delete_document/${documentId}`);
         } catch (error) {
             this.handleError(error);
         }
@@ -133,7 +161,7 @@ export class DocumentAPI {
 
     static async getDocumentReference(id: string): Promise<Blob> {
         try {
-            const response = await axios.get(`/document_reference/${id}`, {
+            const response = await apiClient.get(`/document_reference/${id}`, {
                 responseType: 'blob'
             });
             return response.data;
diff --git a/services/frontend/libs/chat-app/data-access/chat.api.ts b/services/frontend/libs/chat-app/data-access/chat.api.ts
index 630e8217..6c2ef9ce 100644
--- a/services/frontend/libs/chat-app/data-access/chat.api.ts
+++ b/services/frontend/libs/chat-app/data-access/chat.api.ts
@@ -1,18 +1,42 @@
 import axios from 'axios';
+import { authService } from '@shared/auth/auth.service';
 import { ChatRequestModel } from "../models/chat-request.model";
 import { ChatResponseModel } from "../models/chat-response.model";
 
-axios.defaults.baseURL = import.meta.env.VITE_API_URL;
-if (import.meta.env.VITE_CHAT_AUTH_ENABLED) {
-  axios.defaults.auth = {
-      username: import.meta.env.VITE_AUTH_USERNAME,
-      password: import.meta.env.VITE_AUTH_PASSWORD
-  };
-}
+const runtimeConfig = (window as any).config || {};
+const isPlaceholder = (value: string | undefined) =>
+  !value || /^VITE_[A-Z0-9_]+$/.test(value);
+
+const pickValue = (...candidates: Array<string | undefined>) =>
+  candidates.find((v) => !isPlaceholder(v));
+
+const rawBaseUrl = pickValue(
+  runtimeConfig.VITE_API_URL,
+  import.meta.env.VITE_API_URL,
+  window.location.origin
+);
+const normalizedBaseUrl = rawBaseUrl?.replace(/\/+$/, '') || '';
+const apiBaseUrl = /\/api$/.test(normalizedBaseUrl)
+  ? normalizedBaseUrl
+  : `${normalizedBaseUrl}/api`;
+
+const apiClient = axios.create({
+  baseURL: apiBaseUrl
+});
+
+// Attach Keycloak access token to every chat API request
+apiClient.interceptors.request.use(async (config) => {
+  const token = await authService.getAccessToken();
+  if (token) {
+    config.headers = config.headers ?? {};
+    config.headers.Authorization = `Bearer ${token}`;
+  }
+  return config;
+});
 
 export class ChatAPI {
     static async callInference(request: ChatRequestModel): Promise<ChatResponseModel> {
-        const response = await axios.post<ChatResponseModel>(`/chat/${request.session_id}`, request);
+        const response = await apiClient.post<ChatResponseModel>(`/chat/${request.session_id}`, request);
         return response.data;
     }
 }
diff --git a/services/frontend/libs/shared/settings.ts b/services/frontend/libs/shared/settings.ts
index addb3f84..ba718323 100644
--- a/services/frontend/libs/shared/settings.ts
+++ b/services/frontend/libs/shared/settings.ts
@@ -41,13 +41,21 @@ const defaultSettings: AppSettings = {
 };
 
 // Helper getters that normalize empty strings and whitespace
-const envStr = (val: unknown | undefined, fallback: string): string => {
+const envStr = (val: unknown | undefined, fallback: string, key?: string): string => {
+  if (key && (window as any).config && (window as any).config[key]) {
+    return (window as any).config[key];
+  }
   if (typeof val !== 'string') return fallback;
   const v = val.trim();
   return v.length > 0 ? v : fallback;
 };
 
-const envBool = (val: unknown | undefined, fallback: boolean): boolean => {
+const envBool = (val: unknown | undefined, fallback: boolean, key?: string): boolean => {
+  if (key && (window as any).config && (window as any).config[key]) {
+    const v = (window as any).config[key].trim().toLowerCase();
+    if (v === 'true') return true;
+    if (v === 'false') return false;
+  }
   if (typeof val !== 'string') return fallback;
   const v = val.trim().toLowerCase();
   if (v === 'true') return true;
@@ -59,23 +67,25 @@ const envBool = (val: unknown | undefined, fallback: boolean): boolean => {
 export const settings: AppSettings = {
   bot: {
     // Ensure a sensible default if VITE_BOT_NAME is missing or empty
-    name: envStr(import.meta.env.VITE_BOT_NAME, defaultSettings.bot.name),
+    name: envStr(import.meta.env.VITE_BOT_NAME, defaultSettings.bot.name, 'VITE_BOT_NAME'),
   },
   ui: {
-    logoPath: envStr(import.meta.env.VITE_UI_LOGO_PATH, defaultSettings.ui.logoPath),
+    logoPath: envStr(import.meta.env.VITE_UI_LOGO_PATH, defaultSettings.ui.logoPath, 'VITE_UI_LOGO_PATH'),
     logo: {
       // Support specific light/dark envs and fall back to common path or defaults
       light: envStr(
         import.meta.env.VITE_UI_LOGO_PATH_LIGHT,
-        envStr(import.meta.env.VITE_UI_LOGO_PATH, defaultSettings.ui.logo.light)
+        envStr(import.meta.env.VITE_UI_LOGO_PATH, defaultSettings.ui.logo.light, 'VITE_UI_LOGO_PATH'),
+        'VITE_UI_LOGO_PATH_LIGHT'
       ),
       dark: envStr(
         import.meta.env.VITE_UI_LOGO_PATH_DARK,
-        envStr(import.meta.env.VITE_UI_LOGO_PATH, defaultSettings.ui.logo.dark)
+        envStr(import.meta.env.VITE_UI_LOGO_PATH, defaultSettings.ui.logo.dark, 'VITE_UI_LOGO_PATH'),
+        'VITE_UI_LOGO_PATH_DARK'
       ),
     },
     theme: {
-      default: envStr(import.meta.env.VITE_UI_THEME_DEFAULT, defaultSettings.ui.theme.default),
+      default: envStr(import.meta.env.VITE_UI_THEME_DEFAULT, defaultSettings.ui.theme.default, 'VITE_UI_THEME_DEFAULT'),
       options:
         typeof import.meta.env.VITE_UI_THEME_OPTIONS === 'string' && import.meta.env.VITE_UI_THEME_OPTIONS.trim()
           ? import.meta.env.VITE_UI_THEME_OPTIONS.split(',').map((s) => s.trim()).filter(Boolean)
@@ -83,6 +93,6 @@ export const settings: AppSettings = {
     },
   },
   features: {
-    useMockData: envBool(import.meta.env.VITE_USE_MOCK_DATA, defaultSettings.features?.useMockData ?? false),
+    useMockData: envBool(import.meta.env.VITE_USE_MOCK_DATA, defaultSettings.features?.useMockData ?? false, 'VITE_USE_MOCK_DATA'),
   },
 };
diff --git a/services/frontend/package.json b/services/frontend/package.json
index 7e6f7448..1bccd837 100644
--- a/services/frontend/package.json
+++ b/services/frontend/package.json
@@ -23,6 +23,7 @@
         "@heroicons/vue": "^2.1.1",
         "@tailwindcss/typography": "^0.5.15",
         "@vueuse/core": "^10.7.1",
+        "oidc-client-ts": "^3.0.1",
         "pinia": "^2.1.7",
         "vue": "^3.4.3",
         "vue-i18n": "^9.14.4",
@@ -77,4 +78,4 @@
         "npm": ">=8.6.0",
         "node": ">=18.0.0"
     }
-}
+}
\ No newline at end of file
diff --git a/services/frontend/tsconfig.base.json b/services/frontend/tsconfig.base.json
index 213cba4f..0a23dc3e 100644
--- a/services/frontend/tsconfig.base.json
+++ b/services/frontend/tsconfig.base.json
@@ -17,23 +17,51 @@
         "allowImportingTsExtensions": true,
         "jsxImportSource": "vue",
         "module": "esnext",
-        "lib": ["es2020", "dom", "DOM.Iterable"],
+        "lib": [
+            "es2020",
+            "dom",
+            "DOM.Iterable"
+        ],
         "skipLibCheck": true,
         "skipDefaultLibCheck": true,
         "esModuleInterop": true,
         "forceConsistentCasingInFileNames": true,
         "baseUrl": ".",
         "paths": {
-            "@chat": ["libs/chat-app/index.ts"],
-            "@admin": ["libs/admin-app/index.ts"],
-            "@i18n/chat": ["libs/i18n/chat/index.ts"],
-            "@i18n/admin": ["libs/i18n/admin/index.ts"],
-            "@shared/ui": ["libs/shared/ui/index.ts"],
-            "@shared/utils": ["libs/shared/utils/src/index.ts"],
-            "@shared/style": ["libs/shared/global.css"],
-            "@shared/settings": ["./libs/shared/settings.ts"],
-            "@shared/store/theme.store": ["./libs/shared/store/theme.store.ts"]
+            "@chat": [
+                "libs/chat-app/index.ts"
+            ],
+            "@admin": [
+                "libs/admin-app/index.ts"
+            ],
+            "@i18n/chat": [
+                "libs/i18n/chat/index.ts"
+            ],
+            "@i18n/admin": [
+                "libs/i18n/admin/index.ts"
+            ],
+            "@shared/ui": [
+                "libs/shared/ui/index.ts"
+            ],
+            "@shared/utils": [
+                "libs/shared/utils/src/index.ts"
+            ],
+            "@shared/style": [
+                "libs/shared/global.css"
+            ],
+            "@shared/settings": [
+                "./libs/shared/settings.ts"
+            ],
+            "@shared/store/theme.store": [
+                "./libs/shared/store/theme.store.ts"
+            ],
+            "@shared/auth/auth.service": [
+                "./libs/shared/src/auth/auth.service.ts"
+            ]
         }
     },
-    "exclude": ["node_modules", "tmp"]
+    "exclude": [
+        "node_modules",
+        "tmp"
+    ]
 }
\ No newline at end of file
diff --git a/services/rag-backend/poetry.lock b/services/rag-backend/poetry.lock
index 42c24157..7d7f8914 100644
--- a/services/rag-backend/poetry.lock
+++ b/services/rag-backend/poetry.lock
@@ -1,4 +1,16 @@
-# This file is automatically @generated by Poetry 2.2.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.1.2 and should not be changed by hand.
+
+[[package]]
+name = "aiofiles"
+version = "25.1.0"
+description = "File support for asyncio."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "aiofiles-25.1.0-py3-none-any.whl", hash = "sha256:abe311e527c862958650f9438e859c1fa7568a141b22abcd015e120e86a85695"},
+    {file = "aiofiles-25.1.0.tar.gz", hash = "sha256:a8d728f0a29de45dc521f18f07297428d56992a742f0cd2701ba86e44d23d5b2"},
+]
 
 [[package]]
 name = "aiohappyeyeballs"
@@ -14,98 +26,132 @@ files = [
 
 [[package]]
 name = "aiohttp"
-version = "3.12.14"
+version = "3.13.2"
 description = "Async http client/server framework (asyncio)"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "aiohttp-3.12.14-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:906d5075b5ba0dd1c66fcaaf60eb09926a9fef3ca92d912d2a0bbdbecf8b1248"},
-    {file = "aiohttp-3.12.14-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:c875bf6fc2fd1a572aba0e02ef4e7a63694778c5646cdbda346ee24e630d30fb"},
-    {file = "aiohttp-3.12.14-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:fbb284d15c6a45fab030740049d03c0ecd60edad9cd23b211d7e11d3be8d56fd"},
-    {file = "aiohttp-3.12.14-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:38e360381e02e1a05d36b223ecab7bc4a6e7b5ab15760022dc92589ee1d4238c"},
-    {file = "aiohttp-3.12.14-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:aaf90137b5e5d84a53632ad95ebee5c9e3e7468f0aab92ba3f608adcb914fa95"},
-    {file = "aiohttp-3.12.14-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:e532a25e4a0a2685fa295a31acf65e027fbe2bea7a4b02cdfbbba8a064577663"},
-    {file = "aiohttp-3.12.14-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:eab9762c4d1b08ae04a6c77474e6136da722e34fdc0e6d6eab5ee93ac29f35d1"},
-    {file = "aiohttp-3.12.14-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:abe53c3812b2899889a7fca763cdfaeee725f5be68ea89905e4275476ffd7e61"},
-    {file = "aiohttp-3.12.14-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:5760909b7080aa2ec1d320baee90d03b21745573780a072b66ce633eb77a8656"},
-    {file = "aiohttp-3.12.14-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:02fcd3f69051467bbaa7f84d7ec3267478c7df18d68b2e28279116e29d18d4f3"},
-    {file = "aiohttp-3.12.14-cp310-cp310-musllinux_1_2_armv7l.whl", hash = "sha256:4dcd1172cd6794884c33e504d3da3c35648b8be9bfa946942d353b939d5f1288"},
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 [package.dependencies]
@@ -118,7 +164,7 @@ propcache = ">=0.2.0"
 yarl = ">=1.17.0,<2.0"
 
 [package.extras]
-speedups = ["Brotli ; platform_python_implementation == \"CPython\"", "aiodns (>=3.3.0)", "brotlicffi ; platform_python_implementation != \"CPython\""]
+speedups = ["Brotli ; platform_python_implementation == \"CPython\"", "aiodns (>=3.3.0)", "backports.zstd ; platform_python_implementation == \"CPython\" and python_version < \"3.14\"", "brotlicffi ; platform_python_implementation != \"CPython\""]
 
 [[package]]
 name = "aiosignal"
@@ -161,14 +207,14 @@ files = [
 
 [[package]]
 name = "anyio"
-version = "4.9.0"
-description = "High level compatibility layer for multiple asynchronous event loop implementations"
+version = "4.11.0"
+description = "High-level concurrency and networking framework on top of asyncio or Trio"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
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 ]
 
 [package.dependencies]
@@ -176,9 +222,7 @@ idna = ">=2.8"
 sniffio = ">=1.1"
 
 [package.extras]
-doc = ["Sphinx (>=8.2,<9.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx_rtd_theme"]
-test = ["anyio[trio]", "blockbuster (>=1.5.23)", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "trustme", "truststore (>=0.9.1) ; python_version >= \"3.10\"", "uvloop (>=0.21) ; platform_python_implementation == \"CPython\" and platform_system != \"Windows\" and python_version < \"3.14\""]
-trio = ["trio (>=0.26.1)"]
+trio = ["trio (>=0.31.0)"]
 
 [[package]]
 name = "appdirs"
@@ -216,26 +260,30 @@ files = [
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 ]
 
+[[package]]
+name = "async-property"
+version = "0.2.2"
+description = "Python decorator for async properties."
+optional = false
+python-versions = "*"
+groups = ["main"]
+files = [
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+]
+
 [[package]]
 name = "attrs"
-version = "25.3.0"
+version = "25.4.0"
 description = "Classes Without Boilerplate"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main", "dev"]
 files = [
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-[package.extras]
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-
 [[package]]
 name = "backoff"
 version = "2.2.1"
@@ -250,14 +298,14 @@ files = [
 
 [[package]]
 name = "bandit"
-version = "1.8.6"
+version = "1.9.1"
 description = "Security oriented static analyser for python code."
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
 groups = ["dev"]
 files = [
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 ]
 
 [package.dependencies]
@@ -275,34 +323,38 @@ yaml = ["PyYAML"]
 
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 python-versions = ">=3.9"
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 [package.dependencies]
@@ -311,6 +363,7 @@ mypy-extensions = ">=0.4.3"
 packaging = ">=22.0"
 pathspec = ">=0.9.0"
 platformdirs = ">=2"
+pytokens = ">=0.3.0"
 
 [package.extras]
 colorama = ["colorama (>=0.4.3)"]
@@ -320,209 +373,259 @@ uvloop = ["uvloop (>=0.15.2)"]
 
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 [package.dependencies]
@@ -561,121 +664,186 @@ cron = ["capturer (>=2.4)"]
 
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+docstest = ["pyenchant (>=3)", "readme-renderer (>=30.0)", "sphinxcontrib-spelling (>=7.3.1)"]
+nox = ["nox[uv] (>=2024.4.15)"]
+pep8test = ["check-sdist", "click (>=8.0.1)", "mypy (>=1.14)", "ruff (>=0.11.11)"]
+sdist = ["build (>=1.0.0)"]
+ssh = ["bcrypt (>=3.1.5)"]
+test = ["certifi (>=2024)", "cryptography-vectors (==46.0.3)", "pretend (>=0.7)", "pytest (>=7.4.0)", "pytest-benchmark (>=4.0)", "pytest-cov (>=2.10.1)", "pytest-xdist (>=3.5.0)"]
+test-randomorder = ["pytest-randomly"]
+
 [[package]]
 name = "dataclasses-json"
 version = "0.6.7"
@@ -777,28 +945,42 @@ files = [
 
 [[package]]
 name = "dependency-injector"
-version = "4.48.1"
+version = "4.48.2"
 description = "Dependency injection framework for Python"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 files = [
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+    {file = "dependency_injector-4.48.2-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:05ff29398e23a08e840c9a89a0b516d988b337a38534d33791857bd1defd2d23"},
+    {file = "dependency_injector-4.48.2.tar.gz", hash = "sha256:9ce6089d75a5dd0b6191a243f41d2c2746802bb39550ad431242c15136fefd60"},
 ]
 
 [package.extras]
@@ -810,22 +992,37 @@ yaml = ["pyyaml"]
 
 [[package]]
 name = "deprecated"
-version = "1.2.18"
+version = "1.3.1"
 description = "Python @deprecated decorator to deprecate old python classes, functions or methods."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
 groups = ["main"]
 files = [
-    {file = "Deprecated-1.2.18-py2.py3-none-any.whl", hash = "sha256:bd5011788200372a32418f888e326a09ff80d0214bd961147cfed01b5c018eec"},
-    {file = "deprecated-1.2.18.tar.gz", hash = "sha256:422b6f6d859da6f2ef57857761bfb392480502a64c3028ca9bbe86085d72115d"},
+    {file = "deprecated-1.3.1-py2.py3-none-any.whl", hash = "sha256:597bfef186b6f60181535a29fbe44865ce137a5079f295b479886c82729d5f3f"},
+    {file = "deprecated-1.3.1.tar.gz", hash = "sha256:b1b50e0ff0c1fddaa5708a2c6b0a6588bb09b892825ab2b214ac9ea9d92a5223"},
 ]
 
 [package.dependencies]
-wrapt = ">=1.10,<2"
+wrapt = ">=1.10,<3"
 
 [package.extras]
 dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "setuptools ; python_version >= \"3.12\"", "tox"]
 
+[[package]]
+name = "deprecation"
+version = "2.1.0"
+description = "A library to handle automated deprecations"
+optional = false
+python-versions = "*"
+groups = ["main"]
+files = [
+    {file = "deprecation-2.1.0-py2.py3-none-any.whl", hash = "sha256:a10811591210e1fb0e768a8c25517cabeabcba6f0bf96564f8ff45189f90b14a"},
+    {file = "deprecation-2.1.0.tar.gz", hash = "sha256:72b3bde64e5d778694b0cf68178aed03d15e15477116add3fb773e581f9518ff"},
+]
+
+[package.dependencies]
+packaging = "*"
+
 [[package]]
 name = "dill"
 version = "0.3.8"
@@ -854,6 +1051,18 @@ files = [
     {file = "diskcache-5.6.3.tar.gz", hash = "sha256:2c3a3fa2743d8535d832ec61c2054a1641f41775aa7c556758a109941e33e4fc"},
 ]
 
+[[package]]
+name = "distlib"
+version = "0.4.0"
+description = "Distribution utilities"
+optional = false
+python-versions = "*"
+groups = ["main"]
+files = [
+    {file = "distlib-0.4.0-py2.py3-none-any.whl", hash = "sha256:9659f7d87e46584a30b5780e43ac7a2143098441670ff0a49d5f9034c54a6c16"},
+    {file = "distlib-0.4.0.tar.gz", hash = "sha256:feec40075be03a04501a973d81f633735b4b69f98b05450592310c0f401a4e0d"},
+]
+
 [[package]]
 name = "distro"
 version = "1.9.0"
@@ -897,20 +1106,20 @@ files = [
 
 [[package]]
 name = "fastapi"
-version = "0.121.2"
+version = "0.121.3"
 description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 files = [
-    {file = "fastapi-0.121.2-py3-none-any.whl", hash = "sha256:f2d80b49a86a846b70cc3a03eb5ea6ad2939298bf6a7fe377aa9cd3dd079d358"},
-    {file = "fastapi-0.121.2.tar.gz", hash = "sha256:ca8e932b2b823ec1721c641e3669472c855ad9564a2854c9899d904c2848b8b9"},
+    {file = "fastapi-0.121.3-py3-none-any.whl", hash = "sha256:0c78fc87587fcd910ca1bbf5bc8ba37b80e119b388a7206b39f0ecc95ebf53e9"},
+    {file = "fastapi-0.121.3.tar.gz", hash = "sha256:0055bc24fe53e56a40e9e0ad1ae2baa81622c406e548e501e717634e2dfbc40b"},
 ]
 
 [package.dependencies]
 annotated-doc = ">=0.0.2"
 pydantic = ">=1.7.4,<1.8 || >1.8,<1.8.1 || >1.8.1,<2.0.0 || >2.0.0,<2.0.1 || >2.0.1,<2.1.0 || >2.1.0,<3.0.0"
-starlette = ">=0.40.0,<0.50.0"
+starlette = ">=0.40.0,<0.51.0"
 typing-extensions = ">=4.8.0"
 
 [package.extras]
@@ -944,21 +1153,16 @@ tqdm = ">=4.66,<5.0"
 
 [[package]]
 name = "filelock"
-version = "3.18.0"
+version = "3.20.0"
 description = "A platform independent file lock."
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
 groups = ["main"]
 files = [
-    {file = "filelock-3.18.0-py3-none-any.whl", hash = "sha256:c401f4f8377c4464e6db25fff06205fd89bdd83b65eb0488ed1b160f780e21de"},
-    {file = "filelock-3.18.0.tar.gz", hash = "sha256:adbc88eabb99d2fec8c9c1b229b171f18afa655400173ddc653d5d01501fb9f2"},
+    {file = "filelock-3.20.0-py3-none-any.whl", hash = "sha256:339b4732ffda5cd79b13f4e2711a31b0365ce445d95d243bb996273d072546a2"},
+    {file = "filelock-3.20.0.tar.gz", hash = "sha256:711e943b4ec6be42e1d4e6690b48dc175c822967466bb31c0c293f34334c13f4"},
 ]
 
-[package.extras]
-docs = ["furo (>=2024.8.6)", "sphinx (>=8.1.3)", "sphinx-autodoc-typehints (>=3)"]
-testing = ["covdefaults (>=2.3)", "coverage (>=7.6.10)", "diff-cover (>=9.2.1)", "pytest (>=8.3.4)", "pytest-asyncio (>=0.25.2)", "pytest-cov (>=6)", "pytest-mock (>=3.14)", "pytest-timeout (>=2.3.1)", "virtualenv (>=20.28.1)"]
-typing = ["typing-extensions (>=4.12.2) ; python_version < \"3.11\""]
-
 [[package]]
 name = "flake8"
 version = "7.3.0"
@@ -1219,14 +1423,14 @@ dev = ["pyTest", "pyTest-cov"]
 
 [[package]]
 name = "flake8-pytest-style"
-version = "2.1.0"
+version = "2.2.0"
 description = "A flake8 plugin checking common style issues or inconsistencies with pytest-based tests."
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
 groups = ["dev"]
 files = [
-    {file = "flake8_pytest_style-2.1.0-py3-none-any.whl", hash = "sha256:a0d6dddcd533bfc13f19b8445907be0330c5e6ccf7090bcd9d5fa5a0b1b65e71"},
-    {file = "flake8_pytest_style-2.1.0.tar.gz", hash = "sha256:fee6befdb5915d600ef24e38d48a077d0dcffb032945ae0169486e7ff8a1079a"},
+    {file = "flake8_pytest_style-2.2.0-py3-none-any.whl", hash = "sha256:d01c4198a6c4e0ab759a92a0fa7710f10d83ec28e32a50ab6fb2e10f973a2f36"},
+    {file = "flake8_pytest_style-2.2.0.tar.gz", hash = "sha256:d23a33294bccfb9f1b11aaf5212256727b299b9c9b17cf21e230c52c1095a468"},
 ]
 
 [package.dependencies]
@@ -1332,128 +1536,154 @@ listwise = ["llama-cpp-python (==0.2.76)"]
 
 [[package]]
 name = "flatbuffers"
-version = "25.2.10"
+version = "25.9.23"
 description = "The FlatBuffers serialization format for Python"
 optional = false
 python-versions = "*"
 groups = ["main"]
 files = [
-    {file = "flatbuffers-25.2.10-py2.py3-none-any.whl", hash = "sha256:ebba5f4d5ea615af3f7fd70fc310636fbb2bbd1f566ac0a23d98dd412de50051"},
-    {file = "flatbuffers-25.2.10.tar.gz", hash = "sha256:97e451377a41262f8d9bd4295cc836133415cc03d8cb966410a4af92eb00d26e"},
+    {file = "flatbuffers-25.9.23-py2.py3-none-any.whl", hash = "sha256:255538574d6cb6d0a79a17ec8bc0d30985913b87513a01cce8bcdb6b4c44d0e2"},
+    {file = "flatbuffers-25.9.23.tar.gz", hash = "sha256:676f9fa62750bb50cf531b42a0a2a118ad8f7f797a511eda12881c016f093b12"},
 ]
 
 [[package]]
 name = "frozenlist"
-version = "1.7.0"
+version = "1.8.0"
 description = "A list-like structure which implements collections.abc.MutableSequence"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "frozenlist-1.7.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:cc4df77d638aa2ed703b878dd093725b72a824c3c546c076e8fdf276f78ee84a"},
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 [package.extras]
 docs = ["Sphinx", "furo"]
-test = ["objgraph", "psutil"]
+test = ["objgraph", "psutil", "setuptools"]
 
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+    {file = "grpcio-1.76.0-cp39-cp39-win_amd64.whl", hash = "sha256:acab0277c40eff7143c2323190ea57b9ee5fd353d8190ee9652369fae735668a"},
+    {file = "grpcio-1.76.0.tar.gz", hash = "sha256:7be78388d6da1a25c0d5ec506523db58b18be22d9c37d8d3a32c08be4987bd73"},
 ]
 
+[package.dependencies]
+typing-extensions = ">=4.12,<5.0"
+
 [package.extras]
-protobuf = ["grpcio-tools (>=1.73.1)"]
+protobuf = ["grpcio-tools (>=1.76.0)"]
 
 [[package]]
 name = "h11"
@@ -1714,21 +1957,35 @@ hyperframe = ">=6.1,<7"
 
 [[package]]
 name = "hf-xet"
-version = "1.1.5"
+version = "1.2.0"
 description = "Fast transfer of large files with the Hugging Face Hub."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 markers = "platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\""
 files = [
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+    {file = "hf_xet-1.2.0-cp37-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:4c1428c9ae73ec0939410ec73023c4f842927f39db09b063b9482dac5a3bb737"},
+    {file = "hf_xet-1.2.0-cp37-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:a55558084c16b09b5ed32ab9ed38421e2d87cf3f1f89815764d1177081b99865"},
+    {file = "hf_xet-1.2.0-cp37-abi3-win_amd64.whl", hash = "sha256:e6584a52253f72c9f52f9e549d5895ca7a471608495c4ecaa6cc73dba2b24d69"},
+    {file = "hf_xet-1.2.0.tar.gz", hash = "sha256:a8c27070ca547293b6890c4bf389f713f80e8c478631432962bb7f4bc0bd7d7f"},
 ]
 
 [package.extras]
@@ -1796,32 +2053,32 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "httpx-sse"
-version = "0.4.1"
+version = "0.4.3"
 description = "Consume Server-Sent Event (SSE) messages with HTTPX."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "httpx_sse-0.4.1-py3-none-any.whl", hash = "sha256:cba42174344c3a5b06f255ce65b350880f962d99ead85e776f23c6618a377a37"},
-    {file = "httpx_sse-0.4.1.tar.gz", hash = "sha256:8f44d34414bc7b21bf3602713005c5df4917884f76072479b21f68befa4ea26e"},
+    {file = "httpx_sse-0.4.3-py3-none-any.whl", hash = "sha256:0ac1c9fe3c0afad2e0ebb25a934a59f4c7823b60792691f779fad2c5568830fc"},
+    {file = "httpx_sse-0.4.3.tar.gz", hash = "sha256:9b1ed0127459a66014aec3c56bebd93da3c1bc8bb6618c8082039a44889a755d"},
 ]
 
 [[package]]
 name = "huggingface-hub"
-version = "0.33.2"
+version = "0.36.0"
 description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
 optional = false
 python-versions = ">=3.8.0"
 groups = ["main"]
 files = [
-    {file = "huggingface_hub-0.33.2-py3-none-any.whl", hash = "sha256:3749498bfa91e8cde2ddc2c1db92c79981f40e66434c20133b39e5928ac9bcc5"},
-    {file = "huggingface_hub-0.33.2.tar.gz", hash = "sha256:84221defaec8fa09c090390cd68c78b88e3c4c2b7befba68d3dc5aacbc3c2c5f"},
+    {file = "huggingface_hub-0.36.0-py3-none-any.whl", hash = "sha256:7bcc9ad17d5b3f07b57c78e79d527102d08313caa278a641993acddcb894548d"},
+    {file = "huggingface_hub-0.36.0.tar.gz", hash = "sha256:47b3f0e2539c39bf5cde015d63b72ec49baff67b6931c3d97f3f84532e2b8d25"},
 ]
 
 [package.dependencies]
 filelock = "*"
 fsspec = ">=2023.5.0"
-hf-xet = {version = ">=1.1.2,<2.0.0", markers = "platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\""}
+hf-xet = {version = ">=1.1.3,<2.0.0", markers = "platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\""}
 packaging = ">=20.9"
 pyyaml = ">=5.1"
 requests = "*"
@@ -1829,19 +2086,19 @@ tqdm = ">=4.42.1"
 typing-extensions = ">=3.7.4.3"
 
 [package.extras]
-all = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "authlib (>=1.3.2)", "fastapi", "gradio (>=4.0.0)", "httpx", "itsdangerous", "jedi", "libcst (==1.4.0)", "mypy (==1.15.0) ; python_version >= \"3.9\"", "mypy (>=1.14.1,<1.15.0) ; python_version == \"3.8\"", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.9.0)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
+all = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "authlib (>=1.3.2)", "fastapi", "gradio (>=4.0.0)", "httpx", "itsdangerous", "jedi", "libcst (>=1.4.0)", "mypy (==1.15.0) ; python_version >= \"3.9\"", "mypy (>=1.14.1,<1.15.0) ; python_version == \"3.8\"", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures (<16.0)", "pytest-vcr", "pytest-xdist", "ruff (>=0.9.0)", "soundfile", "ty", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
 cli = ["InquirerPy (==0.3.4)"]
-dev = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "authlib (>=1.3.2)", "fastapi", "gradio (>=4.0.0)", "httpx", "itsdangerous", "jedi", "libcst (==1.4.0)", "mypy (==1.15.0) ; python_version >= \"3.9\"", "mypy (>=1.14.1,<1.15.0) ; python_version == \"3.8\"", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.9.0)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
+dev = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "authlib (>=1.3.2)", "fastapi", "gradio (>=4.0.0)", "httpx", "itsdangerous", "jedi", "libcst (>=1.4.0)", "mypy (==1.15.0) ; python_version >= \"3.9\"", "mypy (>=1.14.1,<1.15.0) ; python_version == \"3.8\"", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures (<16.0)", "pytest-vcr", "pytest-xdist", "ruff (>=0.9.0)", "soundfile", "ty", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
 fastai = ["fastai (>=2.4)", "fastcore (>=1.3.27)", "toml"]
 hf-transfer = ["hf-transfer (>=0.1.4)"]
 hf-xet = ["hf-xet (>=1.1.2,<2.0.0)"]
 inference = ["aiohttp"]
 mcp = ["aiohttp", "mcp (>=1.8.0)", "typer"]
 oauth = ["authlib (>=1.3.2)", "fastapi", "httpx", "itsdangerous"]
-quality = ["libcst (==1.4.0)", "mypy (==1.15.0) ; python_version >= \"3.9\"", "mypy (>=1.14.1,<1.15.0) ; python_version == \"3.8\"", "ruff (>=0.9.0)"]
+quality = ["libcst (>=1.4.0)", "mypy (==1.15.0) ; python_version >= \"3.9\"", "mypy (>=1.14.1,<1.15.0) ; python_version == \"3.8\"", "ruff (>=0.9.0)", "ty"]
 tensorflow = ["graphviz", "pydot", "tensorflow"]
 tensorflow-testing = ["keras (<3.0)", "tensorflow"]
-testing = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "authlib (>=1.3.2)", "fastapi", "gradio (>=4.0.0)", "httpx", "itsdangerous", "jedi", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "soundfile", "urllib3 (<2.0)"]
+testing = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "authlib (>=1.3.2)", "fastapi", "gradio (>=4.0.0)", "httpx", "itsdangerous", "jedi", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures (<16.0)", "pytest-vcr", "pytest-xdist", "soundfile", "urllib3 (<2.0)"]
 torch = ["safetensors[torch]", "torch"]
 typing = ["types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)"]
 
@@ -1872,16 +2129,31 @@ files = [
     {file = "hyperframe-6.1.0.tar.gz", hash = "sha256:f630908a00854a7adeabd6382b43923a4c4cd4b821fcb527e6ab9e15382a3b08"},
 ]
 
+[[package]]
+name = "identify"
+version = "2.6.15"
+description = "File identification library for Python"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "identify-2.6.15-py2.py3-none-any.whl", hash = "sha256:1181ef7608e00704db228516541eb83a88a9f94433a8c80bb9b5bd54b1d81757"},
+    {file = "identify-2.6.15.tar.gz", hash = "sha256:e4f4864b96c6557ef2a1e1c951771838f4edc9df3a72ec7118b338801b11c7bf"},
+]
+
+[package.extras]
+license = ["ukkonen"]
+
 [[package]]
 name = "idna"
-version = "3.10"
+version = "3.11"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
 groups = ["main"]
 files = [
-    {file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"},
-    {file = "idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9"},
+    {file = "idna-3.11-py3-none-any.whl", hash = "sha256:771a87f49d9defaf64091e6e6fe9c18d4833f140bd19464795bc32d966ca37ea"},
+    {file = "idna-3.11.tar.gz", hash = "sha256:795dafcc9c04ed0c1fb032c2aa73654d8e8c5023a7df64a53f39190ada629902"},
 ]
 
 [package.extras]
@@ -1913,26 +2185,26 @@ type = ["pytest-mypy"]
 
 [[package]]
 name = "iniconfig"
-version = "2.1.0"
+version = "2.3.0"
 description = "brain-dead simple config-ini parsing"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.10"
 groups = ["main", "dev"]
 files = [
-    {file = "iniconfig-2.1.0-py3-none-any.whl", hash = "sha256:9deba5723312380e77435581c6bf4935c94cbfab9b1ed33ef8d238ea168eb760"},
-    {file = "iniconfig-2.1.0.tar.gz", hash = "sha256:3abbd2e30b36733fee78f9c7f7308f2d0050e88f0087fd25c2645f63c773e1c7"},
+    {file = "iniconfig-2.3.0-py3-none-any.whl", hash = "sha256:f631c04d2c48c52b84d0d0549c99ff3859c98df65b3101406327ecc7d53fbf12"},
+    {file = "iniconfig-2.3.0.tar.gz", hash = "sha256:c76315c77db068650d49c5b56314774a7804df16fee4402c1f19d6d15d8c4730"},
 ]
 
 [[package]]
 name = "instructor"
-version = "1.11.2"
+version = "1.12.0"
 description = "structured outputs for llm"
 optional = false
 python-versions = "<4.0,>=3.9"
 groups = ["main"]
 files = [
-    {file = "instructor-1.11.2-py3-none-any.whl", hash = "sha256:f7bc1094bcb7c6494d53ff284fe6a6737eb5e343945693c198e253ee7496fe82"},
-    {file = "instructor-1.11.2.tar.gz", hash = "sha256:e9ad4e2e0450a0840720bd2be034ffdfd7a65262ebdb854e7b2969886e1a2576"},
+    {file = "instructor-1.12.0-py3-none-any.whl", hash = "sha256:88c2161c5ac7ccb60f9b9fc3e93e6a5750a0a28f2927d835b7d198018c3165d9"},
+    {file = "instructor-1.12.0.tar.gz", hash = "sha256:f0e4dd7f275120f49200df0204af6a2d4e3e2f1f698b6b8c0f776e3a8c977e54"},
 ]
 
 [package.dependencies]
@@ -1942,6 +2214,7 @@ docstring-parser = ">=0.16,<1.0"
 jinja2 = ">=3.1.4,<4.0.0"
 jiter = ">=0.6.1,<0.11"
 openai = ">=1.70.0,<2.0.0"
+pre-commit = ">=4.3.0"
 pydantic = ">=2.8.0,<3.0.0"
 pydantic-core = ">=2.18.0,<3.0.0"
 requests = ">=2.32.3,<3.0.0"
@@ -2105,6 +2378,22 @@ files = [
     {file = "jsonpointer-3.0.0.tar.gz", hash = "sha256:2b2d729f2091522d61c3b31f82e11870f60b68f43fbc705cb76bf4b832af59ef"},
 ]
 
+[[package]]
+name = "jwcrypto"
+version = "1.5.6"
+description = "Implementation of JOSE Web standards"
+optional = false
+python-versions = ">= 3.8"
+groups = ["main"]
+files = [
+    {file = "jwcrypto-1.5.6-py3-none-any.whl", hash = "sha256:150d2b0ebbdb8f40b77f543fb44ffd2baeff48788be71f67f03566692fd55789"},
+    {file = "jwcrypto-1.5.6.tar.gz", hash = "sha256:771a87762a0c081ae6166958a954f80848820b2ab066937dc8b8379d65b1b039"},
+]
+
+[package.dependencies]
+cryptography = ">=3.4"
+typing-extensions = ">=4.5.0"
+
 [[package]]
 name = "langchain"
 version = "0.3.27"
@@ -2194,47 +2483,47 @@ typing-extensions = ">=4.7.0,<5.0.0"
 
 [[package]]
 name = "langchain-ollama"
-version = "0.3.3"
+version = "0.3.10"
 description = "An integration package connecting Ollama and LangChain"
 optional = false
-python-versions = ">=3.9"
+python-versions = "<4.0.0,>=3.9.0"
 groups = ["main"]
 files = [
-    {file = "langchain_ollama-0.3.3-py3-none-any.whl", hash = "sha256:f1c745a4b59d36bb51995c23c6b0fbc20f71956715659425ab88639a14b213cd"},
-    {file = "langchain_ollama-0.3.3.tar.gz", hash = "sha256:7d6ed75bfb706751b83173fe886b72ae25bb0b1bd7f3eb2622821c4149f7807b"},
+    {file = "langchain_ollama-0.3.10-py3-none-any.whl", hash = "sha256:7550792872e8f86d362568e9ceb0f8085428bc59946c7b44e726358ba4b280f9"},
+    {file = "langchain_ollama-0.3.10.tar.gz", hash = "sha256:5d942d331c44351bae5c5c5965603ceb20b0ee4d70082290f4b15bc638559756"},
 ]
 
 [package.dependencies]
-langchain-core = ">=0.3.60,<1.0.0"
-ollama = ">=0.4.8,<1.0.0"
+langchain-core = ">=0.3.76,<2.0.0"
+ollama = ">=0.5.3,<1.0.0"
 
 [[package]]
 name = "langchain-openai"
-version = "0.3.27"
+version = "0.3.34"
 description = "An integration package connecting OpenAI and LangChain"
 optional = false
-python-versions = ">=3.9"
+python-versions = "<4.0.0,>=3.9.0"
 groups = ["main"]
 files = [
-    {file = "langchain_openai-0.3.27-py3-none-any.whl", hash = "sha256:efe636c3523978c44adc41cf55c8b3766c05c77547982465884d1258afe705df"},
-    {file = "langchain_openai-0.3.27.tar.gz", hash = "sha256:5d5a55adbff739274dfc3a4102925771736f893758f63679b64ae62fed79ca30"},
+    {file = "langchain_openai-0.3.34-py3-none-any.whl", hash = "sha256:08d61d68a6d869c70d542171e149b9065668dedfc4fafcd4de8aeb5b933030a9"},
+    {file = "langchain_openai-0.3.34.tar.gz", hash = "sha256:57916d462be5b8fd19e5cb2f00d4e5cf0465266a292d583de2fc693a55ba190e"},
 ]
 
 [package.dependencies]
-langchain-core = ">=0.3.66,<1.0.0"
-openai = ">=1.86.0,<2.0.0"
-tiktoken = ">=0.7,<1"
+langchain-core = ">=0.3.77,<2.0.0"
+openai = ">=1.104.2,<3.0.0"
+tiktoken = ">=0.7.0,<1.0.0"
 
 [[package]]
 name = "langchain-qdrant"
-version = "0.2.0"
+version = "0.2.1"
 description = "An integration package connecting Qdrant and LangChain"
 optional = false
-python-versions = "<4,>=3.9"
+python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "langchain_qdrant-0.2.0-py3-none-any.whl", hash = "sha256:8eab5b8a553204ddb809d8183a6f1bc12fc265688592d9d897388f6939c79bf8"},
-    {file = "langchain_qdrant-0.2.0.tar.gz", hash = "sha256:41b8573cbb1b4706f76dc769251d8e6b3e4107ecd5fa97c58141977ec19fba75"},
+    {file = "langchain_qdrant-0.2.1-py3-none-any.whl", hash = "sha256:d82637eae4828ca67ac806d722fc21b660617fdd5d7eef07b99249d0e7976c3b"},
+    {file = "langchain_qdrant-0.2.1.tar.gz", hash = "sha256:19d8cce3e305e87c32f3be6fdcca6b5acb595297695a4f373f233e7fda6a2b7c"},
 ]
 
 [package.dependencies]
@@ -2243,22 +2532,22 @@ pydantic = ">=2.7.4,<3.0.0"
 qdrant-client = ">=1.10.1,<2.0.0"
 
 [package.extras]
-fastembed = ["fastembed (>=0.3.3,<0.4.0) ; python_version >= \"3.9\" and python_version < \"3.13\""]
+fastembed = ["fastembed (>=0.3.3,<1.0.0) ; python_version < \"3.13\" and python_version >= \"3.9\""]
 
 [[package]]
 name = "langchain-text-splitters"
-version = "0.3.9"
+version = "0.3.11"
 description = "LangChain text splitting utilities"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "langchain_text_splitters-0.3.9-py3-none-any.whl", hash = "sha256:cee0bb816211584ea79cc79927317c358543f40404bcfdd69e69ba3ccde54401"},
-    {file = "langchain_text_splitters-0.3.9.tar.gz", hash = "sha256:7cd1e5a3aaf609979583eeca2eb34177622570b8fa8f586a605c6b1c34e7ebdb"},
+    {file = "langchain_text_splitters-0.3.11-py3-none-any.whl", hash = "sha256:cf079131166a487f1372c8ab5d0bfaa6c0a4291733d9c43a34a16ac9bcd6a393"},
+    {file = "langchain_text_splitters-0.3.11.tar.gz", hash = "sha256:7a50a04ada9a133bbabb80731df7f6ddac51bc9f1b9cab7fa09304d71d38a6cc"},
 ]
 
 [package.dependencies]
-langchain-core = ">=0.3.72,<1.0.0"
+langchain-core = ">=0.3.75,<2.0.0"
 
 [[package]]
 name = "langdetect"
@@ -2304,19 +2593,19 @@ openai = ["openai (>=0.27.8)"]
 
 [[package]]
 name = "langgraph"
-version = "0.6.6"
+version = "0.6.11"
 description = "Building stateful, multi-actor applications with LLMs"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "langgraph-0.6.6-py3-none-any.whl", hash = "sha256:a2283a5236abba6c8307c1a485c04e8a0f0ffa2be770878782a7bf2deb8d7954"},
-    {file = "langgraph-0.6.6.tar.gz", hash = "sha256:e7d3cefacf356f8c01721b166b67b3bf581659d5361a3530f59ecd9b8448eca7"},
+    {file = "langgraph-0.6.11-py3-none-any.whl", hash = "sha256:49268de69d85b7db3da9e2ca582a474516421c1c44be5cff390416cfa6967faa"},
+    {file = "langgraph-0.6.11.tar.gz", hash = "sha256:cd5373d0a59701ab39c9f8af33a33c5704553de815318387fa7f240511e0efd7"},
 ]
 
 [package.dependencies]
 langchain-core = ">=0.1"
-langgraph-checkpoint = ">=2.1.0,<3.0.0"
+langgraph-checkpoint = ">=2.1.0,<4.0.0"
 langgraph-prebuilt = ">=0.6.0,<0.7.0"
 langgraph-sdk = ">=0.2.2,<0.3.0"
 pydantic = ">=2.7.4"
@@ -2324,46 +2613,46 @@ xxhash = ">=3.5.0"
 
 [[package]]
 name = "langgraph-checkpoint"
-version = "2.1.0"
+version = "3.0.1"
 description = "Library with base interfaces for LangGraph checkpoint savers."
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
 groups = ["main"]
 files = [
-    {file = "langgraph_checkpoint-2.1.0-py3-none-any.whl", hash = "sha256:4cea3e512081da1241396a519cbfe4c5d92836545e2c64e85b6f5c34a1b8bc61"},
-    {file = "langgraph_checkpoint-2.1.0.tar.gz", hash = "sha256:cdaa2f0b49aa130ab185c02d82f02b40299a1fbc9ac59ac20cecce09642a1abe"},
+    {file = "langgraph_checkpoint-3.0.1-py3-none-any.whl", hash = "sha256:9b04a8d0edc0474ce4eaf30c5d731cee38f11ddff50a6177eead95b5c4e4220b"},
+    {file = "langgraph_checkpoint-3.0.1.tar.gz", hash = "sha256:59222f875f85186a22c494aedc65c4e985a3df27e696e5016ba0b98a5ed2cee0"},
 ]
 
 [package.dependencies]
 langchain-core = ">=0.2.38"
-ormsgpack = ">=1.10.0"
+ormsgpack = ">=1.12.0"
 
 [[package]]
 name = "langgraph-prebuilt"
-version = "0.6.4"
+version = "0.6.5"
 description = "Library with high-level APIs for creating and executing LangGraph agents and tools."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "langgraph_prebuilt-0.6.4-py3-none-any.whl", hash = "sha256:819f31d88b84cb2729ff1b79db2d51e9506b8fb7aaacfc0d359d4fe16e717344"},
-    {file = "langgraph_prebuilt-0.6.4.tar.gz", hash = "sha256:e9e53b906ee5df46541d1dc5303239e815d3ec551e52bb03dd6463acc79ec28f"},
+    {file = "langgraph_prebuilt-0.6.5-py3-none-any.whl", hash = "sha256:b6ceb5db31c16a30a3ee3c0b923667f02e7c9e27852621abf9d5bd5603534141"},
+    {file = "langgraph_prebuilt-0.6.5.tar.gz", hash = "sha256:9c63e9e867e62b345805fd1e8ea5c2df5cc112e939d714f277af84f2afe5950d"},
 ]
 
 [package.dependencies]
 langchain-core = ">=0.3.67"
-langgraph-checkpoint = ">=2.1.0,<3.0.0"
+langgraph-checkpoint = ">=2.1.0,<4.0.0"
 
 [[package]]
 name = "langgraph-sdk"
-version = "0.2.4"
+version = "0.2.9"
 description = "SDK for interacting with LangGraph API"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "langgraph_sdk-0.2.4-py3-none-any.whl", hash = "sha256:b9dfbe77abc86ee6280b6d328320b7e1ca2b303b5fd89540dc5a28f780222cd1"},
-    {file = "langgraph_sdk-0.2.4.tar.gz", hash = "sha256:65c37fdb1d6f572deb7d5dda45aab79916c13c276a1e08b29309ae7729567a36"},
+    {file = "langgraph_sdk-0.2.9-py3-none-any.whl", hash = "sha256:fbf302edadbf0fb343596f91c597794e936ef68eebc0d3e1d358b6f9f72a1429"},
+    {file = "langgraph_sdk-0.2.9.tar.gz", hash = "sha256:b3bd04c6be4fa382996cd2be8fbc1e7cc94857d2bc6b6f4599a7f2a245975303"},
 ]
 
 [package.dependencies]
@@ -2372,30 +2661,32 @@ orjson = ">=3.10.1"
 
 [[package]]
 name = "langsmith"
-version = "0.3.45"
-description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
+version = "0.4.46"
+description = "Client library to connect to the LangSmith Observability and Evaluation Platform."
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
 groups = ["main"]
 files = [
-    {file = "langsmith-0.3.45-py3-none-any.whl", hash = "sha256:5b55f0518601fa65f3bb6b1a3100379a96aa7b3ed5e9380581615ba9c65ed8ed"},
-    {file = "langsmith-0.3.45.tar.gz", hash = "sha256:1df3c6820c73ed210b2c7bc5cdb7bfa19ddc9126cd03fdf0da54e2e171e6094d"},
+    {file = "langsmith-0.4.46-py3-none-any.whl", hash = "sha256:783c16ef108c42a16ec2d8bc68067b969f3652e2fe82ca1289007baf947e4500"},
+    {file = "langsmith-0.4.46.tar.gz", hash = "sha256:0b73d47ebd0a27ea10edec1717f36f6a865cb9ffc7f4e6a419e2cea1ab3c5b1e"},
 ]
 
 [package.dependencies]
 httpx = ">=0.23.0,<1"
-orjson = {version = ">=3.9.14,<4.0.0", markers = "platform_python_implementation != \"PyPy\""}
+orjson = {version = ">=3.9.14", markers = "platform_python_implementation != \"PyPy\""}
 packaging = ">=23.2"
-pydantic = {version = ">=2.7.4,<3.0.0", markers = "python_full_version >= \"3.12.4\""}
-requests = ">=2,<3"
-requests-toolbelt = ">=1.0.0,<2.0.0"
-zstandard = ">=0.23.0,<0.24.0"
+pydantic = ">=1,<3"
+requests = ">=2.0.0"
+requests-toolbelt = ">=1.0.0"
+zstandard = ">=0.23.0"
 
 [package.extras]
-langsmith-pyo3 = ["langsmith-pyo3 (>=0.1.0rc2,<0.2.0)"]
-openai-agents = ["openai-agents (>=0.0.3,<0.1)"]
-otel = ["opentelemetry-api (>=1.30.0,<2.0.0)", "opentelemetry-exporter-otlp-proto-http (>=1.30.0,<2.0.0)", "opentelemetry-sdk (>=1.30.0,<2.0.0)"]
-pytest = ["pytest (>=7.0.0)", "rich (>=13.9.4,<14.0.0)"]
+claude-agent-sdk = ["claude-agent-sdk (>=0.1.0) ; python_version >= \"3.10\""]
+langsmith-pyo3 = ["langsmith-pyo3 (>=0.1.0rc2)"]
+openai-agents = ["openai-agents (>=0.0.3)"]
+otel = ["opentelemetry-api (>=1.30.0)", "opentelemetry-exporter-otlp-proto-http (>=1.30.0)", "opentelemetry-sdk (>=1.30.0)"]
+pytest = ["pytest (>=7.0.0)", "rich (>=13.9.4)", "vcrpy (>=7.0.0)"]
+vcr = ["vcrpy (>=7.0.0)"]
 
 [[package]]
 name = "loguru"
@@ -2418,14 +2709,14 @@ dev = ["Sphinx (==8.1.3) ; python_version >= \"3.11\"", "build (==1.2.2) ; pytho
 
 [[package]]
 name = "markdown-it-py"
-version = "3.0.0"
+version = "4.0.0"
 description = "Python port of markdown-it. Markdown parsing, done right!"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.10"
 groups = ["main", "dev"]
 files = [
-    {file = "markdown-it-py-3.0.0.tar.gz", hash = "sha256:e3f60a94fa066dc52ec76661e37c851cb232d92f9886b15cb560aaada2df8feb"},
-    {file = "markdown_it_py-3.0.0-py3-none-any.whl", hash = "sha256:355216845c60bd96232cd8d8c40e8f9765cc86f46880e43a8fd22dc1a1a8cab1"},
+    {file = "markdown_it_py-4.0.0-py3-none-any.whl", hash = "sha256:87327c59b172c5011896038353a81343b6754500a08cd7a4973bb48c6d578147"},
+    {file = "markdown_it_py-4.0.0.tar.gz", hash = "sha256:cb0a2b4aa34f932c007117b194e945bd74e0ec24133ceb5bac59009cda1cb9f3"},
 ]
 
 [package.dependencies]
@@ -2433,83 +2724,110 @@ mdurl = ">=0.1,<1.0"
 
 [package.extras]
 benchmarking = ["psutil", "pytest", "pytest-benchmark"]
-code-style = ["pre-commit (>=3.0,<4.0)"]
-compare = ["commonmark (>=0.9,<1.0)", "markdown (>=3.4,<4.0)", "mistletoe (>=1.0,<2.0)", "mistune (>=2.0,<3.0)", "panflute (>=2.3,<3.0)"]
+compare = ["commonmark (>=0.9,<1.0)", "markdown (>=3.4,<4.0)", "markdown-it-pyrs", "mistletoe (>=1.0,<2.0)", "mistune (>=3.0,<4.0)", "panflute (>=2.3,<3.0)"]
 linkify = ["linkify-it-py (>=1,<3)"]
-plugins = ["mdit-py-plugins"]
+plugins = ["mdit-py-plugins (>=0.5.0)"]
 profiling = ["gprof2dot"]
-rtd = ["jupyter_sphinx", "mdit-py-plugins", "myst-parser", "pyyaml", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinx_book_theme"]
-testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
+rtd = ["ipykernel", "jupyter_sphinx", "mdit-py-plugins (>=0.5.0)", "myst-parser", "pyyaml", "sphinx", "sphinx-book-theme (>=1.0,<2.0)", "sphinx-copybutton", "sphinx-design"]
+testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions", "requests"]
 
 [[package]]
 name = "markupsafe"
-version = "3.0.2"
+version = "3.0.3"
 description = "Safely add untrusted strings to HTML/XML markup."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
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 [[package]]
@@ -2922,14 +3351,14 @@ signedtoken = ["cryptography (>=3.0.0)", "pyjwt (>=2.0.0,<3)"]
 
 [[package]]
 name = "ollama"
-version = "0.5.1"
+version = "0.6.1"
 description = "The official Python client for Ollama."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 files = [
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 ]
 
 [package.dependencies]
@@ -2938,30 +3367,34 @@ pydantic = ">=2.9"
 
 [[package]]
 name = "onnxruntime"
-version = "1.22.0"
+version = "1.23.2"
 description = "ONNX Runtime is a runtime accelerator for Machine Learning models"
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
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 ]
 
 [package.dependencies]
@@ -2974,14 +3407,14 @@ sympy = "*"
 
 [[package]]
 name = "openai"
-version = "1.93.1"
+version = "1.109.1"
 description = "The official Python library for the openai API"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 files = [
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+    {file = "openai-1.109.1.tar.gz", hash = "sha256:d173ed8dbca665892a6db099b4a2dfac624f94d20a93f46eb0b56aae940ed869"},
 ]
 
 [package.dependencies]
@@ -2995,21 +3428,21 @@ tqdm = ">4"
 typing-extensions = ">=4.11,<5"
 
 [package.extras]
-aiohttp = ["aiohttp", "httpx-aiohttp (>=0.1.6)"]
+aiohttp = ["aiohttp", "httpx-aiohttp (>=0.1.8)"]
 datalib = ["numpy (>=1)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)"]
 realtime = ["websockets (>=13,<16)"]
 voice-helpers = ["numpy (>=2.0.2)", "sounddevice (>=0.5.1)"]
 
 [[package]]
 name = "opentelemetry-api"
-version = "1.34.1"
+version = "1.38.0"
 description = "OpenTelemetry Python API"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
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 ]
 
 [package.dependencies]
@@ -3018,283 +3451,318 @@ typing-extensions = ">=4.5.0"
 
 [[package]]
 name = "opentelemetry-exporter-otlp-proto-common"
-version = "1.34.1"
+version = "1.38.0"
 description = "OpenTelemetry Protobuf encoding"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
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 ]
 
 [package.dependencies]
-opentelemetry-proto = "1.34.1"
+opentelemetry-proto = "1.38.0"
 
 [[package]]
 name = "opentelemetry-exporter-otlp-proto-http"
-version = "1.34.1"
+version = "1.38.0"
 description = "OpenTelemetry Collector Protobuf over HTTP Exporter"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
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 ]
 
 [package.dependencies]
 googleapis-common-protos = ">=1.52,<2.0"
 opentelemetry-api = ">=1.15,<2.0"
-opentelemetry-exporter-otlp-proto-common = "1.34.1"
-opentelemetry-proto = "1.34.1"
-opentelemetry-sdk = ">=1.34.1,<1.35.0"
+opentelemetry-exporter-otlp-proto-common = "1.38.0"
+opentelemetry-proto = "1.38.0"
+opentelemetry-sdk = ">=1.38.0,<1.39.0"
 requests = ">=2.7,<3.0"
 typing-extensions = ">=4.5.0"
 
 [[package]]
 name = "opentelemetry-proto"
-version = "1.34.1"
+version = "1.38.0"
 description = "OpenTelemetry Python Proto"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
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 ]
 
 [package.dependencies]
-protobuf = ">=5.0,<6.0"
+protobuf = ">=5.0,<7.0"
 
 [[package]]
 name = "opentelemetry-sdk"
-version = "1.34.1"
+version = "1.38.0"
 description = "OpenTelemetry Python SDK"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
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+    {file = "opentelemetry_sdk-1.38.0.tar.gz", hash = "sha256:93df5d4d871ed09cb4272305be4d996236eedb232253e3ab864c8620f051cebe"},
 ]
 
 [package.dependencies]
-opentelemetry-api = "1.34.1"
-opentelemetry-semantic-conventions = "0.55b1"
+opentelemetry-api = "1.38.0"
+opentelemetry-semantic-conventions = "0.59b0"
 typing-extensions = ">=4.5.0"
 
 [[package]]
 name = "opentelemetry-semantic-conventions"
-version = "0.55b1"
+version = "0.59b0"
 description = "OpenTelemetry Semantic Conventions"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
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 ]
 
 [package.dependencies]
-opentelemetry-api = "1.34.1"
+opentelemetry-api = "1.38.0"
 typing-extensions = ">=4.5.0"
 
 [[package]]
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 [package.dependencies]
@@ -3340,21 +3808,6 @@ files = [
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-[[package]]
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-description = "Python Build Reasonableness"
-optional = false
-python-versions = ">=2.6"
-groups = ["dev"]
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-
-[package.dependencies]
-setuptools = "*"
-
 [[package]]
 name = "pep8-naming"
 version = "0.15.1"
@@ -3497,20 +3950,20 @@ xmp = ["defusedxml"]
 
 [[package]]
 name = "platformdirs"
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+version = "4.5.0"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
-python-versions = ">=3.9"
-groups = ["dev"]
+python-versions = ">=3.10"
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-type = ["mypy (>=1.14.1)"]
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+test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=8.4.2)", "pytest-cov (>=7)", "pytest-mock (>=3.15.1)"]
+type = ["mypy (>=1.18.2)"]
 
 [[package]]
 name = "pluggy"
@@ -3530,151 +3983,193 @@ testing = ["coverage", "pytest", "pytest-benchmark"]
 
 [[package]]
 name = "portalocker"
-version = "2.10.1"
+version = "3.2.0"
 description = "Wraps the portalocker recipe for easy usage"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
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 files = [
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-[package.extras]
-test = ["cffi", "hypothesis", "pandas", "pytest", "pytz"]
-
 [[package]]
 name = "pycodestyle"
 version = "2.14.0"
@@ -3834,34 +4321,34 @@ files = [
 
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+version = "2.23"
 description = "C parser in Python"
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 python-versions = ">=3.8"
 groups = ["main"]
-markers = "platform_python_implementation == \"PyPy\""
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+version = "2.12.4"
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 optional = false
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 [package.dependencies]
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-pydantic-core = "2.33.2"
-typing-extensions = ">=4.12.2"
-typing-inspection = ">=0.4.0"
+pydantic-core = "2.41.5"
+typing-extensions = ">=4.14.1"
+typing-inspection = ">=0.4.2"
 
 [package.extras]
 email = ["email-validator (>=2.0.0)"]
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 [[package]]
 name = "pydantic-core"
-version = "2.33.2"
+version = "2.41.5"
 description = "Core functionality for Pydantic validation and serialization"
 optional = false
 python-versions = ">=3.9"
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 version = "2025.2"
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 ]
 
 [[package]]
 name = "qdrant-client"
-version = "1.14.3"
+version = "1.16.0"
 description = "Client library for the Qdrant vector search engine"
 optional = false
 python-versions = ">=3.9"
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 ]
 
 [package.dependencies]
 grpcio = ">=1.41.0"
 httpx = {version = ">=0.20.0", extras = ["http2"]}
 numpy = {version = ">=2.1.0", markers = "python_version >= \"3.13\""}
-portalocker = ">=2.7.0,<3.0.0"
+portalocker = ">=2.7.0,<4.0"
 protobuf = ">=3.20.0"
 pydantic = ">=1.10.8,<2.0.dev0 || >2.2.0"
 urllib3 = ">=1.26.14,<3"
@@ -4288,6 +4875,7 @@ langfuse = "3.6.1"
 langgraph = "^0.6.0"
 openai = "^1.77.0"
 pillow = "^11.2.1"
+pyjwt = "^2.9.0"
 pytest-asyncio = "^0.26.0"
 pyyaml = "^6.0.2"
 qdrant-client = "^1.14.2"
@@ -4370,106 +4958,127 @@ tracing = ["langfuse (>=3.2.4)", "mlflow (>=3.1.4)"]
 
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 [[package]]
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+version = "14.2.0"
 description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
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 [package.dependencies]
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 description = "Database Abstraction Library"
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 [package.extras]
@@ -4726,14 +5335,14 @@ sqlcipher = ["sqlcipher3_binary"]
 
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+version = "0.50.0"
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 [[package]]
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-[package.dependencies]
-pbr = ">=2.0.0"
-
 [[package]]
 name = "sympy"
 version = "1.14.0"
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 ]
 
 [package.dependencies]
@@ -4841,36 +5473,36 @@ blobfile = ["blobfile (>=2)"]
 
 [[package]]
 name = "tokenizers"
-version = "0.21.2"
+version = "0.22.1"
 description = ""
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
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 ]
 
 [package.dependencies]
-huggingface-hub = ">=0.16.4,<1.0"
+huggingface-hub = ">=0.16.4,<2.0"
 
 [package.extras]
 dev = ["tokenizers[testing]"]
 docs = ["setuptools-rust", "sphinx", "sphinx-rtd-theme"]
-testing = ["black (==22.3)", "datasets", "numpy", "pytest", "requests", "ruff"]
+testing = ["black (==22.3)", "datasets", "numpy", "pytest", "pytest-asyncio", "requests", "ruff"]
 
 [[package]]
 name = "tqdm"
@@ -4896,14 +5528,14 @@ telegram = ["requests"]
 
 [[package]]
 name = "typer"
-version = "0.17.3"
+version = "0.20.0"
 description = "Typer, build great CLIs. Easy to code. Based on Python type hints."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 groups = ["main"]
 files = [
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 ]
 
 [package.dependencies]
@@ -4914,14 +5546,14 @@ typing-extensions = ">=3.7.4.3"
 
 [[package]]
 name = "typing-extensions"
-version = "4.14.1"
+version = "4.15.0"
 description = "Backported and Experimental Type Hints for Python 3.9+"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
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 ]
 
 [[package]]
@@ -4942,14 +5574,14 @@ typing-extensions = ">=3.7.4"
 
 [[package]]
 name = "typing-inspection"
-version = "0.4.1"
+version = "0.4.2"
 description = "Runtime typing introspection tools"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
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 ]
 
 [package.dependencies]
@@ -5004,6 +5636,27 @@ h11 = ">=0.8"
 [package.extras]
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+[[package]]
+name = "virtualenv"
+version = "20.35.4"
+description = "Virtual Python Environment builder"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
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+]
+
+[package.dependencies]
+distlib = ">=0.3.7,<1"
+filelock = ">=3.12.2,<4"
+platformdirs = ">=3.9.1,<5"
+
+[package.extras]
+docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.2,!=7.3)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=23.6)"]
+test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.4)", "pytest-env (>=0.8.2)", "pytest-freezer (>=0.4.8) ; platform_python_implementation == \"PyPy\" or platform_python_implementation == \"GraalVM\" or platform_python_implementation == \"CPython\" and sys_platform == \"win32\" and python_version >= \"3.13\"", "pytest-mock (>=3.11.1)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)", "setuptools (>=68)", "time-machine (>=2.10) ; platform_python_implementation == \"CPython\""]
+
 [[package]]
 name = "win32-setctime"
 version = "1.2.0"
@@ -5022,338 +5675,383 @@ dev = ["black (>=19.3b0) ; python_version >= \"3.6\"", "pytest (>=4.6.2)"]
 
 [[package]]
 name = "wrapt"
-version = "1.17.2"
+version = "1.17.3"
 description = "Module for decorators, wrappers and monkey patching."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 files = [
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+    {file = "zstandard-0.25.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:e09bb6252b6476d8d56100e8147b803befa9a12cea144bbe629dd508800d1ad0"},
+    {file = "zstandard-0.25.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:a9ec8c642d1ec73287ae3e726792dd86c96f5681eb8df274a757bf62b750eae7"},
+    {file = "zstandard-0.25.0-cp314-cp314-musllinux_1_2_i686.whl", hash = "sha256:a4089a10e598eae6393756b036e0f419e8c1d60f44a831520f9af41c14216cf2"},
+    {file = "zstandard-0.25.0-cp314-cp314-musllinux_1_2_ppc64le.whl", hash = "sha256:f67e8f1a324a900e75b5e28ffb152bcac9fbed1cc7b43f99cd90f395c4375344"},
+    {file = "zstandard-0.25.0-cp314-cp314-musllinux_1_2_s390x.whl", hash = "sha256:9654dbc012d8b06fc3d19cc825af3f7bf8ae242226df5f83936cb39f5fdc846c"},
+    {file = "zstandard-0.25.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:4203ce3b31aec23012d3a4cf4a2ed64d12fea5269c49aed5e4c3611b938e4088"},
+    {file = "zstandard-0.25.0-cp314-cp314-win32.whl", hash = "sha256:da469dc041701583e34de852d8634703550348d5822e66a0c827d39b05365b12"},
+    {file = "zstandard-0.25.0-cp314-cp314-win_amd64.whl", hash = "sha256:c19bcdd826e95671065f8692b5a4aa95c52dc7a02a4c5a0cac46deb879a017a2"},
+    {file = "zstandard-0.25.0-cp314-cp314-win_arm64.whl", hash = "sha256:d7541afd73985c630bafcd6338d2518ae96060075f9463d7dc14cfb33514383d"},
+    {file = "zstandard-0.25.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:b9af1fe743828123e12b41dd8091eca1074d0c1569cc42e6e1eee98027f2bbd0"},
+    {file = "zstandard-0.25.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:4b14abacf83dfb5c25eb4e4a79520de9e7e205f72c9ee7702f91233ae57d33a2"},
+    {file = "zstandard-0.25.0-cp39-cp39-manylinux2010_i686.manylinux2014_i686.manylinux_2_12_i686.manylinux_2_17_i686.whl", hash = "sha256:a51ff14f8017338e2f2e5dab738ce1ec3b5a851f23b18c1ae1359b1eecbee6df"},
+    {file = "zstandard-0.25.0-cp39-cp39-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:3b870ce5a02d4b22286cf4944c628e0f0881b11b3f14667c1d62185a99e04f53"},
+    {file = "zstandard-0.25.0-cp39-cp39-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl", hash = "sha256:05353cef599a7b0b98baca9b068dd36810c3ef0f42bf282583f438caf6ddcee3"},
+    {file = "zstandard-0.25.0-cp39-cp39-manylinux2014_s390x.manylinux_2_17_s390x.whl", hash = "sha256:19796b39075201d51d5f5f790bf849221e58b48a39a5fc74837675d8bafc7362"},
+    {file = "zstandard-0.25.0-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:53e08b2445a6bc241261fea89d065536f00a581f02535f8122eba42db9375530"},
+    {file = "zstandard-0.25.0-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:1f3689581a72eaba9131b1d9bdbfe520ccd169999219b41000ede2fca5c1bfdb"},
+    {file = "zstandard-0.25.0-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:d8c56bb4e6c795fc77d74d8e8b80846e1fb8292fc0b5060cd8131d522974b751"},
+    {file = "zstandard-0.25.0-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:53f94448fe5b10ee75d246497168e5825135d54325458c4bfffbaafabcc0a577"},
+    {file = "zstandard-0.25.0-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:c2ba942c94e0691467ab901fc51b6f2085ff48f2eea77b1a48240f011e8247c7"},
+    {file = "zstandard-0.25.0-cp39-cp39-musllinux_1_2_ppc64le.whl", hash = "sha256:07b527a69c1e1c8b5ab1ab14e2afe0675614a09182213f21a0717b62027b5936"},
+    {file = "zstandard-0.25.0-cp39-cp39-musllinux_1_2_s390x.whl", hash = "sha256:51526324f1b23229001eb3735bc8c94f9c578b1bd9e867a0a646a3b17109f388"},
+    {file = "zstandard-0.25.0-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:89c4b48479a43f820b749df49cd7ba2dbc2b1b78560ecb5ab52985574fd40b27"},
+    {file = "zstandard-0.25.0-cp39-cp39-win32.whl", hash = "sha256:1cd5da4d8e8ee0e88be976c294db744773459d51bb32f707a0f166e5ad5c8649"},
+    {file = "zstandard-0.25.0-cp39-cp39-win_amd64.whl", hash = "sha256:37daddd452c0ffb65da00620afb8e17abd4adaae6ce6310702841760c2c26860"},
+    {file = "zstandard-0.25.0.tar.gz", hash = "sha256:7713e1179d162cf5c7906da876ec2ccb9c3a9dcbdffef0cc7f70c3667a205f0b"},
 ]
 
-[package.dependencies]
-cffi = {version = ">=1.11", markers = "platform_python_implementation == \"PyPy\""}
-
 [package.extras]
-cffi = ["cffi (>=1.11)"]
+cffi = ["cffi (>=1.17,<2.0) ; platform_python_implementation != \"PyPy\" and python_version < \"3.14\"", "cffi (>=2.0.0b) ; platform_python_implementation != \"PyPy\" and python_version >= \"3.14\""]
 
 [metadata]
 lock-version = "2.1"
 python-versions = "^3.13"
-content-hash = "6db9c6975c541d6d6a8c9e2966fd411eba18dac21d627e9dae6e9236431d3bbb"
+content-hash = "e308d04e1154ec63e2fb2b48ffc7d9f782a47bd7cd7c8c3165ab162c8571f609"
diff --git a/services/rag-backend/pyproject.toml b/services/rag-backend/pyproject.toml
index ae6e896f..7e8e5fde 100644
--- a/services/rag-backend/pyproject.toml
+++ b/services/rag-backend/pyproject.toml
@@ -15,6 +15,8 @@ repository = "https://github.com/stackitcloud/rag-template"
 [tool.poetry.dependencies]
 python = "^3.13"
 rag-core-api = { path = "../../libs/rag-core-api", develop = true}
+python-keycloak = "^5.0.0"
+
 
 [tool.poetry.group.dev.dependencies]
 debugpy = "^1.8.14"
diff --git a/tools/logging b/tools/logging
new file mode 100644
index 00000000..e69de29b
diff --git a/tools/setup_keycloak.py b/tools/setup_keycloak.py
new file mode 100644
index 00000000..ffd18c0b
--- /dev/null
+++ b/tools/setup_keycloak.py
@@ -0,0 +1,120 @@
+import logging
+import os
+import sys
+from keycloak import KeycloakAdmin
+
+# Configure logging
+logging.basicConfig(level=logging.INFO)
+logger = logging.getLogger(__name__)
+
+# Allow overrides via env vars so local/prod credentials work.
+KEYCLOAK_URL = os.getenv("KEYCLOAK_URL", "http://keycloak.rag.localhost/auth/")
+USERNAME = os.getenv("KEYCLOAK_ADMIN_USERNAME", "admin")
+PASSWORD = os.getenv("KEYCLOAK_ADMIN_PASSWORD", "admin")
+REALM_NAME = os.getenv("KEYCLOAK_REALM", "rag")
+
+def setup_keycloak():
+    try:
+        # Disable auto refresh to avoid refresh-token issues in short-lived scripts.
+        keycloak_admin = KeycloakAdmin(
+            server_url=KEYCLOAK_URL,
+            username=USERNAME,
+            password=PASSWORD,
+            realm_name="master",
+            verify=False,
+            auto_refresh_token=[],
+        )
+    except Exception as e:
+        logger.error(f"Failed to connect to Keycloak: {e}")
+        sys.exit(1)
+
+    # Create Realm
+    try:
+        if keycloak_admin.get_realm(REALM_NAME):
+            logger.info(f"Realm '{REALM_NAME}' already exists.")
+    except Exception as e:
+        logger.error(f"Failed to get realm '{REALM_NAME}': {e}")
+        keycloak_admin.create_realm(payload={"realm": REALM_NAME, "enabled": True})
+        logger.info(f"Realm '{REALM_NAME}' created.")
+
+    # Switch to rag realm
+    try:
+        keycloak_admin = KeycloakAdmin(
+            server_url=KEYCLOAK_URL,
+            username=USERNAME,
+            password=PASSWORD,
+            realm_name=REALM_NAME,
+            verify=False,
+        )
+    except Exception as e:
+        logger.error(f"Failed to connect to Keycloak: {e}")
+        sys.exit(1)
+
+    # Create Frontend Client (Public)
+    # Create or Update Frontend Client (Public)
+    client_id = "rag-frontend"
+    redirect_uris = [
+        "http://rag.localhost/*",
+        "http://admin.rag.localhost/*",
+        "http://localhost:4200/*",
+        "*" 
+    ]
+    all_clients = keycloak_admin.get_clients()
+    clients = [c for c in all_clients if c.get('clientId') == client_id]
+    if clients:
+        logger.info(f"Client '{client_id}' already exists. Updating...")
+        keycloak_admin.update_client(clients[0]['id'], payload={
+            "redirectUris": redirect_uris,
+            "webOrigins": ["*"],
+            "publicClient": True,
+            "directAccessGrantsEnabled": True
+        })
+        logger.info(f"Client '{client_id}' updated.")
+    else:
+        keycloak_admin.create_client(payload={
+            "clientId": client_id,
+            "publicClient": True,
+            "directAccessGrantsEnabled": True,
+            "webOrigins": ["*"],
+            "redirectUris": redirect_uris,
+            "protocol": "openid-connect"
+        })
+        logger.info(f"Client '{client_id}' created.")
+
+    # Create Backend Client (Confidential/Bearer-only)
+    # Note: For simplicity in this dev setup, we might make it public or service-account enabled
+    # But usually backend validation just needs the realm keys.
+    # Let's create a 'rag-backend' client just in case we need service accounts later.
+    client_id = "rag-backend"
+    all_clients = keycloak_admin.get_clients()
+    clients = [c for c in all_clients if c.get('clientId') == client_id]
+    if clients:
+        logger.info(f"Client '{client_id}' already exists.")
+    else:
+        keycloak_admin.create_client(payload={
+            "clientId": client_id,
+            "publicClient": False,
+            "serviceAccountsEnabled": True,
+            "protocol": "openid-connect"
+        })
+        logger.info(f"Client '{client_id}' created.")
+
+    # Create Test User
+    user_username = "user"
+    user_password = "password"
+    users = keycloak_admin.get_users(query={"username": user_username})
+    if users:
+        logger.info(f"User '{user_username}' already exists.")
+    else:
+        keycloak_admin.create_user(payload={
+            "username": user_username,
+            "enabled": True,
+            "firstName": "Test",
+            "lastName": "User",
+            "email": "user@example.com",
+            "credentials": [{"value": user_password, "type": "password", "temporary": False}]
+        })
+        logger.info(f"User '{user_username}' created.")
+
+if __name__ == "__main__":
+    setup_keycloak()
diff --git a/tools/sys b/tools/sys
new file mode 100644
index 00000000..e69de29b

From 1d8b240f34c66036537f39874e15602c991aeb05 Mon Sep 17 00:00:00 2001
From: Andreas Klos <aklos@outlook.de>
Date: Thu, 4 Dec 2025 09:30:04 +0100
Subject: [PATCH 02/14] feat: Enhance authentication and security features
 across API endpoints

---
 libs/admin-api-lib/src/admin_api_lib/auth.py  |  12 +-
 .../api_endpoints/default_file_uploader.py    |   4 +-
 .../api_endpoints/default_source_uploader.py  |   4 +-
 .../openapi_client/api/rag_api.py             |  38 +++---
 .../openapi_client/api_client.py              |  19 ++-
 .../openapi_client/configuration.py           |  15 ++-
 .../openapi_client_README.md                  | 110 ++++++++++++++++++
 libs/rag-core-api/openapi.yaml                |   8 +-
 .../src/rag_core_api/apis/rag_api.py          |  29 ++++-
 .../src/rag_core_api/apis/rag_api_base.py     |   2 +-
 .../src/rag_core_api/security_api.py          |  36 ++++++
 11 files changed, 229 insertions(+), 48 deletions(-)
 create mode 100644 libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client_README.md
 create mode 100644 libs/rag-core-api/src/rag_core_api/security_api.py

diff --git a/libs/admin-api-lib/src/admin_api_lib/auth.py b/libs/admin-api-lib/src/admin_api_lib/auth.py
index d366814e..15da4a24 100644
--- a/libs/admin-api-lib/src/admin_api_lib/auth.py
+++ b/libs/admin-api-lib/src/admin_api_lib/auth.py
@@ -103,7 +103,7 @@ def _get_public_key_pem(self):
                 else "-----BEGIN PUBLIC KEY-----\n" + raw_public_key + "\n-----END PUBLIC KEY-----"
             )
         return self._public_key_pem
-    
+
     def _refresh_public_key_pem(self):
         """Force refresh PEM public key (in case of key rotation)."""
         raw_public_key = keycloak_openid.public_key().strip()
@@ -156,7 +156,9 @@ def _decode_with_keys(jwks_obj, source_name: str):
 
         jwks_sources = []
         if issuer:
-            jwks_sources.append(("issuer", self._get_jwks_for_issuer(issuer), lambda: self._refresh_jwks_for_issuer(issuer)))
+            jwks_sources.append(
+                ("issuer", self._get_jwks_for_issuer(issuer), lambda: self._refresh_jwks_for_issuer(issuer))
+            )
         jwks_sources.append(("default", self._get_jwks(), self._refresh_jwks))
 
         last_error = None
@@ -164,7 +166,9 @@ def _decode_with_keys(jwks_obj, source_name: str):
             try:
                 return _decode_with_keys(jwks_obj, name)
             except InvalidSignatureError as sig_err:
-                logger.info("JWKS signature failed (kid=%s, alg=%s, source=%s), refreshing and retrying", kid, alg, name)
+                logger.info(
+                    "JWKS signature failed (kid=%s, alg=%s, source=%s), refreshing and retrying", kid, alg, name
+                )
                 last_error = sig_err
                 try:
                     return _decode_with_keys(refresher(), name + "-refreshed")
@@ -249,5 +253,5 @@ async def dispatch(self, request: Request, call_next):
                 detail="Invalid token",
                 headers={"WWW-Authenticate": "Bearer"},
             )
-        
+
         return await call_next(request)
diff --git a/libs/admin-api-lib/src/admin_api_lib/impl/api_endpoints/default_file_uploader.py b/libs/admin-api-lib/src/admin_api_lib/impl/api_endpoints/default_file_uploader.py
index cdfc1ea0..486f6f67 100644
--- a/libs/admin-api-lib/src/admin_api_lib/impl/api_endpoints/default_file_uploader.py
+++ b/libs/admin-api-lib/src/admin_api_lib/impl/api_endpoints/default_file_uploader.py
@@ -104,7 +104,9 @@ async def upload_file(
             s3_path = await self._asave_new_document(content, file.filename, source_name)
 
             tenant_id = get_tenant_id()
-            task = asyncio.create_task(self._handle_source_upload(s3_path, source_name, file.filename, base_url, tenant_id))
+            task = asyncio.create_task(
+                self._handle_source_upload(s3_path, source_name, file.filename, base_url, tenant_id)
+            )
             task.add_done_callback(self._log_task_exception)
             self._background_tasks.append(task)
         except ValueError as e:
diff --git a/libs/admin-api-lib/src/admin_api_lib/impl/api_endpoints/default_source_uploader.py b/libs/admin-api-lib/src/admin_api_lib/impl/api_endpoints/default_source_uploader.py
index ff2be4d7..308918fa 100644
--- a/libs/admin-api-lib/src/admin_api_lib/impl/api_endpoints/default_source_uploader.py
+++ b/libs/admin-api-lib/src/admin_api_lib/impl/api_endpoints/default_source_uploader.py
@@ -109,7 +109,9 @@ async def upload_source(
             self._key_value_store.upsert(source_name, Status.PROCESSING)
 
             tenant_id = get_tenant_id()
-            thread = Thread(target=self._thread_worker, args=(source_name, source_type, kwargs, self._settings.timeout, tenant_id))
+            thread = Thread(
+                target=self._thread_worker, args=(source_name, source_type, kwargs, self._settings.timeout, tenant_id)
+            )
             thread.start()
             self._background_threads.append(thread)
         except ValueError as e:
diff --git a/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/api/rag_api.py b/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/api/rag_api.py
index b2bad96e..66b31f59 100644
--- a/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/api/rag_api.py
+++ b/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/api/rag_api.py
@@ -12,28 +12,20 @@
 """  # noqa: E501
 
 import warnings
+from pydantic import validate_call, Field, StrictFloat, StrictStr, StrictInt
 from typing import Any, Dict, List, Optional, Tuple, Union
+from typing_extensions import Annotated
 
-from pydantic import Field, StrictFloat, StrictInt, StrictStr, validate_call
+from pydantic import Field, StrictStr
+from typing import List
 from typing_extensions import Annotated
+from admin_api_lib.rag_backend_client.openapi_client.models.chat_request import ChatRequest
+from admin_api_lib.rag_backend_client.openapi_client.models.chat_response import ChatResponse
+from admin_api_lib.rag_backend_client.openapi_client.models.delete_request import DeleteRequest
+from admin_api_lib.rag_backend_client.openapi_client.models.information_piece import InformationPiece
 
-from admin_api_lib.rag_backend_client.openapi_client.api_client import (
-    ApiClient,
-    RequestSerialized,
-)
+from admin_api_lib.rag_backend_client.openapi_client.api_client import ApiClient, RequestSerialized
 from admin_api_lib.rag_backend_client.openapi_client.api_response import ApiResponse
-from admin_api_lib.rag_backend_client.openapi_client.models.chat_request import (
-    ChatRequest,
-)
-from admin_api_lib.rag_backend_client.openapi_client.models.chat_response import (
-    ChatResponse,
-)
-from admin_api_lib.rag_backend_client.openapi_client.models.delete_request import (
-    DeleteRequest,
-)
-from admin_api_lib.rag_backend_client.openapi_client.models.information_piece import (
-    InformationPiece,
-)
 from admin_api_lib.rag_backend_client.openapi_client.rest import RESTResponseType
 
 
@@ -246,6 +238,7 @@ def _chat_serialize(
         _headers,
         _host_index,
     ) -> RequestSerialized:
+
         _host = None
 
         _collection_formats: Dict[str, str] = {}
@@ -280,7 +273,7 @@ def _chat_serialize(
                 _header_params["Content-Type"] = _default_content_type
 
         # authentication setting
-        _auth_settings: List[str] = []
+        _auth_settings: List[str] = ["BearerAuth"]
 
         return self.api_client.param_serialize(
             method="POST",
@@ -459,6 +452,7 @@ def _evaluate_serialize(
         _headers,
         _host_index,
     ) -> RequestSerialized:
+
         _host = None
 
         _collection_formats: Dict[str, str] = {}
@@ -477,7 +471,7 @@ def _evaluate_serialize(
         # process the body parameter
 
         # authentication setting
-        _auth_settings: List[str] = []
+        _auth_settings: List[str] = ["BearerAuth"]
 
         return self.api_client.param_serialize(
             method="POST",
@@ -684,6 +678,7 @@ def _remove_information_piece_serialize(
         _headers,
         _host_index,
     ) -> RequestSerialized:
+
         _host = None
 
         _collection_formats: Dict[str, str] = {}
@@ -712,7 +707,7 @@ def _remove_information_piece_serialize(
                 _header_params["Content-Type"] = _default_content_type
 
         # authentication setting
-        _auth_settings: List[str] = []
+        _auth_settings: List[str] = ["BearerAuth"]
 
         return self.api_client.param_serialize(
             method="POST",
@@ -916,6 +911,7 @@ def _upload_information_piece_serialize(
         _headers,
         _host_index,
     ) -> RequestSerialized:
+
         _host = None
 
         _collection_formats: Dict[str, str] = {
@@ -950,7 +946,7 @@ def _upload_information_piece_serialize(
                 _header_params["Content-Type"] = _default_content_type
 
         # authentication setting
-        _auth_settings: List[str] = []
+        _auth_settings: List[str] = ["BearerAuth"]
 
         return self.api_client.param_serialize(
             method="POST",
diff --git a/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/api_client.py b/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/api_client.py
index 92cae57f..33211c5c 100644
--- a/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/api_client.py
+++ b/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/api_client.py
@@ -13,34 +13,31 @@
 
 
 import datetime
+from dateutil.parser import parse
+from enum import Enum
 import decimal
 import json
 import mimetypes
 import os
 import re
 import tempfile
-from enum import Enum
-from typing import Dict, List, Optional, Tuple, Union
-from urllib.parse import quote
 
-from dateutil.parser import parse
+from urllib.parse import quote
+from typing import Tuple, Optional, List, Dict, Union
 from pydantic import SecretStr
 
+from admin_api_lib.rag_backend_client.openapi_client.configuration import Configuration
+from admin_api_lib.rag_backend_client.openapi_client.api_response import ApiResponse, T as ApiResponseT
 import admin_api_lib.rag_backend_client.openapi_client.models
 from admin_api_lib.rag_backend_client.openapi_client import rest
-from admin_api_lib.rag_backend_client.openapi_client.api_response import ApiResponse
-from admin_api_lib.rag_backend_client.openapi_client.api_response import (
-    T as ApiResponseT,
-)
-from admin_api_lib.rag_backend_client.openapi_client.configuration import Configuration
 from admin_api_lib.rag_backend_client.openapi_client.exceptions import (
-    ApiException,
     ApiValueError,
+    ApiException,
     BadRequestException,
+    UnauthorizedException,
     ForbiddenException,
     NotFoundException,
     ServiceException,
-    UnauthorizedException,
 )
 
 RequestSerialized = Tuple[str, str, Dict[str, str], Optional[str], List[str]]
diff --git a/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/configuration.py b/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/configuration.py
index aa6948ba..86551050 100644
--- a/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/configuration.py
+++ b/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/configuration.py
@@ -13,15 +13,15 @@
 
 
 import copy
-import http.client as httplib
 import logging
+from logging import FileHandler
 import multiprocessing
 import sys
-from logging import FileHandler
 from typing import Optional
-
 import urllib3
 
+import http.client as httplib
+
 JSON_SCHEMA_VALIDATION_KEYWORDS = {
     "multipleOf",
     "maximum",
@@ -67,6 +67,7 @@ class Configuration:
       in PEM format.
     :param retries: Number of retries for API requests.
 
+    :Example:
     """
 
     _default = None
@@ -384,6 +385,14 @@ def auth_settings(self):
         :return: The Auth Settings information dict.
         """
         auth = {}
+        if self.access_token is not None:
+            auth["BearerAuth"] = {
+                "type": "bearer",
+                "in": "header",
+                "format": "JWT",
+                "key": "Authorization",
+                "value": "Bearer " + self.access_token,
+            }
         return auth
 
     def to_debug_report(self):
diff --git a/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client_README.md b/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client_README.md
new file mode 100644
index 00000000..f90488c9
--- /dev/null
+++ b/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client_README.md
@@ -0,0 +1,110 @@
+# admin-api-lib.rag-backend-client.openapi-client
+The perfect rag solution.
+
+The `admin_api_lib.rag_backend_client.openapi_client` package is automatically generated by the [OpenAPI Generator](https://openapi-generator.tech) project:
+
+- API version: 1.0.0
+- Package version: 1.0.0
+- Generator version: 7.10.0-SNAPSHOT
+- Build package: org.openapitools.codegen.languages.PythonClientCodegen
+
+## Requirements.
+
+Python 3.7+
+
+## Installation & Usage
+
+This python library package is generated without supporting files like setup.py or requirements files
+
+To be able to use it, you will need these dependencies in your own package that uses this library:
+
+* urllib3 >= 1.25.3, < 3.0.0
+* python-dateutil >= 2.8.2
+* pydantic >= 2
+* typing-extensions >= 4.7.1
+
+## Getting Started
+
+In your own code, to use this library to connect and interact with admin-api-lib.rag-backend-client.openapi-client,
+you can run the following:
+
+```python
+
+import admin_api_lib.rag_backend_client.openapi_client
+from admin_api_lib.rag_backend_client.openapi_client.rest import ApiException
+from pprint import pprint
+
+# Defining the host is optional and defaults to http://localhost
+# See configuration.py for a list of all supported configuration parameters.
+configuration = admin_api_lib.rag_backend_client.openapi_client.Configuration(
+    host = "http://localhost"
+)
+
+# The client must configure the authentication and authorization parameters
+# in accordance with the API server security policy.
+# Examples for each auth method are provided below, use the example that
+# satisfies your auth use case.
+
+# Configure Bearer authorization (JWT): BearerAuth
+configuration = admin_api_lib.rag_backend_client.openapi_client.Configuration(
+    access_token = os.environ["BEARER_TOKEN"]
+)
+
+
+# Enter a context with an instance of the API client
+with admin_api_lib.rag_backend_client.openapi_client.ApiClient(configuration) as api_client:
+    # Create an instance of the API class
+    api_instance = admin_api_lib.rag_backend_client.openapi_client.RagApi(api_client)
+    session_id = 'session_id_example' # str | 
+    chat_request = admin_api_lib.rag_backend_client.openapi_client.ChatRequest() # ChatRequest | Chat with RAG.
+
+    try:
+        api_response = api_instance.chat(session_id, chat_request)
+        print("The response of RagApi->chat:\n")
+        pprint(api_response)
+    except ApiException as e:
+        print("Exception when calling RagApi->chat: %s\n" % e)
+
+```
+
+## Documentation for API Endpoints
+
+All URIs are relative to *http://localhost*
+
+Class | Method | HTTP request | Description
+------------ | ------------- | ------------- | -------------
+*RagApi* | [**chat**](admin_api_lib/rag_backend_client/openapi_client/docs/RagApi.md#chat) | **POST** /chat/{session_id} | 
+*RagApi* | [**evaluate**](admin_api_lib/rag_backend_client/openapi_client/docs/RagApi.md#evaluate) | **POST** /evaluate | 
+*RagApi* | [**remove_information_piece**](admin_api_lib/rag_backend_client/openapi_client/docs/RagApi.md#remove_information_piece) | **POST** /information_pieces/remove | remove information piece
+*RagApi* | [**upload_information_piece**](admin_api_lib/rag_backend_client/openapi_client/docs/RagApi.md#upload_information_piece) | **POST** /information_pieces/upload | Upload information pieces for vectordatabase
+
+
+## Documentation For Models
+
+ - [ChatHistory](admin_api_lib/rag_backend_client/openapi_client/docs/ChatHistory.md)
+ - [ChatHistoryMessage](admin_api_lib/rag_backend_client/openapi_client/docs/ChatHistoryMessage.md)
+ - [ChatRequest](admin_api_lib/rag_backend_client/openapi_client/docs/ChatRequest.md)
+ - [ChatResponse](admin_api_lib/rag_backend_client/openapi_client/docs/ChatResponse.md)
+ - [ChatRole](admin_api_lib/rag_backend_client/openapi_client/docs/ChatRole.md)
+ - [ContentType](admin_api_lib/rag_backend_client/openapi_client/docs/ContentType.md)
+ - [DeleteRequest](admin_api_lib/rag_backend_client/openapi_client/docs/DeleteRequest.md)
+ - [InformationPiece](admin_api_lib/rag_backend_client/openapi_client/docs/InformationPiece.md)
+ - [KeyValuePair](admin_api_lib/rag_backend_client/openapi_client/docs/KeyValuePair.md)
+
+
+<a id="documentation-for-authorization"></a>
+## Documentation For Authorization
+
+
+Authentication schemes defined for the API:
+<a id="BearerAuth"></a>
+### BearerAuth
+
+- **Type**: Bearer authentication (JWT)
+
+
+## Author
+
+
+
+
diff --git a/libs/rag-core-api/openapi.yaml b/libs/rag-core-api/openapi.yaml
index c2f2d9d0..724ea1a1 100644
--- a/libs/rag-core-api/openapi.yaml
+++ b/libs/rag-core-api/openapi.yaml
@@ -4,10 +4,10 @@ info:
   description: The perfect rag solution.
   title: STACKIT RAG
   version: 1.0.0
-security:
-- BearerAuth: []
 servers:
 - url: /
+security:
+- BearerAuth: []
 paths:
   /evaluate:
     post:
@@ -256,6 +256,6 @@ components:
       type: object
   securitySchemes:
     BearerAuth:
-      type: http
-      scheme: bearer
       bearerFormat: JWT
+      scheme: bearer
+      type: http
diff --git a/libs/rag-core-api/src/rag_core_api/apis/rag_api.py b/libs/rag-core-api/src/rag_core_api/apis/rag_api.py
index dda92db1..7641cc06 100644
--- a/libs/rag-core-api/src/rag_core_api/apis/rag_api.py
+++ b/libs/rag-core-api/src/rag_core_api/apis/rag_api.py
@@ -29,13 +29,14 @@
 
 import rag_core_api.impl
 from rag_core_api.apis.rag_api_base import BaseRagApi
+from rag_core_api.models.extra_models import TokenModel  # noqa: F401
 from rag_core_api.models.chat_request import ChatRequest
 from rag_core_api.models.chat_response import ChatResponse
 from rag_core_api.models.delete_request import DeleteRequest
 from rag_core_api.models.information_piece import InformationPiece
+from rag_core_api.security_api import get_token_BearerAuth
 
 logger = logging.getLogger(__name__)
-
 router = APIRouter()
 
 ns_pkg = rag_core_api.impl
@@ -66,6 +67,9 @@ async def chat(
     request: Request,
     session_id: str = Path(..., description=""),
     chat_request: ChatRequest = Body(None, description="Chat with RAG."),
+    token_BearerAuth: TokenModel = Security(
+        get_token_BearerAuth
+    ),
 ) -> ChatResponse | None:
     """
     Asynchronously handles the chat endpoint for the RAG API.
@@ -78,6 +82,8 @@ async def chat(
         The session ID for the chat.
     chat_request : ChatRequest, optional
         The chat request payload
+    token_BearerAuth : TokenModel
+        The bearer authentication token.
 
     Returns
     -------
@@ -121,10 +127,19 @@ async def chat(
     tags=["rag"],
     response_model_by_alias=True,
 )
-async def evaluate() -> None:
+async def evaluate(
+    token_BearerAuth: TokenModel = Security(
+        get_token_BearerAuth
+    ),
+) -> None:
     """
     Asynchronously evaluate the RAG.
 
+    Paraemeters
+    ----------
+    token_BearerAuth : TokenModel
+        The bearer authentication token.
+
     Returns
     -------
     None
@@ -146,6 +161,9 @@ async def evaluate() -> None:
 )
 async def remove_information_piece(
     delete_request: DeleteRequest = Body(None, description=""),
+    token_BearerAuth: TokenModel = Security(
+        get_token_BearerAuth
+    ),
 ) -> None:
     """
     Asynchronously removes information pieces.
@@ -156,6 +174,8 @@ async def remove_information_piece(
     ----------
     delete_request : DeleteRequest
         The request body containing the details for the information piece to be removed.
+    token_BearerAuth : TokenModel
+        The bearer authentication token.
 
     Returns
     -------
@@ -177,6 +197,9 @@ async def remove_information_piece(
 )
 async def upload_information_piece(
     information_piece: List[InformationPiece] = Body(None, description=""),
+    token_BearerAuth: TokenModel = Security(
+        get_token_BearerAuth
+    ),
 ) -> None:
     """
     Asynchronously uploads information pieces for vectordatabase.
@@ -187,6 +210,8 @@ async def upload_information_piece(
     ----------
     information_piece : List[InformationPiece]
         A list of information pieces to be uploaded (default None).
+    token_BearerAuth : TokenModel
+        The bearer authentication token.
 
     Returns
     -------
diff --git a/libs/rag-core-api/src/rag_core_api/apis/rag_api_base.py b/libs/rag-core-api/src/rag_core_api/apis/rag_api_base.py
index 615230de..863eea42 100644
--- a/libs/rag-core-api/src/rag_core_api/apis/rag_api_base.py
+++ b/libs/rag-core-api/src/rag_core_api/apis/rag_api_base.py
@@ -9,7 +9,7 @@
 from rag_core_api.models.chat_response import ChatResponse
 from rag_core_api.models.delete_request import DeleteRequest
 from rag_core_api.models.information_piece import InformationPiece
-
+from rag_core_api.security_api import get_token_BearerAuth
 
 class BaseRagApi:
     """Base class for RAG API.
diff --git a/libs/rag-core-api/src/rag_core_api/security_api.py b/libs/rag-core-api/src/rag_core_api/security_api.py
new file mode 100644
index 00000000..4eac760c
--- /dev/null
+++ b/libs/rag-core-api/src/rag_core_api/security_api.py
@@ -0,0 +1,36 @@
+# coding: utf-8
+
+from typing import List
+
+from fastapi import Depends, Security  # noqa: F401
+from fastapi.openapi.models import OAuthFlowImplicit, OAuthFlows  # noqa: F401
+from fastapi.security import (  # noqa: F401
+    HTTPAuthorizationCredentials,
+    HTTPBasic,
+    HTTPBasicCredentials,
+    HTTPBearer,
+    OAuth2,
+    OAuth2AuthorizationCodeBearer,
+    OAuth2PasswordBearer,
+    SecurityScopes,
+)
+from fastapi.security.api_key import APIKeyCookie, APIKeyHeader, APIKeyQuery  # noqa: F401
+
+from rag_core_api.models.extra_models import TokenModel
+
+
+bearer_auth = HTTPBearer()
+
+
+def get_token_BearerAuth(credentials: HTTPAuthorizationCredentials = Depends(bearer_auth)) -> TokenModel:
+    """
+    Check and retrieve authentication information from custom bearer token.
+
+    :param credentials Credentials provided by Authorization header
+    :type credentials: HTTPAuthorizationCredentials
+    :return: Decoded token information or None if token is invalid
+    :rtype: TokenModel | None
+    """
+
+    ...
+

From c60f9504878cef35ecf91a3afb25a9f7318664b7 Mon Sep 17 00:00:00 2001
From: Andreas Klos <aklos@outlook.de>
Date: Thu, 4 Dec 2025 12:03:33 +0100
Subject: [PATCH 03/14] feat: Integrate Keycloak for RAG configuration access
 token retrieval

---
 .../src/admin_api_lib/dependency_container.py        | 12 +++++++++++-
 1 file changed, 11 insertions(+), 1 deletion(-)

diff --git a/libs/admin-api-lib/src/admin_api_lib/dependency_container.py b/libs/admin-api-lib/src/admin_api_lib/dependency_container.py
index 1b5572b5..be1b473c 100644
--- a/libs/admin-api-lib/src/admin_api_lib/dependency_container.py
+++ b/libs/admin-api-lib/src/admin_api_lib/dependency_container.py
@@ -57,6 +57,7 @@
 from admin_api_lib.rag_backend_client.openapi_client.configuration import (
     Configuration as RagConfiguration,
 )
+from admin_api_lib.auth import keycloak_openid
 from rag_core_lib.impl.embeddings.langchain_community_embedder import (
     LangchainCommunityEmbedder,
 )
@@ -76,6 +77,15 @@
 from rag_core_lib.impl.tracers.langfuse_traced_runnable import LangfuseTracedRunnable
 from rag_core_lib.impl.utils.async_threadsafe_semaphore import AsyncThreadsafeSemaphore
 
+logger = logging.getLogger(__name__)
+
+
+def create_rag_configuration(host: str) -> RagConfiguration:
+    """Create RAG configuration with access token."""
+    token = keycloak_openid.token(grant_type="client_credentials")
+    access_token = token.get("access_token")
+    return RagConfiguration(host=host, access_token=access_token)
+
 
 class DependencyContainer(DeclarativeContainer):
     """Dependency injection container for managing application dependencies."""
@@ -149,7 +159,7 @@ class DependencyContainer(DeclarativeContainer):
     document_extractor_api_client = Singleton(ApiClient, extractor_api_configuration)
     document_extractor = Singleton(ExtractorApi, document_extractor_api_client)
 
-    rag_api_configuration = Singleton(RagConfiguration, host=rag_api_settings.host)
+    rag_api_configuration = Singleton(create_rag_configuration, host=rag_api_settings.host)
     rag_api_client = Singleton(RagApiClient, configuration=rag_api_configuration)
     rag_api = Singleton(RagApi, rag_api_client)
 

From 70632a44253f3815537a48660f2a77a17149a1c5 Mon Sep 17 00:00:00 2001
From: Andreas Klos <andreas.klos@stackit.cloud>
Date: Sun, 7 Dec 2025 16:49:29 +0100
Subject: [PATCH 04/14] feat: Update Keycloak integration and configuration
 across services

---
 Tiltfile                                      |  3 ++-
 docs/KeycloakTenantSetup.md                   |  6 ++++-
 .../templates/admin-backend/deployment.yaml   |  2 +-
 .../rag/templates/backend/deployment.yaml     |  2 +-
 infrastructure/rag/values.yaml                |  2 ++
 .../src/admin_api_lib/dependency_container.py |  2 --
 services/frontend/README.md                   | 22 +++++++++++++++++++
 services/frontend/default.nginx.conf          |  7 +++---
 8 files changed, 36 insertions(+), 10 deletions(-)

diff --git a/Tiltfile b/Tiltfile
index 76e835b4..cc673aba 100644
--- a/Tiltfile
+++ b/Tiltfile
@@ -483,7 +483,8 @@ value_override = [
     "features.minio.enabled=true",
     "shared.config.tls.enabled=false",
     "shared.ssl=false",
-    "shared.config.basicAuth.enabled=true",
+    # Disable ingress basic auth when using Keycloak; otherwise the browser blocks the redirect flow.
+    "shared.config.basicAuth.enabled=false",
     "features.mcp.enabled=true",
     # ingress host names
     "backend.ingress.host.name=rag.localhost",
diff --git a/docs/KeycloakTenantSetup.md b/docs/KeycloakTenantSetup.md
index f2e38e5d..3355e66b 100644
--- a/docs/KeycloakTenantSetup.md
+++ b/docs/KeycloakTenantSetup.md
@@ -32,7 +32,11 @@ The services now enforce a `tenant_id` claim on every access token. If it is mis
    - Go to **Users** → select the user.
    - In the top tab bar you should see **Details | Attributes | Credentials | Role mapping | ...**. Open **Attributes**.
    - Click **Add attribute** → Key `tenant_id`, Value `<your-tenant-slug>` (e.g., `tenant-a`) → Save.
-   - If you don’t see an **Attributes** tab, click the kebab (⋮) → **Switch to old console** and then open **Attributes**, or use the CLI (see below).
+   - If you don’t see an **Attributes** tab:
+     - First, ensure **Realm settings → General → Unmanaged attributes** is enabled, then reload.
+     - If it’s still missing, click the kebab (⋮) → **Switch to old console**, then open **Attributes**.
+     - Or define `tenant_id` as a managed profile attribute: **Realm settings → User profile → Attributes → Add attribute** (`name=tenant_id`, required=false), then set it per user under **Users → user → Profile**.
+     - Or use the CLI (see below).
    - Repeat for each user.
 
    CLI alternative (if the UI tab is missing):
diff --git a/infrastructure/rag/templates/admin-backend/deployment.yaml b/infrastructure/rag/templates/admin-backend/deployment.yaml
index daabbab3..14d82dfc 100644
--- a/infrastructure/rag/templates/admin-backend/deployment.yaml
+++ b/infrastructure/rag/templates/admin-backend/deployment.yaml
@@ -141,4 +141,4 @@ spec:
           - name: KEYCLOAK_CLIENT_ID
             value: {{ .Values.adminBackend.envs.keycloak.KEYCLOAK_CLIENT_ID | quote }}
           - name: KEYCLOAK_CLIENT_SECRET
-            value: "rag-backend-client-secret"
+            value: {{ .Values.adminBackend.envs.keycloak.KEYCLOAK_CLIENT_SECRET | quote }}
diff --git a/infrastructure/rag/templates/backend/deployment.yaml b/infrastructure/rag/templates/backend/deployment.yaml
index 53d35184..a66969cd 100644
--- a/infrastructure/rag/templates/backend/deployment.yaml
+++ b/infrastructure/rag/templates/backend/deployment.yaml
@@ -153,4 +153,4 @@ spec:
           - name: KEYCLOAK_CLIENT_ID
             value: {{ .Values.backend.envs.keycloak.KEYCLOAK_CLIENT_ID | quote }}
           - name: KEYCLOAK_CLIENT_SECRET
-            value: "rag-backend-client-secret"
+            value: {{ .Values.backend.envs.keycloak.KEYCLOAK_CLIENT_SECRET | quote }}
diff --git a/infrastructure/rag/values.yaml b/infrastructure/rag/values.yaml
index 698c9fbe..fe232769 100644
--- a/infrastructure/rag/values.yaml
+++ b/infrastructure/rag/values.yaml
@@ -264,6 +264,7 @@ backend:
       KEYCLOAK_REALM_NAME: "rag"
       KEYCLOAK_CLIENT_ID: "rag-backend"
       KEYCLOAK_SERVER_URL: "http://rag-keycloak-http:80/auth/"
+      KEYCLOAK_CLIENT_SECRET: "rag-backend-client-secret"
 
 frontend:
   name: frontend
@@ -401,6 +402,7 @@ adminBackend:
       KEYCLOAK_REALM_NAME: "rag"
       KEYCLOAK_CLIENT_ID: "rag-backend"
       KEYCLOAK_SERVER_URL: "http://rag-keycloak-http:80/auth/"
+      KEYCLOAK_CLIENT_SECRET: "rag-backend-client-secret"
 
 extractor:
   replicaCount: 1
diff --git a/libs/admin-api-lib/src/admin_api_lib/dependency_container.py b/libs/admin-api-lib/src/admin_api_lib/dependency_container.py
index be1b473c..88dee787 100644
--- a/libs/admin-api-lib/src/admin_api_lib/dependency_container.py
+++ b/libs/admin-api-lib/src/admin_api_lib/dependency_container.py
@@ -77,8 +77,6 @@
 from rag_core_lib.impl.tracers.langfuse_traced_runnable import LangfuseTracedRunnable
 from rag_core_lib.impl.utils.async_threadsafe_semaphore import AsyncThreadsafeSemaphore
 
-logger = logging.getLogger(__name__)
-
 
 def create_rag_configuration(host: str) -> RagConfiguration:
     """Create RAG configuration with access token."""
diff --git a/services/frontend/README.md b/services/frontend/README.md
index aa19a7a0..31544b55 100644
--- a/services/frontend/README.md
+++ b/services/frontend/README.md
@@ -29,6 +29,28 @@ Install all dependencies for both apps
 npm install
 ```
 
+### Keycloak setup (once)
+
+The chat and admin apps expect Keycloak to issue tokens. Create a client for the frontends and a user that can log in:
+
+1. Sign in to Keycloak admin (e.g. `http://keycloak.rag.localhost/auth/`).
+2. Create (or reuse) the realm you target (default in `values.yaml` is `rag`).
+3. Create a new client:
+   - Client type: **Public**
+   - Client ID: **rag-frontend** (matches `VITE_KEYCLOAK_CLIENT_ID`)
+   - Root URL: `http://rag.localhost`
+   - Valid redirect URIs: add `http://rag.localhost/*` and `http://admin.rag.localhost/*` (the apps redirect to `/callback` after login).
+   - Web origins: add `http://rag.localhost` and `http://admin.rag.localhost` (or `*` for local dev only).
+   - Standard flow: **ON**; Direct access grants: **OFF** (default for public SPA clients).
+4. Create a test user in the realm and set a password (disable “Temporary” so you can log in).
+5. Ensure the frontend env matches Keycloak:
+   - `VITE_KEYCLOAK_AUTHORITY` → `http://keycloak.rag.localhost/auth/realms/rag`
+   - `VITE_KEYCLOAK_CLIENT_ID` → `rag-frontend`
+
+With these in place, the frontends will redirect unauthenticated visitors to Keycloak, handle the callback at `/callback`, and attach the access token to API calls.
+
+> If you enable ingress-level Basic Auth (e.g., via `shared.config.basicAuth.enabled` in the Helm values), the browser will prompt for Basic credentials before the app can reach Keycloak, and the redirect back from Keycloak will be blocked. Keep Basic Auth **disabled** for the frontend ingress when using Keycloak, or scope Basic Auth only to the backend/API hosts.
+
 ### Serve
 
 To serve one of the application, you can run this command at the root of your workspace.
diff --git a/services/frontend/default.nginx.conf b/services/frontend/default.nginx.conf
index 12f8ac49..cdd892f1 100644
--- a/services/frontend/default.nginx.conf
+++ b/services/frontend/default.nginx.conf
@@ -14,14 +14,13 @@ server {
   gzip_min_length 1000;
   gzip_types *;
 
-   location / {
+  location / {
     root /usr/share/nginx/html;
     index index.html index.htm;
-    try_files $uri $uri/ =404;
+    # SPA fallback that keeps query parameters (needed for Keycloak auth code on /callback)
+    try_files $uri $uri/ /index.html;
   }
 
-  error_page 404 = /;
-
   location /assets {
     expires 1y;
     add_header Cache-Control "public";

From 09a87b903087cda4313d78a8cdc3f479be673260 Mon Sep 17 00:00:00 2001
From: Andreas Klos <andreas.klos@stackit.cloud>
Date: Sun, 7 Dec 2025 19:28:16 +0100
Subject: [PATCH 05/14] feat: Implement lazy access token provider for Keycloak
 in RAG configuration

---
 .../src/admin_api_lib/dependency_container.py    | 11 ++++++++---
 services/frontend/README.md                      | 16 ++++++++++++++++
 2 files changed, 24 insertions(+), 3 deletions(-)

diff --git a/libs/admin-api-lib/src/admin_api_lib/dependency_container.py b/libs/admin-api-lib/src/admin_api_lib/dependency_container.py
index 88dee787..ca2310ec 100644
--- a/libs/admin-api-lib/src/admin_api_lib/dependency_container.py
+++ b/libs/admin-api-lib/src/admin_api_lib/dependency_container.py
@@ -80,9 +80,14 @@
 
 def create_rag_configuration(host: str) -> RagConfiguration:
     """Create RAG configuration with access token."""
-    token = keycloak_openid.token(grant_type="client_credentials")
-    access_token = token.get("access_token")
-    return RagConfiguration(host=host, access_token=access_token)
+    class _AccessTokenProvider:
+        """Lazily fetch a fresh Keycloak access token on every use."""
+
+        def __str__(self):
+            token = keycloak_openid.token(grant_type="client_credentials")
+            return token.get("access_token")
+
+    return RagConfiguration(host=host, access_token=_AccessTokenProvider())
 
 
 class DependencyContainer(DeclarativeContainer):
diff --git a/services/frontend/README.md b/services/frontend/README.md
index 31544b55..d2ff70a8 100644
--- a/services/frontend/README.md
+++ b/services/frontend/README.md
@@ -51,6 +51,22 @@ With these in place, the frontends will redirect unauthenticated visitors to Key
 
 > If you enable ingress-level Basic Auth (e.g., via `shared.config.basicAuth.enabled` in the Helm values), the browser will prompt for Basic credentials before the app can reach Keycloak, and the redirect back from Keycloak will be blocked. Keep Basic Auth **disabled** for the frontend ingress when using Keycloak, or scope Basic Auth only to the backend/API hosts.
 
+### Keycloak setup for backend APIs (rag-backend)
+
+The backend services use client credentials to talk to Keycloak (service account flow). Create a confidential client:
+
+1. In Keycloak admin, same realm (default `rag`), go to **Clients → Create**.
+2. Client type: **Confidential**, Client ID: **rag-backend** (matches `KEYCLOAK_CLIENT_ID` in values).
+3. Enable:
+   - **Client authentication**: ON
+   - **Service accounts**: ON
+4. Credentials: generate/set a secret (e.g., `rag-backend-client-secret`), and keep it in sync with:
+   - `backend.envs.keycloak.KEYCLOAK_CLIENT_SECRET`
+   - `adminBackend.envs.keycloak.KEYCLOAK_CLIENT_SECRET` (admin-backend also uses client credentials)
+5. Tokens: leave defaults unless you need longer TTLs. Scope: ensure realm roles/scopes required by your APIs are assigned to this client’s service account.
+
+If the secret or client type don’t match, calls like `/api/upload_file` will fail with `invalid_client`.
+
 ### Serve
 
 To serve one of the application, you can run this command at the root of your workspace.

From 2f6d2fb4fb6ccfc629ffe41dd652124f6ddc8231 Mon Sep 17 00:00:00 2001
From: Andreas Klos <andreas.klos@stackit.cloud>
Date: Sun, 7 Dec 2025 20:50:11 +0100
Subject: [PATCH 06/14] feat: Update Keycloak client secret and enhance token
 retrieval in RAG configuration

---
 infrastructure/rag/values.yaml                |  4 +-
 .../src/admin_api_lib/dependency_container.py | 22 +++++---
 .../key_db/file_status_key_value_store.py     | 21 ++++++--
 .../src/rag_core_api/dependency_container.py  | 52 +++++++++++++++++--
 4 files changed, 82 insertions(+), 17 deletions(-)

diff --git a/infrastructure/rag/values.yaml b/infrastructure/rag/values.yaml
index fe232769..72b3ffe3 100644
--- a/infrastructure/rag/values.yaml
+++ b/infrastructure/rag/values.yaml
@@ -264,7 +264,7 @@ backend:
       KEYCLOAK_REALM_NAME: "rag"
       KEYCLOAK_CLIENT_ID: "rag-backend"
       KEYCLOAK_SERVER_URL: "http://rag-keycloak-http:80/auth/"
-      KEYCLOAK_CLIENT_SECRET: "rag-backend-client-secret"
+      KEYCLOAK_CLIENT_SECRET: "3GoXGiHyaiviHvVlkjysU2DY5lGGQjhk"
 
 frontend:
   name: frontend
@@ -402,7 +402,7 @@ adminBackend:
       KEYCLOAK_REALM_NAME: "rag"
       KEYCLOAK_CLIENT_ID: "rag-backend"
       KEYCLOAK_SERVER_URL: "http://rag-keycloak-http:80/auth/"
-      KEYCLOAK_CLIENT_SECRET: "rag-backend-client-secret"
+      KEYCLOAK_CLIENT_SECRET: "3GoXGiHyaiviHvVlkjysU2DY5lGGQjhk"
 
 extractor:
   replicaCount: 1
diff --git a/libs/admin-api-lib/src/admin_api_lib/dependency_container.py b/libs/admin-api-lib/src/admin_api_lib/dependency_container.py
index ca2310ec..37956006 100644
--- a/libs/admin-api-lib/src/admin_api_lib/dependency_container.py
+++ b/libs/admin-api-lib/src/admin_api_lib/dependency_container.py
@@ -80,14 +80,24 @@
 
 def create_rag_configuration(host: str) -> RagConfiguration:
     """Create RAG configuration with access token."""
-    class _AccessTokenProvider:
-        """Lazily fetch a fresh Keycloak access token on every use."""
+    def _access_token_provider() -> str:
+        token = keycloak_openid.token(grant_type="client_credentials")
+        return token.get("access_token")
 
-        def __str__(self):
-            token = keycloak_openid.token(grant_type="client_credentials")
-            return token.get("access_token")
+    class _TokenRefreshingRagConfiguration(RagConfiguration):
+        def auth_settings(self):
+            token = _access_token_provider()
+            return {
+                "BearerAuth": {
+                    "type": "bearer",
+                    "in": "header",
+                    "format": "JWT",
+                    "key": "Authorization",
+                    "value": "Bearer " + token,
+                }
+            }
 
-    return RagConfiguration(host=host, access_token=_AccessTokenProvider())
+    return _TokenRefreshingRagConfiguration(host=host)
 
 
 class DependencyContainer(DeclarativeContainer):
diff --git a/libs/admin-api-lib/src/admin_api_lib/impl/key_db/file_status_key_value_store.py b/libs/admin-api-lib/src/admin_api_lib/impl/key_db/file_status_key_value_store.py
index ef27b65a..f962475f 100644
--- a/libs/admin-api-lib/src/admin_api_lib/impl/key_db/file_status_key_value_store.py
+++ b/libs/admin-api-lib/src/admin_api_lib/impl/key_db/file_status_key_value_store.py
@@ -6,6 +6,7 @@
 
 from admin_api_lib.impl.settings.key_value_settings import KeyValueSettings
 from admin_api_lib.models.status import Status
+from rag_core_lib.context import get_tenant_id
 
 
 class FileStatusKeyValueStore:
@@ -40,13 +41,14 @@ def __init__(self, settings: KeyValueSettings):
             The settings object containing the host and port information for the Redis connection.
         """
         self._redis = Redis(host=settings.host, port=settings.port, decode_responses=True)
+        self._base_key = self.STORAGE_KEY
 
     @staticmethod
     def _to_str(file_name: str, file_status: Status) -> str:
         return json.dumps(
             {
                 FileStatusKeyValueStore.INNER_FILENAME_KEY: file_name,
-                FileStatusKeyValueStore.INNER_STATUS_KEY: file_status,
+            FileStatusKeyValueStore.INNER_STATUS_KEY: file_status,
             }
         )
 
@@ -58,6 +60,14 @@ def _from_str(redis_content: str) -> tuple[str, Status]:
             content_dict[FileStatusKeyValueStore.INNER_STATUS_KEY],
         )
 
+    def _tenant_storage_key(self) -> str:
+        """Return the Redis key scoped to the current tenant."""
+        tenant_id = get_tenant_id()
+        if tenant_id:
+            return f"{self._base_key}:{tenant_id}"
+        # Fallback (should not happen because auth enforces tenant_id); keep backwards compatibility
+        return self._base_key
+
     def upsert(self, file_name: str, file_status: Status) -> None:
         """
         Upserts the status of a file in the key-value store.
@@ -75,8 +85,9 @@ def upsert(self, file_name: str, file_status: Status) -> None:
         -------
         None
         """
+        storage_key = self._tenant_storage_key()
         self.remove(file_name)
-        self._redis.sadd(self.STORAGE_KEY, FileStatusKeyValueStore._to_str(file_name, file_status))
+        self._redis.sadd(storage_key, FileStatusKeyValueStore._to_str(file_name, file_status))
 
     def remove(self, file_name: str) -> None:
         """
@@ -91,11 +102,12 @@ def remove(self, file_name: str) -> None:
         -------
         None
         """
+        storage_key = self._tenant_storage_key()
         all_documents = self.get_all()
         correct_file_name = [x for x in all_documents if x[0] == file_name]
         for file_name_related in correct_file_name:
             self._redis.srem(
-                self.STORAGE_KEY, FileStatusKeyValueStore._to_str(file_name_related[0], file_name_related[1])
+                storage_key, FileStatusKeyValueStore._to_str(file_name_related[0], file_name_related[1])
             )
 
     def get_all(self) -> list[tuple[str, Status]]:
@@ -107,5 +119,6 @@ def get_all(self) -> list[tuple[str, Status]]:
         list[tuple[str, Status]]
             A list of tuples where each tuple contains a string and a Status object.
         """
-        all_file_informations = list(self._redis.smembers(self.STORAGE_KEY))
+        storage_key = self._tenant_storage_key()
+        all_file_informations = list(self._redis.smembers(storage_key))
         return [FileStatusKeyValueStore._from_str(x) for x in all_file_informations]
diff --git a/libs/rag-core-api/src/rag_core_api/dependency_container.py b/libs/rag-core-api/src/rag_core_api/dependency_container.py
index 181868ef..91e0c11a 100644
--- a/libs/rag-core-api/src/rag_core_api/dependency_container.py
+++ b/libs/rag-core-api/src/rag_core_api/dependency_container.py
@@ -1,6 +1,7 @@
 """Module containing the dependency injection container for managing application dependencies."""
 
 import qdrant_client
+from qdrant_client import models
 from dependency_injector.containers import DeclarativeContainer
 from dependency_injector.providers import (  # noqa: WOT001
     Configuration,
@@ -71,6 +72,48 @@
 from rag_core_lib.impl.utils.async_threadsafe_semaphore import AsyncThreadsafeSemaphore
 
 
+def _build_vectorstore(client, embedding_model, sparse_embedding_model, settings, retrieval_mode):
+    """Ensure Qdrant collection exists and return a ready vector store."""
+    # Determine collection vector sizes/config
+    try:
+        dim = len(embedding_model.embed_query("health check"))
+    except Exception:
+        dim = 1536  # sensible default if embedder call fails
+
+    sparse_vectors = {
+        # Match langchain-qdrant default naming to avoid "vector name" errors.
+        "langchain-sparse": models.SparseVectorParams(index=models.SparseIndexParams(on_disk=False)),
+        "text-sparse": models.SparseVectorParams(index=models.SparseIndexParams(on_disk=False)),
+    }
+
+    # Recreate collection if missing or missing required sparse vectors
+    needs_recreate = False
+    if not client.collection_exists(settings.collection_name):
+        needs_recreate = True
+    else:
+        info = client.get_collection(settings.collection_name)
+        current_sparse = set(info.config.params.sparse_vectors.keys()) if info.config.params.sparse_vectors else set()
+        required_sparse = set(sparse_vectors.keys())
+        if not required_sparse.issubset(current_sparse):
+            needs_recreate = True
+
+    if needs_recreate:
+        client.recreate_collection(
+            collection_name=settings.collection_name,
+            vectors_config=models.VectorParams(size=dim, distance=models.Distance.COSINE),
+            sparse_vectors_config=sparse_vectors,
+        )
+
+    return QdrantVectorStore(
+        client=client,
+        collection_name=settings.collection_name,
+        embedding=embedding_model,
+        sparse_embedding=sparse_embedding_model,
+        validate_collection_config=False,
+        retrieval_mode=retrieval_mode,
+    )
+
+
 class DependencyContainer(DeclarativeContainer):
     """Dependency injection container for managing application dependencies."""
 
@@ -113,12 +156,11 @@ class DependencyContainer(DeclarativeContainer):
     )
 
     vectorstore = Singleton(
-        QdrantVectorStore,
+        _build_vectorstore,
         client=vectordb_client,
-        collection_name=vector_database_settings.collection_name,
-        embedding=embedder,
-        sparse_embedding=sparse_embedder,
-        validate_collection_config=False,
+        embedding_model=embedder,
+        sparse_embedding_model=sparse_embedder,
+        settings=vector_database_settings,
         retrieval_mode=vector_database_settings.retrieval_mode,
     )
 

From 71485edc3e704561c4060551733c0dc1b67b68df Mon Sep 17 00:00:00 2001
From: Andreas Klos <andreas.klos@stackit.cloud>
Date: Sun, 7 Dec 2025 22:03:40 +0100
Subject: [PATCH 07/14] feat: Enhance Keycloak integration with context-based
 token management and update README for configuration details

---
 README.md                                     |  8 +-
 docs/Keycloak.md                              | 81 +++++++++++++++++++
 infrastructure/rag/values.yaml                |  4 +-
 libs/admin-api-lib/src/admin_api_lib/auth.py  |  3 +
 .../src/admin_api_lib/context.py              | 21 +++++
 .../src/admin_api_lib/dependency_container.py |  5 ++
 .../api_endpoints/default_document_deleter.py |  5 ++
 .../api_endpoints/default_file_uploader.py    | 10 ++-
 .../api_endpoints/default_source_uploader.py  | 23 +++++-
 .../default_information_pieces_remover.py     |  2 +-
 10 files changed, 154 insertions(+), 8 deletions(-)
 create mode 100644 docs/Keycloak.md
 create mode 100644 libs/admin-api-lib/src/admin_api_lib/context.py

diff --git a/README.md b/README.md
index 6171103e..8ab07829 100644
--- a/README.md
+++ b/README.md
@@ -160,6 +160,13 @@ Contains the Helm chart and other files related to infrastructure and deployment
 
 For further information, please consult the [Infrastructure README](./infrastructure/README.md).
 
+### Keycloak and external IdPs
+
+- **Broker Keycloak to other IdPs (recommended)**: Configure external IdPs (OIDC/SAML/social) in Keycloak, map or hardcode `tenant_id` onto the federated user, and keep the `tenant-id` client scope attached. Keycloak still issues the final token (with `tenant_id`) that the services accept.
+- **Replace Keycloak (not recommended)**: Possible only if your IdP issues OIDC JWTs with `tenant_id`, exposes JWKS in the expected path, and supports a client-credential flow to replace `KeycloakOpenID.token(...)`. This requires code/config changes; brokering is simpler.
+
+See `docs/Keycloak.md` for step-by-step setup and brokering details.
+
 #### 1.1.7 Libs
 
 Contains the API libraries that are used to construct the backend services in this repository. This includes core RAG functionality, admin APIs, and document extraction APIs.
@@ -483,4 +490,3 @@ The linting-settings can be changed in the `services/rag-backend/pyproject.toml`
 ## 4. Contribution Guidelines
 
 In order to contribute please consult the [CONTRIBUTING.md](./CONTRIBUTING.md).
-
diff --git a/docs/Keycloak.md b/docs/Keycloak.md
new file mode 100644
index 00000000..a7347bb0
--- /dev/null
+++ b/docs/Keycloak.md
@@ -0,0 +1,81 @@
+# Keycloak usage
+
+This template assumes Keycloak is the OIDC provider that issues JWT access tokens for every component. The backend middlewares (`libs/rag-core-api`, `libs/admin-api-lib`) verify JWTs locally and reject requests that do not contain a `tenant_id` claim.
+
+## What must be configured in Keycloak
+
+- **Realm**: use a single realm (default: `rag`). Enable **Realm settings → General → Unmanaged attributes** so custom claims like `tenant_id` can be added.
+- **Client scope for `tenant_id` (required)**  
+  1. Create a client scope (e.g., `tenant-id`).  
+  2. Add a mapper (type: *User Attribute*; name/user attribute/token claim name: `tenant_id`; JSON type: `String`; add to access token: ON).  
+  3. Attach the scope to every client the services use (`rag-frontend`, `rag-backend`, and any others) under **Clients → <client> → Client scopes → Assigned default client scopes**.  
+  4. Set the user attribute per user: **Users → <user> → Attributes → tenant_id=<slug>**.  
+     - If the **Attributes** tab is missing, enable unmanaged attributes (above) or define `tenant_id` under **Realm settings → User profile → Attributes**.  
+  5. Validate a token (copy from **Clients → Service account** or impersonate a user) and ensure it contains `"tenant_id": "<slug>"`. Requests without it return `403 Missing tenant_id claim in token`.  
+  More detail and CLI alternatives: `docs/KeycloakTenantSetup.md`.
+- **Frontend client (`rag-frontend`, public)**  
+  - Client type: Public.  
+  - Redirect URIs: `http://rag.localhost/*`, `http://admin.rag.localhost/*` (add your domains).  
+  - Web origins: the same hosts (or `*` for local dev only).  
+  - Standard flow: ON; Direct access grants: OFF.
+- **Backend/admin client (`rag-backend`, confidential)**  
+  - Client type: Confidential; **Client authentication: ON**; **Service accounts: ON**.  
+  - Generate a secret and keep it in sync with the Helm values `backend.envs.keycloak.KEYCLOAK_CLIENT_SECRET` and `adminBackend.envs.keycloak.KEYCLOAK_CLIENT_SECRET`.  
+  - Assign whatever realm roles/scopes your APIs need to this client’s service account if you add RBAC.
+- **Keycloak deployment defaults** (Helm `infrastructure/rag/values.yaml`):  
+  - Admin user: `admin` / `admin` (dev only).  
+  - Internal URL for services: `http://rag-keycloak-http:80/auth/`.  
+  - Public ingress: `http://keycloak.rag.localhost/auth/`.
+
+## Application settings that must match Keycloak
+
+- **Backend (`services/rag-backend`)**: `KEYCLOAK_SERVER_URL`, `KEYCLOAK_REALM_NAME`, `KEYCLOAK_CLIENT_ID`, `KEYCLOAK_CLIENT_SECRET`. Defaults come from Helm under `backend.envs.keycloak` and point to `rag-backend` in realm `rag`.
+- **Admin backend (`services/admin-backend`)**: same variables under `adminBackend.envs.keycloak`; uses the same `rag-backend` confidential client for client-credential calls to other services.
+- **Frontends (`services/frontend`)**:  
+  - `VITE_KEYCLOAK_AUTHORITY` → `http://keycloak.rag.localhost/auth/realms/rag`  
+  - `VITE_KEYCLOAK_CLIENT_ID` → `rag-frontend`  
+  Tokens from the SPA are sent as Bearer tokens to the APIs; the APIs only accept them if `tenant_id` is present.
+- **Automation (optional)**: `tools/setup_keycloak.py` can bootstrap a dev realm, `rag-frontend`/`rag-backend` clients, and a demo user. Override creds/URLs via `KEYCLOAK_URL`, `KEYCLOAK_ADMIN_USERNAME`, `KEYCLOAK_ADMIN_PASSWORD`, `KEYCLOAK_REALM`.
+
+## Using groups and roles
+
+- Groups are supported in Keycloak and can be mapped into tokens, but tenancy in this codebase is enforced **only** via the `tenant_id` claim. Group membership does not substitute for `tenant_id`.
+- To include groups in tokens: for each client, add a mapper (**Client → Client scopes/Mappers → Create → Group membership**; add to access token = ON). The claim will appear as `groups: ["/team/a", ...]`.
+- If you want RBAC by group/role, add realm or client roles and map them to users/groups, then enforce them in your APIs (currently the middleware only checks signature + `tenant_id`; any role checks must be added where you authorize actions).
+
+## Using other identity providers (IdP) through Keycloak (recommended)
+
+Use Keycloak as an **identity broker**. External IdPs (OIDC/SAML/social) authenticate the user, and Keycloak still issues the final access token that the services verify. To keep the `tenant_id` claim present for federated users:
+
+1) Configure the external IdP in Keycloak  
+   - **Identity providers → Add provider** (OIDC/SAML/others).  
+   - Set client ID/secret, endpoints, and (for OIDC) scopes such as `profile email`. Test login.
+
+2) Import or set `tenant_id` on the federated user  
+   - Preferred: map an IdP claim/attribute to the Keycloak user attribute `tenant_id`.  
+     - For OIDC: **Identity providers → <provider> → Mappers → Add mapper → Claim to user attribute**, set `claim=tenant_id` (or any IdP claim you trust), `user attribute=tenant_id`.  
+     - For SAML: use an Attribute Importer mapper with `Attribute name=tenant_id`, `Friendly name` optional, `User attribute=tenant_id`.  
+   - If the IdP does not provide a tenant, use a **Hardcoded attribute** mapper on the provider to set `tenant_id=<value>` for all users coming from that IdP.  
+   - For per-tenant routing via different IdPs, configure one provider per tenant, each with its own hardcoded `tenant_id`.
+
+3) Keep the `tenant-id` client scope attached  
+   - The existing `tenant-id` client scope and mapper (see above) will include the `tenant_id` user attribute in access tokens for `rag-frontend` and `rag-backend`. No code changes are needed.
+
+4) First-broker-login flow (optional)  
+   - If you need to enforce user creation rules, add a post-broker login flow to set/validate `tenant_id` before granting access (e.g., check a whitelist and set the attribute). This is optional; a mapper is usually enough.
+
+Result: Users authenticating through external IdPs still receive a Keycloak-issued token with `tenant_id`, and the services work unchanged.
+
+## Replacing Keycloak entirely
+
+- The services expect OIDC JWT access tokens with `tenant_id` and a JWKS endpoint. They also call `KeycloakOpenID.token(...)` for client credentials. A different IdP would require:
+  - Matching or reconfiguring JWKS discovery (currently assumes `<issuer>/protocol/openid-connect/certs`).
+  - A client-credential flow alternative.
+  - Guaranteeing `tenant_id` is issued.  
+  This is feasible but needs code/config changes; Keycloak-as-broker is the simplest path.
+
+## Quick checks
+
+- Decode an access token (jwt.io or `python -m jwt`) and confirm `iss` points to your realm, signature verifies, and `tenant_id` is present.
+- If you get `Invalid token`, verify `KEYCLOAK_*` URLs match how the service reaches Keycloak (internal service name vs. ingress host).
+- If you get `Missing tenant_id claim in token`, add the `tenant_id` mapper/scope and set the user attribute, then reissue the token.
diff --git a/infrastructure/rag/values.yaml b/infrastructure/rag/values.yaml
index 72b3ffe3..138f84e1 100644
--- a/infrastructure/rag/values.yaml
+++ b/infrastructure/rag/values.yaml
@@ -264,7 +264,7 @@ backend:
       KEYCLOAK_REALM_NAME: "rag"
       KEYCLOAK_CLIENT_ID: "rag-backend"
       KEYCLOAK_SERVER_URL: "http://rag-keycloak-http:80/auth/"
-      KEYCLOAK_CLIENT_SECRET: "3GoXGiHyaiviHvVlkjysU2DY5lGGQjhk"
+      KEYCLOAK_CLIENT_SECRET: "replaceme"
 
 frontend:
   name: frontend
@@ -402,7 +402,7 @@ adminBackend:
       KEYCLOAK_REALM_NAME: "rag"
       KEYCLOAK_CLIENT_ID: "rag-backend"
       KEYCLOAK_SERVER_URL: "http://rag-keycloak-http:80/auth/"
-      KEYCLOAK_CLIENT_SECRET: "3GoXGiHyaiviHvVlkjysU2DY5lGGQjhk"
+      KEYCLOAK_CLIENT_SECRET: "replaceme"
 
 extractor:
   replicaCount: 1
diff --git a/libs/admin-api-lib/src/admin_api_lib/auth.py b/libs/admin-api-lib/src/admin_api_lib/auth.py
index 15da4a24..6e0cfe74 100644
--- a/libs/admin-api-lib/src/admin_api_lib/auth.py
+++ b/libs/admin-api-lib/src/admin_api_lib/auth.py
@@ -11,6 +11,7 @@
 import requests
 from keycloak import KeycloakOpenID
 from rag_core_lib.context import set_tenant_id
+from admin_api_lib.context import set_current_token, clear_current_token
 from pydantic_settings import BaseSettings
 
 logger = logging.getLogger(__name__)
@@ -207,6 +208,7 @@ def _decode_with_pem(self, token: str) -> dict:
 
     async def dispatch(self, request: Request, call_next):
         """Authenticate request."""
+        clear_current_token()
         if request.method == "OPTIONS":
             return await call_next(request)
 
@@ -244,6 +246,7 @@ async def dispatch(self, request: Request, call_next):
                 raise HTTPException(status_code=status.HTTP_403_FORBIDDEN, detail="Missing tenant_id claim in token")
 
             set_tenant_id(tenant_id)
+            set_current_token(token)
             logger.info(f"Authenticated user {token_info.get('preferred_username')} for tenant {tenant_id}")
 
         except Exception as e:
diff --git a/libs/admin-api-lib/src/admin_api_lib/context.py b/libs/admin-api-lib/src/admin_api_lib/context.py
new file mode 100644
index 00000000..66c2c4e4
--- /dev/null
+++ b/libs/admin-api-lib/src/admin_api_lib/context.py
@@ -0,0 +1,21 @@
+"""Context helpers for admin-api-lib."""
+
+from contextvars import ContextVar
+from typing import Optional
+
+_token_ctx: ContextVar[Optional[str]] = ContextVar("current_token", default=None)
+
+
+def set_current_token(token: Optional[str]) -> None:
+    """Store the current bearer token in context."""
+    _token_ctx.set(token)
+
+
+def get_current_token() -> Optional[str]:
+    """Retrieve the current bearer token from context."""
+    return _token_ctx.get()
+
+
+def clear_current_token() -> None:
+    """Clear the stored bearer token."""
+    _token_ctx.set(None)
diff --git a/libs/admin-api-lib/src/admin_api_lib/dependency_container.py b/libs/admin-api-lib/src/admin_api_lib/dependency_container.py
index 37956006..dfcd1f93 100644
--- a/libs/admin-api-lib/src/admin_api_lib/dependency_container.py
+++ b/libs/admin-api-lib/src/admin_api_lib/dependency_container.py
@@ -58,6 +58,7 @@
     Configuration as RagConfiguration,
 )
 from admin_api_lib.auth import keycloak_openid
+from admin_api_lib.context import get_current_token
 from rag_core_lib.impl.embeddings.langchain_community_embedder import (
     LangchainCommunityEmbedder,
 )
@@ -81,6 +82,10 @@
 def create_rag_configuration(host: str) -> RagConfiguration:
     """Create RAG configuration with access token."""
     def _access_token_provider() -> str:
+        # Prefer the current user token; fall back to client credentials.
+        user_token = get_current_token()
+        if user_token:
+            return user_token
         token = keycloak_openid.token(grant_type="client_credentials")
         return token.get("access_token")
 
diff --git a/libs/admin-api-lib/src/admin_api_lib/impl/api_endpoints/default_document_deleter.py b/libs/admin-api-lib/src/admin_api_lib/impl/api_endpoints/default_document_deleter.py
index 3cf671ff..dd806e5c 100644
--- a/libs/admin-api-lib/src/admin_api_lib/impl/api_endpoints/default_document_deleter.py
+++ b/libs/admin-api-lib/src/admin_api_lib/impl/api_endpoints/default_document_deleter.py
@@ -17,6 +17,7 @@
 from admin_api_lib.rag_backend_client.openapi_client.models.key_value_pair import (
     KeyValuePair,
 )
+from admin_api_lib.context import get_current_token, set_current_token
 
 logger = logging.getLogger(__name__)
 
@@ -67,6 +68,10 @@ async def adelete_document(self, identification: str, remove_from_key_value_stor
         error_messages = ""
         # Delete the document from file service and vector database
         logger.debug("Deleting existing document: %s", identification)
+        token = get_current_token()
+        if token:
+            set_current_token(token)
+            self._rag_api.api_client.configuration.access_token = token
         try:
             if remove_from_key_value_store:
                 self._key_value_store.remove(identification)
diff --git a/libs/admin-api-lib/src/admin_api_lib/impl/api_endpoints/default_file_uploader.py b/libs/admin-api-lib/src/admin_api_lib/impl/api_endpoints/default_file_uploader.py
index 486f6f67..37d57966 100644
--- a/libs/admin-api-lib/src/admin_api_lib/impl/api_endpoints/default_file_uploader.py
+++ b/libs/admin-api-lib/src/admin_api_lib/impl/api_endpoints/default_file_uploader.py
@@ -23,6 +23,7 @@
 from admin_api_lib.information_enhancer.information_enhancer import InformationEnhancer
 from admin_api_lib.utils.utils import sanitize_document_name
 from rag_core_lib.context import get_tenant_id, set_tenant_id
+from admin_api_lib.context import get_current_token, set_current_token
 
 logger = logging.getLogger(__name__)
 
@@ -104,8 +105,9 @@ async def upload_file(
             s3_path = await self._asave_new_document(content, file.filename, source_name)
 
             tenant_id = get_tenant_id()
+            token = get_current_token()
             task = asyncio.create_task(
-                self._handle_source_upload(s3_path, source_name, file.filename, base_url, tenant_id)
+                self._handle_source_upload(s3_path, source_name, file.filename, base_url, tenant_id, token)
             )
             task.add_done_callback(self._log_task_exception)
             self._background_tasks.append(task)
@@ -165,9 +167,14 @@ async def _handle_source_upload(
         file_name: str,
         base_url: str,
         tenant_id: str | None = None,
+        token: str | None = None,
     ):
         if tenant_id:
             set_tenant_id(tenant_id)
+        if token:
+            set_current_token(token)
+            # ensure the rag_api client uses the caller's token for this operation
+            self._rag_api.api_client.configuration.access_token = token
         try:
             # Run blocking extractor API call in thread pool to avoid blocking event loop
             information_pieces = await asyncio.to_thread(
@@ -215,6 +222,7 @@ def _add_file_url(self, file_name: str, base_url: str, chunked_documents: list[D
                     "chunk": idx,
                     "chunk_length": len(chunk.page_content),
                     "document_url": document_url,
+                    "document": f"file:{file_name}",
                 }
             )
 
diff --git a/libs/admin-api-lib/src/admin_api_lib/impl/api_endpoints/default_source_uploader.py b/libs/admin-api-lib/src/admin_api_lib/impl/api_endpoints/default_source_uploader.py
index 308918fa..1d12c847 100644
--- a/libs/admin-api-lib/src/admin_api_lib/impl/api_endpoints/default_source_uploader.py
+++ b/libs/admin-api-lib/src/admin_api_lib/impl/api_endpoints/default_source_uploader.py
@@ -26,6 +26,7 @@
     InformationPiece as RagInformationPiece,
 )
 from rag_core_lib.context import get_tenant_id, set_tenant_id
+from admin_api_lib.context import get_current_token, set_current_token
 
 logger = logging.getLogger(__name__)
 
@@ -109,8 +110,10 @@ async def upload_source(
             self._key_value_store.upsert(source_name, Status.PROCESSING)
 
             tenant_id = get_tenant_id()
+            token = get_current_token()
             thread = Thread(
-                target=self._thread_worker, args=(source_name, source_type, kwargs, self._settings.timeout, tenant_id)
+                target=self._thread_worker,
+                args=(source_name, source_type, kwargs, self._settings.timeout, tenant_id, token),
             )
             thread.start()
             self._background_threads.append(thread)
@@ -144,15 +147,18 @@ def _check_if_already_in_processing(self, source_name: str) -> None:
         if any(s == Status.PROCESSING for s in existing):
             raise ValueError(f"Document {source_name} is already in processing state")
 
-    def _thread_worker(self, source_name, source_type, kwargs, timeout, tenant_id=None):
+    def _thread_worker(self, source_name, source_type, kwargs, timeout, tenant_id=None, token=None):
         if tenant_id:
             set_tenant_id(tenant_id)
+        if token:
+            set_current_token(token)
+            self._rag_api.api_client.configuration.access_token = token
         loop = asyncio.new_event_loop()
         asyncio.set_event_loop(loop)
         try:
             loop.run_until_complete(
                 asyncio.wait_for(
-                    self._handle_source_upload(source_name=source_name, source_type=source_type, kwargs=kwargs),
+                    self._handle_source_upload(source_name=source_name, source_type=source_type, kwargs=kwargs, token=token),
                     timeout=timeout,
                 )
             )
@@ -170,7 +176,14 @@ async def _handle_source_upload(
         source_name: str,
         source_type: StrictStr,
         kwargs: list[KeyValuePair],
+        token: str | None = None,
     ):
+        if token:
+            set_current_token(token)
+            self._rag_api.api_client.configuration.access_token = token
+        tenant_id = get_tenant_id()
+        if tenant_id:
+            set_tenant_id(tenant_id)
         try:
             # Run blocking extractor API call in thread pool to avoid blocking event loop
             information_pieces = await asyncio.to_thread(
@@ -196,6 +209,10 @@ async def _handle_source_upload(
                 chunked_documents, config={"max_concurrency": 1}
             )
 
+            # stamp document id so deletes can filter correctly in vector DB
+            for doc in enhanced_documents:
+                doc.metadata["document"] = source_name
+
             rag_information_pieces: list[RagInformationPiece] = []
             for doc in enhanced_documents:
                 rag_information_pieces.append(self._information_mapper.document2rag_information_piece(doc))
diff --git a/libs/rag-core-api/src/rag_core_api/impl/api_endpoints/default_information_pieces_remover.py b/libs/rag-core-api/src/rag_core_api/impl/api_endpoints/default_information_pieces_remover.py
index 66e6d35e..8527f4d5 100644
--- a/libs/rag-core-api/src/rag_core_api/impl/api_endpoints/default_information_pieces_remover.py
+++ b/libs/rag-core-api/src/rag_core_api/impl/api_endpoints/default_information_pieces_remover.py
@@ -47,7 +47,7 @@ def remove_information_piece(self, delete_request: DeleteRequest) -> None:
         try:
             metadata = {}
             for key_value_pair in delete_request.metadata:
-                metadata["metadata." + key_value_pair.key] = json.loads(key_value_pair.value)
+                metadata[key_value_pair.key] = json.loads(key_value_pair.value)
         except Exception:
             logger.exception("Error while parsing metadata")
             raise HTTPException(

From faa8b78e4cfc104ea2f7f316cf4c19140d4b6db4 Mon Sep 17 00:00:00 2001
From: Andreas Klos <andreas.klos@stackit.cloud>
Date: Sun, 7 Dec 2025 22:17:30 +0100
Subject: [PATCH 08/14] feat: Refactor chat and admin app to use runtime
 configuration for URLs

---
 services/frontend/apps/admin-app/src/App.vue | 11 ++++++++++-
 services/frontend/apps/chat-app/src/App.vue  | 15 ++++++++++++---
 2 files changed, 22 insertions(+), 4 deletions(-)

diff --git a/services/frontend/apps/admin-app/src/App.vue b/services/frontend/apps/admin-app/src/App.vue
index 11bb04fc..5782ce1e 100644
--- a/services/frontend/apps/admin-app/src/App.vue
+++ b/services/frontend/apps/admin-app/src/App.vue
@@ -4,8 +4,17 @@ import { LogoContainer, NavigationContainer } from "@shared/ui";
 import { useI18n } from "vue-i18n";
 import { ArrowTopRightOnSquareIcon } from "@heroicons/vue/24/outline";
 
+const runtimeConfig = (window as any).config || {};
+const isPlaceholder = (value: string | undefined) =>
+  !value || /^VITE_[A-Z0-9_]+$/.test(value);
+const pickValue = (...candidates: Array<string | undefined>) =>
+  candidates.find((v) => !isPlaceholder(v));
+
 const { t } = useI18n();
-const chatURL = import.meta.env.VITE_CHAT_URL;
+const chatURL = pickValue(
+  runtimeConfig.VITE_CHAT_URL,
+  import.meta.env.VITE_CHAT_URL
+);
 </script>
 
 <template>
diff --git a/services/frontend/apps/chat-app/src/App.vue b/services/frontend/apps/chat-app/src/App.vue
index 18a4cd0f..9ee6dbdf 100644
--- a/services/frontend/apps/chat-app/src/App.vue
+++ b/services/frontend/apps/chat-app/src/App.vue
@@ -1,14 +1,23 @@
 <script lang="ts" setup>
+import { onMounted } from "vue";
 import { RouterView } from "vue-router";
 import { NavigationContainer } from "@shared/ui";
 import { useI18n } from "vue-i18n";
 import { ArrowTopRightOnSquareIcon } from "@heroicons/vue/24/outline";
+import { useThemeStore } from "@shared/store/theme.store";
+
+const runtimeConfig = (window as any).config || {};
+const isPlaceholder = (value: string | undefined) =>
+  !value || /^VITE_[A-Z0-9_]+$/.test(value);
+const pickValue = (...candidates: Array<string | undefined>) =>
+  candidates.find((v) => !isPlaceholder(v));
 
 const { t } = useI18n();
-const adminURL = import.meta.env.VITE_ADMIN_URL;
+const adminURL = pickValue(
+  runtimeConfig.VITE_ADMIN_URL,
+  import.meta.env.VITE_ADMIN_URL
+);
 
-import { onMounted } from "vue";
-import { useThemeStore } from "@shared/store/theme.store";
 onMounted(() => {
   // Initialize theme
   const themeStore = useThemeStore();

From 3521d989c07308ab28972e8a482586db2fd44f89 Mon Sep 17 00:00:00 2001
From: Andreas Klos <andreas.klos@stackit.cloud>
Date: Wed, 11 Feb 2026 16:43:36 +0100
Subject: [PATCH 09/14] generate lock files

---
 libs/admin-api-lib/poetry.lock      |  694 +++++++++++----
 libs/extractor-api-lib/poetry.lock  |    5 +-
 libs/rag-core-api/poetry.lock       | 1026 +++++++++++++--------
 package-lock.json                   |    2 +-
 services/admin-backend/poetry.lock  |  173 +++-
 services/frontend/package-lock.json |   22 +
 services/rag-backend/poetry.lock    | 1284 ++++++++++++++++-----------
 7 files changed, 2091 insertions(+), 1115 deletions(-)

diff --git a/libs/admin-api-lib/poetry.lock b/libs/admin-api-lib/poetry.lock
index ff301dd5..3a2e6067 100644
--- a/libs/admin-api-lib/poetry.lock
+++ b/libs/admin-api-lib/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 2.1.2 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.2.1 and should not be changed by hand.
 
 [[package]]
 name = "aiofiles"
@@ -192,25 +192,13 @@ doc = ["Sphinx (>=8.2,<9.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)",
 test = ["anyio[trio]", "blockbuster (>=1.5.23)", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "trustme", "truststore (>=0.9.1) ; python_version >= \"3.10\"", "uvloop (>=0.21) ; platform_python_implementation == \"CPython\" and platform_system != \"Windows\" and python_version < \"3.14\""]
 trio = ["trio (>=0.26.1)"]
 
-[[package]]
-name = "astor"
-version = "0.8.1"
-description = "Read/rewrite/write Python ASTs"
-optional = false
-python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
-groups = ["dev"]
-files = [
-    {file = "astor-0.8.1-py2.py3-none-any.whl", hash = "sha256:070a54e890cefb5b3739d19f30f5a5ec840ffc9c50ffa7d23cc9fc1a38ebbfc5"},
-    {file = "astor-0.8.1.tar.gz", hash = "sha256:6a6effda93f4e1ce9f618779b2dd1d9d84f1e32812c23a29b3fff6fd7f63fa5e"},
-]
-
 [[package]]
 name = "astpretty"
 version = "3.0.0"
 description = "Pretty print the output of python stdlib `ast.parse`."
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "astpretty-3.0.0-py2.py3-none-any.whl", hash = "sha256:15bfd47593667169485a1fa7938b8de9445b11057d6f2b6e214b2f70667f94b6"},
     {file = "astpretty-3.0.0.tar.gz", hash = "sha256:b08c95f32e5994454ea99882ff3c4a0afc8254c38998a0ed4b479dba448dc581"},
@@ -234,7 +222,7 @@ version = "25.3.0"
 description = "Classes Without Boilerplate"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev"]
+groups = ["main", "lint"]
 files = [
     {file = "attrs-25.3.0-py3-none-any.whl", hash = "sha256:427318ce031701fea540783410126f03899a97ffc6f61596ad581ac2e40e3bc3"},
     {file = "attrs-25.3.0.tar.gz", hash = "sha256:75d7cefc7fb576747b2c81b4442d4d4a1ce0900973527c011d1030fd3bf4af1b"},
@@ -266,7 +254,7 @@ version = "1.8.6"
 description = "Security oriented static analyser for python code."
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "bandit-1.8.6-py3-none-any.whl", hash = "sha256:3348e934d736fcdb68b6aa4030487097e23a501adf3e7827b63658df464dddd0"},
     {file = "bandit-1.8.6.tar.gz", hash = "sha256:dbfe9c25fc6961c2078593de55fd19f2559f9e45b99f1272341f5b95dea4e56b"},
@@ -291,7 +279,7 @@ version = "25.9.0"
 description = "The uncompromising code formatter."
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "black-25.9.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:ce41ed2614b706fd55fd0b4a6909d06b5bab344ffbfadc6ef34ae50adba3d4f7"},
     {file = "black-25.9.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:2ab0ce111ef026790e9b13bd216fa7bc48edd934ffc4cbf78808b235793cbc92"},
@@ -571,7 +559,7 @@ version = "8.2.1"
 description = "Composable command line interface toolkit"
 optional = false
 python-versions = ">=3.10"
-groups = ["main", "dev"]
+groups = ["main", "lint"]
 files = [
     {file = "click-8.2.1-py3-none-any.whl", hash = "sha256:61a3265b914e850b85317d0b3109c7f8cd35a670f963866005d6ef1d5175a12b"},
     {file = "click-8.2.1.tar.gz", hash = "sha256:27c491cc05d968d271d5a1db13e3b5a184636d9d930f148c50b038f0d0646202"},
@@ -586,12 +574,12 @@ version = "0.4.6"
 description = "Cross-platform colored terminal text."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
-groups = ["main", "dev"]
+groups = ["main", "lint", "test"]
 files = [
     {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
     {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
 ]
-markers = {main = "platform_system == \"Windows\"", dev = "platform_system == \"Windows\" or sys_platform == \"win32\""}
+markers = {main = "platform_system == \"Windows\"", lint = "platform_system == \"Windows\"", test = "sys_platform == \"win32\""}
 
 [[package]]
 name = "coloredlogs"
@@ -617,7 +605,7 @@ version = "7.10.7"
 description = "Code coverage measurement for Python"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
+groups = ["test"]
 files = [
     {file = "coverage-7.10.7-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:fc04cc7a3db33664e0c2d10eb8990ff6b3536f6842c9590ae8da4c614b9ed05a"},
     {file = "coverage-7.10.7-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:e201e015644e207139f7e2351980feb7040e6f4b2c2978892f3e3789d1c125e5"},
@@ -1021,7 +1009,7 @@ version = "2.3.0"
 description = "Removes commented-out code."
 optional = false
 python-versions = "*"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "eradicate-2.3.0-py3-none-any.whl", hash = "sha256:2b29b3dd27171f209e4ddd8204b70c02f0682ae95eecb353f10e8d72b149c63e"},
     {file = "eradicate-2.3.0.tar.gz", hash = "sha256:06df115be3b87d0fc1c483db22a2ebb12bcf40585722810d809cc770f5031c37"},
@@ -1029,51 +1017,46 @@ files = [
 
 [[package]]
 name = "fastapi"
-version = "0.121.2"
+version = "0.128.1"
 description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "fastapi-0.121.2-py3-none-any.whl", hash = "sha256:f2d80b49a86a846b70cc3a03eb5ea6ad2939298bf6a7fe377aa9cd3dd079d358"},
-    {file = "fastapi-0.121.2.tar.gz", hash = "sha256:ca8e932b2b823ec1721c641e3669472c855ad9564a2854c9899d904c2848b8b9"},
+    {file = "fastapi-0.128.1-py3-none-any.whl", hash = "sha256:ee82146bbf91ea5bbf2bb8629e4c6e056c4fbd997ea6068501b11b15260b50fb"},
+    {file = "fastapi-0.128.1.tar.gz", hash = "sha256:ce5be4fa26d4ce6f54debcc873d1fb8e0e248f5c48d7502ba6c61457ab2dc766"},
 ]
 
 [package.dependencies]
 annotated-doc = ">=0.0.2"
-pydantic = ">=1.7.4,<1.8 || >1.8,<1.8.1 || >1.8.1,<2.0.0 || >2.0.0,<2.0.1 || >2.0.1,<2.1.0 || >2.1.0,<3.0.0"
-starlette = ">=0.40.0,<0.50.0"
+pydantic = ">=2.7.0"
+starlette = ">=0.40.0,<0.51.0"
 typing-extensions = ">=4.8.0"
 
 [package.extras]
 all = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.8)", "httpx (>=0.23.0,<1.0.0)", "itsdangerous (>=1.1.0)", "jinja2 (>=3.1.5)", "orjson (>=3.2.1)", "pydantic-extra-types (>=2.0.0)", "pydantic-settings (>=2.0.0)", "python-multipart (>=0.0.18)", "pyyaml (>=5.3.1)", "ujson (>=4.0.1,!=4.0.2,!=4.1.0,!=4.2.0,!=4.3.0,!=5.0.0,!=5.1.0)", "uvicorn[standard] (>=0.12.0)"]
-standard = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.8)", "httpx (>=0.23.0,<1.0.0)", "jinja2 (>=3.1.5)", "python-multipart (>=0.0.18)", "uvicorn[standard] (>=0.12.0)"]
-standard-no-fastapi-cloud-cli = ["email-validator (>=2.0.0)", "fastapi-cli[standard-no-fastapi-cloud-cli] (>=0.0.8)", "httpx (>=0.23.0,<1.0.0)", "jinja2 (>=3.1.5)", "python-multipart (>=0.0.18)", "uvicorn[standard] (>=0.12.0)"]
+standard = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.8)", "httpx (>=0.23.0,<1.0.0)", "jinja2 (>=3.1.5)", "pydantic-extra-types (>=2.0.0)", "pydantic-settings (>=2.0.0)", "python-multipart (>=0.0.18)", "uvicorn[standard] (>=0.12.0)"]
+standard-no-fastapi-cloud-cli = ["email-validator (>=2.0.0)", "fastapi-cli[standard-no-fastapi-cloud-cli] (>=0.0.8)", "httpx (>=0.23.0,<1.0.0)", "jinja2 (>=3.1.5)", "pydantic-extra-types (>=2.0.0)", "pydantic-settings (>=2.0.0)", "python-multipart (>=0.0.18)", "uvicorn[standard] (>=0.12.0)"]
 
 [[package]]
 name = "filelock"
-version = "3.18.0"
+version = "3.20.3"
 description = "A platform independent file lock."
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
 groups = ["main"]
 files = [
-    {file = "filelock-3.18.0-py3-none-any.whl", hash = "sha256:c401f4f8377c4464e6db25fff06205fd89bdd83b65eb0488ed1b160f780e21de"},
-    {file = "filelock-3.18.0.tar.gz", hash = "sha256:adbc88eabb99d2fec8c9c1b229b171f18afa655400173ddc653d5d01501fb9f2"},
+    {file = "filelock-3.20.3-py3-none-any.whl", hash = "sha256:4b0dda527ee31078689fc205ec4f1c1bf7d56cf88b6dc9426c4f230e46c2dce1"},
+    {file = "filelock-3.20.3.tar.gz", hash = "sha256:18c57ee915c7ec61cff0ecf7f0f869936c7c30191bb0cf406f1341778d0834e1"},
 ]
 
-[package.extras]
-docs = ["furo (>=2024.8.6)", "sphinx (>=8.1.3)", "sphinx-autodoc-typehints (>=3)"]
-testing = ["covdefaults (>=2.3)", "coverage (>=7.6.10)", "diff-cover (>=9.2.1)", "pytest (>=8.3.4)", "pytest-asyncio (>=0.25.2)", "pytest-cov (>=6)", "pytest-mock (>=3.14)", "pytest-timeout (>=2.3.1)", "virtualenv (>=20.28.1)"]
-typing = ["typing-extensions (>=4.12.2) ; python_version < \"3.11\""]
-
 [[package]]
 name = "flake8"
 version = "7.3.0"
 description = "the modular source code checker: pep8 pyflakes and co"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8-7.3.0-py2.py3-none-any.whl", hash = "sha256:b9696257b9ce8beb888cdbe31cf885c90d31928fe202be0889a7cdafad32f01e"},
     {file = "flake8-7.3.0.tar.gz", hash = "sha256:fe044858146b9fc69b551a4b490d69cf960fcb78ad1edcb84e7fbb1b4a8e3872"},
@@ -1090,7 +1073,7 @@ version = "0.1.0"
 description = "A flake8 extension that checks for type annotations complexity"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8_annotations_complexity-0.1.0-py3-none-any.whl", hash = "sha256:102d75f5ba0c667cde9c563062f4e7c616ca84bf5bfdc9c1f960a2655133ce35"},
     {file = "flake8_annotations_complexity-0.1.0.tar.gz", hash = "sha256:98b86ef87de5331d2b61f3cf472dcf6b8ff1a5ddde46f78bc894b464f06e1414"},
@@ -1105,7 +1088,7 @@ version = "4.1.1"
 description = "Automated security testing with bandit and flake8."
 optional = false
 python-versions = ">=3.6"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8_bandit-4.1.1-py3-none-any.whl", hash = "sha256:4c8a53eb48f23d4ef1e59293657181a3c989d0077c9952717e98a0eace43e06d"},
     {file = "flake8_bandit-4.1.1.tar.gz", hash = "sha256:068e09287189cbfd7f986e92605adea2067630b75380c6b5733dab7d87f9a84e"},
@@ -1121,7 +1104,7 @@ version = "0.4.0"
 description = "flake8 plugin to call black as a code style validator"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8_black-0.4.0-py3-none-any.whl", hash = "sha256:288762d0c9ea065782d87eeecbcc20c69079d17fe1d0f0445f0eb0b0ffb80c39"},
     {file = "flake8_black-0.4.0.tar.gz", hash = "sha256:bf226868f695dee48d55ff6d7747e900709bfd6f605b7a378c70e711e3fc26cb"},
@@ -1140,7 +1123,7 @@ version = "24.12.12"
 description = "A plugin for flake8 finding likely bugs and design problems in your program. Contains warnings that don't belong in pyflakes and pycodestyle."
 optional = false
 python-versions = ">=3.8.1"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8_bugbear-24.12.12-py3-none-any.whl", hash = "sha256:1b6967436f65ca22a42e5373aaa6f2d87966ade9aa38d4baf2a1be550767545e"},
     {file = "flake8_bugbear-24.12.12.tar.gz", hash = "sha256:46273cef0a6b6ff48ca2d69e472f41420a42a46e24b2a8972e4f0d6733d12a64"},
@@ -1159,7 +1142,7 @@ version = "2.5.0"
 description = "Check for python builtins being used as variables or parameters"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8_builtins-2.5.0-py3-none-any.whl", hash = "sha256:8cac7c52c6f0708c0902b46b385bc7e368a9068965083796f1431c0d2e6550cf"},
     {file = "flake8_builtins-2.5.0.tar.gz", hash = "sha256:bdaa3dd823e4f5308c5e712d19fa5f69daa52781ea874f5ea9c3637bcf56faa6"},
@@ -1177,7 +1160,7 @@ version = "3.17.0"
 description = "A flake8 plugin to help you write better list/set/dict comprehensions."
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8_comprehensions-3.17.0-py3-none-any.whl", hash = "sha256:3943a9c6f2593c3bc5cc64106c2f89d63c6ecd49c8343597f8257b8fcfc8b0a2"},
     {file = "flake8_comprehensions-3.17.0.tar.gz", hash = "sha256:bf4fa102b2bf4d6c9e999e29e4b2724cbadffb70b937600fc782161be4dc0f4a"},
@@ -1192,7 +1175,7 @@ version = "1.7.0"
 description = "Extension for flake8 which uses pydocstyle to check docstrings"
 optional = false
 python-versions = ">=3.7"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8_docstrings-1.7.0-py2.py3-none-any.whl", hash = "sha256:51f2344026da083fc084166a9353f5082b01f72901df422f74b4d953ae88ac75"},
     {file = "flake8_docstrings-1.7.0.tar.gz", hash = "sha256:4c8cc748dc16e6869728699e5d0d685da9a10b0ea718e090b1ba088e67a941af"},
@@ -1208,7 +1191,7 @@ version = "0.0.8"
 description = "Flake8 plugin to enforce Unix/Linux EOL consistency"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8-eol-0.0.8.tar.gz", hash = "sha256:a12d836aef941de299984d6c7c4be58ab5d0953507bc68da3e15f09fee0a5e66"},
     {file = "flake8_eol-0.0.8-py3-none-any.whl", hash = "sha256:85759779b32250385cef6d97dd98abae61ec3619f93725857393f948702f06a5"},
@@ -1223,7 +1206,7 @@ version = "1.5.0"
 description = "Flake8 plugin to find commented out code"
 optional = false
 python-versions = ">=3.8,<4.0"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8_eradicate-1.5.0-py3-none-any.whl", hash = "sha256:18acc922ad7de623f5247c7d5595da068525ec5437dd53b22ec2259b96ce9d22"},
     {file = "flake8_eradicate-1.5.0.tar.gz", hash = "sha256:aee636cb9ecb5594a7cd92d67ad73eb69909e5cc7bd81710cf9d00970f3983a6"},
@@ -1240,7 +1223,7 @@ version = "0.0.1a0"
 description = "A flake8 plugin to identify commonly unhandled exceptions."
 optional = false
 python-versions = "*"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8_exceptions-0.0.1a0-py2.py3-none-any.whl", hash = "sha256:95b33f1491c794b872ca4f1fad5a7caa36b6a79e5c58fddec93e587816582907"},
     {file = "flake8_exceptions-0.0.1a0.tar.gz", hash = "sha256:824c402fcb82e9f4e45ab61eda2f0710202c61d55476f3123c0c27330abc01ed"},
@@ -1255,7 +1238,7 @@ version = "0.0.11"
 description = "A flake8 extension that checks expressions complexity"
 optional = false
 python-versions = ">=3.7"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8_expression_complexity-0.0.11-py3-none-any.whl", hash = "sha256:b56bac37f7dd5d3d102a7111c89f6579c2cbd897b868147794c9ed12aadc627c"},
     {file = "flake8_expression_complexity-0.0.11.tar.gz", hash = "sha256:4dd8909fecbc20f53814cdcef9d0b04f61532764278d9b6e8026686812e96631"},
@@ -1271,7 +1254,7 @@ version = "0.0.5"
 description = "flake8 extension that checks function order within a class"
 optional = false
 python-versions = ">=3.6"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8_function_order-0.0.5-py3-none-any.whl", hash = "sha256:58fd9cdf5584894318dd3949ce51b4000f28810adc053cb092f10911ffe9ec8e"},
     {file = "flake8_function_order-0.0.5.tar.gz", hash = "sha256:16185e1a126ddc7767add8e60616859e3364208fac3650b1c2c624f05c5e39dd"},
@@ -1287,7 +1270,7 @@ version = "2024.24.12"
 description = ""
 optional = false
 python-versions = "*"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8_logging_format-2024.24.12-py3-none-any.whl", hash = "sha256:7d93c2107354b10a05b1a0d8ccd3a9bfb793aee108007765114c958a7541d674"},
 ]
@@ -1302,7 +1285,7 @@ version = "1.3.3"
 description = "The package provides base classes and utils for flake8 plugin writing"
 optional = false
 python-versions = ">=3.6,<4.0"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8-plugin-utils-1.3.3.tar.gz", hash = "sha256:39f6f338d038b301c6fd344b06f2e81e382b68fa03c0560dff0d9b1791a11a2c"},
     {file = "flake8_plugin_utils-1.3.3-py3-none-any.whl", hash = "sha256:e4848c57d9d50f19100c2d75fa794b72df068666a9041b4b0409be923356a3ed"},
@@ -1314,7 +1297,7 @@ version = "1.2.3"
 description = "Flake8 plug-in loading the configuration from pyproject.toml"
 optional = false
 python-versions = ">= 3.6"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8_pyproject-1.2.3-py3-none-any.whl", hash = "sha256:6249fe53545205af5e76837644dc80b4c10037e73a0e5db87ff562d75fb5bd4a"},
 ]
@@ -1331,7 +1314,7 @@ version = "2.1.0"
 description = "A flake8 plugin checking common style issues or inconsistencies with pytest-based tests."
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8_pytest_style-2.1.0-py3-none-any.whl", hash = "sha256:a0d6dddcd533bfc13f19b8445907be0330c5e6ccf7090bcd9d5fa5a0b1b65e71"},
     {file = "flake8_pytest_style-2.1.0.tar.gz", hash = "sha256:fee6befdb5915d600ef24e38d48a077d0dcffb032945ae0169486e7ff8a1079a"},
@@ -1346,7 +1329,7 @@ version = "3.4.0"
 description = "Flake8 lint for quotes."
 optional = false
 python-versions = "*"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8-quotes-3.4.0.tar.gz", hash = "sha256:aad8492fb710a2d3eabe68c5f86a1428de650c8484127e14c43d0504ba30276c"},
 ]
@@ -1361,7 +1344,7 @@ version = "1.2.0"
 description = "Flake8 plugin that checks return values"
 optional = false
 python-versions = ">=3.6,<4.0"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8-return-1.2.0.tar.gz", hash = "sha256:68dfa56582cd704febd02ad86dcf5df67e38e0836d62f1ceae7930d76d3dd955"},
     {file = "flake8_return-1.2.0-py3-none-any.whl", hash = "sha256:1f07af12954ed03ebe2c2aac2418f78b55374e9929d4956109664588f31582a1"},
@@ -1372,18 +1355,17 @@ flake8-plugin-utils = ">=1.0,<2.0"
 
 [[package]]
 name = "flake8-simplify"
-version = "0.22.0"
+version = "0.30.0"
 description = "flake8 plugin which checks for code that can be simplified"
 optional = false
-python-versions = ">=3.6.1"
-groups = ["dev"]
+python-versions = ">=3.9.0"
+groups = ["lint"]
 files = [
-    {file = "flake8_simplify-0.22.0-py3-none-any.whl", hash = "sha256:812c65bf49d7857093750df71fc9c4a925fc192bfca14ecf04570e224f17581f"},
-    {file = "flake8_simplify-0.22.0.tar.gz", hash = "sha256:526421594d5815cf786a637c2a705223956f7e34872b6bb9f66c5ce3e28caaf9"},
+    {file = "flake8_simplify-0.30.0-py3-none-any.whl", hash = "sha256:c9f54a50d24780832a3f2bb7a687ef465b91f10d7cb4ea0845dff4b65d9c91f4"},
+    {file = "flake8_simplify-0.30.0.tar.gz", hash = "sha256:61bff74fab73884e1ec12e472d67e7e789043028ff858e5f9af389d392d65b82"},
 ]
 
 [package.dependencies]
-astor = ">=0.1"
 flake8 = ">=3.7"
 
 [[package]]
@@ -1392,7 +1374,7 @@ version = "4.12.0"
 description = "A flake8 plugin that helps you write tidier imports."
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8_tidy_imports-4.12.0-py3-none-any.whl", hash = "sha256:ab1e31a5ce07518a31c0a34cd92551f4c27639ae2c35a21364680a0318da312e"},
     {file = "flake8_tidy_imports-4.12.0.tar.gz", hash = "sha256:9254788c3b6862c2fcec0250d2dc9af089afebff9c5b8a8ac8b9525b059b06db"},
@@ -1407,7 +1389,7 @@ version = "0.2.0"
 description = "flake8 plugin which checks use of deprecated typing.List, typing.Dict, etc."
 optional = false
 python-versions = "*"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8_wot-0.2.0-py3-none-any.whl", hash = "sha256:4bd4f57204fbb13c33c34849ea763519e277293ff6e46a9e9ce7a5b801fab642"},
     {file = "flake8_wot-0.2.0.tar.gz", hash = "sha256:49368e90e9fb0dc04f65a441c1670e1ba631ca10458e8ebcc0382aa8215d598e"},
@@ -1883,7 +1865,7 @@ version = "2.1.0"
 description = "brain-dead simple config-ini parsing"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
+groups = ["test"]
 files = [
     {file = "iniconfig-2.1.0-py3-none-any.whl", hash = "sha256:9deba5723312380e77435581c6bf4935c94cbfab9b1ed33ef8d238ea168eb760"},
     {file = "iniconfig-2.1.0.tar.gz", hash = "sha256:3abbd2e30b36733fee78f9c7f7308f2d0050e88f0087fd25c2645f63c773e1c7"},
@@ -2045,30 +2027,25 @@ typing-extensions = ">=4.5.0"
 
 [[package]]
 name = "langchain"
-version = "0.3.27"
+version = "1.2.10"
 description = "Building applications with LLMs through composability"
 optional = false
-python-versions = "<4.0,>=3.9"
+python-versions = "<4.0.0,>=3.10.0"
 groups = ["main"]
 files = [
-    {file = "langchain-0.3.27-py3-none-any.whl", hash = "sha256:7b20c4f338826acb148d885b20a73a16e410ede9ee4f19bb02011852d5f98798"},
-    {file = "langchain-0.3.27.tar.gz", hash = "sha256:aa6f1e6274ff055d0fd36254176770f356ed0a8994297d1df47df341953cec62"},
+    {file = "langchain-1.2.10-py3-none-any.whl", hash = "sha256:e07a377204451fffaed88276b8193e894893b1003e25c5bca6539288ccca3698"},
+    {file = "langchain-1.2.10.tar.gz", hash = "sha256:bdcd7218d9c79a413cf15e106e4eb94408ac0963df9333ccd095b9ed43bf3be7"},
 ]
 
 [package.dependencies]
-langchain-core = ">=0.3.72,<1.0.0"
-langchain-text-splitters = ">=0.3.9,<1.0.0"
-langsmith = ">=0.1.17"
+langchain-core = ">=1.2.10,<2.0.0"
+langgraph = ">=1.0.8,<1.1.0"
 pydantic = ">=2.7.4,<3.0.0"
-PyYAML = ">=5.3"
-requests = ">=2,<3"
-SQLAlchemy = ">=1.4,<3"
 
 [package.extras]
 anthropic = ["langchain-anthropic"]
 aws = ["langchain-aws"]
 azure-ai = ["langchain-azure-ai"]
-cohere = ["langchain-cohere"]
 community = ["langchain-community"]
 deepseek = ["langchain-deepseek"]
 fireworks = ["langchain-fireworks"]
@@ -2083,24 +2060,61 @@ perplexity = ["langchain-perplexity"]
 together = ["langchain-together"]
 xai = ["langchain-xai"]
 
+[[package]]
+name = "langchain-classic"
+version = "1.0.1"
+description = "Building applications with LLMs through composability"
+optional = false
+python-versions = "<4.0.0,>=3.10.0"
+groups = ["main"]
+files = [
+    {file = "langchain_classic-1.0.1-py3-none-any.whl", hash = "sha256:131d83a02bb80044c68fedc1ab4ae885d5b8f8c2c742d8ab9e7534ad9cda8e80"},
+    {file = "langchain_classic-1.0.1.tar.gz", hash = "sha256:40a499684df36b005a1213735dc7f8dca8f5eb67978d6ec763e7a49780864fdc"},
+]
+
+[package.dependencies]
+langchain-core = ">=1.2.5,<2.0.0"
+langchain-text-splitters = ">=1.1.0,<2.0.0"
+langsmith = ">=0.1.17,<1.0.0"
+pydantic = ">=2.7.4,<3.0.0"
+pyyaml = ">=5.3.0,<7.0.0"
+requests = ">=2.0.0,<3.0.0"
+sqlalchemy = ">=1.4.0,<3.0.0"
+
+[package.extras]
+anthropic = ["langchain-anthropic"]
+aws = ["langchain-aws"]
+deepseek = ["langchain-deepseek"]
+fireworks = ["langchain-fireworks"]
+google-genai = ["langchain-google-genai"]
+google-vertexai = ["langchain-google-vertexai"]
+groq = ["langchain-groq"]
+huggingface = ["langchain-huggingface"]
+mistralai = ["langchain-mistralai"]
+ollama = ["langchain-ollama"]
+openai = ["langchain-openai"]
+perplexity = ["langchain-perplexity"]
+together = ["langchain-together"]
+xai = ["langchain-xai"]
+
 [[package]]
 name = "langchain-community"
-version = "0.3.30"
+version = "0.4.1"
 description = "Community contributed LangChain integrations."
 optional = false
-python-versions = "<4.0.0,>=3.9.0"
+python-versions = "<4.0.0,>=3.10.0"
 groups = ["main"]
 files = [
-    {file = "langchain_community-0.3.30-py3-none-any.whl", hash = "sha256:a49dcedbf8f320d9868d5944d0991c7bcc9f2182a602e5d5e872d315183c11c3"},
-    {file = "langchain_community-0.3.30.tar.gz", hash = "sha256:df68fbde7f7fa5142ab93b0cbc104916b12ab4163e200edd933ee93e67956ee9"},
+    {file = "langchain_community-0.4.1-py3-none-any.whl", hash = "sha256:2135abb2c7748a35c84613108f7ebf30f8505b18c3c18305ffaecfc7651f6c6a"},
+    {file = "langchain_community-0.4.1.tar.gz", hash = "sha256:f3b211832728ee89f169ddce8579b80a085222ddb4f4ed445a46e977d17b1e85"},
 ]
 
 [package.dependencies]
 aiohttp = ">=3.8.3,<4.0.0"
 dataclasses-json = ">=0.6.7,<0.7.0"
 httpx-sse = ">=0.4.0,<1.0.0"
-langchain = ">=0.3.27,<2.0.0"
-langchain-core = ">=0.3.75,<2.0.0"
+langchain-classic = ">=1.0.0,<2.0.0"
+langchain-core = ">=1.0.1,<2.0.0"
 langsmith = ">=0.1.125,<1.0.0"
 numpy = {version = ">=2.1.0", markers = "python_version >= \"3.13\""}
 pydantic-settings = ">=2.10.1,<3.0.0"
@@ -2111,88 +2125,90 @@ tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10.0.0"
 
 [[package]]
 name = "langchain-core"
-version = "0.3.77"
+version = "1.2.11"
 description = "Building applications with LLMs through composability"
 optional = false
-python-versions = "<4.0.0,>=3.9.0"
+python-versions = "<4.0.0,>=3.10.0"
 groups = ["main"]
 files = [
-    {file = "langchain_core-0.3.77-py3-none-any.whl", hash = "sha256:9966dfe3d8365847c5fb85f97dd20e3e21b1904ae87cfd9d362b7196fb516637"},
-    {file = "langchain_core-0.3.77.tar.gz", hash = "sha256:1d6f2ad6bb98dd806c6c66a822fa93808d821e9f0348b28af0814b3a149830e7"},
+    {file = "langchain_core-1.2.11-py3-none-any.whl", hash = "sha256:ae11ceb8dda60d0b9d09e763116e592f1683327c17be5b715f350fd29aee65d3"},
+    {file = "langchain_core-1.2.11.tar.gz", hash = "sha256:f164bb36602dd74a3a50c1334fca75309ad5ed95767acdfdbb9fa95ce28a1e01"},
 ]
 
 [package.dependencies]
 jsonpatch = ">=1.33.0,<2.0.0"
 langsmith = ">=0.3.45,<1.0.0"
-packaging = ">=23.2.0,<26.0.0"
+packaging = ">=23.2.0"
 pydantic = ">=2.7.4,<3.0.0"
-PyYAML = ">=5.3.0,<7.0.0"
+pyyaml = ">=5.3.0,<7.0.0"
 tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10.0.0"
 typing-extensions = ">=4.7.0,<5.0.0"
+uuid-utils = ">=0.12.0,<1.0"
 
 [[package]]
 name = "langchain-experimental"
-version = "0.3.4"
+version = "0.4.1"
 description = "Building applications with LLMs through composability"
 optional = false
-python-versions = "<4.0,>=3.9"
+python-versions = "<4.0,>=3.10"
 groups = ["main"]
 files = [
-    {file = "langchain_experimental-0.3.4-py3-none-any.whl", hash = "sha256:2e587306aea36b60fa5e5fc05dc7281bee9f60a806f0bf9d30916e0ee096af80"},
-    {file = "langchain_experimental-0.3.4.tar.gz", hash = "sha256:937c4259ee4a639c618d19acf0e2c5c2898ef127050346edc5655259aa281a21"},
+    {file = "langchain_experimental-0.4.1-py3-none-any.whl", hash = "sha256:b6ee2f42b50aaadb45e581439ecf5ee50f3a6a0986d52e74d1e64721309e387d"},
+    {file = "langchain_experimental-0.4.1.tar.gz", hash = "sha256:ab6b19a0b98fbc15225fbfcf096176fec339b7e3e930bcf328bb717985fc1da5"},
 ]
 
 [package.dependencies]
-langchain-community = ">=0.3.0,<0.4.0"
-langchain-core = ">=0.3.28,<0.4.0"
+langchain-community = ">=0.4.0,<1.0.0"
+langchain-core = ">=1.0.0,<2.0.0"
 
 [[package]]
 name = "langchain-openai"
-version = "0.3.27"
+version = "1.1.9"
 description = "An integration package connecting OpenAI and LangChain"
 optional = false
-python-versions = ">=3.9"
+python-versions = "<4.0.0,>=3.10.0"
 groups = ["main"]
 files = [
-    {file = "langchain_openai-0.3.27-py3-none-any.whl", hash = "sha256:efe636c3523978c44adc41cf55c8b3766c05c77547982465884d1258afe705df"},
-    {file = "langchain_openai-0.3.27.tar.gz", hash = "sha256:5d5a55adbff739274dfc3a4102925771736f893758f63679b64ae62fed79ca30"},
+    {file = "langchain_openai-1.1.9-py3-none-any.whl", hash = "sha256:ca2482b136c45fb67c0db84a9817de675e0eb8fb2203a33914c1b7a96f273940"},
+    {file = "langchain_openai-1.1.9.tar.gz", hash = "sha256:fdee25dcf4b0685d8e2f59856f4d5405431ef9e04ab53afe19e2e8360fed8234"},
 ]
 
 [package.dependencies]
-langchain-core = ">=0.3.66,<1.0.0"
-openai = ">=1.86.0,<2.0.0"
-tiktoken = ">=0.7,<1"
+langchain-core = ">=1.2.11,<2.0.0"
+openai = ">=1.109.1,<3.0.0"
+tiktoken = ">=0.7.0,<1.0.0"
 
 [[package]]
 name = "langchain-text-splitters"
-version = "0.3.11"
+version = "1.1.0"
 description = "LangChain text splitting utilities"
 optional = false
-python-versions = ">=3.9"
+python-versions = "<4.0.0,>=3.10.0"
 groups = ["main"]
 files = [
-    {file = "langchain_text_splitters-0.3.11-py3-none-any.whl", hash = "sha256:cf079131166a487f1372c8ab5d0bfaa6c0a4291733d9c43a34a16ac9bcd6a393"},
-    {file = "langchain_text_splitters-0.3.11.tar.gz", hash = "sha256:7a50a04ada9a133bbabb80731df7f6ddac51bc9f1b9cab7fa09304d71d38a6cc"},
+    {file = "langchain_text_splitters-1.1.0-py3-none-any.whl", hash = "sha256:f00341fe883358786104a5f881375ac830a4dd40253ecd42b4c10536c6e4693f"},
+    {file = "langchain_text_splitters-1.1.0.tar.gz", hash = "sha256:75e58acb7585dc9508f3cd9d9809cb14751283226c2d6e21fb3a9ae57582ca22"},
 ]
 
 [package.dependencies]
-langchain-core = ">=0.3.75,<2.0.0"
+langchain-core = ">=1.2.0,<2.0.0"
 
 [[package]]
 name = "langfuse"
-version = "3.6.1"
+version = "3.14.1"
 description = "A client library for accessing langfuse"
 optional = false
-python-versions = "<4.0,>=3.9"
+python-versions = "<4.0,>=3.10"
 groups = ["main"]
 files = [
-    {file = "langfuse-3.6.1-py3-none-any.whl", hash = "sha256:134e0007fcfdd9fb70b491c882bb431c8095b3f5cc5e865756f46a2abd3675a2"},
-    {file = "langfuse-3.6.1.tar.gz", hash = "sha256:eac27ee5bbd8d05e7d665e822e0efb36766b20fe281930ff040f47eb22cc1b69"},
+    {file = "langfuse-3.14.1-py3-none-any.whl", hash = "sha256:17bed605dbfc9947cbd1738a715f6d27c1b80b6da9f2946586171958fa5820d0"},
+    {file = "langfuse-3.14.1.tar.gz", hash = "sha256:404a6104cd29353d7829aa417ec46565b04917e5599afdda96c5b0865f4bc991"},
 ]
 
 [package.dependencies]
 backoff = ">=1.10.0"
 httpx = ">=0.15.4,<1.0"
+openai = ">=0.27.8"
 opentelemetry-api = ">=1.33.1,<2.0.0"
 opentelemetry-exporter-otlp-proto-http = ">=1.33.1,<2.0.0"
 opentelemetry-sdk = ">=1.33.1,<2.0.0"
@@ -2201,9 +2217,73 @@ pydantic = ">=1.10.7,<3.0"
 requests = ">=2,<3"
 wrapt = ">=1.14,<2.0"
 
-[package.extras]
-langchain = ["langchain (>=0.0.309)"]
-openai = ["openai (>=0.27.8)"]
+[[package]]
+name = "langgraph"
+version = "1.0.8"
+description = "Building stateful, multi-actor applications with LLMs"
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+files = [
+    {file = "langgraph-1.0.8-py3-none-any.whl", hash = "sha256:da737177c024caad7e5262642bece4f54edf4cba2c905a1d1338963f41cf0904"},
+    {file = "langgraph-1.0.8.tar.gz", hash = "sha256:2630fc578846995114fd659f8b14df9eff5a4e78c49413f67718725e88ceb544"},
+]
+
+[package.dependencies]
+langchain-core = ">=0.1"
+langgraph-checkpoint = ">=2.1.0,<5.0.0"
+langgraph-prebuilt = ">=1.0.7,<1.1.0"
+langgraph-sdk = ">=0.3.0,<0.4.0"
+pydantic = ">=2.7.4"
+xxhash = ">=3.5.0"
+
+[[package]]
+name = "langgraph-checkpoint"
+version = "3.0.1"
+description = "Library with base interfaces for LangGraph checkpoint savers."
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+files = [
+    {file = "langgraph_checkpoint-3.0.1-py3-none-any.whl", hash = "sha256:9b04a8d0edc0474ce4eaf30c5d731cee38f11ddff50a6177eead95b5c4e4220b"},
+    {file = "langgraph_checkpoint-3.0.1.tar.gz", hash = "sha256:59222f875f85186a22c494aedc65c4e985a3df27e696e5016ba0b98a5ed2cee0"},
+]
+
+[package.dependencies]
+langchain-core = ">=0.2.38"
+ormsgpack = ">=1.12.0"
+
+[[package]]
+name = "langgraph-prebuilt"
+version = "1.0.7"
+description = "Library with high-level APIs for creating and executing LangGraph agents and tools."
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+files = [
+    {file = "langgraph_prebuilt-1.0.7-py3-none-any.whl", hash = "sha256:e14923516504405bb5edc3977085bc9622c35476b50c1808544490e13871fe7c"},
+    {file = "langgraph_prebuilt-1.0.7.tar.gz", hash = "sha256:38e097e06de810de4d0e028ffc0e432bb56d1fb417620fb1dfdc76c5e03e4bf9"},
+]
+
+[package.dependencies]
+langchain-core = ">=1.0.0"
+langgraph-checkpoint = ">=2.1.0,<5.0.0"
+
+[[package]]
+name = "langgraph-sdk"
+version = "0.3.5"
+description = "SDK for interacting with LangGraph API"
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+files = [
+    {file = "langgraph_sdk-0.3.5-py3-none-any.whl", hash = "sha256:bcfa1dcbddadb604076ce46f5e08969538735e5ac47fa863d4fac5a512dab5c9"},
+    {file = "langgraph_sdk-0.3.5.tar.gz", hash = "sha256:64669e9885a908578eed921ef9a8e52b8d0cd38db1e3e5d6d299d4e6f8830ac0"},
+]
+
+[package.dependencies]
+httpx = ">=0.25.2"
+orjson = ">=3.10.1"
 
 [[package]]
 name = "langsmith"
@@ -2238,7 +2318,7 @@ version = "3.0.0"
 description = "Python port of markdown-it. Markdown parsing, done right!"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "markdown-it-py-3.0.0.tar.gz", hash = "sha256:e3f60a94fa066dc52ec76661e37c851cb232d92f9886b15cb560aaada2df8feb"},
     {file = "markdown_it_py-3.0.0-py3-none-any.whl", hash = "sha256:355216845c60bd96232cd8d8c40e8f9765cc86f46880e43a8fd22dc1a1a8cab1"},
@@ -2259,14 +2339,14 @@ testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
 
 [[package]]
 name = "marshmallow"
-version = "3.26.1"
+version = "3.26.2"
 description = "A lightweight library for converting complex datatypes to and from native Python datatypes."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "marshmallow-3.26.1-py3-none-any.whl", hash = "sha256:3350409f20a70a7e4e11a27661187b77cdcaeb20abca41c1454fe33636bea09c"},
-    {file = "marshmallow-3.26.1.tar.gz", hash = "sha256:e6d8affb6cb61d39d26402096dc0aee12d5a26d490a121f118d2e81dc0719dc6"},
+    {file = "marshmallow-3.26.2-py3-none-any.whl", hash = "sha256:013fa8a3c4c276c24d26d84ce934dc964e2aa794345a0f8c7e5a7191482c8a73"},
+    {file = "marshmallow-3.26.2.tar.gz", hash = "sha256:bbe2adb5a03e6e3571b573f42527c6fe926e17467833660bebd11593ab8dfd57"},
 ]
 
 [package.dependencies]
@@ -2283,7 +2363,7 @@ version = "0.7.0"
 description = "McCabe checker, plugin for flake8"
 optional = false
 python-versions = ">=3.6"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "mccabe-0.7.0-py2.py3-none-any.whl", hash = "sha256:6c2d30ab6be0e4a46919781807b4f0d834ebdd6c6e3dca0bda5a15f863427b6e"},
     {file = "mccabe-0.7.0.tar.gz", hash = "sha256:348e0240c33b60bbdf4e523192ef919f28cb2c3d7d5c7794f74009290f236325"},
@@ -2295,7 +2375,7 @@ version = "0.1.2"
 description = "Markdown URL utilities"
 optional = false
 python-versions = ">=3.7"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "mdurl-0.1.2-py3-none-any.whl", hash = "sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8"},
     {file = "mdurl-0.1.2.tar.gz", hash = "sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba"},
@@ -2445,7 +2525,7 @@ version = "1.1.0"
 description = "Type system extensions for programs checked with the mypy type checker."
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev"]
+groups = ["main", "lint"]
 files = [
     {file = "mypy_extensions-1.1.0-py3-none-any.whl", hash = "sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505"},
     {file = "mypy_extensions-1.1.0.tar.gz", hash = "sha256:52e68efc3284861e772bbcd66823fde5ae21fd2fdb51c62a211403730b916558"},
@@ -2593,14 +2673,14 @@ sympy = "*"
 
 [[package]]
 name = "openai"
-version = "1.93.1"
+version = "1.109.1"
 description = "The official Python library for the openai API"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 files = [
-    {file = "openai-1.93.1-py3-none-any.whl", hash = "sha256:a2c2946c4f21346d4902311a7440381fd8a33466ee7ca688133d1cad29a9357c"},
-    {file = "openai-1.93.1.tar.gz", hash = "sha256:11eb8932965d0f79ecc4cb38a60a0c4cef4bcd5fcf08b99fc9a399fa5f1e50ab"},
+    {file = "openai-1.109.1-py3-none-any.whl", hash = "sha256:6bcaf57086cf59159b8e27447e4e7dd019db5d29a438072fbd49c290c7e65315"},
+    {file = "openai-1.109.1.tar.gz", hash = "sha256:d173ed8dbca665892a6db099b4a2dfac624f94d20a93f46eb0b56aae940ed869"},
 ]
 
 [package.dependencies]
@@ -2614,7 +2694,7 @@ tqdm = ">4"
 typing-extensions = ">=4.11,<5"
 
 [package.extras]
-aiohttp = ["aiohttp", "httpx-aiohttp (>=0.1.6)"]
+aiohttp = ["aiohttp", "httpx-aiohttp (>=0.1.8)"]
 datalib = ["numpy (>=1)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)"]
 realtime = ["websockets (>=13,<16)"]
 voice-helpers = ["numpy (>=2.0.2)", "sounddevice (>=0.5.1)"]
@@ -2726,7 +2806,6 @@ description = "Fast, correct Python JSON library supporting dataclasses, datetim
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "platform_python_implementation != \"PyPy\""
 files = [
     {file = "orjson-3.10.18-cp310-cp310-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:a45e5d68066b408e4bc383b6e4ef05e717c65219a9e1390abc6155a520cac402"},
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@@ -2802,13 +2881,72 @@ files = [
     {file = "orjson-3.10.18.tar.gz", hash = "sha256:e8da3947d92123eda795b68228cafe2724815621fe35e8e320a9e9593a4bcd53"},
 ]
 
+[[package]]
+name = "ormsgpack"
+version = "1.12.2"
+description = "Fast, correct Python msgpack library supporting dataclasses, datetimes, and numpy"
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+files = [
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+    {file = "ormsgpack-1.12.2.tar.gz", hash = "sha256:944a2233640273bee67521795a73cf1e959538e0dfb7ac635505010455e53b33"},
+]
+
 [[package]]
 name = "packaging"
 version = "24.2"
 description = "Core utilities for Python packages"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev"]
+groups = ["main", "lint", "test"]
 files = [
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@@ -2820,7 +2958,7 @@ version = "0.12.1"
 description = "Utility library for gitignore style pattern matching of file paths."
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
+groups = ["lint"]
 files = [
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@@ -2832,7 +2970,7 @@ version = "6.1.1"
 description = "Python Build Reasonableness"
 optional = false
 python-versions = ">=2.6"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "pbr-6.1.1-py2.py3-none-any.whl", hash = "sha256:38d4daea5d9fa63b3f626131b9d34947fd0c8be9b05a29276870580050a25a76"},
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@@ -2847,7 +2985,7 @@ version = "0.15.1"
 description = "Check PEP-8 naming conventions, plugin for flake8"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
+groups = ["lint"]
 files = [
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@@ -2862,7 +3000,7 @@ version = "4.3.8"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
+groups = ["lint"]
 files = [
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@@ -2879,7 +3017,7 @@ version = "1.6.0"
 description = "plugin and hook calling mechanisms for python"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
+groups = ["test"]
 files = [
     {file = "pluggy-1.6.0-py3-none-any.whl", hash = "sha256:e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746"},
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@@ -2999,23 +3137,23 @@ files = [
 
 [[package]]
 name = "protobuf"
-version = "5.29.5"
+version = "5.29.6"
 description = ""
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 files = [
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 ]
 
 [[package]]
@@ -3024,7 +3162,7 @@ version = "2.14.0"
 description = "Python style guide checker"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "pycodestyle-2.14.0-py2.py3-none-any.whl", hash = "sha256:dd6bf7cb4ee77f8e016f9c8e74a35ddd9f67e1d5fd4184d86c3b98e07099f42d"},
     {file = "pycodestyle-2.14.0.tar.gz", hash = "sha256:c4b5b517d278089ff9d0abdec919cd97262a3367449ea1c8b49b91529167b783"},
@@ -3206,7 +3344,7 @@ version = "6.3.0"
 description = "Python docstring style checker"
 optional = false
 python-versions = ">=3.6"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "pydocstyle-6.3.0-py3-none-any.whl", hash = "sha256:118762d452a49d6b05e194ef344a55822987a462831ade91ec5c06fd2169d019"},
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@@ -3224,7 +3362,7 @@ version = "3.4.0"
 description = "passive checker of Python programs"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "pyflakes-3.4.0-py2.py3-none-any.whl", hash = "sha256:f742a7dbd0d9cb9ea41e9a24a918996e8170c799fa528688d40dd582c8265f4f"},
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@@ -3236,7 +3374,7 @@ version = "2.19.2"
 description = "Pygments is a syntax highlighting package written in Python."
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
+groups = ["lint", "test"]
 files = [
     {file = "pygments-2.19.2-py3-none-any.whl", hash = "sha256:86540386c03d588bb81d44bc3928634ff26449851e99741617ecb9037ee5ec0b"},
     {file = "pygments-2.19.2.tar.gz", hash = "sha256:636cb2477cec7f8952536970bc533bc43743542f70392ae026374600add5b887"},
@@ -3285,7 +3423,7 @@ version = "8.4.2"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
+groups = ["test"]
 files = [
     {file = "pytest-8.4.2-py3-none-any.whl", hash = "sha256:872f880de3fc3a5bdc88a11b39c9710c3497a547cfa9320bc3c5e62fbf272e79"},
     {file = "pytest-8.4.2.tar.gz", hash = "sha256:86c0d0b93306b961d58d62a4db4879f27fe25513d4b969df351abdddb3c30e01"},
@@ -3307,7 +3445,7 @@ version = "1.2.0"
 description = "Pytest support for asyncio"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
+groups = ["test"]
 files = [
     {file = "pytest_asyncio-1.2.0-py3-none-any.whl", hash = "sha256:8e17ae5e46d8e7efe51ab6494dd2010f4ca8dae51652aa3c8d55acf50bfb2e99"},
     {file = "pytest_asyncio-1.2.0.tar.gz", hash = "sha256:c609a64a2a8768462d0c99811ddb8bd2583c33fd33cf7f21af1c142e824ffb57"},
@@ -3373,14 +3511,14 @@ requests-toolbelt = ">=0.6.0"
 
 [[package]]
 name = "python-multipart"
-version = "0.0.20"
+version = "0.0.22"
 description = "A streaming multipart parser for Python"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.10"
 groups = ["main"]
 files = [
-    {file = "python_multipart-0.0.20-py3-none-any.whl", hash = "sha256:8a62d3a8335e06589fe01f2a3e178cdcc632f3fbe0d492ad9ee0ec35aab1f104"},
-    {file = "python_multipart-0.0.20.tar.gz", hash = "sha256:8dd0cab45b8e23064ae09147625994d090fa46f5b0d1e13af944c331a7fa9d13"},
+    {file = "python_multipart-0.0.22-py3-none-any.whl", hash = "sha256:2b2cd894c83d21bf49d702499531c7bafd057d730c201782048f7945d82de155"},
+    {file = "python_multipart-0.0.22.tar.gz", hash = "sha256:7340bef99a7e0032613f56dc36027b959fd3b30a787ed62d310e951f7c3a3a58"},
 ]
 
 [[package]]
@@ -3389,7 +3527,7 @@ version = "0.1.10"
 description = "A Fast, spec compliant Python 3.12+ tokenizer that runs on older Pythons."
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "pytokens-0.1.10-py3-none-any.whl", hash = "sha256:db7b72284e480e69fb085d9f251f66b3d2df8b7166059261258ff35f50fb711b"},
     {file = "pytokens-0.1.10.tar.gz", hash = "sha256:c9a4bfa0be1d26aebce03e6884ba454e842f186a59ea43a6d3b25af58223c044"},
@@ -3404,7 +3542,7 @@ version = "6.0.3"
 description = "YAML parser and emitter for Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev"]
+groups = ["main", "lint"]
 files = [
     {file = "PyYAML-6.0.3-cp38-cp38-macosx_10_13_x86_64.whl", hash = "sha256:c2514fceb77bc5e7a2f7adfaa1feb2fb311607c9cb518dbc378688ec73d8292f"},
     {file = "PyYAML-6.0.3-cp38-cp38-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:9c57bb8c96f6d1808c030b1687b9b5fb476abaa47f0db9c0101f5e9f394e97f4"},
@@ -3483,31 +3621,33 @@ files = [
 
 [[package]]
 name = "rag-core-lib"
-version = "v3.4.0"
+version = "4.2.0"
 description = "The rag-core-lib contains the shared components of at least two of the rag libs."
 optional = false
-python-versions = "^3.13"
+python-versions = "<4.0,>=3.13"
 groups = ["main"]
-files = []
-develop = false
+files = [
+    {file = "rag_core_lib-4.2.0-py3-none-any.whl", hash = "sha256:e9f771f20c43ce0d8500544a836674b7a44c09319dcb68c5ed5cf5d40bd762bd"},
+    {file = "rag_core_lib-4.2.0.tar.gz", hash = "sha256:a4f74f9dacde93d0c98da6c839a098d1a7f2feb6c38865c2b3c31b1782b0d732"},
+]
 
 [package.dependencies]
-deprecated = "^1.2.18"
-flashrank = "^0.2.10"
-langchain = "^0.3.25"
-langchain-community = "0.3.30"
-langchain-core = "0.3.77"
-langchain-openai = "^0.3.27"
-langfuse = "3.6.1"
-oauthlib = "^3.2.2"
-openai = "^1.77.0"
-pydantic = "^2.11.4"
-pydantic-settings = "^2.2.1"
-requests-oauthlib = "^2.0.0"
-
-[package.source]
-type = "directory"
-url = "../rag-core-lib"
+boto3 = ">=1.38.10,<2.0.0"
+deprecated = ">=1.2.18,<2.0.0"
+filelock = ">=3.20.3,<4.0.0"
+flashrank = ">=0.2.10,<0.3.0"
+langchain = ">=1.0.8,<2.0.0"
+langchain-community = ">=0.4.1,<0.5.0"
+langchain-core = ">=1.0.7,<2.0.0"
+langchain-openai = ">=1.0.3,<2.0.0"
+langfuse = ">=3.10.1,<4.0.0"
+langgraph-checkpoint = ">=3.0.0,<4.0.0"
+marshmallow = ">=3.26.2,<4.0.0"
+oauthlib = ">=3.2.2,<4.0.0"
+openai = ">=1.77.0,<2.0.0"
+pydantic = ">=2.11.4,<3.0.0"
+pydantic-settings = ">=2.2.1,<3.0.0"
+requests-oauthlib = ">=2.0.0,<3.0.0"
 
 [[package]]
 name = "redis"
@@ -3692,7 +3832,7 @@ version = "14.0.0"
 description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
 optional = false
 python-versions = ">=3.8.0"
-groups = ["dev"]
+groups = ["lint"]
 files = [
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@@ -3729,7 +3869,7 @@ version = "80.9.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
+groups = ["lint"]
 files = [
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@@ -3774,7 +3914,7 @@ version = "3.0.1"
 description = "This package provides 32 stemmers for 30 languages generated from Snowball algorithms."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*"
-groups = ["dev"]
+groups = ["lint"]
 files = [
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@@ -3900,7 +4040,7 @@ version = "5.4.1"
 description = "Manage dynamic plugins for Python applications"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
+groups = ["lint"]
 files = [
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@@ -4107,16 +4247,48 @@ h2 = ["h2 (>=4,<5)"]
 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
 zstd = ["zstandard (>=0.18.0)"]
 
+[[package]]
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+description = "Fast, drop-in replacement for Python's uuid module, powered by Rust."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
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+
 [[package]]
 name = "uvicorn"
-version = "0.37.0"
+version = "0.40.0"
 description = "The lightning-fast ASGI server."
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
 groups = ["main"]
 files = [
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 ]
 
 [package.dependencies]
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+python-versions = ">=3.7"
+groups = ["main"]
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+    {file = "xxhash-3.6.0-pp311-pypy311_pp73-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:c6dc31591899f5e5666f04cc2e529e69b4072827085c1ef15294d91a004bc1bd"},
+    {file = "xxhash-3.6.0-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:15e0dac10eb9309508bfc41f7f9deaa7755c69e35af835db9cb10751adebc35d"},
+    {file = "xxhash-3.6.0.tar.gz", hash = "sha256:f0162a78b13a0d7617b2845b90c763339d1f1d82bb04a4b07f4ab535cc5e05d6"},
+]
+
 [[package]]
 name = "yarl"
 version = "1.20.1"
@@ -4470,4 +4792,4 @@ cffi = ["cffi (>=1.11)"]
 [metadata]
 lock-version = "2.1"
 python-versions = "^3.13"
-content-hash = "d9b526bd19d83df6d2c353e1b04c94fce718940072678bfaae6ec95a7a3bb6d2"
+content-hash = "bdfafb083025e1c83e2d139ad4ba1469c7540e9961402be5a95ddeb6c2a47c42"
diff --git a/libs/extractor-api-lib/poetry.lock b/libs/extractor-api-lib/poetry.lock
index 7dd8e4ee..729e0b72 100644
--- a/libs/extractor-api-lib/poetry.lock
+++ b/libs/extractor-api-lib/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 2.1.2 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.2.1 and should not be changed by hand.
 
 [[package]]
 name = "accelerate"
@@ -3146,8 +3146,11 @@ files = [
     {file = "lxml-5.4.0-cp36-cp36m-win_amd64.whl", hash = "sha256:7ce1a171ec325192c6a636b64c94418e71a1964f56d002cc28122fceff0b6121"},
     {file = "lxml-5.4.0-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:795f61bcaf8770e1b37eec24edf9771b307df3af74d1d6f27d812e15a9ff3872"},
     {file = "lxml-5.4.0-cp37-cp37m-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:29f451a4b614a7b5b6c2e043d7b64a15bd8304d7e767055e8ab68387a8cacf4e"},
+    {file = "lxml-5.4.0-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:891f7f991a68d20c75cb13c5c9142b2a3f9eb161f1f12a9489c82172d1f133c0"},
     {file = "lxml-5.4.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4aa412a82e460571fad592d0f93ce9935a20090029ba08eca05c614f99b0cc92"},
+    {file = "lxml-5.4.0-cp37-cp37m-manylinux_2_28_aarch64.whl", hash = "sha256:ac7ba71f9561cd7d7b55e1ea5511543c0282e2b6450f122672a2694621d63b7e"},
     {file = "lxml-5.4.0-cp37-cp37m-manylinux_2_28_x86_64.whl", hash = "sha256:c5d32f5284012deaccd37da1e2cd42f081feaa76981f0eaa474351b68df813c5"},
+    {file = "lxml-5.4.0-cp37-cp37m-musllinux_1_2_aarch64.whl", hash = "sha256:ce31158630a6ac85bddd6b830cffd46085ff90498b397bd0a259f59d27a12188"},
     {file = "lxml-5.4.0-cp37-cp37m-musllinux_1_2_x86_64.whl", hash = "sha256:31e63621e073e04697c1b2d23fcb89991790eef370ec37ce4d5d469f40924ed6"},
     {file = "lxml-5.4.0-cp37-cp37m-win32.whl", hash = "sha256:be2ba4c3c5b7900246a8f866580700ef0d538f2ca32535e991027bdaba944063"},
     {file = "lxml-5.4.0-cp37-cp37m-win_amd64.whl", hash = "sha256:09846782b1ef650b321484ad429217f5154da4d6e786636c38e434fa32e94e49"},
diff --git a/libs/rag-core-api/poetry.lock b/libs/rag-core-api/poetry.lock
index 36d0b5bf..8bbacdd2 100644
--- a/libs/rag-core-api/poetry.lock
+++ b/libs/rag-core-api/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 2.1.2 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.2.1 and should not be changed by hand.
 
 [[package]]
 name = "aiofiles"
@@ -6,7 +6,7 @@ version = "25.1.0"
 description = "File support for asyncio."
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
+groups = ["main", "lint"]
 files = [
     {file = "aiofiles-25.1.0-py3-none-any.whl", hash = "sha256:abe311e527c862958650f9438e859c1fa7568a141b22abcd015e120e86a85695"},
     {file = "aiofiles-25.1.0.tar.gz", hash = "sha256:a8d728f0a29de45dc521f18f07297428d56992a742f0cd2701ba86e44d23d5b2"},
@@ -177,7 +177,7 @@ version = "4.9.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
 python-versions = ">=3.9"
-groups = ["main", "dev"]
+groups = ["main", "lint"]
 files = [
     {file = "anyio-4.9.0-py3-none-any.whl", hash = "sha256:9f76d541cad6e36af7beb62e978876f3b41e3e04f2c1fbf0884604c0a9c4d93c"},
     {file = "anyio-4.9.0.tar.gz", hash = "sha256:673c0c244e15788651a4ff38710fea9675823028a6f08a5eda409e0c9840a028"},
@@ -204,25 +204,13 @@ files = [
     {file = "appdirs-1.4.4.tar.gz", hash = "sha256:7d5d0167b2b1ba821647616af46a749d1c653740dd0d2415100fe26e27afdf41"},
 ]
 
-[[package]]
-name = "astor"
-version = "0.8.1"
-description = "Read/rewrite/write Python ASTs"
-optional = false
-python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
-groups = ["dev"]
-files = [
-    {file = "astor-0.8.1-py2.py3-none-any.whl", hash = "sha256:070a54e890cefb5b3739d19f30f5a5ec840ffc9c50ffa7d23cc9fc1a38ebbfc5"},
-    {file = "astor-0.8.1.tar.gz", hash = "sha256:6a6effda93f4e1ce9f618779b2dd1d9d84f1e32812c23a29b3fff6fd7f63fa5e"},
-]
-
 [[package]]
 name = "astpretty"
 version = "3.0.0"
 description = "Pretty print the output of python stdlib `ast.parse`."
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "astpretty-3.0.0-py2.py3-none-any.whl", hash = "sha256:15bfd47593667169485a1fa7938b8de9445b11057d6f2b6e214b2f70667f94b6"},
     {file = "astpretty-3.0.0.tar.gz", hash = "sha256:b08c95f32e5994454ea99882ff3c4a0afc8254c38998a0ed4b479dba448dc581"},
@@ -234,7 +222,7 @@ version = "0.2.2"
 description = "Python decorator for async properties."
 optional = false
 python-versions = "*"
-groups = ["dev"]
+groups = ["main", "lint"]
 files = [
     {file = "async_property-0.2.2-py2.py3-none-any.whl", hash = "sha256:8924d792b5843994537f8ed411165700b27b2bd966cefc4daeefc1253442a9d7"},
     {file = "async_property-0.2.2.tar.gz", hash = "sha256:17d9bd6ca67e27915a75d92549df64b5c7174e9dc806b30a3934dc4ff0506380"},
@@ -246,7 +234,7 @@ version = "25.3.0"
 description = "Classes Without Boilerplate"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev"]
+groups = ["main", "lint"]
 files = [
     {file = "attrs-25.3.0-py3-none-any.whl", hash = "sha256:427318ce031701fea540783410126f03899a97ffc6f61596ad581ac2e40e3bc3"},
     {file = "attrs-25.3.0.tar.gz", hash = "sha256:75d7cefc7fb576747b2c81b4442d4d4a1ce0900973527c011d1030fd3bf4af1b"},
@@ -278,7 +266,7 @@ version = "1.8.6"
 description = "Security oriented static analyser for python code."
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "bandit-1.8.6-py3-none-any.whl", hash = "sha256:3348e934d736fcdb68b6aa4030487097e23a501adf3e7827b63658df464dddd0"},
     {file = "bandit-1.8.6.tar.gz", hash = "sha256:dbfe9c25fc6961c2078593de55fd19f2559f9e45b99f1272341f5b95dea4e56b"},
@@ -303,7 +291,7 @@ version = "25.9.0"
 description = "The uncompromising code formatter."
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "black-25.9.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:ce41ed2614b706fd55fd0b4a6909d06b5bab344ffbfadc6ef34ae50adba3d4f7"},
     {file = "black-25.9.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:2ab0ce111ef026790e9b13bd216fa7bc48edd934ffc4cbf78808b235793cbc92"},
@@ -343,13 +331,53 @@ d = ["aiohttp (>=3.10)"]
 jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
 uvloop = ["uvloop (>=0.15.2)"]
 
+[[package]]
+name = "boto3"
+version = "1.42.46"
+description = "The AWS SDK for Python"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "boto3-1.42.46-py3-none-any.whl", hash = "sha256:679cf4930e559621653bbd1439cf6e93b138cbaf46e36e5d7d95319999b7a356"},
+    {file = "boto3-1.42.46.tar.gz", hash = "sha256:c8c82ab34dd8d2d4d93a562d0e75fca164efa644651d3ccddb0f4aa88a481b38"},
+]
+
+[package.dependencies]
+botocore = ">=1.42.46,<1.43.0"
+jmespath = ">=0.7.1,<2.0.0"
+s3transfer = ">=0.16.0,<0.17.0"
+
+[package.extras]
+crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
+
+[[package]]
+name = "botocore"
+version = "1.42.46"
+description = "Low-level, data-driven core of boto 3."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "botocore-1.42.46-py3-none-any.whl", hash = "sha256:f7459fcf586f38a3b0a242a172d3332141c770a3f5767bbb21e79d810db95d75"},
+    {file = "botocore-1.42.46.tar.gz", hash = "sha256:fc290b33aba6e271f627c4f46b8bcebfa1a94e19157d396732da417404158c01"},
+]
+
+[package.dependencies]
+jmespath = ">=0.7.1,<2.0.0"
+python-dateutil = ">=2.1,<3.0.0"
+urllib3 = {version = ">=1.25.4,<2.2.0 || >2.2.0,<3", markers = "python_version >= \"3.10\""}
+
+[package.extras]
+crt = ["awscrt (==0.29.2)"]
+
 [[package]]
 name = "certifi"
 version = "2025.6.15"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.7"
-groups = ["main", "dev"]
+groups = ["main", "lint"]
 files = [
     {file = "certifi-2025.6.15-py3-none-any.whl", hash = "sha256:2e0c7ce7cb5d8f8634ca55d2ba7e6ec2689a2fd6537d8dec1296a477a4910057"},
     {file = "certifi-2025.6.15.tar.gz", hash = "sha256:d747aa5a8b9bbbb1bb8c22bb13e22bd1f18e9796defa16bab421f7f7a317323b"},
@@ -361,7 +389,7 @@ version = "1.17.1"
 description = "Foreign Function Interface for Python calling C code."
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev"]
+groups = ["main", "lint"]
 files = [
     {file = "cffi-1.17.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:df8b1c11f177bc2313ec4b2d46baec87a5f3e71fc8b45dab2ee7cae86d9aba14"},
     {file = "cffi-1.17.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8f2cdc858323644ab277e9bb925ad72ae0e67f69e804f4898c070998d50b1a67"},
@@ -431,7 +459,7 @@ files = [
     {file = "cffi-1.17.1-cp39-cp39-win_amd64.whl", hash = "sha256:d016c76bdd850f3c626af19b0542c9677ba156e4ee4fccfdd7848803533ef662"},
     {file = "cffi-1.17.1.tar.gz", hash = "sha256:1c39c6016c32bc48dd54561950ebd6836e1670f2ae46128f67cf49e789c52824"},
 ]
-markers = {main = "platform_python_implementation == \"PyPy\"", dev = "platform_python_implementation != \"PyPy\""}
+markers = {lint = "platform_python_implementation != \"PyPy\""}
 
 [package.dependencies]
 pycparser = "*"
@@ -442,7 +470,7 @@ version = "3.4.2"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
 python-versions = ">=3.7"
-groups = ["main", "dev"]
+groups = ["main", "lint"]
 files = [
     {file = "charset_normalizer-3.4.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:7c48ed483eb946e6c04ccbe02c6b4d1d48e51944b6db70f697e089c193404941"},
     {file = "charset_normalizer-3.4.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b2d318c11350e10662026ad0eb71bb51c7812fc8590825304ae0bdd4ac283acd"},
@@ -544,7 +572,7 @@ version = "8.2.1"
 description = "Composable command line interface toolkit"
 optional = false
 python-versions = ">=3.10"
-groups = ["main", "dev"]
+groups = ["main", "lint"]
 files = [
     {file = "click-8.2.1-py3-none-any.whl", hash = "sha256:61a3265b914e850b85317d0b3109c7f8cd35a670f963866005d6ef1d5175a12b"},
     {file = "click-8.2.1.tar.gz", hash = "sha256:27c491cc05d968d271d5a1db13e3b5a184636d9d930f148c50b038f0d0646202"},
@@ -559,12 +587,12 @@ version = "0.4.6"
 description = "Cross-platform colored terminal text."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
-groups = ["main", "dev"]
-markers = "platform_system == \"Windows\" or sys_platform == \"win32\""
+groups = ["main", "lint", "test"]
 files = [
     {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
     {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
 ]
+markers = {main = "platform_system == \"Windows\" or sys_platform == \"win32\"", lint = "platform_system == \"Windows\"", test = "sys_platform == \"win32\""}
 
 [[package]]
 name = "coloredlogs"
@@ -590,7 +618,7 @@ version = "7.10.7"
 description = "Code coverage measurement for Python"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
+groups = ["test"]
 files = [
     {file = "coverage-7.10.7-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:fc04cc7a3db33664e0c2d10eb8990ff6b3536f6842c9590ae8da4c614b9ed05a"},
     {file = "coverage-7.10.7-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:e201e015644e207139f7e2351980feb7040e6f4b2c2978892f3e3789d1c125e5"},
@@ -707,7 +735,7 @@ version = "45.0.7"
 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
 optional = false
 python-versions = "!=3.9.0,!=3.9.1,>=3.7"
-groups = ["dev"]
+groups = ["main", "lint"]
 markers = "python_full_version >= \"3.14.0\" and platform_python_implementation != \"PyPy\""
 files = [
     {file = "cryptography-45.0.7-cp311-abi3-macosx_10_9_universal2.whl", hash = "sha256:3be4f21c6245930688bd9e162829480de027f8bf962ede33d4f8ba7d67a00cee"},
@@ -768,7 +796,7 @@ version = "46.0.0"
 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
 optional = false
 python-versions = "!=3.9.0,!=3.9.1,>=3.8"
-groups = ["dev"]
+groups = ["main", "lint"]
 markers = "python_version == \"3.13\" or platform_python_implementation == \"PyPy\""
 files = [
     {file = "cryptography-46.0.0-cp311-abi3-macosx_10_9_universal2.whl", hash = "sha256:c9c4121f9a41cc3d02164541d986f59be31548ad355a5c96ac50703003c50fb7"},
@@ -858,44 +886,45 @@ typing-inspect = ">=0.4.0,<1"
 
 [[package]]
 name = "datasets"
-version = "3.6.0"
+version = "4.5.0"
 description = "HuggingFace community-driven open-source library of datasets"
 optional = false
 python-versions = ">=3.9.0"
 groups = ["main"]
 files = [
-    {file = "datasets-3.6.0-py3-none-any.whl", hash = "sha256:25000c4a2c0873a710df127d08a202a06eab7bf42441a6bc278b499c2f72cd1b"},
-    {file = "datasets-3.6.0.tar.gz", hash = "sha256:1b2bf43b19776e2787e181cfd329cb0ca1a358ea014780c3581e0f276375e041"},
+    {file = "datasets-4.5.0-py3-none-any.whl", hash = "sha256:b5d7e08096ffa407dd69e58b1c0271c9b2506140839b8d99af07375ad31b6726"},
+    {file = "datasets-4.5.0.tar.gz", hash = "sha256:00c698ce1c2452e646cc5fad47fef39d3fe78dd650a8a6eb205bb45eb63cd500"},
 ]
 
 [package.dependencies]
-dill = ">=0.3.0,<0.3.9"
+dill = ">=0.3.0,<0.4.1"
 filelock = "*"
-fsspec = {version = ">=2023.1.0,<=2025.3.0", extras = ["http"]}
-huggingface-hub = ">=0.24.0"
-multiprocess = "<0.70.17"
+fsspec = {version = ">=2023.1.0,<=2025.10.0", extras = ["http"]}
+httpx = "<1.0.0"
+huggingface-hub = ">=0.25.0,<2.0"
+multiprocess = "<0.70.19"
 numpy = ">=1.17"
 packaging = "*"
 pandas = "*"
-pyarrow = ">=15.0.0"
+pyarrow = ">=21.0.0"
 pyyaml = ">=5.1"
 requests = ">=2.32.2"
 tqdm = ">=4.66.3"
 xxhash = "*"
 
 [package.extras]
-audio = ["librosa", "soundfile (>=0.12.1)", "soxr (>=0.4.0)"]
+audio = ["torch (>=2.8.0)", "torchcodec (>=0.6.0)"]
 benchmarks = ["tensorflow (==2.12.0)", "torch (==2.0.1)", "transformers (==4.30.1)"]
-dev = ["Pillow (>=9.4.0)", "absl-py", "aiohttp", "decorator", "elasticsearch (>=7.17.12,<8.0.0)", "faiss-cpu (>=1.8.0.post1)", "jax (>=0.3.14) ; sys_platform != \"win32\"", "jaxlib (>=0.3.14) ; sys_platform != \"win32\"", "joblib (<1.3.0)", "joblibspark", "librosa", "lz4", "moto[server]", "polars[timezone] (>=0.20.0)", "protobuf (<4.0.0)", "py7zr", "pyav", "pyspark (>=3.4)", "pytest", "pytest-datadir", "pytest-xdist", "rarfile (>=4.0)", "ruff (>=0.3.0)", "s3fs", "s3fs (>=2021.11.1)", "soundfile (>=0.12.1)", "soundfile (>=0.12.1)", "soxr (>=0.4.0)", "sqlalchemy", "tensorflow (>=2.16.0) ; python_version >= \"3.10\"", "tensorflow (>=2.6.0)", "tensorflow (>=2.6.0) ; python_version < \"3.10\"", "tiktoken", "torch", "torch (>=2.0.0)", "torchdata", "torchvision", "transformers", "transformers (>=4.42.0)", "zstandard"]
-docs = ["s3fs", "tensorflow (>=2.6.0)", "torch", "transformers"]
+dev = ["Pillow (>=9.4.0)", "absl-py", "aiohttp", "decorator", "elasticsearch (>=7.17.12,<8.0.0)", "faiss-cpu (>=1.8.0.post1)", "h5py", "jax (>=0.3.14) ; sys_platform != \"win32\"", "jaxlib (>=0.3.14) ; sys_platform != \"win32\"", "joblib (<1.3.0)", "joblibspark ; python_version < \"3.14\"", "lz4 ; python_version < \"3.14\"", "moto[server]", "nibabel (>=5.3.1)", "numba (>=0.56.4) ; python_version < \"3.14\"", "polars[timezone] (>=0.20.0)", "protobuf (<4.0.0)", "py7zr", "pylance", "pyspark (>=3.4)", "pytest", "pytest-datadir", "pytest-xdist", "rarfile (>=4.0)", "ruff (>=0.3.0)", "sqlalchemy", "tensorflow (>=2.16.0) ; python_version >= \"3.10\" and sys_platform != \"win32\" and python_version < \"3.14\"", "tensorflow (>=2.6.0)", "tensorflow (>=2.6.0) ; python_version < \"3.10\" and sys_platform != \"win32\"", "tiktoken", "torch", "torch (>=2.8.0)", "torchcodec (>=0.7.0) ; python_version < \"3.14\"", "torchdata", "transformers", "transformers (>=4.42.0)", "zstandard"]
+docs = ["tensorflow (>=2.6.0)", "torch", "transformers"]
 jax = ["jax (>=0.3.14)", "jaxlib (>=0.3.14)"]
+nibabel = ["ipyniivue (==2.4.2)", "nibabel (>=5.3.2)"]
 pdfs = ["pdfplumber (>=0.11.4)"]
 quality = ["ruff (>=0.3.0)"]
-s3 = ["s3fs"]
 tensorflow = ["tensorflow (>=2.6.0)"]
 tensorflow-gpu = ["tensorflow (>=2.6.0)"]
-tests = ["Pillow (>=9.4.0)", "absl-py", "aiohttp", "decorator", "elasticsearch (>=7.17.12,<8.0.0)", "faiss-cpu (>=1.8.0.post1)", "jax (>=0.3.14) ; sys_platform != \"win32\"", "jaxlib (>=0.3.14) ; sys_platform != \"win32\"", "joblib (<1.3.0)", "joblibspark", "librosa", "lz4", "moto[server]", "polars[timezone] (>=0.20.0)", "protobuf (<4.0.0)", "py7zr", "pyav", "pyspark (>=3.4)", "pytest", "pytest-datadir", "pytest-xdist", "rarfile (>=4.0)", "s3fs (>=2021.11.1)", "soundfile (>=0.12.1)", "soundfile (>=0.12.1)", "soxr (>=0.4.0)", "sqlalchemy", "tensorflow (>=2.16.0) ; python_version >= \"3.10\"", "tensorflow (>=2.6.0) ; python_version < \"3.10\"", "tiktoken", "torch (>=2.0.0)", "torchdata", "torchvision", "transformers (>=4.42.0)", "zstandard"]
-tests-numpy2 = ["Pillow (>=9.4.0)", "absl-py", "aiohttp", "decorator", "elasticsearch (>=7.17.12,<8.0.0)", "jax (>=0.3.14) ; sys_platform != \"win32\"", "jaxlib (>=0.3.14) ; sys_platform != \"win32\"", "joblib (<1.3.0)", "joblibspark", "lz4", "moto[server]", "polars[timezone] (>=0.20.0)", "protobuf (<4.0.0)", "py7zr", "pyav", "pyspark (>=3.4)", "pytest", "pytest-datadir", "pytest-xdist", "rarfile (>=4.0)", "s3fs (>=2021.11.1)", "soundfile (>=0.12.1)", "soundfile (>=0.12.1)", "soxr (>=0.4.0)", "sqlalchemy", "tiktoken", "torch (>=2.0.0)", "torchdata", "torchvision", "transformers (>=4.42.0)", "zstandard"]
+tests = ["Pillow (>=9.4.0)", "absl-py", "aiohttp", "decorator", "elasticsearch (>=7.17.12,<8.0.0)", "faiss-cpu (>=1.8.0.post1)", "h5py", "jax (>=0.3.14) ; sys_platform != \"win32\"", "jaxlib (>=0.3.14) ; sys_platform != \"win32\"", "joblib (<1.3.0)", "joblibspark ; python_version < \"3.14\"", "lz4 ; python_version < \"3.14\"", "moto[server]", "nibabel (>=5.3.1)", "numba (>=0.56.4) ; python_version < \"3.14\"", "polars[timezone] (>=0.20.0)", "protobuf (<4.0.0)", "py7zr", "pylance", "pyspark (>=3.4)", "pytest", "pytest-datadir", "pytest-xdist", "rarfile (>=4.0)", "sqlalchemy", "tensorflow (>=2.16.0) ; python_version >= \"3.10\" and sys_platform != \"win32\" and python_version < \"3.14\"", "tensorflow (>=2.6.0) ; python_version < \"3.10\" and sys_platform != \"win32\"", "tiktoken", "torch (>=2.8.0)", "torchcodec (>=0.7.0) ; python_version < \"3.14\"", "torchdata", "transformers (>=4.42.0)", "zstandard"]
+tests-numpy2 = ["Pillow (>=9.4.0)", "absl-py", "aiohttp", "decorator", "elasticsearch (>=7.17.12,<8.0.0)", "h5py", "jax (>=0.3.14) ; sys_platform != \"win32\"", "jaxlib (>=0.3.14) ; sys_platform != \"win32\"", "joblib (<1.3.0)", "joblibspark ; python_version < \"3.14\"", "lz4 ; python_version < \"3.14\"", "moto[server]", "nibabel (>=5.3.1)", "numba (>=0.56.4) ; python_version < \"3.14\"", "polars[timezone] (>=0.20.0)", "protobuf (<4.0.0)", "py7zr", "pylance", "pyspark (>=3.4)", "pytest", "pytest-datadir", "pytest-xdist", "rarfile (>=4.0)", "sqlalchemy", "tiktoken", "torch (>=2.8.0)", "torchcodec (>=0.7.0) ; python_version < \"3.14\"", "torchdata", "transformers (>=4.42.0)", "zstandard"]
 torch = ["torch"]
 vision = ["Pillow (>=9.4.0)"]
 
@@ -1010,7 +1039,7 @@ version = "2.1.0"
 description = "A library to handle automated deprecations"
 optional = false
 python-versions = "*"
-groups = ["dev"]
+groups = ["main", "lint"]
 files = [
     {file = "deprecation-2.1.0-py2.py3-none-any.whl", hash = "sha256:a10811591210e1fb0e768a8c25517cabeabcba6f0bf96564f8ff45189f90b14a"},
     {file = "deprecation-2.1.0.tar.gz", hash = "sha256:72b3bde64e5d778694b0cf68178aed03d15e15477116add3fb773e581f9518ff"},
@@ -1082,7 +1111,7 @@ version = "2.3.0"
 description = "Removes commented-out code."
 optional = false
 python-versions = "*"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "eradicate-2.3.0-py3-none-any.whl", hash = "sha256:2b29b3dd27171f209e4ddd8204b70c02f0682ae95eecb353f10e8d72b149c63e"},
     {file = "eradicate-2.3.0.tar.gz", hash = "sha256:06df115be3b87d0fc1c483db22a2ebb12bcf40585722810d809cc770f5031c37"},
@@ -1090,26 +1119,26 @@ files = [
 
 [[package]]
 name = "fastapi"
-version = "0.121.2"
+version = "0.128.1"
 description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "fastapi-0.121.2-py3-none-any.whl", hash = "sha256:f2d80b49a86a846b70cc3a03eb5ea6ad2939298bf6a7fe377aa9cd3dd079d358"},
-    {file = "fastapi-0.121.2.tar.gz", hash = "sha256:ca8e932b2b823ec1721c641e3669472c855ad9564a2854c9899d904c2848b8b9"},
+    {file = "fastapi-0.128.1-py3-none-any.whl", hash = "sha256:ee82146bbf91ea5bbf2bb8629e4c6e056c4fbd997ea6068501b11b15260b50fb"},
+    {file = "fastapi-0.128.1.tar.gz", hash = "sha256:ce5be4fa26d4ce6f54debcc873d1fb8e0e248f5c48d7502ba6c61457ab2dc766"},
 ]
 
 [package.dependencies]
 annotated-doc = ">=0.0.2"
-pydantic = ">=1.7.4,<1.8 || >1.8,<1.8.1 || >1.8.1,<2.0.0 || >2.0.0,<2.0.1 || >2.0.1,<2.1.0 || >2.1.0,<3.0.0"
-starlette = ">=0.40.0,<0.50.0"
+pydantic = ">=2.7.0"
+starlette = ">=0.40.0,<0.51.0"
 typing-extensions = ">=4.8.0"
 
 [package.extras]
 all = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.8)", "httpx (>=0.23.0,<1.0.0)", "itsdangerous (>=1.1.0)", "jinja2 (>=3.1.5)", "orjson (>=3.2.1)", "pydantic-extra-types (>=2.0.0)", "pydantic-settings (>=2.0.0)", "python-multipart (>=0.0.18)", "pyyaml (>=5.3.1)", "ujson (>=4.0.1,!=4.0.2,!=4.1.0,!=4.2.0,!=4.3.0,!=5.0.0,!=5.1.0)", "uvicorn[standard] (>=0.12.0)"]
-standard = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.8)", "httpx (>=0.23.0,<1.0.0)", "jinja2 (>=3.1.5)", "python-multipart (>=0.0.18)", "uvicorn[standard] (>=0.12.0)"]
-standard-no-fastapi-cloud-cli = ["email-validator (>=2.0.0)", "fastapi-cli[standard-no-fastapi-cloud-cli] (>=0.0.8)", "httpx (>=0.23.0,<1.0.0)", "jinja2 (>=3.1.5)", "python-multipart (>=0.0.18)", "uvicorn[standard] (>=0.12.0)"]
+standard = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.8)", "httpx (>=0.23.0,<1.0.0)", "jinja2 (>=3.1.5)", "pydantic-extra-types (>=2.0.0)", "pydantic-settings (>=2.0.0)", "python-multipart (>=0.0.18)", "uvicorn[standard] (>=0.12.0)"]
+standard-no-fastapi-cloud-cli = ["email-validator (>=2.0.0)", "fastapi-cli[standard-no-fastapi-cloud-cli] (>=0.0.8)", "httpx (>=0.23.0,<1.0.0)", "jinja2 (>=3.1.5)", "pydantic-extra-types (>=2.0.0)", "pydantic-settings (>=2.0.0)", "python-multipart (>=0.0.18)", "uvicorn[standard] (>=0.12.0)"]
 
 [[package]]
 name = "fastembed"
@@ -1137,28 +1166,23 @@ tqdm = ">=4.66,<5.0"
 
 [[package]]
 name = "filelock"
-version = "3.18.0"
+version = "3.20.3"
 description = "A platform independent file lock."
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
 groups = ["main"]
 files = [
-    {file = "filelock-3.18.0-py3-none-any.whl", hash = "sha256:c401f4f8377c4464e6db25fff06205fd89bdd83b65eb0488ed1b160f780e21de"},
-    {file = "filelock-3.18.0.tar.gz", hash = "sha256:adbc88eabb99d2fec8c9c1b229b171f18afa655400173ddc653d5d01501fb9f2"},
+    {file = "filelock-3.20.3-py3-none-any.whl", hash = "sha256:4b0dda527ee31078689fc205ec4f1c1bf7d56cf88b6dc9426c4f230e46c2dce1"},
+    {file = "filelock-3.20.3.tar.gz", hash = "sha256:18c57ee915c7ec61cff0ecf7f0f869936c7c30191bb0cf406f1341778d0834e1"},
 ]
 
-[package.extras]
-docs = ["furo (>=2024.8.6)", "sphinx (>=8.1.3)", "sphinx-autodoc-typehints (>=3)"]
-testing = ["covdefaults (>=2.3)", "coverage (>=7.6.10)", "diff-cover (>=9.2.1)", "pytest (>=8.3.4)", "pytest-asyncio (>=0.25.2)", "pytest-cov (>=6)", "pytest-mock (>=3.14)", "pytest-timeout (>=2.3.1)", "virtualenv (>=20.28.1)"]
-typing = ["typing-extensions (>=4.12.2) ; python_version < \"3.11\""]
-
 [[package]]
 name = "flake8"
 version = "7.3.0"
 description = "the modular source code checker: pep8 pyflakes and co"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8-7.3.0-py2.py3-none-any.whl", hash = "sha256:b9696257b9ce8beb888cdbe31cf885c90d31928fe202be0889a7cdafad32f01e"},
     {file = "flake8-7.3.0.tar.gz", hash = "sha256:fe044858146b9fc69b551a4b490d69cf960fcb78ad1edcb84e7fbb1b4a8e3872"},
@@ -1175,7 +1199,7 @@ version = "0.1.0"
 description = "A flake8 extension that checks for type annotations complexity"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8_annotations_complexity-0.1.0-py3-none-any.whl", hash = "sha256:102d75f5ba0c667cde9c563062f4e7c616ca84bf5bfdc9c1f960a2655133ce35"},
     {file = "flake8_annotations_complexity-0.1.0.tar.gz", hash = "sha256:98b86ef87de5331d2b61f3cf472dcf6b8ff1a5ddde46f78bc894b464f06e1414"},
@@ -1190,7 +1214,7 @@ version = "4.1.1"
 description = "Automated security testing with bandit and flake8."
 optional = false
 python-versions = ">=3.6"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8_bandit-4.1.1-py3-none-any.whl", hash = "sha256:4c8a53eb48f23d4ef1e59293657181a3c989d0077c9952717e98a0eace43e06d"},
     {file = "flake8_bandit-4.1.1.tar.gz", hash = "sha256:068e09287189cbfd7f986e92605adea2067630b75380c6b5733dab7d87f9a84e"},
@@ -1206,7 +1230,7 @@ version = "0.4.0"
 description = "flake8 plugin to call black as a code style validator"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8_black-0.4.0-py3-none-any.whl", hash = "sha256:288762d0c9ea065782d87eeecbcc20c69079d17fe1d0f0445f0eb0b0ffb80c39"},
     {file = "flake8_black-0.4.0.tar.gz", hash = "sha256:bf226868f695dee48d55ff6d7747e900709bfd6f605b7a378c70e711e3fc26cb"},
@@ -1225,7 +1249,7 @@ version = "24.12.12"
 description = "A plugin for flake8 finding likely bugs and design problems in your program. Contains warnings that don't belong in pyflakes and pycodestyle."
 optional = false
 python-versions = ">=3.8.1"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8_bugbear-24.12.12-py3-none-any.whl", hash = "sha256:1b6967436f65ca22a42e5373aaa6f2d87966ade9aa38d4baf2a1be550767545e"},
     {file = "flake8_bugbear-24.12.12.tar.gz", hash = "sha256:46273cef0a6b6ff48ca2d69e472f41420a42a46e24b2a8972e4f0d6733d12a64"},
@@ -1244,7 +1268,7 @@ version = "2.5.0"
 description = "Check for python builtins being used as variables or parameters"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8_builtins-2.5.0-py3-none-any.whl", hash = "sha256:8cac7c52c6f0708c0902b46b385bc7e368a9068965083796f1431c0d2e6550cf"},
     {file = "flake8_builtins-2.5.0.tar.gz", hash = "sha256:bdaa3dd823e4f5308c5e712d19fa5f69daa52781ea874f5ea9c3637bcf56faa6"},
@@ -1262,7 +1286,7 @@ version = "3.17.0"
 description = "A flake8 plugin to help you write better list/set/dict comprehensions."
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8_comprehensions-3.17.0-py3-none-any.whl", hash = "sha256:3943a9c6f2593c3bc5cc64106c2f89d63c6ecd49c8343597f8257b8fcfc8b0a2"},
     {file = "flake8_comprehensions-3.17.0.tar.gz", hash = "sha256:bf4fa102b2bf4d6c9e999e29e4b2724cbadffb70b937600fc782161be4dc0f4a"},
@@ -1277,7 +1301,7 @@ version = "1.7.0"
 description = "Extension for flake8 which uses pydocstyle to check docstrings"
 optional = false
 python-versions = ">=3.7"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8_docstrings-1.7.0-py2.py3-none-any.whl", hash = "sha256:51f2344026da083fc084166a9353f5082b01f72901df422f74b4d953ae88ac75"},
     {file = "flake8_docstrings-1.7.0.tar.gz", hash = "sha256:4c8cc748dc16e6869728699e5d0d685da9a10b0ea718e090b1ba088e67a941af"},
@@ -1293,7 +1317,7 @@ version = "0.0.8"
 description = "Flake8 plugin to enforce Unix/Linux EOL consistency"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8-eol-0.0.8.tar.gz", hash = "sha256:a12d836aef941de299984d6c7c4be58ab5d0953507bc68da3e15f09fee0a5e66"},
     {file = "flake8_eol-0.0.8-py3-none-any.whl", hash = "sha256:85759779b32250385cef6d97dd98abae61ec3619f93725857393f948702f06a5"},
@@ -1308,7 +1332,7 @@ version = "1.5.0"
 description = "Flake8 plugin to find commented out code"
 optional = false
 python-versions = ">=3.8,<4.0"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8_eradicate-1.5.0-py3-none-any.whl", hash = "sha256:18acc922ad7de623f5247c7d5595da068525ec5437dd53b22ec2259b96ce9d22"},
     {file = "flake8_eradicate-1.5.0.tar.gz", hash = "sha256:aee636cb9ecb5594a7cd92d67ad73eb69909e5cc7bd81710cf9d00970f3983a6"},
@@ -1325,7 +1349,7 @@ version = "0.0.1a0"
 description = "A flake8 plugin to identify commonly unhandled exceptions."
 optional = false
 python-versions = "*"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8_exceptions-0.0.1a0-py2.py3-none-any.whl", hash = "sha256:95b33f1491c794b872ca4f1fad5a7caa36b6a79e5c58fddec93e587816582907"},
     {file = "flake8_exceptions-0.0.1a0.tar.gz", hash = "sha256:824c402fcb82e9f4e45ab61eda2f0710202c61d55476f3123c0c27330abc01ed"},
@@ -1340,7 +1364,7 @@ version = "0.0.11"
 description = "A flake8 extension that checks expressions complexity"
 optional = false
 python-versions = ">=3.7"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8_expression_complexity-0.0.11-py3-none-any.whl", hash = "sha256:b56bac37f7dd5d3d102a7111c89f6579c2cbd897b868147794c9ed12aadc627c"},
     {file = "flake8_expression_complexity-0.0.11.tar.gz", hash = "sha256:4dd8909fecbc20f53814cdcef9d0b04f61532764278d9b6e8026686812e96631"},
@@ -1356,7 +1380,7 @@ version = "0.0.5"
 description = "flake8 extension that checks function order within a class"
 optional = false
 python-versions = ">=3.6"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8_function_order-0.0.5-py3-none-any.whl", hash = "sha256:58fd9cdf5584894318dd3949ce51b4000f28810adc053cb092f10911ffe9ec8e"},
     {file = "flake8_function_order-0.0.5.tar.gz", hash = "sha256:16185e1a126ddc7767add8e60616859e3364208fac3650b1c2c624f05c5e39dd"},
@@ -1372,7 +1396,7 @@ version = "2024.24.12"
 description = ""
 optional = false
 python-versions = "*"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8_logging_format-2024.24.12-py3-none-any.whl", hash = "sha256:7d93c2107354b10a05b1a0d8ccd3a9bfb793aee108007765114c958a7541d674"},
 ]
@@ -1387,7 +1411,7 @@ version = "1.3.3"
 description = "The package provides base classes and utils for flake8 plugin writing"
 optional = false
 python-versions = ">=3.6,<4.0"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8-plugin-utils-1.3.3.tar.gz", hash = "sha256:39f6f338d038b301c6fd344b06f2e81e382b68fa03c0560dff0d9b1791a11a2c"},
     {file = "flake8_plugin_utils-1.3.3-py3-none-any.whl", hash = "sha256:e4848c57d9d50f19100c2d75fa794b72df068666a9041b4b0409be923356a3ed"},
@@ -1399,7 +1423,7 @@ version = "1.2.3"
 description = "Flake8 plug-in loading the configuration from pyproject.toml"
 optional = false
 python-versions = ">= 3.6"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8_pyproject-1.2.3-py3-none-any.whl", hash = "sha256:6249fe53545205af5e76837644dc80b4c10037e73a0e5db87ff562d75fb5bd4a"},
 ]
@@ -1416,7 +1440,7 @@ version = "2.1.0"
 description = "A flake8 plugin checking common style issues or inconsistencies with pytest-based tests."
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8_pytest_style-2.1.0-py3-none-any.whl", hash = "sha256:a0d6dddcd533bfc13f19b8445907be0330c5e6ccf7090bcd9d5fa5a0b1b65e71"},
     {file = "flake8_pytest_style-2.1.0.tar.gz", hash = "sha256:fee6befdb5915d600ef24e38d48a077d0dcffb032945ae0169486e7ff8a1079a"},
@@ -1431,7 +1455,7 @@ version = "3.4.0"
 description = "Flake8 lint for quotes."
 optional = false
 python-versions = "*"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8-quotes-3.4.0.tar.gz", hash = "sha256:aad8492fb710a2d3eabe68c5f86a1428de650c8484127e14c43d0504ba30276c"},
 ]
@@ -1446,7 +1470,7 @@ version = "1.2.0"
 description = "Flake8 plugin that checks return values"
 optional = false
 python-versions = ">=3.6,<4.0"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8-return-1.2.0.tar.gz", hash = "sha256:68dfa56582cd704febd02ad86dcf5df67e38e0836d62f1ceae7930d76d3dd955"},
     {file = "flake8_return-1.2.0-py3-none-any.whl", hash = "sha256:1f07af12954ed03ebe2c2aac2418f78b55374e9929d4956109664588f31582a1"},
@@ -1457,18 +1481,17 @@ flake8-plugin-utils = ">=1.0,<2.0"
 
 [[package]]
 name = "flake8-simplify"
-version = "0.22.0"
+version = "0.30.0"
 description = "flake8 plugin which checks for code that can be simplified"
 optional = false
-python-versions = ">=3.6.1"
-groups = ["dev"]
+python-versions = ">=3.9.0"
+groups = ["lint"]
 files = [
-    {file = "flake8_simplify-0.22.0-py3-none-any.whl", hash = "sha256:812c65bf49d7857093750df71fc9c4a925fc192bfca14ecf04570e224f17581f"},
-    {file = "flake8_simplify-0.22.0.tar.gz", hash = "sha256:526421594d5815cf786a637c2a705223956f7e34872b6bb9f66c5ce3e28caaf9"},
+    {file = "flake8_simplify-0.30.0-py3-none-any.whl", hash = "sha256:c9f54a50d24780832a3f2bb7a687ef465b91f10d7cb4ea0845dff4b65d9c91f4"},
+    {file = "flake8_simplify-0.30.0.tar.gz", hash = "sha256:61bff74fab73884e1ec12e472d67e7e789043028ff858e5f9af389d392d65b82"},
 ]
 
 [package.dependencies]
-astor = ">=0.1"
 flake8 = ">=3.7"
 
 [[package]]
@@ -1477,7 +1500,7 @@ version = "4.12.0"
 description = "A flake8 plugin that helps you write tidier imports."
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8_tidy_imports-4.12.0-py3-none-any.whl", hash = "sha256:ab1e31a5ce07518a31c0a34cd92551f4c27639ae2c35a21364680a0318da312e"},
     {file = "flake8_tidy_imports-4.12.0.tar.gz", hash = "sha256:9254788c3b6862c2fcec0250d2dc9af089afebff9c5b8a8ac8b9525b059b06db"},
@@ -1492,7 +1515,7 @@ version = "0.2.0"
 description = "flake8 plugin which checks use of deprecated typing.List, typing.Dict, etc."
 optional = false
 python-versions = "*"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8_wot-0.2.0-py3-none-any.whl", hash = "sha256:4bd4f57204fbb13c33c34849ea763519e277293ff6e46a9e9ce7a5b801fab642"},
     {file = "flake8_wot-0.2.0.tar.gz", hash = "sha256:49368e90e9fb0dc04f65a441c1670e1ba631ca10458e8ebcc0382aa8215d598e"},
@@ -1692,40 +1715,6 @@ test-downstream = ["aiobotocore (>=2.5.4,<3.0.0)", "dask[dataframe,test]", "moto
 test-full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "cloudpickle", "dask", "distributed", "dropbox", "dropboxdrivefs", "fastparquet", "fusepy", "gcsfs", "jinja2", "kerchunk", "libarchive-c", "lz4", "notebook", "numpy", "ocifs", "pandas", "panel", "paramiko", "pyarrow", "pyarrow (>=1)", "pyftpdlib", "pygit2", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "python-snappy", "requests", "smbprotocol", "tqdm", "urllib3", "zarr", "zstandard"]
 tqdm = ["tqdm"]
 
-[[package]]
-name = "gitdb"
-version = "4.0.12"
-description = "Git Object Database"
-optional = false
-python-versions = ">=3.7"
-groups = ["main"]
-files = [
-    {file = "gitdb-4.0.12-py3-none-any.whl", hash = "sha256:67073e15955400952c6565cc3e707c554a4eea2e428946f7a4c162fab9bd9bcf"},
-    {file = "gitdb-4.0.12.tar.gz", hash = "sha256:5ef71f855d191a3326fcfbc0d5da835f26b13fbcba60c32c21091c349ffdb571"},
-]
-
-[package.dependencies]
-smmap = ">=3.0.1,<6"
-
-[[package]]
-name = "gitpython"
-version = "3.1.45"
-description = "GitPython is a Python library used to interact with Git repositories"
-optional = false
-python-versions = ">=3.7"
-groups = ["main"]
-files = [
-    {file = "gitpython-3.1.45-py3-none-any.whl", hash = "sha256:8908cb2e02fb3b93b7eb0f2827125cb699869470432cc885f019b8fd0fccff77"},
-    {file = "gitpython-3.1.45.tar.gz", hash = "sha256:85b0ee964ceddf211c41b9f27a49086010a190fd8132a24e21f362a4b36a791c"},
-]
-
-[package.dependencies]
-gitdb = ">=4.0.1,<5"
-
-[package.extras]
-doc = ["sphinx (>=7.1.2,<7.2)", "sphinx-autodoc-typehints", "sphinx_rtd_theme"]
-test = ["coverage[toml]", "ddt (>=1.1.1,!=1.4.3)", "mock ; python_version < \"3.8\"", "mypy", "pre-commit", "pytest (>=7.3.1)", "pytest-cov", "pytest-instafail", "pytest-mock", "pytest-sugar", "typing-extensions ; python_version < \"3.11\""]
-
 [[package]]
 name = "googleapis-common-protos"
 version = "1.70.0"
@@ -1883,7 +1872,7 @@ version = "0.16.0"
 description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev"]
+groups = ["main", "lint"]
 files = [
     {file = "h11-0.16.0-py3-none-any.whl", hash = "sha256:63cf8bbe7522de3bf65932fda1d9c2772064ffb3dae62d55932da54b31cb6c86"},
     {file = "h11-0.16.0.tar.gz", hash = "sha256:4e35b956cf45792e4caa5885e69fba00bdbc6ffafbfa020300e549b208ee5ff1"},
@@ -1945,7 +1934,7 @@ version = "1.0.9"
 description = "A minimal low-level HTTP client."
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev"]
+groups = ["main", "lint"]
 files = [
     {file = "httpcore-1.0.9-py3-none-any.whl", hash = "sha256:2d400746a40668fc9dec9810239072b40b4484b640a8c38fd654a024c7a1bf55"},
     {file = "httpcore-1.0.9.tar.gz", hash = "sha256:6e34463af53fd2ab5d807f399a9b45ea31c3dfa2276f15a2c3f00afff6e176e8"},
@@ -1967,7 +1956,7 @@ version = "0.28.1"
 description = "The next generation HTTP client."
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev"]
+groups = ["main", "lint"]
 files = [
     {file = "httpx-0.28.1-py3-none-any.whl", hash = "sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad"},
     {file = "httpx-0.28.1.tar.gz", hash = "sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc"},
@@ -2071,7 +2060,7 @@ version = "3.10"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
 python-versions = ">=3.6"
-groups = ["main", "dev"]
+groups = ["main", "lint"]
 files = [
     {file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"},
     {file = "idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9"},
@@ -2110,7 +2099,7 @@ version = "2.1.0"
 description = "brain-dead simple config-ini parsing"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev"]
+groups = ["test"]
 files = [
     {file = "iniconfig-2.1.0-py3-none-any.whl", hash = "sha256:9deba5723312380e77435581c6bf4935c94cbfab9b1ed33ef8d238ea168eb760"},
     {file = "iniconfig-2.1.0.tar.gz", hash = "sha256:3abbd2e30b36733fee78f9c7f7308f2d0050e88f0087fd25c2645f63c773e1c7"},
@@ -2271,6 +2260,18 @@ files = [
     {file = "jiter-0.10.0.tar.gz", hash = "sha256:07a7142c38aacc85194391108dc91b5b57093c978a9932bd86a36862759d9500"},
 ]
 
+[[package]]
+name = "jmespath"
+version = "1.1.0"
+description = "JSON Matching Expressions"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "jmespath-1.1.0-py3-none-any.whl", hash = "sha256:a5663118de4908c91729bea0acadca56526eb2698e83de10cd116ae0f4e97c64"},
+    {file = "jmespath-1.1.0.tar.gz", hash = "sha256:472c87d80f36026ae83c6ddd0f1d05d4e510134ed462851fd5f754c8c3cbb88d"},
+]
+
 [[package]]
 name = "jsonpatch"
 version = "1.33"
@@ -2304,7 +2305,7 @@ version = "1.5.6"
 description = "Implementation of JOSE Web standards"
 optional = false
 python-versions = ">= 3.8"
-groups = ["dev"]
+groups = ["main", "lint"]
 files = [
     {file = "jwcrypto-1.5.6-py3-none-any.whl", hash = "sha256:150d2b0ebbdb8f40b77f543fb44ffd2baeff48788be71f67f03566692fd55789"},
     {file = "jwcrypto-1.5.6.tar.gz", hash = "sha256:771a87762a0c081ae6166958a954f80848820b2ab066937dc8b8379d65b1b039"},
@@ -2316,30 +2317,25 @@ typing-extensions = ">=4.5.0"
 
 [[package]]
 name = "langchain"
-version = "0.3.27"
+version = "1.2.10"
 description = "Building applications with LLMs through composability"
 optional = false
-python-versions = "<4.0,>=3.9"
+python-versions = "<4.0.0,>=3.10.0"
 groups = ["main"]
 files = [
-    {file = "langchain-0.3.27-py3-none-any.whl", hash = "sha256:7b20c4f338826acb148d885b20a73a16e410ede9ee4f19bb02011852d5f98798"},
-    {file = "langchain-0.3.27.tar.gz", hash = "sha256:aa6f1e6274ff055d0fd36254176770f356ed0a8994297d1df47df341953cec62"},
+    {file = "langchain-1.2.10-py3-none-any.whl", hash = "sha256:e07a377204451fffaed88276b8193e894893b1003e25c5bca6539288ccca3698"},
+    {file = "langchain-1.2.10.tar.gz", hash = "sha256:bdcd7218d9c79a413cf15e106e4eb94408ac0963df9333ccd095b9ed43bf3be7"},
 ]
 
 [package.dependencies]
-langchain-core = ">=0.3.72,<1.0.0"
-langchain-text-splitters = ">=0.3.9,<1.0.0"
-langsmith = ">=0.1.17"
+langchain-core = ">=1.2.10,<2.0.0"
+langgraph = ">=1.0.8,<1.1.0"
 pydantic = ">=2.7.4,<3.0.0"
-PyYAML = ">=5.3"
-requests = ">=2,<3"
-SQLAlchemy = ">=1.4,<3"
 
 [package.extras]
 anthropic = ["langchain-anthropic"]
 aws = ["langchain-aws"]
 azure-ai = ["langchain-azure-ai"]
-cohere = ["langchain-cohere"]
 community = ["langchain-community"]
 deepseek = ["langchain-deepseek"]
 fireworks = ["langchain-fireworks"]
@@ -2354,24 +2350,61 @@ perplexity = ["langchain-perplexity"]
 together = ["langchain-together"]
 xai = ["langchain-xai"]
 
+[[package]]
+name = "langchain-classic"
+version = "1.0.1"
+description = "Building applications with LLMs through composability"
+optional = false
+python-versions = "<4.0.0,>=3.10.0"
+groups = ["main"]
+files = [
+    {file = "langchain_classic-1.0.1-py3-none-any.whl", hash = "sha256:131d83a02bb80044c68fedc1ab4ae885d5b8f8c2c742d8ab9e7534ad9cda8e80"},
+    {file = "langchain_classic-1.0.1.tar.gz", hash = "sha256:40a499684df36b005a1213735dc7f8dca8f5eb67978d6ec763e7a49780864fdc"},
+]
+
+[package.dependencies]
+langchain-core = ">=1.2.5,<2.0.0"
+langchain-text-splitters = ">=1.1.0,<2.0.0"
+langsmith = ">=0.1.17,<1.0.0"
+pydantic = ">=2.7.4,<3.0.0"
+pyyaml = ">=5.3.0,<7.0.0"
+requests = ">=2.0.0,<3.0.0"
+sqlalchemy = ">=1.4.0,<3.0.0"
+
+[package.extras]
+anthropic = ["langchain-anthropic"]
+aws = ["langchain-aws"]
+deepseek = ["langchain-deepseek"]
+fireworks = ["langchain-fireworks"]
+google-genai = ["langchain-google-genai"]
+google-vertexai = ["langchain-google-vertexai"]
+groq = ["langchain-groq"]
+huggingface = ["langchain-huggingface"]
+mistralai = ["langchain-mistralai"]
+ollama = ["langchain-ollama"]
+openai = ["langchain-openai"]
+perplexity = ["langchain-perplexity"]
+together = ["langchain-together"]
+xai = ["langchain-xai"]
+
 [[package]]
 name = "langchain-community"
-version = "0.3.30"
+version = "0.4.1"
 description = "Community contributed LangChain integrations."
 optional = false
-python-versions = "<4.0.0,>=3.9.0"
+python-versions = "<4.0.0,>=3.10.0"
 groups = ["main"]
 files = [
-    {file = "langchain_community-0.3.30-py3-none-any.whl", hash = "sha256:a49dcedbf8f320d9868d5944d0991c7bcc9f2182a602e5d5e872d315183c11c3"},
-    {file = "langchain_community-0.3.30.tar.gz", hash = "sha256:df68fbde7f7fa5142ab93b0cbc104916b12ab4163e200edd933ee93e67956ee9"},
+    {file = "langchain_community-0.4.1-py3-none-any.whl", hash = "sha256:2135abb2c7748a35c84613108f7ebf30f8505b18c3c18305ffaecfc7651f6c6a"},
+    {file = "langchain_community-0.4.1.tar.gz", hash = "sha256:f3b211832728ee89f169ddce8579b80a085222ddb4f4ed445a46e977d17b1e85"},
 ]
 
 [package.dependencies]
 aiohttp = ">=3.8.3,<4.0.0"
 dataclasses-json = ">=0.6.7,<0.7.0"
 httpx-sse = ">=0.4.0,<1.0.0"
-langchain = ">=0.3.27,<2.0.0"
-langchain-core = ">=0.3.75,<2.0.0"
+langchain-classic = ">=1.0.0,<2.0.0"
+langchain-core = ">=1.0.1,<2.0.0"
 langsmith = ">=0.1.125,<1.0.0"
 numpy = {version = ">=2.1.0", markers = "python_version >= \"3.13\""}
 pydantic-settings = ">=2.10.1,<3.0.0"
@@ -2382,92 +2415,93 @@ tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10.0.0"
 
 [[package]]
 name = "langchain-core"
-version = "0.3.77"
+version = "1.2.11"
 description = "Building applications with LLMs through composability"
 optional = false
-python-versions = "<4.0.0,>=3.9.0"
+python-versions = "<4.0.0,>=3.10.0"
 groups = ["main"]
 files = [
-    {file = "langchain_core-0.3.77-py3-none-any.whl", hash = "sha256:9966dfe3d8365847c5fb85f97dd20e3e21b1904ae87cfd9d362b7196fb516637"},
-    {file = "langchain_core-0.3.77.tar.gz", hash = "sha256:1d6f2ad6bb98dd806c6c66a822fa93808d821e9f0348b28af0814b3a149830e7"},
+    {file = "langchain_core-1.2.11-py3-none-any.whl", hash = "sha256:ae11ceb8dda60d0b9d09e763116e592f1683327c17be5b715f350fd29aee65d3"},
+    {file = "langchain_core-1.2.11.tar.gz", hash = "sha256:f164bb36602dd74a3a50c1334fca75309ad5ed95767acdfdbb9fa95ce28a1e01"},
 ]
 
 [package.dependencies]
 jsonpatch = ">=1.33.0,<2.0.0"
 langsmith = ">=0.3.45,<1.0.0"
-packaging = ">=23.2.0,<26.0.0"
+packaging = ">=23.2.0"
 pydantic = ">=2.7.4,<3.0.0"
-PyYAML = ">=5.3.0,<7.0.0"
+pyyaml = ">=5.3.0,<7.0.0"
 tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10.0.0"
 typing-extensions = ">=4.7.0,<5.0.0"
+uuid-utils = ">=0.12.0,<1.0"
 
 [[package]]
 name = "langchain-ollama"
-version = "0.3.10"
+version = "1.0.1"
 description = "An integration package connecting Ollama and LangChain"
 optional = false
-python-versions = "<4.0.0,>=3.9.0"
+python-versions = "<4.0.0,>=3.10.0"
 groups = ["main"]
 files = [
-    {file = "langchain_ollama-0.3.10-py3-none-any.whl", hash = "sha256:7550792872e8f86d362568e9ceb0f8085428bc59946c7b44e726358ba4b280f9"},
-    {file = "langchain_ollama-0.3.10.tar.gz", hash = "sha256:5d942d331c44351bae5c5c5965603ceb20b0ee4d70082290f4b15bc638559756"},
+    {file = "langchain_ollama-1.0.1-py3-none-any.whl", hash = "sha256:37eb939a4718a0255fe31e19fbb0def044746c717b01b97d397606ebc3e9b440"},
+    {file = "langchain_ollama-1.0.1.tar.gz", hash = "sha256:e37880c2f41cdb0895e863b1cfd0c2c840a117868b3f32e44fef42569e367443"},
 ]
 
 [package.dependencies]
-langchain-core = ">=0.3.76,<2.0.0"
-ollama = ">=0.5.3,<1.0.0"
+langchain-core = ">=1.0.0,<2.0.0"
+ollama = ">=0.6.0,<1.0.0"
 
 [[package]]
 name = "langchain-openai"
-version = "0.3.27"
+version = "1.1.9"
 description = "An integration package connecting OpenAI and LangChain"
 optional = false
-python-versions = ">=3.9"
+python-versions = "<4.0.0,>=3.10.0"
 groups = ["main"]
 files = [
-    {file = "langchain_openai-0.3.27-py3-none-any.whl", hash = "sha256:efe636c3523978c44adc41cf55c8b3766c05c77547982465884d1258afe705df"},
-    {file = "langchain_openai-0.3.27.tar.gz", hash = "sha256:5d5a55adbff739274dfc3a4102925771736f893758f63679b64ae62fed79ca30"},
+    {file = "langchain_openai-1.1.9-py3-none-any.whl", hash = "sha256:ca2482b136c45fb67c0db84a9817de675e0eb8fb2203a33914c1b7a96f273940"},
+    {file = "langchain_openai-1.1.9.tar.gz", hash = "sha256:fdee25dcf4b0685d8e2f59856f4d5405431ef9e04ab53afe19e2e8360fed8234"},
 ]
 
 [package.dependencies]
-langchain-core = ">=0.3.66,<1.0.0"
-openai = ">=1.86.0,<2.0.0"
-tiktoken = ">=0.7,<1"
+langchain-core = ">=1.2.11,<2.0.0"
+openai = ">=1.109.1,<3.0.0"
+tiktoken = ">=0.7.0,<1.0.0"
 
 [[package]]
 name = "langchain-qdrant"
-version = "0.2.1"
+version = "1.1.0"
 description = "An integration package connecting Qdrant and LangChain"
 optional = false
-python-versions = ">=3.9"
+python-versions = "<4.0.0,>=3.10.0"
 groups = ["main"]
 files = [
-    {file = "langchain_qdrant-0.2.1-py3-none-any.whl", hash = "sha256:d82637eae4828ca67ac806d722fc21b660617fdd5d7eef07b99249d0e7976c3b"},
-    {file = "langchain_qdrant-0.2.1.tar.gz", hash = "sha256:19d8cce3e305e87c32f3be6fdcca6b5acb595297695a4f373f233e7fda6a2b7c"},
+    {file = "langchain_qdrant-1.1.0-py3-none-any.whl", hash = "sha256:546c5c9aa57f543dbcee07343f730c331e4ec2af2ec55b541010af08d872bf35"},
+    {file = "langchain_qdrant-1.1.0.tar.gz", hash = "sha256:433236845736f973543ac6b7137f9d7fa511b7539373fbc6565c581d3ba59373"},
 ]
 
 [package.dependencies]
-langchain-core = ">=0.2.43,<0.3.0 || >0.3.0,<0.3.1 || >0.3.1,<0.3.2 || >0.3.2,<0.3.3 || >0.3.3,<0.3.4 || >0.3.4,<0.3.5 || >0.3.5,<0.3.6 || >0.3.6,<0.3.7 || >0.3.7,<0.3.8 || >0.3.8,<0.3.9 || >0.3.9,<0.3.10 || >0.3.10,<0.3.11 || >0.3.11,<0.3.12 || >0.3.12,<0.3.13 || >0.3.13,<0.3.14 || >0.3.14,<0.4.0"
+langchain-core = ">=1.0.0,<2.0.0"
 pydantic = ">=2.7.4,<3.0.0"
-qdrant-client = ">=1.10.1,<2.0.0"
+qdrant-client = ">=1.15.1,<2.0.0"
 
 [package.extras]
 fastembed = ["fastembed (>=0.3.3,<1.0.0) ; python_version < \"3.13\" and python_version >= \"3.9\""]
 
 [[package]]
 name = "langchain-text-splitters"
-version = "0.3.11"
+version = "1.1.0"
 description = "LangChain text splitting utilities"
 optional = false
-python-versions = ">=3.9"
+python-versions = "<4.0.0,>=3.10.0"
 groups = ["main"]
 files = [
-    {file = "langchain_text_splitters-0.3.11-py3-none-any.whl", hash = "sha256:cf079131166a487f1372c8ab5d0bfaa6c0a4291733d9c43a34a16ac9bcd6a393"},
-    {file = "langchain_text_splitters-0.3.11.tar.gz", hash = "sha256:7a50a04ada9a133bbabb80731df7f6ddac51bc9f1b9cab7fa09304d71d38a6cc"},
+    {file = "langchain_text_splitters-1.1.0-py3-none-any.whl", hash = "sha256:f00341fe883358786104a5f881375ac830a4dd40253ecd42b4c10536c6e4693f"},
+    {file = "langchain_text_splitters-1.1.0.tar.gz", hash = "sha256:75e58acb7585dc9508f3cd9d9809cb14751283226c2d6e21fb3a9ae57582ca22"},
 ]
 
 [package.dependencies]
-langchain-core = ">=0.3.75,<2.0.0"
+langchain-core = ">=1.2.0,<2.0.0"
 
 [[package]]
 name = "langdetect"
@@ -2486,19 +2520,20 @@ six = "*"
 
 [[package]]
 name = "langfuse"
-version = "3.6.1"
+version = "3.14.1"
 description = "A client library for accessing langfuse"
 optional = false
-python-versions = "<4.0,>=3.9"
+python-versions = "<4.0,>=3.10"
 groups = ["main"]
 files = [
-    {file = "langfuse-3.6.1-py3-none-any.whl", hash = "sha256:134e0007fcfdd9fb70b491c882bb431c8095b3f5cc5e865756f46a2abd3675a2"},
-    {file = "langfuse-3.6.1.tar.gz", hash = "sha256:eac27ee5bbd8d05e7d665e822e0efb36766b20fe281930ff040f47eb22cc1b69"},
+    {file = "langfuse-3.14.1-py3-none-any.whl", hash = "sha256:17bed605dbfc9947cbd1738a715f6d27c1b80b6da9f2946586171958fa5820d0"},
+    {file = "langfuse-3.14.1.tar.gz", hash = "sha256:404a6104cd29353d7829aa417ec46565b04917e5599afdda96c5b0865f4bc991"},
 ]
 
 [package.dependencies]
 backoff = ">=1.10.0"
 httpx = ">=0.15.4,<1.0"
+openai = ">=0.27.8"
 opentelemetry-api = ">=1.33.1,<2.0.0"
 opentelemetry-exporter-otlp-proto-http = ">=1.33.1,<2.0.0"
 opentelemetry-sdk = ">=1.33.1,<2.0.0"
@@ -2507,72 +2542,68 @@ pydantic = ">=1.10.7,<3.0"
 requests = ">=2,<3"
 wrapt = ">=1.14,<2.0"
 
-[package.extras]
-langchain = ["langchain (>=0.0.309)"]
-openai = ["openai (>=0.27.8)"]
-
 [[package]]
 name = "langgraph"
-version = "0.6.10"
+version = "1.0.8"
 description = "Building stateful, multi-actor applications with LLMs"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
 groups = ["main"]
 files = [
-    {file = "langgraph-0.6.10-py3-none-any.whl", hash = "sha256:b16baacd38895f6f4aa51e03b8a5b5f8695cff96fd0e8b637b725186ea27237c"},
-    {file = "langgraph-0.6.10.tar.gz", hash = "sha256:37457595ef3becebca94b3c4711a8bcd539b5eae7560f2cec409eae0d8113c59"},
+    {file = "langgraph-1.0.8-py3-none-any.whl", hash = "sha256:da737177c024caad7e5262642bece4f54edf4cba2c905a1d1338963f41cf0904"},
+    {file = "langgraph-1.0.8.tar.gz", hash = "sha256:2630fc578846995114fd659f8b14df9eff5a4e78c49413f67718725e88ceb544"},
 ]
 
 [package.dependencies]
 langchain-core = ">=0.1"
-langgraph-checkpoint = ">=2.1.0,<3.0.0"
-langgraph-prebuilt = ">=0.6.0,<0.7.0"
-langgraph-sdk = ">=0.2.2,<0.3.0"
+langgraph-checkpoint = ">=2.1.0,<5.0.0"
+langgraph-prebuilt = ">=1.0.7,<1.1.0"
+langgraph-sdk = ">=0.3.0,<0.4.0"
 pydantic = ">=2.7.4"
 xxhash = ">=3.5.0"
 
 [[package]]
 name = "langgraph-checkpoint"
-version = "2.1.0"
+version = "3.0.1"
 description = "Library with base interfaces for LangGraph checkpoint savers."
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
 groups = ["main"]
 files = [
-    {file = "langgraph_checkpoint-2.1.0-py3-none-any.whl", hash = "sha256:4cea3e512081da1241396a519cbfe4c5d92836545e2c64e85b6f5c34a1b8bc61"},
-    {file = "langgraph_checkpoint-2.1.0.tar.gz", hash = "sha256:cdaa2f0b49aa130ab185c02d82f02b40299a1fbc9ac59ac20cecce09642a1abe"},
+    {file = "langgraph_checkpoint-3.0.1-py3-none-any.whl", hash = "sha256:9b04a8d0edc0474ce4eaf30c5d731cee38f11ddff50a6177eead95b5c4e4220b"},
+    {file = "langgraph_checkpoint-3.0.1.tar.gz", hash = "sha256:59222f875f85186a22c494aedc65c4e985a3df27e696e5016ba0b98a5ed2cee0"},
 ]
 
 [package.dependencies]
 langchain-core = ">=0.2.38"
-ormsgpack = ">=1.10.0"
+ormsgpack = ">=1.12.0"
 
 [[package]]
 name = "langgraph-prebuilt"
-version = "0.6.4"
+version = "1.0.7"
 description = "Library with high-level APIs for creating and executing LangGraph agents and tools."
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
 groups = ["main"]
 files = [
-    {file = "langgraph_prebuilt-0.6.4-py3-none-any.whl", hash = "sha256:819f31d88b84cb2729ff1b79db2d51e9506b8fb7aaacfc0d359d4fe16e717344"},
-    {file = "langgraph_prebuilt-0.6.4.tar.gz", hash = "sha256:e9e53b906ee5df46541d1dc5303239e815d3ec551e52bb03dd6463acc79ec28f"},
+    {file = "langgraph_prebuilt-1.0.7-py3-none-any.whl", hash = "sha256:e14923516504405bb5edc3977085bc9622c35476b50c1808544490e13871fe7c"},
+    {file = "langgraph_prebuilt-1.0.7.tar.gz", hash = "sha256:38e097e06de810de4d0e028ffc0e432bb56d1fb417620fb1dfdc76c5e03e4bf9"},
 ]
 
 [package.dependencies]
-langchain-core = ">=0.3.67"
-langgraph-checkpoint = ">=2.1.0,<3.0.0"
+langchain-core = ">=1.0.0"
+langgraph-checkpoint = ">=2.1.0,<5.0.0"
 
 [[package]]
 name = "langgraph-sdk"
-version = "0.2.4"
+version = "0.3.5"
 description = "SDK for interacting with LangGraph API"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
 groups = ["main"]
 files = [
-    {file = "langgraph_sdk-0.2.4-py3-none-any.whl", hash = "sha256:b9dfbe77abc86ee6280b6d328320b7e1ca2b303b5fd89540dc5a28f780222cd1"},
-    {file = "langgraph_sdk-0.2.4.tar.gz", hash = "sha256:65c37fdb1d6f572deb7d5dda45aab79916c13c276a1e08b29309ae7729567a36"},
+    {file = "langgraph_sdk-0.3.5-py3-none-any.whl", hash = "sha256:bcfa1dcbddadb604076ce46f5e08969538735e5ac47fa863d4fac5a512dab5c9"},
+    {file = "langgraph_sdk-0.3.5.tar.gz", hash = "sha256:64669e9885a908578eed921ef9a8e52b8d0cd38db1e3e5d6d299d4e6f8830ac0"},
 ]
 
 [package.dependencies]
@@ -2631,7 +2662,7 @@ version = "3.0.0"
 description = "Python port of markdown-it. Markdown parsing, done right!"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev"]
+groups = ["main", "lint"]
 files = [
     {file = "markdown-it-py-3.0.0.tar.gz", hash = "sha256:e3f60a94fa066dc52ec76661e37c851cb232d92f9886b15cb560aaada2df8feb"},
     {file = "markdown_it_py-3.0.0-py3-none-any.whl", hash = "sha256:355216845c60bd96232cd8d8c40e8f9765cc86f46880e43a8fd22dc1a1a8cab1"},
@@ -2723,14 +2754,14 @@ files = [
 
 [[package]]
 name = "marshmallow"
-version = "3.26.1"
+version = "3.26.2"
 description = "A lightweight library for converting complex datatypes to and from native Python datatypes."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "marshmallow-3.26.1-py3-none-any.whl", hash = "sha256:3350409f20a70a7e4e11a27661187b77cdcaeb20abca41c1454fe33636bea09c"},
-    {file = "marshmallow-3.26.1.tar.gz", hash = "sha256:e6d8affb6cb61d39d26402096dc0aee12d5a26d490a121f118d2e81dc0719dc6"},
+    {file = "marshmallow-3.26.2-py3-none-any.whl", hash = "sha256:013fa8a3c4c276c24d26d84ce934dc964e2aa794345a0f8c7e5a7191482c8a73"},
+    {file = "marshmallow-3.26.2.tar.gz", hash = "sha256:bbe2adb5a03e6e3571b573f42527c6fe926e17467833660bebd11593ab8dfd57"},
 ]
 
 [package.dependencies]
@@ -2747,7 +2778,7 @@ version = "0.7.0"
 description = "McCabe checker, plugin for flake8"
 optional = false
 python-versions = ">=3.6"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "mccabe-0.7.0-py2.py3-none-any.whl", hash = "sha256:6c2d30ab6be0e4a46919781807b4f0d834ebdd6c6e3dca0bda5a15f863427b6e"},
     {file = "mccabe-0.7.0.tar.gz", hash = "sha256:348e0240c33b60bbdf4e523192ef919f28cb2c3d7d5c7794f74009290f236325"},
@@ -2759,7 +2790,7 @@ version = "0.1.2"
 description = "Markdown URL utilities"
 optional = false
 python-versions = ">=3.7"
-groups = ["main", "dev"]
+groups = ["main", "lint"]
 files = [
     {file = "mdurl-0.1.2-py3-none-any.whl", hash = "sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8"},
     {file = "mdurl-0.1.2.tar.gz", hash = "sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba"},
@@ -3033,7 +3064,7 @@ version = "1.1.0"
 description = "Type system extensions for programs checked with the mypy type checker."
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev"]
+groups = ["main", "lint"]
 files = [
     {file = "mypy_extensions-1.1.0-py3-none-any.whl", hash = "sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505"},
     {file = "mypy_extensions-1.1.0.tar.gz", hash = "sha256:52e68efc3284861e772bbcd66823fde5ae21fd2fdb51c62a211403730b916558"},
@@ -3051,6 +3082,54 @@ files = [
     {file = "nest_asyncio-1.6.0.tar.gz", hash = "sha256:6f172d5449aca15afd6c646851f4e31e02c598d553a667e38cafa997cfec55fe"},
 ]
 
+[[package]]
+name = "networkx"
+version = "3.6"
+description = "Python package for creating and manipulating graphs and networks"
+optional = false
+python-versions = ">=3.11"
+groups = ["main"]
+markers = "python_full_version >= \"3.14.0\" or platform_python_implementation == \"PyPy\""
+files = [
+    {file = "networkx-3.6-py3-none-any.whl", hash = "sha256:cdb395b105806062473d3be36458d8f1459a4e4b98e236a66c3a48996e07684f"},
+    {file = "networkx-3.6.tar.gz", hash = "sha256:285276002ad1f7f7da0f7b42f004bcba70d381e936559166363707fdad3d72ad"},
+]
+
+[package.extras]
+benchmarking = ["asv", "virtualenv"]
+default = ["matplotlib (>=3.8)", "numpy (>=1.25)", "pandas (>=2.0)", "scipy (>=1.11.2)"]
+developer = ["mypy (>=1.15)", "pre-commit (>=4.1)"]
+doc = ["intersphinx-registry", "myst-nb (>=1.1)", "numpydoc (>=1.8.0)", "pillow (>=10)", "pydata-sphinx-theme (>=0.16)", "sphinx (>=8.0)", "sphinx-gallery (>=0.18)", "texext (>=0.6.7)"]
+example = ["cairocffi (>=1.7)", "contextily (>=1.6)", "igraph (>=0.11)", "iplotx (>=0.9.0)", "momepy (>=0.7.2)", "osmnx (>=2.0.0)", "scikit-learn (>=1.5)", "seaborn (>=0.13)"]
+extra = ["lxml (>=4.6)", "pydot (>=3.0.1)", "pygraphviz (>=1.14)", "sympy (>=1.10)"]
+release = ["build (>=0.10)", "changelist (==0.5)", "twine (>=4.0)", "wheel (>=0.40)"]
+test = ["pytest (>=7.2)", "pytest-cov (>=4.0)", "pytest-xdist (>=3.0)"]
+test-extras = ["pytest-mpl", "pytest-randomly"]
+
+[[package]]
+name = "networkx"
+version = "3.6.1"
+description = "Python package for creating and manipulating graphs and networks"
+optional = false
+python-versions = "!=3.14.1,>=3.11"
+groups = ["main"]
+markers = "python_version == \"3.13\" and platform_python_implementation != \"PyPy\""
+files = [
+    {file = "networkx-3.6.1-py3-none-any.whl", hash = "sha256:d47fbf302e7d9cbbb9e2555a0d267983d2aa476bac30e90dfbe5669bd57f3762"},
+    {file = "networkx-3.6.1.tar.gz", hash = "sha256:26b7c357accc0c8cde558ad486283728b65b6a95d85ee1cd66bafab4c8168509"},
+]
+
+[package.extras]
+benchmarking = ["asv", "virtualenv"]
+default = ["matplotlib (>=3.8)", "numpy (>=1.25)", "pandas (>=2.0)", "scipy (>=1.11.2)"]
+developer = ["mypy (>=1.15)", "pre-commit (>=4.1)"]
+doc = ["intersphinx-registry", "myst-nb (>=1.1)", "numpydoc (>=1.8.0)", "pillow (>=10)", "pydata-sphinx-theme (>=0.16)", "sphinx (>=8.0)", "sphinx-gallery (>=0.18)", "texext (>=0.6.7)"]
+example = ["cairocffi (>=1.7)", "contextily (>=1.6)", "igraph (>=0.11)", "iplotx (>=0.9.0)", "momepy (>=0.7.2)", "osmnx (>=2.0.0)", "scikit-learn (>=1.5)", "seaborn (>=0.13)"]
+extra = ["lxml (>=4.6)", "pydot (>=3.0.1)", "pygraphviz (>=1.14)", "sympy (>=1.10)"]
+release = ["build (>=0.10)", "changelist (==0.5)", "twine (>=4.0)", "wheel (>=0.40)"]
+test = ["pytest (>=7.2)", "pytest-cov (>=4.0)", "pytest-xdist (>=3.0)"]
+test-extras = ["pytest-mpl", "pytest-randomly"]
+
 [[package]]
 name = "numpy"
 version = "2.3.1"
@@ -3131,14 +3210,14 @@ signedtoken = ["cryptography (>=3.0.0)", "pyjwt (>=2.0.0,<3)"]
 
 [[package]]
 name = "ollama"
-version = "0.5.3"
+version = "0.6.1"
 description = "The official Python client for Ollama."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 files = [
-    {file = "ollama-0.5.3-py3-none-any.whl", hash = "sha256:a8303b413d99a9043dbf77ebf11ced672396b59bec27e6d5db67c88f01b279d2"},
-    {file = "ollama-0.5.3.tar.gz", hash = "sha256:40b6dff729df3b24e56d4042fd9d37e231cee8e528677e0d085413a1d6692394"},
+    {file = "ollama-0.6.1-py3-none-any.whl", hash = "sha256:fc4c984b345735c5486faeee67d8a265214a31cbb828167782dc642ce0a2bf8c"},
+    {file = "ollama-0.6.1.tar.gz", hash = "sha256:478c67546836430034b415ed64fa890fd3d1ff91781a9d548b3325274e69d7c6"},
 ]
 
 [package.dependencies]
@@ -3393,53 +3472,61 @@ files = [
 
 [[package]]
 name = "ormsgpack"
-version = "1.10.0"
+version = "1.12.2"
 description = "Fast, correct Python msgpack library supporting dataclasses, datetimes, and numpy"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
 groups = ["main"]
 files = [
-    {file = "ormsgpack-1.10.0-cp310-cp310-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:8a52c7ce7659459f3dc8dec9fd6a6c76f855a0a7e2b61f26090982ac10b95216"},
-    {file = "ormsgpack-1.10.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:060f67fe927582f4f63a1260726d019204b72f460cf20930e6c925a1d129f373"},
-    {file = "ormsgpack-1.10.0-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:e7058ef6092f995561bf9f71d6c9a4da867b6cc69d2e94cb80184f579a3ceed5"},
-    {file = "ormsgpack-1.10.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:10f6f3509c1b0e51b15552d314b1d409321718122e90653122ce4b997f01453a"},
-    {file = "ormsgpack-1.10.0-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:51c1edafd5c72b863b1f875ec31c529f09c872a5ff6fe473b9dfaf188ccc3227"},
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-    {file = "ormsgpack-1.10.0-cp310-cp310-win_amd64.whl", hash = "sha256:3e666cb63030538fa5cd74b1e40cb55b6fdb6e2981f024997a288bf138ebad07"},
-    {file = "ormsgpack-1.10.0-cp311-cp311-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:4bb7df307e17b36cbf7959cd642c47a7f2046ae19408c564e437f0ec323a7775"},
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 description = "Core utilities for Python packages"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev"]
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 description = "Utility library for gitignore style pattern matching of file paths."
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
+groups = ["lint"]
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 description = "Python Build Reasonableness"
 optional = false
 python-versions = ">=2.6"
-groups = ["dev"]
+groups = ["lint"]
 files = [
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 description = "Check PEP-8 naming conventions, plugin for flake8"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
+groups = ["lint"]
 files = [
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 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
+groups = ["lint"]
 files = [
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 description = "plugin and hook calling mechanisms for python"
 optional = false
 python-versions = ">=3.9"
-groups = ["main", "dev"]
+groups = ["test"]
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+    {file = "pyarrow-23.0.0-cp314-cp314t-macosx_12_0_x86_64.whl", hash = "sha256:0800cc58a6d17d159df823f87ad66cefebf105b982493d4bad03ee7fab84b993"},
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+    {file = "pyarrow-23.0.0-cp314-cp314t-manylinux_2_28_x86_64.whl", hash = "sha256:bd5556c24622df90551063ea41f559b714aa63ca953db884cfb958559087a14e"},
+    {file = "pyarrow-23.0.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:54810f6e6afc4ffee7c2e0051b61722fbea9a4961b46192dcfae8ea12fa09059"},
+    {file = "pyarrow-23.0.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:14de7d48052cf4b0ed174533eafa3cfe0711b8076ad70bede32cf59f744f0d7c"},
+    {file = "pyarrow-23.0.0-cp314-cp314t-win_amd64.whl", hash = "sha256:427deac1f535830a744a4f04a6ac183a64fcac4341b3f618e693c41b7b98d2b0"},
+    {file = "pyarrow-23.0.0.tar.gz", hash = "sha256:180e3150e7edfcd182d3d9afba72f7cf19839a497cc76555a8dce998a8f67615"},
 ]
 
-[package.extras]
-test = ["cffi", "hypothesis", "pandas", "pytest", "pytz"]
-
 [[package]]
 name = "pycodestyle"
 version = "2.14.0"
 description = "Python style guide checker"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "pycodestyle-2.14.0-py2.py3-none-any.whl", hash = "sha256:dd6bf7cb4ee77f8e016f9c8e74a35ddd9f67e1d5fd4184d86c3b98e07099f42d"},
     {file = "pycodestyle-2.14.0.tar.gz", hash = "sha256:c4b5b517d278089ff9d0abdec919cd97262a3367449ea1c8b49b91529167b783"},
@@ -4047,12 +4126,12 @@ version = "2.22"
 description = "C parser in Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev"]
+groups = ["main", "lint"]
 files = [
     {file = "pycparser-2.22-py3-none-any.whl", hash = "sha256:c3702b6d3dd8c7abc1afa565d7e63d53a1d0bd86cdc24edd75470f4de499cfcc"},
     {file = "pycparser-2.22.tar.gz", hash = "sha256:491c8be9c040f5390f5bf44a5b07752bd07f56edf992381b05c701439eec10f6"},
 ]
-markers = {main = "platform_python_implementation == \"PyPy\"", dev = "platform_python_implementation != \"PyPy\""}
+markers = {lint = "platform_python_implementation != \"PyPy\""}
 
 [[package]]
 name = "pydantic"
@@ -4218,7 +4297,7 @@ version = "6.3.0"
 description = "Python docstring style checker"
 optional = false
 python-versions = ">=3.6"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "pydocstyle-6.3.0-py3-none-any.whl", hash = "sha256:118762d452a49d6b05e194ef344a55822987a462831ade91ec5c06fd2169d019"},
     {file = "pydocstyle-6.3.0.tar.gz", hash = "sha256:7ce43f0c0ac87b07494eb9c0b462c0b73e6ff276807f204d6b53edc72b7e44e1"},
@@ -4236,7 +4315,7 @@ version = "3.4.0"
 description = "passive checker of Python programs"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "pyflakes-3.4.0-py2.py3-none-any.whl", hash = "sha256:f742a7dbd0d9cb9ea41e9a24a918996e8170c799fa528688d40dd582c8265f4f"},
     {file = "pyflakes-3.4.0.tar.gz", hash = "sha256:b24f96fafb7d2ab0ec5075b7350b3d2d2218eab42003821c06344973d3ea2f58"},
@@ -4248,7 +4327,7 @@ version = "2.19.2"
 description = "Pygments is a syntax highlighting package written in Python."
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev"]
+groups = ["main", "lint", "test"]
 files = [
     {file = "pygments-2.19.2-py3-none-any.whl", hash = "sha256:86540386c03d588bb81d44bc3928634ff26449851e99741617ecb9037ee5ec0b"},
     {file = "pygments-2.19.2.tar.gz", hash = "sha256:636cb2477cec7f8952536970bc533bc43743542f70392ae026374600add5b887"},
@@ -4297,7 +4376,7 @@ version = "8.4.2"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.9"
-groups = ["main", "dev"]
+groups = ["test"]
 files = [
     {file = "pytest-8.4.2-py3-none-any.whl", hash = "sha256:872f880de3fc3a5bdc88a11b39c9710c3497a547cfa9320bc3c5e62fbf272e79"},
     {file = "pytest-8.4.2.tar.gz", hash = "sha256:86c0d0b93306b961d58d62a4db4879f27fe25513d4b969df351abdddb3c30e01"},
@@ -4319,7 +4398,7 @@ version = "0.26.0"
 description = "Pytest support for asyncio"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["test"]
 files = [
     {file = "pytest_asyncio-0.26.0-py3-none-any.whl", hash = "sha256:7b51ed894f4fbea1340262bdae5135797ebbe21d8638978e35d31c6d19f72fb0"},
     {file = "pytest_asyncio-0.26.0.tar.gz", hash = "sha256:c4df2a697648241ff39e7f0e4a73050b03f123f760673956cf0d72a4990e312f"},
@@ -4368,7 +4447,7 @@ version = "5.8.1"
 description = "python-keycloak is a Python package providing access to the Keycloak API."
 optional = false
 python-versions = "<4.0,>=3.9"
-groups = ["dev"]
+groups = ["main", "lint"]
 files = [
     {file = "python_keycloak-5.8.1-py3-none-any.whl", hash = "sha256:f80accf3e63b6c907f0f873ffac7a07705bd89d935520ba235259ba81b9ed864"},
     {file = "python_keycloak-5.8.1.tar.gz", hash = "sha256:b99a1efc7eb8715c3a7d915005728f8ba2ee03c81cdf12210c65ce794cd148ad"},
@@ -4389,7 +4468,7 @@ version = "0.0.9"
 description = "A streaming multipart parser for Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "python_multipart-0.0.9-py3-none-any.whl", hash = "sha256:97ca7b8ea7b05f977dc3849c3ba99d51689822fab725c3703af7c866a0c2b215"},
     {file = "python_multipart-0.0.9.tar.gz", hash = "sha256:03f54688c663f1b7977105f021043b0793151e4cb1c1a9d4a11fc13d622c4026"},
@@ -4404,7 +4483,7 @@ version = "0.1.10"
 description = "A Fast, spec compliant Python 3.12+ tokenizer that runs on older Pythons."
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "pytokens-0.1.10-py3-none-any.whl", hash = "sha256:db7b72284e480e69fb085d9f251f66b3d2df8b7166059261258ff35f50fb711b"},
     {file = "pytokens-0.1.10.tar.gz", hash = "sha256:c9a4bfa0be1d26aebce03e6884ba454e842f186a59ea43a6d3b25af58223c044"},
@@ -4458,7 +4537,7 @@ version = "6.0.3"
 description = "YAML parser and emitter for Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev"]
+groups = ["main", "lint"]
 files = [
     {file = "PyYAML-6.0.3-cp38-cp38-macosx_10_13_x86_64.whl", hash = "sha256:c2514fceb77bc5e7a2f7adfaa1feb2fb311607c9cb518dbc378688ec73d8292f"},
     {file = "PyYAML-6.0.3-cp38-cp38-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:9c57bb8c96f6d1808c030b1687b9b5fb476abaa47f0db9c0101f5e9f394e97f4"},
@@ -4562,69 +4641,77 @@ fastembed-gpu = ["fastembed-gpu (>=0.7,<0.8)"]
 
 [[package]]
 name = "rag-core-lib"
-version = "v3.4.0"
+version = "4.2.0"
 description = "The rag-core-lib contains the shared components of at least two of the rag libs."
 optional = false
-python-versions = "^3.13"
+python-versions = "<4.0,>=3.13"
 groups = ["main"]
-files = []
-develop = true
+files = [
+    {file = "rag_core_lib-4.2.0-py3-none-any.whl", hash = "sha256:e9f771f20c43ce0d8500544a836674b7a44c09319dcb68c5ed5cf5d40bd762bd"},
+    {file = "rag_core_lib-4.2.0.tar.gz", hash = "sha256:a4f74f9dacde93d0c98da6c839a098d1a7f2feb6c38865c2b3c31b1782b0d732"},
+]
 
 [package.dependencies]
-deprecated = "^1.2.18"
-flashrank = "^0.2.10"
-langchain = "^0.3.25"
-langchain-community = "0.3.30"
-langchain-core = "0.3.77"
-langchain-openai = "^0.3.27"
-langfuse = "3.6.1"
-oauthlib = "^3.2.2"
-openai = "^1.77.0"
-pydantic = "^2.11.4"
-pydantic-settings = "^2.2.1"
-requests-oauthlib = "^2.0.0"
-
-[package.source]
-type = "directory"
-url = "../rag-core-lib"
+boto3 = ">=1.38.10,<2.0.0"
+deprecated = ">=1.2.18,<2.0.0"
+filelock = ">=3.20.3,<4.0.0"
+flashrank = ">=0.2.10,<0.3.0"
+langchain = ">=1.0.8,<2.0.0"
+langchain-community = ">=0.4.1,<0.5.0"
+langchain-core = ">=1.0.7,<2.0.0"
+langchain-openai = ">=1.0.3,<2.0.0"
+langfuse = ">=3.10.1,<4.0.0"
+langgraph-checkpoint = ">=3.0.0,<4.0.0"
+marshmallow = ">=3.26.2,<4.0.0"
+oauthlib = ">=3.2.2,<4.0.0"
+openai = ">=1.77.0,<2.0.0"
+pydantic = ">=2.11.4,<3.0.0"
+pydantic-settings = ">=2.2.1,<3.0.0"
+requests-oauthlib = ">=2.0.0,<3.0.0"
 
 [[package]]
 name = "ragas"
-version = "0.3.2"
+version = "0.4.3"
 description = "Evaluation framework for RAG and LLM applications"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "ragas-0.3.2-py3-none-any.whl", hash = "sha256:ccf4447fdc6daf69b5fafb26d8baa5095e4194a4dc87091b2a118f68322e7f1b"},
-    {file = "ragas-0.3.2.tar.gz", hash = "sha256:a800a5326f0d5bfa086cf8832d4b1031e4b21ff063f83d7d9388ee36e1a93fe6"},
+    {file = "ragas-0.4.3-py3-none-any.whl", hash = "sha256:ef1d75f674c294e9a6e7d8e9ad261b6bf4697dad1c9cbd1a756ba7a6b4849a38"},
+    {file = "ragas-0.4.3.tar.gz", hash = "sha256:1eb1f61dbc8613ad014fdb8d630cbe9a1caec1ea01664a106993cb756128c001"},
 ]
 
 [package.dependencies]
 appdirs = "*"
-datasets = "*"
+datasets = ">=4.0.0"
 diskcache = ">=5.6.3"
-gitpython = "*"
 instructor = "*"
 langchain = "*"
 langchain-community = "*"
 langchain-core = "*"
 langchain_openai = "*"
 nest-asyncio = "*"
-numpy = "*"
+networkx = "*"
+numpy = ">=1.21.0,<3.0.0"
 openai = ">=1.0.0"
 pillow = ">=10.4.0"
 pydantic = ">=2.0.0"
 rich = "*"
+scikit-network = "*"
 tiktoken = "*"
 tqdm = "*"
 typer = "*"
 
 [package.extras]
+ag-ui = ["ag-ui-protocol (>=0.1.9)", "httpx (>=0.27.0)"]
 ai-frameworks = ["haystack-ai"]
-all = ["datacompy", "llama_index", "nltk", "pandas", "r2r", "rapidfuzz", "rouge_score", "sacrebleu", "sentence-transformers", "transformers"]
-examples = ["openai (>=1.0.0)"]
+all = ["GitPython", "datacompy", "llama_index", "nltk", "pandas", "r2r", "rapidfuzz", "rouge_score", "sacrebleu", "sentence-transformers", "transformers"]
+dev-minimal = ["build (>=1.3.0)", "nbmake", "pre-commit (>=4.3.0)", "pyright (>=1.1.403)", "pytest", "pytest-asyncio", "pytest-xdist[psutil]", "ruff"]
+dspy = ["dspy-ai (>=2.4.0)"]
 gdrive = ["google-api-python-client (>=2.178.0)", "google-auth (>=2.40.3)", "google-auth-oauthlib (>=1.2.2)"]
+git = ["GitPython"]
+oci = ["oci (>=2.160.1)"]
+test = ["scipy"]
 tracing = ["langfuse (>=3.2.4)", "mlflow (>=3.1.4)"]
 
 [[package]]
@@ -4737,7 +4824,7 @@ version = "2.32.5"
 description = "Python HTTP for Humans."
 optional = false
 python-versions = ">=3.9"
-groups = ["main", "dev"]
+groups = ["main", "lint"]
 files = [
     {file = "requests-2.32.5-py3-none-any.whl", hash = "sha256:2462f94637a34fd532264295e186976db0f5d453d1cdd31473c85a6a161affb6"},
     {file = "requests-2.32.5.tar.gz", hash = "sha256:dbba0bac56e100853db0ea71b82b4dfd5fe2bf6d3754a8893c3af500cec7d7cf"},
@@ -4778,7 +4865,7 @@ version = "1.0.0"
 description = "A utility belt for advanced users of python-requests"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-groups = ["main", "dev"]
+groups = ["main", "lint"]
 files = [
     {file = "requests-toolbelt-1.0.0.tar.gz", hash = "sha256:7681a0a3d047012b5bdc0ee37d7f8f07ebe76ab08caeccfc3921ce23c88d5bc6"},
     {file = "requests_toolbelt-1.0.0-py2.py3-none-any.whl", hash = "sha256:cccfdd665f0a24fcf4726e690f65639d272bb0637b9b92dfd91a5568ccf6bd06"},
@@ -4793,7 +4880,7 @@ version = "14.0.0"
 description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
 optional = false
 python-versions = ">=3.8.0"
-groups = ["main", "dev"]
+groups = ["main", "lint"]
 files = [
     {file = "rich-14.0.0-py3-none-any.whl", hash = "sha256:1c9491e1951aac09caffd42f448ee3d04e58923ffe14993f6e83068dc395d7e0"},
     {file = "rich-14.0.0.tar.gz", hash = "sha256:82f1bc23a6a21ebca4ae0c45af9bdbc492ed20231dcb63f297d6d1021a9d5725"},
@@ -4806,13 +4893,148 @@ pygments = ">=2.13.0,<3.0.0"
 [package.extras]
 jupyter = ["ipywidgets (>=7.5.1,<9)"]
 
+[[package]]
+name = "s3transfer"
+version = "0.16.0"
+description = "An Amazon S3 Transfer Manager"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "s3transfer-0.16.0-py3-none-any.whl", hash = "sha256:18e25d66fed509e3868dc1572b3f427ff947dd2c56f844a5bf09481ad3f3b2fe"},
+    {file = "s3transfer-0.16.0.tar.gz", hash = "sha256:8e990f13268025792229cd52fa10cb7163744bf56e719e0b9cb925ab79abf920"},
+]
+
+[package.dependencies]
+botocore = ">=1.37.4,<2.0a.0"
+
+[package.extras]
+crt = ["botocore[crt] (>=1.37.4,<2.0a.0)"]
+
+[[package]]
+name = "scikit-network"
+version = "0.33.5"
+description = "Graph algorithms"
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+files = [
+    {file = "scikit_network-0.33.5-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:bfcb4b945286154800eb61998fae85675d9a05ee78e776a82e7d222bf978e171"},
+    {file = "scikit_network-0.33.5-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:854d33b2056dff4fca1b956b46955f3d668148ba63c5cc51a5c497e7ee765def"},
+    {file = "scikit_network-0.33.5-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:cea820628f1079fba2489d55e7d93e4b223f69b5efe00cccc919280a3852d7ff"},
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+
 [[package]]
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 version = "80.9.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
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 version = "1.3.1"
 description = "Sniff out which async library your code is running under"
 optional = false
 python-versions = ">=3.7"
-groups = ["main", "dev"]
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@@ -4881,7 +5091,7 @@ version = "3.0.1"
 description = "This package provides 32 stemmers for 30 languages generated from Snowball algorithms."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*"
-groups = ["dev"]
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 files = [
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 description = "Manage dynamic plugins for Python applications"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
+groups = ["lint"]
 files = [
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@@ -5177,7 +5387,7 @@ version = "4.14.1"
 description = "Backported and Experimental Type Hints for Python 3.9+"
 optional = false
 python-versions = ">=3.9"
-groups = ["main", "dev"]
+groups = ["main", "lint"]
 files = [
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@@ -5232,7 +5442,7 @@ version = "2.5.0"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
 python-versions = ">=3.9"
-groups = ["main", "dev"]
+groups = ["main", "lint"]
 files = [
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@@ -5244,16 +5454,48 @@ h2 = ["h2 (>=4,<5)"]
 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
 zstd = ["zstandard (>=0.18.0)"]
 
+[[package]]
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+description = "Fast, drop-in replacement for Python's uuid module, powered by Rust."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+    {file = "uuid_utils-0.14.0-pp311-pypy311_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:cdbd82ff20147461caefc375551595ecf77ebb384e46267f128aca45a0f2cdfc"},
+    {file = "uuid_utils-0.14.0-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:eff57e8a5d540006ce73cf0841a643d445afe78ba12e75ac53a95ca2924a56be"},
+    {file = "uuid_utils-0.14.0-pp311-pypy311_pp73-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:3fd9112ca96978361201e669729784f26c71fecc9c13a7f8a07162c31bd4d1e2"},
+    {file = "uuid_utils-0.14.0.tar.gz", hash = "sha256:fc5bac21e9933ea6c590433c11aa54aaca599f690c08069e364eb13a12f670b4"},
+]
+
 [[package]]
 name = "uvicorn"
-version = "0.37.0"
+version = "0.40.0"
 description = "The lightning-fast ASGI server."
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
 groups = ["main"]
 files = [
-    {file = "uvicorn-0.37.0-py3-none-any.whl", hash = "sha256:913b2b88672343739927ce381ff9e2ad62541f9f8289664fa1d1d3803fa2ce6c"},
-    {file = "uvicorn-0.37.0.tar.gz", hash = "sha256:4115c8add6d3fd536c8ee77f0e14a7fd2ebba939fed9b02583a97f80648f9e13"},
+    {file = "uvicorn-0.40.0-py3-none-any.whl", hash = "sha256:c6c8f55bc8bf13eb6fa9ff87ad62308bbbc33d0b67f84293151efe87e0d5f2ee"},
+    {file = "uvicorn-0.40.0.tar.gz", hash = "sha256:839676675e87e73694518b5574fd0f24c9d97b46bea16df7b8c05ea1a51071ea"},
 ]
 
 [package.dependencies]
@@ -5756,4 +5998,4 @@ cffi = ["cffi (>=1.11)"]
 [metadata]
 lock-version = "2.1"
 python-versions = "^3.13"
-content-hash = "9133eabf8d9528a07d7d0b29630fdffddc8a7666c043785b72cfb6132dda300a"
+content-hash = "c468f0e539b22a425075c8fd8a2d3f6e1343278ee8d61e2ed5cae13bf07ac7de"
diff --git a/package-lock.json b/package-lock.json
index bf8cbf72..1d814f1b 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -1,5 +1,5 @@
 {
-    "name": "rag-template-renovate2026",
+    "name": "rag-template",
     "lockfileVersion": 3,
     "requires": true,
     "packages": {
diff --git a/services/admin-backend/poetry.lock b/services/admin-backend/poetry.lock
index 236c446a..eba3ee61 100644
--- a/services/admin-backend/poetry.lock
+++ b/services/admin-backend/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 2.1.3 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.2.1 and should not be changed by hand.
 
 [[package]]
 name = "admin-api-lib"
@@ -20,7 +20,9 @@ langgraph-checkpoint = ">=3.0.0,<4.0.0"
 marshmallow = "^3.26.2"
 nltk = "^3.9.2"
 protobuf = ">=5.29.6,<6.0.0"
+pyjwt = "^2.9.0"
 python-dateutil = "^2.9.0.post0"
+python-keycloak = "^5.0.0"
 python-multipart = "^0.0.22"
 pyyaml = "^6.0.2"
 rag-core-lib = "==4.2.0"
@@ -34,6 +36,18 @@ uvicorn = "^0.40.0"
 type = "directory"
 url = "../../libs/admin-api-lib"
 
+[[package]]
+name = "aiofiles"
+version = "25.1.0"
+description = "File support for asyncio."
+optional = false
+python-versions = ">=3.9"
+groups = ["dev", "prod", "prod-local"]
+files = [
+    {file = "aiofiles-25.1.0-py3-none-any.whl", hash = "sha256:abe311e527c862958650f9438e859c1fa7568a141b22abcd015e120e86a85695"},
+    {file = "aiofiles-25.1.0.tar.gz", hash = "sha256:a8d728f0a29de45dc521f18f07297428d56992a742f0cd2701ba86e44d23d5b2"},
+]
+
 [[package]]
 name = "aiohappyeyeballs"
 version = "2.6.1"
@@ -258,6 +272,18 @@ files = [
     {file = "astpretty-3.0.0.tar.gz", hash = "sha256:b08c95f32e5994454ea99882ff3c4a0afc8254c38998a0ed4b479dba448dc581"},
 ]
 
+[[package]]
+name = "async-property"
+version = "0.2.2"
+description = "Python decorator for async properties."
+optional = false
+python-versions = "*"
+groups = ["dev", "prod", "prod-local"]
+files = [
+    {file = "async_property-0.2.2-py2.py3-none-any.whl", hash = "sha256:8924d792b5843994537f8ed411165700b27b2bd966cefc4daeefc1253442a9d7"},
+    {file = "async_property-0.2.2.tar.gz", hash = "sha256:17d9bd6ca67e27915a75d92549df64b5c7174e9dc806b30a3934dc4ff0506380"},
+]
+
 [[package]]
 name = "attrs"
 version = "25.3.0"
@@ -419,7 +445,6 @@ description = "Foreign Function Interface for Python calling C code."
 optional = false
 python-versions = ">=3.9"
 groups = ["dev", "prod", "prod-local"]
-markers = "platform_python_implementation == \"PyPy\""
 files = [
     {file = "cffi-2.0.0-cp310-cp310-macosx_10_13_x86_64.whl", hash = "sha256:0cf2d91ecc3fcc0625c2c530fe004f82c110405f101548512cce44322fa8ac44"},
     {file = "cffi-2.0.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:f73b96c41e3b2adedc34a7356e64c8eb96e03a3782b535e043a986276ce12a49"},
@@ -762,6 +787,78 @@ files = [
 [package.extras]
 toml = ["tomli ; python_full_version <= \"3.11.0a6\""]
 
+[[package]]
+name = "cryptography"
+version = "46.0.5"
+description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
+optional = false
+python-versions = "!=3.9.0,!=3.9.1,>=3.8"
+groups = ["dev", "prod", "prod-local"]
+files = [
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+    {file = "cryptography-46.0.5-cp311-abi3-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:c18ff11e86df2e28854939acde2d003f7984f721eba450b56a200ad90eeb0e6b"},
+    {file = "cryptography-46.0.5-cp311-abi3-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:4d7e3d356b8cd4ea5aff04f129d5f66ebdc7b6f8eae802b93739ed520c47c79b"},
+    {file = "cryptography-46.0.5-cp311-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:50bfb6925eff619c9c023b967d5b77a54e04256c4281b0e21336a130cd7fc263"},
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+    {file = "cryptography-46.0.5-cp311-abi3-manylinux_2_31_armv7l.whl", hash = "sha256:f145bba11b878005c496e93e257c1e88f154d278d2638e6450d17e0f31e558d2"},
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+]
+
+[package.dependencies]
+cffi = {version = ">=2.0.0", markers = "python_full_version >= \"3.9.0\" and platform_python_implementation != \"PyPy\""}
+
+[package.extras]
+docs = ["sphinx (>=5.3.0)", "sphinx-inline-tabs", "sphinx-rtd-theme (>=3.0.0)"]
+docstest = ["pyenchant (>=3)", "readme-renderer (>=30.0)", "sphinxcontrib-spelling (>=7.3.1)"]
+nox = ["nox[uv] (>=2024.4.15)"]
+pep8test = ["check-sdist", "click (>=8.0.1)", "mypy (>=1.14)", "ruff (>=0.11.11)"]
+sdist = ["build (>=1.0.0)"]
+ssh = ["bcrypt (>=3.1.5)"]
+test = ["certifi (>=2024)", "cryptography-vectors (==46.0.5)", "pretend (>=0.7)", "pytest (>=7.4.0)", "pytest-benchmark (>=4.0)", "pytest-cov (>=2.10.1)", "pytest-xdist (>=3.5.0)"]
+test-randomorder = ["pytest-randomly"]
+
 [[package]]
 name = "dataclasses-json"
 version = "0.6.7"
@@ -869,6 +966,21 @@ wrapt = ">=1.10,<2"
 [package.extras]
 dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "setuptools ; python_version >= \"3.12\"", "tox"]
 
+[[package]]
+name = "deprecation"
+version = "2.1.0"
+description = "A library to handle automated deprecations"
+optional = false
+python-versions = "*"
+groups = ["dev", "prod", "prod-local"]
+files = [
+    {file = "deprecation-2.1.0-py2.py3-none-any.whl", hash = "sha256:a10811591210e1fb0e768a8c25517cabeabcba6f0bf96564f8ff45189f90b14a"},
+    {file = "deprecation-2.1.0.tar.gz", hash = "sha256:72b3bde64e5d778694b0cf68178aed03d15e15477116add3fb773e581f9518ff"},
+]
+
+[package.dependencies]
+packaging = "*"
+
 [[package]]
 name = "distro"
 version = "1.9.0"
@@ -1899,6 +2011,22 @@ files = [
     {file = "jsonpointer-3.0.0.tar.gz", hash = "sha256:2b2d729f2091522d61c3b31f82e11870f60b68f43fbc705cb76bf4b832af59ef"},
 ]
 
+[[package]]
+name = "jwcrypto"
+version = "1.5.6"
+description = "Implementation of JOSE Web standards"
+optional = false
+python-versions = ">= 3.8"
+groups = ["dev", "prod", "prod-local"]
+files = [
+    {file = "jwcrypto-1.5.6-py3-none-any.whl", hash = "sha256:150d2b0ebbdb8f40b77f543fb44ffd2baeff48788be71f67f03566692fd55789"},
+    {file = "jwcrypto-1.5.6.tar.gz", hash = "sha256:771a87762a0c081ae6166958a954f80848820b2ab066937dc8b8379d65b1b039"},
+]
+
+[package.dependencies]
+cryptography = ">=3.4"
+typing-extensions = ">=4.5.0"
+
 [[package]]
 name = "langchain"
 version = "1.0.8"
@@ -3066,7 +3194,7 @@ description = "C parser in Python"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev", "prod", "prod-local"]
-markers = "platform_python_implementation == \"PyPy\" and implementation_name != \"PyPy\""
+markers = "implementation_name != \"PyPy\""
 files = [
     {file = "pycparser-2.22-py3-none-any.whl", hash = "sha256:c3702b6d3dd8c7abc1afa565d7e63d53a1d0bd86cdc24edd75470f4de499cfcc"},
     {file = "pycparser-2.22.tar.gz", hash = "sha256:491c8be9c040f5390f5bf44a5b07752bd07f56edf992381b05c701439eec10f6"},
@@ -3275,6 +3403,24 @@ files = [
 [package.extras]
 windows-terminal = ["colorama (>=0.4.6)"]
 
+[[package]]
+name = "pyjwt"
+version = "2.11.0"
+description = "JSON Web Token implementation in Python"
+optional = false
+python-versions = ">=3.9"
+groups = ["dev", "prod", "prod-local"]
+files = [
+    {file = "pyjwt-2.11.0-py3-none-any.whl", hash = "sha256:94a6bde30eb5c8e04fee991062b534071fd1439ef58d2adc9ccb823e7bcd0469"},
+    {file = "pyjwt-2.11.0.tar.gz", hash = "sha256:35f95c1f0fbe5d5ba6e43f00271c275f7a1a4db1dab27bf708073b75318ea623"},
+]
+
+[package.extras]
+crypto = ["cryptography (>=3.4.0)"]
+dev = ["coverage[toml] (==7.10.7)", "cryptography (>=3.4.0)", "pre-commit", "pytest (>=8.4.2,<9.0.0)", "sphinx", "sphinx-rtd-theme", "zope.interface"]
+docs = ["sphinx", "sphinx-rtd-theme", "zope.interface"]
+tests = ["coverage[toml] (==7.10.7)", "pytest (>=8.4.2,<9.0.0)"]
+
 [[package]]
 name = "pyreadline3"
 version = "3.5.4"
@@ -3343,6 +3489,27 @@ files = [
 [package.extras]
 cli = ["click (>=5.0)"]
 
+[[package]]
+name = "python-keycloak"
+version = "5.12.0"
+description = "python-keycloak is a Python package providing access to the Keycloak API."
+optional = false
+python-versions = "<4.0,>=3.9"
+groups = ["dev", "prod", "prod-local"]
+files = [
+    {file = "python_keycloak-5.12.0-py3-none-any.whl", hash = "sha256:84bfbc71638bcc3cd0cc71f1ed972895dea46b524aeac5b8d032ec4e2b2d1149"},
+    {file = "python_keycloak-5.12.0.tar.gz", hash = "sha256:c915b5e164a02182ea928ca8ed51db2adcdab5ea5cd6ebcabf06536e91287b31"},
+]
+
+[package.dependencies]
+aiofiles = ">=24.1.0"
+async-property = ">=0.2.2"
+deprecation = ">=2.1.0"
+httpx = ">=0.23.2"
+jwcrypto = ">=1.5.4"
+requests = ">=2.20.0"
+requests-toolbelt = ">=0.6.0"
+
 [[package]]
 name = "python-multipart"
 version = "0.0.22"
diff --git a/services/frontend/package-lock.json b/services/frontend/package-lock.json
index 05601836..65a26a59 100644
--- a/services/frontend/package-lock.json
+++ b/services/frontend/package-lock.json
@@ -11,6 +11,7 @@
             "dependencies": {
                 "@vueuse/core": "^13.0.0",
                 "highlight.js": "^11.11.1",
+                "oidc-client-ts": "^3.0.1",
                 "pinia": "^3.0.0",
                 "vue": "^3.4.3",
                 "vue-i18n": "^11.0.0",
@@ -11000,6 +11001,15 @@
                 "verror": "1.10.0"
             }
         },
+        "node_modules/jwt-decode": {
+            "version": "4.0.0",
+            "resolved": "https://registry.npmjs.org/jwt-decode/-/jwt-decode-4.0.0.tgz",
+            "integrity": "sha512-+KJGIyHgkGuIq3IEBNftfhW/LfWhXUIY6OmyVWjliu5KH1y0fw7VQ8YndE2O4qZdMSd9SqbnC8GOcZEy0Om7sA==",
+            "license": "MIT",
+            "engines": {
+                "node": ">=18"
+            }
+        },
         "node_modules/keyv": {
             "version": "4.5.4",
             "resolved": "https://registry.npmjs.org/keyv/-/keyv-4.5.4.tgz",
@@ -11989,6 +11999,18 @@
                 "url": "https://github.com/sponsors/ljharb"
             }
         },
+        "node_modules/oidc-client-ts": {
+            "version": "3.4.1",
+            "resolved": "https://registry.npmjs.org/oidc-client-ts/-/oidc-client-ts-3.4.1.tgz",
+            "integrity": "sha512-jNdst/U28Iasukx/L5MP6b274Vr7ftQs6qAhPBCvz6Wt5rPCA+Q/tUmCzfCHHWweWw5szeMy2Gfrm1rITwUKrw==",
+            "license": "Apache-2.0",
+            "dependencies": {
+                "jwt-decode": "^4.0.0"
+            },
+            "engines": {
+                "node": ">=18"
+            }
+        },
         "node_modules/once": {
             "version": "1.4.0",
             "dev": true,
diff --git a/services/rag-backend/poetry.lock b/services/rag-backend/poetry.lock
index 7d7f8914..9e3eb67b 100644
--- a/services/rag-backend/poetry.lock
+++ b/services/rag-backend/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 2.1.2 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.2.1 and should not be changed by hand.
 
 [[package]]
 name = "aiofiles"
@@ -6,7 +6,7 @@ version = "25.1.0"
 description = "File support for asyncio."
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["main", "dev", "prod", "prod-local"]
 files = [
     {file = "aiofiles-25.1.0-py3-none-any.whl", hash = "sha256:abe311e527c862958650f9438e859c1fa7568a141b22abcd015e120e86a85695"},
     {file = "aiofiles-25.1.0.tar.gz", hash = "sha256:a8d728f0a29de45dc521f18f07297428d56992a742f0cd2701ba86e44d23d5b2"},
@@ -18,7 +18,7 @@ version = "2.6.1"
 description = "Happy Eyeballs for asyncio"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["main", "dev", "prod", "prod-local"]
 files = [
     {file = "aiohappyeyeballs-2.6.1-py3-none-any.whl", hash = "sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8"},
     {file = "aiohappyeyeballs-2.6.1.tar.gz", hash = "sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558"},
@@ -26,132 +26,132 @@ files = [
 
 [[package]]
 name = "aiohttp"
-version = "3.13.2"
+version = "3.13.3"
 description = "Async http client/server framework (asyncio)"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
-files = [
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+    {file = "aiohttp-3.13.3-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:988a8c5e317544fdf0d39871559e67b6341065b87fceac641108c2096d5506b7"},
+    {file = "aiohttp-3.13.3-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:9b174f267b5cfb9a7dba9ee6859cecd234e9a681841eb85068059bc867fb8f02"},
+    {file = "aiohttp-3.13.3-cp39-cp39-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:947c26539750deeaee933b000fb6517cc770bbd064bad6033f1cff4803881e43"},
+    {file = "aiohttp-3.13.3-cp39-cp39-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:9ebf57d09e131f5323464bd347135a88622d1c0976e88ce15b670e7ad57e4bd6"},
+    {file = "aiohttp-3.13.3-cp39-cp39-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:4ae5b5a0e1926e504c81c5b84353e7a5516d8778fbbff00429fe7b05bb25cbce"},
+    {file = "aiohttp-3.13.3-cp39-cp39-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:2ba0eea45eb5cc3172dbfc497c066f19c41bac70963ea1a67d51fc92e4cf9a80"},
+    {file = "aiohttp-3.13.3-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:bae5c2ed2eae26cc382020edad80d01f36cb8e746da40b292e68fec40421dc6a"},
+    {file = "aiohttp-3.13.3-cp39-cp39-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:8a60e60746623925eab7d25823329941aee7242d559baa119ca2b253c88a7bd6"},
+    {file = "aiohttp-3.13.3-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:e50a2e1404f063427c9d027378472316201a2290959a295169bcf25992d04558"},
+    {file = "aiohttp-3.13.3-cp39-cp39-musllinux_1_2_armv7l.whl", hash = "sha256:9a9dc347e5a3dc7dfdbc1f82da0ef29e388ddb2ed281bfce9dd8248a313e62b7"},
+    {file = "aiohttp-3.13.3-cp39-cp39-musllinux_1_2_ppc64le.whl", hash = "sha256:b46020d11d23fe16551466c77823df9cc2f2c1e63cc965daf67fa5eec6ca1877"},
+    {file = "aiohttp-3.13.3-cp39-cp39-musllinux_1_2_riscv64.whl", hash = "sha256:69c56fbc1993fa17043e24a546959c0178fe2b5782405ad4559e6c13975c15e3"},
+    {file = "aiohttp-3.13.3-cp39-cp39-musllinux_1_2_s390x.whl", hash = "sha256:b99281b0704c103d4e11e72a76f1b543d4946fea7dd10767e7e1b5f00d4e5704"},
+    {file = "aiohttp-3.13.3-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:40c5e40ecc29ba010656c18052b877a1c28f84344825efa106705e835c28530f"},
+    {file = "aiohttp-3.13.3-cp39-cp39-win32.whl", hash = "sha256:56339a36b9f1fc708260c76c87e593e2afb30d26de9ae1eb445b5e051b98a7a1"},
+    {file = "aiohttp-3.13.3-cp39-cp39-win_amd64.whl", hash = "sha256:c6b8568a3bb5819a0ad087f16d40e5a3fb6099f39ea1d5625a3edc1e923fc538"},
+    {file = "aiohttp-3.13.3.tar.gz", hash = "sha256:a949eee43d3782f2daae4f4a2819b2cb9b0c5d3b7f7a927067cc84dafdbb9f88"},
 ]
 
 [package.dependencies]
@@ -164,7 +164,7 @@ propcache = ">=0.2.0"
 yarl = ">=1.17.0,<2.0"
 
 [package.extras]
-speedups = ["Brotli ; platform_python_implementation == \"CPython\"", "aiodns (>=3.3.0)", "backports.zstd ; platform_python_implementation == \"CPython\" and python_version < \"3.14\"", "brotlicffi ; platform_python_implementation != \"CPython\""]
+speedups = ["Brotli (>=1.2) ; platform_python_implementation == \"CPython\"", "aiodns (>=3.3.0)", "backports.zstd ; platform_python_implementation == \"CPython\" and python_version < \"3.14\"", "brotlicffi (>=1.2) ; platform_python_implementation != \"CPython\""]
 
 [[package]]
 name = "aiosignal"
@@ -172,7 +172,7 @@ version = "1.4.0"
 description = "aiosignal: a list of registered asynchronous callbacks"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["main", "dev", "prod", "prod-local"]
 files = [
     {file = "aiosignal-1.4.0-py3-none-any.whl", hash = "sha256:053243f8b92b990551949e63930a839ff0cf0b0ebbe0597b0f3fb19e1a0fe82e"},
     {file = "aiosignal-1.4.0.tar.gz", hash = "sha256:f47eecd9468083c2029cc99945502cb7708b082c232f9aca65da147157b251c7"},
@@ -187,7 +187,7 @@ version = "0.0.4"
 description = "Document parameters, class attributes, return types, and variables inline, with Annotated."
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "annotated_doc-0.0.4-py3-none-any.whl", hash = "sha256:571ac1dc6991c450b25a9c2d84a3705e2ae7a53467b5d111c24fa8baabbed320"},
     {file = "annotated_doc-0.0.4.tar.gz", hash = "sha256:fbcda96e87e9c92ad167c2e53839e57503ecfda18804ea28102353485033faa4"},
@@ -199,7 +199,7 @@ version = "0.7.0"
 description = "Reusable constraint types to use with typing.Annotated"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"},
     {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
@@ -211,7 +211,7 @@ version = "4.11.0"
 description = "High-level concurrency and networking framework on top of asyncio or Trio"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["main", "dev", "prod", "prod-local"]
 files = [
     {file = "anyio-4.11.0-py3-none-any.whl", hash = "sha256:0287e96f4d26d4149305414d4e3bc32f0dcd0862365a4bddea19d7a1ec38c4fc"},
     {file = "anyio-4.11.0.tar.gz", hash = "sha256:82a8d0b81e318cc5ce71a5f1f8b5c4e63619620b63141ef8c995fa0db95a57c4"},
@@ -230,31 +230,19 @@ version = "1.4.4"
 description = "A small Python module for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
 optional = false
 python-versions = "*"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "appdirs-1.4.4-py2.py3-none-any.whl", hash = "sha256:a841dacd6b99318a741b166adb07e19ee71a274450e68237b4650ca1055ab128"},
     {file = "appdirs-1.4.4.tar.gz", hash = "sha256:7d5d0167b2b1ba821647616af46a749d1c653740dd0d2415100fe26e27afdf41"},
 ]
 
-[[package]]
-name = "astor"
-version = "0.8.1"
-description = "Read/rewrite/write Python ASTs"
-optional = false
-python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
-groups = ["dev"]
-files = [
-    {file = "astor-0.8.1-py2.py3-none-any.whl", hash = "sha256:070a54e890cefb5b3739d19f30f5a5ec840ffc9c50ffa7d23cc9fc1a38ebbfc5"},
-    {file = "astor-0.8.1.tar.gz", hash = "sha256:6a6effda93f4e1ce9f618779b2dd1d9d84f1e32812c23a29b3fff6fd7f63fa5e"},
-]
-
 [[package]]
 name = "astpretty"
 version = "3.0.0"
 description = "Pretty print the output of python stdlib `ast.parse`."
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "astpretty-3.0.0-py2.py3-none-any.whl", hash = "sha256:15bfd47593667169485a1fa7938b8de9445b11057d6f2b6e214b2f70667f94b6"},
     {file = "astpretty-3.0.0.tar.gz", hash = "sha256:b08c95f32e5994454ea99882ff3c4a0afc8254c38998a0ed4b479dba448dc581"},
@@ -266,7 +254,7 @@ version = "0.2.2"
 description = "Python decorator for async properties."
 optional = false
 python-versions = "*"
-groups = ["main"]
+groups = ["main", "dev", "prod", "prod-local"]
 files = [
     {file = "async_property-0.2.2-py2.py3-none-any.whl", hash = "sha256:8924d792b5843994537f8ed411165700b27b2bd966cefc4daeefc1253442a9d7"},
     {file = "async_property-0.2.2.tar.gz", hash = "sha256:17d9bd6ca67e27915a75d92549df64b5c7174e9dc806b30a3934dc4ff0506380"},
@@ -278,7 +266,7 @@ version = "25.4.0"
 description = "Classes Without Boilerplate"
 optional = false
 python-versions = ">=3.9"
-groups = ["main", "dev"]
+groups = ["main", "dev", "lint", "prod", "prod-local"]
 files = [
     {file = "attrs-25.4.0-py3-none-any.whl", hash = "sha256:adcf7e2a1fb3b36ac48d97835bb6d8ade15b8dcce26aba8bf1d14847b57a3373"},
     {file = "attrs-25.4.0.tar.gz", hash = "sha256:16d5969b87f0859ef33a48b35d55ac1be6e42ae49d5e853b597db70c35c57e11"},
@@ -290,7 +278,7 @@ version = "2.2.1"
 description = "Function decoration for backoff and retry"
 optional = false
 python-versions = ">=3.7,<4.0"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "backoff-2.2.1-py3-none-any.whl", hash = "sha256:63579f9a0628e06278f7e47b7d7d5b6ce20dc65c5e96a6f3ca99a6adca0396e8"},
     {file = "backoff-2.2.1.tar.gz", hash = "sha256:03f829f5bb1923180821643f8753b0502c3b682293992485b0eef2807afa5cba"},
@@ -302,7 +290,7 @@ version = "1.9.1"
 description = "Security oriented static analyser for python code."
 optional = false
 python-versions = ">=3.10"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "bandit-1.9.1-py3-none-any.whl", hash = "sha256:0a1f34c04f067ee28985b7854edaa659c9299bd71e1b7e18236e46cccc79720b"},
     {file = "bandit-1.9.1.tar.gz", hash = "sha256:6dbafd1a51e276e065404f06980d624bad142344daeac3b085121fcfd117b7cf"},
@@ -327,7 +315,7 @@ version = "25.11.0"
 description = "The uncompromising code formatter."
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "black-25.11.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:ec311e22458eec32a807f029b2646f661e6859c3f61bc6d9ffb67958779f392e"},
     {file = "black-25.11.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:1032639c90208c15711334d681de2e24821af0575573db2810b0763bcd62e0f0"},
@@ -371,13 +359,53 @@ d = ["aiohttp (>=3.10)"]
 jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
 uvloop = ["uvloop (>=0.15.2)"]
 
+[[package]]
+name = "boto3"
+version = "1.42.46"
+description = "The AWS SDK for Python"
+optional = false
+python-versions = ">=3.9"
+groups = ["dev", "prod", "prod-local"]
+files = [
+    {file = "boto3-1.42.46-py3-none-any.whl", hash = "sha256:679cf4930e559621653bbd1439cf6e93b138cbaf46e36e5d7d95319999b7a356"},
+    {file = "boto3-1.42.46.tar.gz", hash = "sha256:c8c82ab34dd8d2d4d93a562d0e75fca164efa644651d3ccddb0f4aa88a481b38"},
+]
+
+[package.dependencies]
+botocore = ">=1.42.46,<1.43.0"
+jmespath = ">=0.7.1,<2.0.0"
+s3transfer = ">=0.16.0,<0.17.0"
+
+[package.extras]
+crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
+
+[[package]]
+name = "botocore"
+version = "1.42.46"
+description = "Low-level, data-driven core of boto 3."
+optional = false
+python-versions = ">=3.9"
+groups = ["dev", "prod", "prod-local"]
+files = [
+    {file = "botocore-1.42.46-py3-none-any.whl", hash = "sha256:f7459fcf586f38a3b0a242a172d3332141c770a3f5767bbb21e79d810db95d75"},
+    {file = "botocore-1.42.46.tar.gz", hash = "sha256:fc290b33aba6e271f627c4f46b8bcebfa1a94e19157d396732da417404158c01"},
+]
+
+[package.dependencies]
+jmespath = ">=0.7.1,<2.0.0"
+python-dateutil = ">=2.1,<3.0.0"
+urllib3 = {version = ">=1.25.4,<2.2.0 || >2.2.0,<3", markers = "python_version >= \"3.10\""}
+
+[package.extras]
+crt = ["awscrt (==0.29.2)"]
+
 [[package]]
 name = "certifi"
 version = "2025.11.12"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
+groups = ["main", "dev", "prod", "prod-local"]
 files = [
     {file = "certifi-2025.11.12-py3-none-any.whl", hash = "sha256:97de8790030bbd5c2d96b7ec782fc2f7820ef8dba6db909ccf95449f2d062d4b"},
     {file = "certifi-2025.11.12.tar.gz", hash = "sha256:d8ab5478f2ecd78af242878415affce761ca6bc54a22a27e026d7c25357c3316"},
@@ -389,7 +417,7 @@ version = "2.0.0"
 description = "Foreign Function Interface for Python calling C code."
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["main", "dev", "prod", "prod-local"]
 markers = "platform_python_implementation != \"PyPy\""
 files = [
     {file = "cffi-2.0.0-cp310-cp310-macosx_10_13_x86_64.whl", hash = "sha256:0cf2d91ecc3fcc0625c2c530fe004f82c110405f101548512cce44322fa8ac44"},
@@ -487,7 +515,7 @@ version = "3.5.0"
 description = "Validate configuration and produce human readable error messages."
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "cfgv-3.5.0-py2.py3-none-any.whl", hash = "sha256:a8dc6b26ad22ff227d2634a65cb388215ce6cc96bbcc5cfde7641ae87e8dacc0"},
     {file = "cfgv-3.5.0.tar.gz", hash = "sha256:d5b1034354820651caa73ede66a6294d6e95c1b00acc5e9b098e917404669132"},
@@ -499,7 +527,7 @@ version = "3.4.4"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
+groups = ["main", "dev", "prod", "prod-local"]
 files = [
     {file = "charset_normalizer-3.4.4-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:e824f1492727fa856dd6eda4f7cee25f8518a12f3c4a56a74e8095695089cf6d"},
     {file = "charset_normalizer-3.4.4-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:4bd5d4137d500351a30687c2d3971758aac9a19208fc110ccb9d7188fbe709e8"},
@@ -622,7 +650,7 @@ version = "8.3.1"
 description = "Composable command line interface toolkit"
 optional = false
 python-versions = ">=3.10"
-groups = ["main", "dev"]
+groups = ["dev", "lint", "prod", "prod-local"]
 files = [
     {file = "click-8.3.1-py3-none-any.whl", hash = "sha256:981153a64e25f12d547d3426c367a4857371575ee7ad18df2a6183ab0545b2a6"},
     {file = "click-8.3.1.tar.gz", hash = "sha256:12ff4785d337a1bb490bb7e9c2b1ee5da3112e94a8622f26a6c77f5d2fc6842a"},
@@ -637,12 +665,12 @@ version = "0.4.6"
 description = "Cross-platform colored terminal text."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
-groups = ["main", "dev"]
-markers = "platform_system == \"Windows\" or sys_platform == \"win32\""
+groups = ["dev", "lint", "prod", "prod-local", "test"]
 files = [
     {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
     {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
 ]
+markers = {dev = "platform_system == \"Windows\" or sys_platform == \"win32\"", lint = "platform_system == \"Windows\"", prod = "platform_system == \"Windows\" or sys_platform == \"win32\"", prod-local = "platform_system == \"Windows\" or sys_platform == \"win32\"", test = "sys_platform == \"win32\""}
 
 [[package]]
 name = "coloredlogs"
@@ -650,7 +678,7 @@ version = "15.0.1"
 description = "Colored terminal output for Python's logging module"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "coloredlogs-15.0.1-py2.py3-none-any.whl", hash = "sha256:612ee75c546f53e92e70049c9dbfcc18c935a2b9a53b66085ce9ef6a6e5c0934"},
     {file = "coloredlogs-15.0.1.tar.gz", hash = "sha256:7c991aa71a4577af2f82600d8f8f3a89f936baeaf9b50a9c197da014e5bf16b0"},
@@ -668,7 +696,7 @@ version = "7.12.0"
 description = "Code coverage measurement for Python"
 optional = false
 python-versions = ">=3.10"
-groups = ["dev"]
+groups = ["test"]
 files = [
     {file = "coverage-7.12.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:32b75c2ba3f324ee37af3ccee5b30458038c50b349ad9b88cee85096132a575b"},
     {file = "coverage-7.12.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:cb2a1b6ab9fe833714a483a915de350abc624a37149649297624c8d57add089c"},
@@ -773,7 +801,7 @@ version = "46.0.3"
 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
 optional = false
 python-versions = "!=3.9.0,!=3.9.1,>=3.8"
-groups = ["main"]
+groups = ["main", "dev", "prod", "prod-local"]
 files = [
     {file = "cryptography-46.0.3-cp311-abi3-macosx_10_9_universal2.whl", hash = "sha256:109d4ddfadf17e8e7779c39f9b18111a09efb969a301a31e987416a0191ed93a"},
     {file = "cryptography-46.0.3-cp311-abi3-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:09859af8466b69bc3c27bdf4f5d84a665e0f7ab5088412e9e2ec49758eca5cbc"},
@@ -850,7 +878,7 @@ version = "0.6.7"
 description = "Easily serialize dataclasses to and from JSON."
 optional = false
 python-versions = "<4.0,>=3.7"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "dataclasses_json-0.6.7-py3-none-any.whl", hash = "sha256:0dbf33f26c8d5305befd61b39d2b3414e8a407bedc2834dea9b8d642666fb40a"},
     {file = "dataclasses_json-0.6.7.tar.gz", hash = "sha256:b6b3e528266ea45b9535223bc53ca645f5208833c29229e847b3f26a1cc55fc0"},
@@ -862,44 +890,45 @@ typing-inspect = ">=0.4.0,<1"
 
 [[package]]
 name = "datasets"
-version = "3.6.0"
+version = "4.5.0"
 description = "HuggingFace community-driven open-source library of datasets"
 optional = false
 python-versions = ">=3.9.0"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
-    {file = "datasets-3.6.0-py3-none-any.whl", hash = "sha256:25000c4a2c0873a710df127d08a202a06eab7bf42441a6bc278b499c2f72cd1b"},
-    {file = "datasets-3.6.0.tar.gz", hash = "sha256:1b2bf43b19776e2787e181cfd329cb0ca1a358ea014780c3581e0f276375e041"},
+    {file = "datasets-4.5.0-py3-none-any.whl", hash = "sha256:b5d7e08096ffa407dd69e58b1c0271c9b2506140839b8d99af07375ad31b6726"},
+    {file = "datasets-4.5.0.tar.gz", hash = "sha256:00c698ce1c2452e646cc5fad47fef39d3fe78dd650a8a6eb205bb45eb63cd500"},
 ]
 
 [package.dependencies]
-dill = ">=0.3.0,<0.3.9"
+dill = ">=0.3.0,<0.4.1"
 filelock = "*"
-fsspec = {version = ">=2023.1.0,<=2025.3.0", extras = ["http"]}
-huggingface-hub = ">=0.24.0"
-multiprocess = "<0.70.17"
+fsspec = {version = ">=2023.1.0,<=2025.10.0", extras = ["http"]}
+httpx = "<1.0.0"
+huggingface-hub = ">=0.25.0,<2.0"
+multiprocess = "<0.70.19"
 numpy = ">=1.17"
 packaging = "*"
 pandas = "*"
-pyarrow = ">=15.0.0"
+pyarrow = ">=21.0.0"
 pyyaml = ">=5.1"
 requests = ">=2.32.2"
 tqdm = ">=4.66.3"
 xxhash = "*"
 
 [package.extras]
-audio = ["librosa", "soundfile (>=0.12.1)", "soxr (>=0.4.0)"]
+audio = ["torch (>=2.8.0)", "torchcodec (>=0.6.0)"]
 benchmarks = ["tensorflow (==2.12.0)", "torch (==2.0.1)", "transformers (==4.30.1)"]
-dev = ["Pillow (>=9.4.0)", "absl-py", "aiohttp", "decorator", "elasticsearch (>=7.17.12,<8.0.0)", "faiss-cpu (>=1.8.0.post1)", "jax (>=0.3.14) ; sys_platform != \"win32\"", "jaxlib (>=0.3.14) ; sys_platform != \"win32\"", "joblib (<1.3.0)", "joblibspark", "librosa", "lz4", "moto[server]", "polars[timezone] (>=0.20.0)", "protobuf (<4.0.0)", "py7zr", "pyav", "pyspark (>=3.4)", "pytest", "pytest-datadir", "pytest-xdist", "rarfile (>=4.0)", "ruff (>=0.3.0)", "s3fs", "s3fs (>=2021.11.1)", "soundfile (>=0.12.1)", "soundfile (>=0.12.1)", "soxr (>=0.4.0)", "sqlalchemy", "tensorflow (>=2.16.0) ; python_version >= \"3.10\"", "tensorflow (>=2.6.0)", "tensorflow (>=2.6.0) ; python_version < \"3.10\"", "tiktoken", "torch", "torch (>=2.0.0)", "torchdata", "torchvision", "transformers", "transformers (>=4.42.0)", "zstandard"]
-docs = ["s3fs", "tensorflow (>=2.6.0)", "torch", "transformers"]
+dev = ["Pillow (>=9.4.0)", "absl-py", "aiohttp", "decorator", "elasticsearch (>=7.17.12,<8.0.0)", "faiss-cpu (>=1.8.0.post1)", "h5py", "jax (>=0.3.14) ; sys_platform != \"win32\"", "jaxlib (>=0.3.14) ; sys_platform != \"win32\"", "joblib (<1.3.0)", "joblibspark ; python_version < \"3.14\"", "lz4 ; python_version < \"3.14\"", "moto[server]", "nibabel (>=5.3.1)", "numba (>=0.56.4) ; python_version < \"3.14\"", "polars[timezone] (>=0.20.0)", "protobuf (<4.0.0)", "py7zr", "pylance", "pyspark (>=3.4)", "pytest", "pytest-datadir", "pytest-xdist", "rarfile (>=4.0)", "ruff (>=0.3.0)", "sqlalchemy", "tensorflow (>=2.16.0) ; python_version >= \"3.10\" and sys_platform != \"win32\" and python_version < \"3.14\"", "tensorflow (>=2.6.0)", "tensorflow (>=2.6.0) ; python_version < \"3.10\" and sys_platform != \"win32\"", "tiktoken", "torch", "torch (>=2.8.0)", "torchcodec (>=0.7.0) ; python_version < \"3.14\"", "torchdata", "transformers", "transformers (>=4.42.0)", "zstandard"]
+docs = ["tensorflow (>=2.6.0)", "torch", "transformers"]
 jax = ["jax (>=0.3.14)", "jaxlib (>=0.3.14)"]
+nibabel = ["ipyniivue (==2.4.2)", "nibabel (>=5.3.2)"]
 pdfs = ["pdfplumber (>=0.11.4)"]
 quality = ["ruff (>=0.3.0)"]
-s3 = ["s3fs"]
 tensorflow = ["tensorflow (>=2.6.0)"]
 tensorflow-gpu = ["tensorflow (>=2.6.0)"]
-tests = ["Pillow (>=9.4.0)", "absl-py", "aiohttp", "decorator", "elasticsearch (>=7.17.12,<8.0.0)", "faiss-cpu (>=1.8.0.post1)", "jax (>=0.3.14) ; sys_platform != \"win32\"", "jaxlib (>=0.3.14) ; sys_platform != \"win32\"", "joblib (<1.3.0)", "joblibspark", "librosa", "lz4", "moto[server]", "polars[timezone] (>=0.20.0)", "protobuf (<4.0.0)", "py7zr", "pyav", "pyspark (>=3.4)", "pytest", "pytest-datadir", "pytest-xdist", "rarfile (>=4.0)", "s3fs (>=2021.11.1)", "soundfile (>=0.12.1)", "soundfile (>=0.12.1)", "soxr (>=0.4.0)", "sqlalchemy", "tensorflow (>=2.16.0) ; python_version >= \"3.10\"", "tensorflow (>=2.6.0) ; python_version < \"3.10\"", "tiktoken", "torch (>=2.0.0)", "torchdata", "torchvision", "transformers (>=4.42.0)", "zstandard"]
-tests-numpy2 = ["Pillow (>=9.4.0)", "absl-py", "aiohttp", "decorator", "elasticsearch (>=7.17.12,<8.0.0)", "jax (>=0.3.14) ; sys_platform != \"win32\"", "jaxlib (>=0.3.14) ; sys_platform != \"win32\"", "joblib (<1.3.0)", "joblibspark", "lz4", "moto[server]", "polars[timezone] (>=0.20.0)", "protobuf (<4.0.0)", "py7zr", "pyav", "pyspark (>=3.4)", "pytest", "pytest-datadir", "pytest-xdist", "rarfile (>=4.0)", "s3fs (>=2021.11.1)", "soundfile (>=0.12.1)", "soundfile (>=0.12.1)", "soxr (>=0.4.0)", "sqlalchemy", "tiktoken", "torch (>=2.0.0)", "torchdata", "torchvision", "transformers (>=4.42.0)", "zstandard"]
+tests = ["Pillow (>=9.4.0)", "absl-py", "aiohttp", "decorator", "elasticsearch (>=7.17.12,<8.0.0)", "faiss-cpu (>=1.8.0.post1)", "h5py", "jax (>=0.3.14) ; sys_platform != \"win32\"", "jaxlib (>=0.3.14) ; sys_platform != \"win32\"", "joblib (<1.3.0)", "joblibspark ; python_version < \"3.14\"", "lz4 ; python_version < \"3.14\"", "moto[server]", "nibabel (>=5.3.1)", "numba (>=0.56.4) ; python_version < \"3.14\"", "polars[timezone] (>=0.20.0)", "protobuf (<4.0.0)", "py7zr", "pylance", "pyspark (>=3.4)", "pytest", "pytest-datadir", "pytest-xdist", "rarfile (>=4.0)", "sqlalchemy", "tensorflow (>=2.16.0) ; python_version >= \"3.10\" and sys_platform != \"win32\" and python_version < \"3.14\"", "tensorflow (>=2.6.0) ; python_version < \"3.10\" and sys_platform != \"win32\"", "tiktoken", "torch (>=2.8.0)", "torchcodec (>=0.7.0) ; python_version < \"3.14\"", "torchdata", "transformers (>=4.42.0)", "zstandard"]
+tests-numpy2 = ["Pillow (>=9.4.0)", "absl-py", "aiohttp", "decorator", "elasticsearch (>=7.17.12,<8.0.0)", "h5py", "jax (>=0.3.14) ; sys_platform != \"win32\"", "jaxlib (>=0.3.14) ; sys_platform != \"win32\"", "joblib (<1.3.0)", "joblibspark ; python_version < \"3.14\"", "lz4 ; python_version < \"3.14\"", "moto[server]", "nibabel (>=5.3.1)", "numba (>=0.56.4) ; python_version < \"3.14\"", "polars[timezone] (>=0.20.0)", "protobuf (<4.0.0)", "py7zr", "pylance", "pyspark (>=3.4)", "pytest", "pytest-datadir", "pytest-xdist", "rarfile (>=4.0)", "sqlalchemy", "tiktoken", "torch (>=2.8.0)", "torchcodec (>=0.7.0) ; python_version < \"3.14\"", "torchdata", "transformers (>=4.42.0)", "zstandard"]
 torch = ["torch"]
 vision = ["Pillow (>=9.4.0)"]
 
@@ -949,7 +978,7 @@ version = "4.48.2"
 description = "Dependency injection framework for Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "dependency_injector-4.48.2-cp310-abi3-macosx_11_0_arm64.whl", hash = "sha256:54d0178be10f17b768afb5c0ed1c5c565abaa2d097b2bc5a529a31c580613df2"},
     {file = "dependency_injector-4.48.2-cp310-abi3-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:12a15979fd534b728b3061c8aa52fd55adb77574758817daae9df8a1c2eb830b"},
@@ -996,7 +1025,7 @@ version = "1.3.1"
 description = "Python @deprecated decorator to deprecate old python classes, functions or methods."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "deprecated-1.3.1-py2.py3-none-any.whl", hash = "sha256:597bfef186b6f60181535a29fbe44865ce137a5079f295b479886c82729d5f3f"},
     {file = "deprecated-1.3.1.tar.gz", hash = "sha256:b1b50e0ff0c1fddaa5708a2c6b0a6588bb09b892825ab2b214ac9ea9d92a5223"},
@@ -1014,7 +1043,7 @@ version = "2.1.0"
 description = "A library to handle automated deprecations"
 optional = false
 python-versions = "*"
-groups = ["main"]
+groups = ["main", "dev", "prod", "prod-local"]
 files = [
     {file = "deprecation-2.1.0-py2.py3-none-any.whl", hash = "sha256:a10811591210e1fb0e768a8c25517cabeabcba6f0bf96564f8ff45189f90b14a"},
     {file = "deprecation-2.1.0.tar.gz", hash = "sha256:72b3bde64e5d778694b0cf68178aed03d15e15477116add3fb773e581f9518ff"},
@@ -1029,7 +1058,7 @@ version = "0.3.8"
 description = "serialize all of Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "dill-0.3.8-py3-none-any.whl", hash = "sha256:c36ca9ffb54365bdd2f8eb3eff7d2a21237f8452b57ace88b1ac615b7e815bd7"},
     {file = "dill-0.3.8.tar.gz", hash = "sha256:3ebe3c479ad625c4553aca177444d89b486b1d84982eeacded644afc0cf797ca"},
@@ -1045,7 +1074,7 @@ version = "5.6.3"
 description = "Disk Cache -- Disk and file backed persistent cache."
 optional = false
 python-versions = ">=3"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "diskcache-5.6.3-py3-none-any.whl", hash = "sha256:5e31b2d5fbad117cc363ebaf6b689474db18a1f6438bc82358b024abd4c2ca19"},
     {file = "diskcache-5.6.3.tar.gz", hash = "sha256:2c3a3fa2743d8535d832ec61c2054a1641f41775aa7c556758a109941e33e4fc"},
@@ -1057,7 +1086,7 @@ version = "0.4.0"
 description = "Distribution utilities"
 optional = false
 python-versions = "*"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "distlib-0.4.0-py2.py3-none-any.whl", hash = "sha256:9659f7d87e46584a30b5780e43ac7a2143098441670ff0a49d5f9034c54a6c16"},
     {file = "distlib-0.4.0.tar.gz", hash = "sha256:feec40075be03a04501a973d81f633735b4b69f98b05450592310c0f401a4e0d"},
@@ -1069,7 +1098,7 @@ version = "1.9.0"
 description = "Distro - an OS platform information API"
 optional = false
 python-versions = ">=3.6"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "distro-1.9.0-py3-none-any.whl", hash = "sha256:7bffd925d65168f85027d8da9af6bddab658135b840670a223589bc0c8ef02b2"},
     {file = "distro-1.9.0.tar.gz", hash = "sha256:2fa77c6fd8940f116ee1d6b94a2f90b13b5ea8d019b98bc8bafdcabcdd9bdbed"},
@@ -1081,7 +1110,7 @@ version = "0.17.0"
 description = "Parse Python docstrings in reST, Google and Numpydoc format"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "docstring_parser-0.17.0-py3-none-any.whl", hash = "sha256:cf2569abd23dce8099b300f9b4fa8191e9582dda731fd533daf54c4551658708"},
     {file = "docstring_parser-0.17.0.tar.gz", hash = "sha256:583de4a309722b3315439bb31d64ba3eebada841f2e2cee23b99df001434c912"},
@@ -1098,7 +1127,7 @@ version = "2.3.0"
 description = "Removes commented-out code."
 optional = false
 python-versions = "*"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "eradicate-2.3.0-py3-none-any.whl", hash = "sha256:2b29b3dd27171f209e4ddd8204b70c02f0682ae95eecb353f10e8d72b149c63e"},
     {file = "eradicate-2.3.0.tar.gz", hash = "sha256:06df115be3b87d0fc1c483db22a2ebb12bcf40585722810d809cc770f5031c37"},
@@ -1106,26 +1135,27 @@ files = [
 
 [[package]]
 name = "fastapi"
-version = "0.121.3"
+version = "0.128.7"
 description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
 optional = false
-python-versions = ">=3.8"
-groups = ["main"]
+python-versions = ">=3.9"
+groups = ["dev", "prod", "prod-local"]
 files = [
-    {file = "fastapi-0.121.3-py3-none-any.whl", hash = "sha256:0c78fc87587fcd910ca1bbf5bc8ba37b80e119b388a7206b39f0ecc95ebf53e9"},
-    {file = "fastapi-0.121.3.tar.gz", hash = "sha256:0055bc24fe53e56a40e9e0ad1ae2baa81622c406e548e501e717634e2dfbc40b"},
+    {file = "fastapi-0.128.7-py3-none-any.whl", hash = "sha256:6bd9bd31cb7047465f2d3fa3ba3f33b0870b17d4eaf7cdb36d1576ab060ad662"},
+    {file = "fastapi-0.128.7.tar.gz", hash = "sha256:783c273416995486c155ad2c0e2b45905dedfaf20b9ef8d9f6a9124670639a24"},
 ]
 
 [package.dependencies]
 annotated-doc = ">=0.0.2"
-pydantic = ">=1.7.4,<1.8 || >1.8,<1.8.1 || >1.8.1,<2.0.0 || >2.0.0,<2.0.1 || >2.0.1,<2.1.0 || >2.1.0,<3.0.0"
-starlette = ">=0.40.0,<0.51.0"
+pydantic = ">=2.7.0"
+starlette = ">=0.40.0,<1.0.0"
 typing-extensions = ">=4.8.0"
+typing-inspection = ">=0.4.2"
 
 [package.extras]
-all = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.8)", "httpx (>=0.23.0,<1.0.0)", "itsdangerous (>=1.1.0)", "jinja2 (>=3.1.5)", "orjson (>=3.2.1)", "pydantic-extra-types (>=2.0.0)", "pydantic-settings (>=2.0.0)", "python-multipart (>=0.0.18)", "pyyaml (>=5.3.1)", "ujson (>=4.0.1,!=4.0.2,!=4.1.0,!=4.2.0,!=4.3.0,!=5.0.0,!=5.1.0)", "uvicorn[standard] (>=0.12.0)"]
-standard = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.8)", "httpx (>=0.23.0,<1.0.0)", "jinja2 (>=3.1.5)", "python-multipart (>=0.0.18)", "uvicorn[standard] (>=0.12.0)"]
-standard-no-fastapi-cloud-cli = ["email-validator (>=2.0.0)", "fastapi-cli[standard-no-fastapi-cloud-cli] (>=0.0.8)", "httpx (>=0.23.0,<1.0.0)", "jinja2 (>=3.1.5)", "python-multipart (>=0.0.18)", "uvicorn[standard] (>=0.12.0)"]
+all = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.8)", "httpx (>=0.23.0,<1.0.0)", "itsdangerous (>=1.1.0)", "jinja2 (>=3.1.5)", "orjson (>=3.9.3)", "pydantic-extra-types (>=2.0.0)", "pydantic-settings (>=2.0.0)", "python-multipart (>=0.0.18)", "pyyaml (>=5.3.1)", "ujson (>=5.8.0)", "uvicorn[standard] (>=0.12.0)"]
+standard = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.8)", "httpx (>=0.23.0,<1.0.0)", "jinja2 (>=3.1.5)", "pydantic-extra-types (>=2.0.0)", "pydantic-settings (>=2.0.0)", "python-multipart (>=0.0.18)", "uvicorn[standard] (>=0.12.0)"]
+standard-no-fastapi-cloud-cli = ["email-validator (>=2.0.0)", "fastapi-cli[standard-no-fastapi-cloud-cli] (>=0.0.8)", "httpx (>=0.23.0,<1.0.0)", "jinja2 (>=3.1.5)", "pydantic-extra-types (>=2.0.0)", "pydantic-settings (>=2.0.0)", "python-multipart (>=0.0.18)", "uvicorn[standard] (>=0.12.0)"]
 
 [[package]]
 name = "fastembed"
@@ -1133,7 +1163,7 @@ version = "0.7.3"
 description = "Fast, light, accurate library built for retrieval embedding generation"
 optional = false
 python-versions = ">=3.9.0"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "fastembed-0.7.3-py3-none-any.whl", hash = "sha256:a377b57843abd773318042960be39f1aef29827530acb98b035a554742a85cdf"},
     {file = "fastembed-0.7.3.tar.gz", hash = "sha256:04e95eb5ccc706513166c23bf8e5429ed160c5783b7b11514431a77624d480a5"},
@@ -1153,14 +1183,14 @@ tqdm = ">=4.66,<5.0"
 
 [[package]]
 name = "filelock"
-version = "3.20.0"
+version = "3.20.3"
 description = "A platform independent file lock."
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
-    {file = "filelock-3.20.0-py3-none-any.whl", hash = "sha256:339b4732ffda5cd79b13f4e2711a31b0365ce445d95d243bb996273d072546a2"},
-    {file = "filelock-3.20.0.tar.gz", hash = "sha256:711e943b4ec6be42e1d4e6690b48dc175c822967466bb31c0c293f34334c13f4"},
+    {file = "filelock-3.20.3-py3-none-any.whl", hash = "sha256:4b0dda527ee31078689fc205ec4f1c1bf7d56cf88b6dc9426c4f230e46c2dce1"},
+    {file = "filelock-3.20.3.tar.gz", hash = "sha256:18c57ee915c7ec61cff0ecf7f0f869936c7c30191bb0cf406f1341778d0834e1"},
 ]
 
 [[package]]
@@ -1169,7 +1199,7 @@ version = "7.3.0"
 description = "the modular source code checker: pep8 pyflakes and co"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8-7.3.0-py2.py3-none-any.whl", hash = "sha256:b9696257b9ce8beb888cdbe31cf885c90d31928fe202be0889a7cdafad32f01e"},
     {file = "flake8-7.3.0.tar.gz", hash = "sha256:fe044858146b9fc69b551a4b490d69cf960fcb78ad1edcb84e7fbb1b4a8e3872"},
@@ -1186,7 +1216,7 @@ version = "0.1.0"
 description = "A flake8 extension that checks for type annotations complexity"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8_annotations_complexity-0.1.0-py3-none-any.whl", hash = "sha256:102d75f5ba0c667cde9c563062f4e7c616ca84bf5bfdc9c1f960a2655133ce35"},
     {file = "flake8_annotations_complexity-0.1.0.tar.gz", hash = "sha256:98b86ef87de5331d2b61f3cf472dcf6b8ff1a5ddde46f78bc894b464f06e1414"},
@@ -1201,7 +1231,7 @@ version = "4.1.1"
 description = "Automated security testing with bandit and flake8."
 optional = false
 python-versions = ">=3.6"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8_bandit-4.1.1-py3-none-any.whl", hash = "sha256:4c8a53eb48f23d4ef1e59293657181a3c989d0077c9952717e98a0eace43e06d"},
     {file = "flake8_bandit-4.1.1.tar.gz", hash = "sha256:068e09287189cbfd7f986e92605adea2067630b75380c6b5733dab7d87f9a84e"},
@@ -1217,7 +1247,7 @@ version = "0.4.0"
 description = "flake8 plugin to call black as a code style validator"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8_black-0.4.0-py3-none-any.whl", hash = "sha256:288762d0c9ea065782d87eeecbcc20c69079d17fe1d0f0445f0eb0b0ffb80c39"},
     {file = "flake8_black-0.4.0.tar.gz", hash = "sha256:bf226868f695dee48d55ff6d7747e900709bfd6f605b7a378c70e711e3fc26cb"},
@@ -1236,7 +1266,7 @@ version = "24.12.12"
 description = "A plugin for flake8 finding likely bugs and design problems in your program. Contains warnings that don't belong in pyflakes and pycodestyle."
 optional = false
 python-versions = ">=3.8.1"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8_bugbear-24.12.12-py3-none-any.whl", hash = "sha256:1b6967436f65ca22a42e5373aaa6f2d87966ade9aa38d4baf2a1be550767545e"},
     {file = "flake8_bugbear-24.12.12.tar.gz", hash = "sha256:46273cef0a6b6ff48ca2d69e472f41420a42a46e24b2a8972e4f0d6733d12a64"},
@@ -1255,7 +1285,7 @@ version = "2.5.0"
 description = "Check for python builtins being used as variables or parameters"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8_builtins-2.5.0-py3-none-any.whl", hash = "sha256:8cac7c52c6f0708c0902b46b385bc7e368a9068965083796f1431c0d2e6550cf"},
     {file = "flake8_builtins-2.5.0.tar.gz", hash = "sha256:bdaa3dd823e4f5308c5e712d19fa5f69daa52781ea874f5ea9c3637bcf56faa6"},
@@ -1273,7 +1303,7 @@ version = "3.17.0"
 description = "A flake8 plugin to help you write better list/set/dict comprehensions."
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8_comprehensions-3.17.0-py3-none-any.whl", hash = "sha256:3943a9c6f2593c3bc5cc64106c2f89d63c6ecd49c8343597f8257b8fcfc8b0a2"},
     {file = "flake8_comprehensions-3.17.0.tar.gz", hash = "sha256:bf4fa102b2bf4d6c9e999e29e4b2724cbadffb70b937600fc782161be4dc0f4a"},
@@ -1288,7 +1318,7 @@ version = "1.7.0"
 description = "Extension for flake8 which uses pydocstyle to check docstrings"
 optional = false
 python-versions = ">=3.7"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8_docstrings-1.7.0-py2.py3-none-any.whl", hash = "sha256:51f2344026da083fc084166a9353f5082b01f72901df422f74b4d953ae88ac75"},
     {file = "flake8_docstrings-1.7.0.tar.gz", hash = "sha256:4c8cc748dc16e6869728699e5d0d685da9a10b0ea718e090b1ba088e67a941af"},
@@ -1304,7 +1334,7 @@ version = "0.0.8"
 description = "Flake8 plugin to enforce Unix/Linux EOL consistency"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8-eol-0.0.8.tar.gz", hash = "sha256:a12d836aef941de299984d6c7c4be58ab5d0953507bc68da3e15f09fee0a5e66"},
     {file = "flake8_eol-0.0.8-py3-none-any.whl", hash = "sha256:85759779b32250385cef6d97dd98abae61ec3619f93725857393f948702f06a5"},
@@ -1319,7 +1349,7 @@ version = "1.5.0"
 description = "Flake8 plugin to find commented out code"
 optional = false
 python-versions = ">=3.8,<4.0"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8_eradicate-1.5.0-py3-none-any.whl", hash = "sha256:18acc922ad7de623f5247c7d5595da068525ec5437dd53b22ec2259b96ce9d22"},
     {file = "flake8_eradicate-1.5.0.tar.gz", hash = "sha256:aee636cb9ecb5594a7cd92d67ad73eb69909e5cc7bd81710cf9d00970f3983a6"},
@@ -1336,7 +1366,7 @@ version = "0.0.1a0"
 description = "A flake8 plugin to identify commonly unhandled exceptions."
 optional = false
 python-versions = "*"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8_exceptions-0.0.1a0-py2.py3-none-any.whl", hash = "sha256:95b33f1491c794b872ca4f1fad5a7caa36b6a79e5c58fddec93e587816582907"},
     {file = "flake8_exceptions-0.0.1a0.tar.gz", hash = "sha256:824c402fcb82e9f4e45ab61eda2f0710202c61d55476f3123c0c27330abc01ed"},
@@ -1351,7 +1381,7 @@ version = "0.0.11"
 description = "A flake8 extension that checks expressions complexity"
 optional = false
 python-versions = ">=3.7"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8_expression_complexity-0.0.11-py3-none-any.whl", hash = "sha256:b56bac37f7dd5d3d102a7111c89f6579c2cbd897b868147794c9ed12aadc627c"},
     {file = "flake8_expression_complexity-0.0.11.tar.gz", hash = "sha256:4dd8909fecbc20f53814cdcef9d0b04f61532764278d9b6e8026686812e96631"},
@@ -1367,7 +1397,7 @@ version = "0.0.5"
 description = "flake8 extension that checks function order within a class"
 optional = false
 python-versions = ">=3.6"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8_function_order-0.0.5-py3-none-any.whl", hash = "sha256:58fd9cdf5584894318dd3949ce51b4000f28810adc053cb092f10911ffe9ec8e"},
     {file = "flake8_function_order-0.0.5.tar.gz", hash = "sha256:16185e1a126ddc7767add8e60616859e3364208fac3650b1c2c624f05c5e39dd"},
@@ -1383,7 +1413,7 @@ version = "2024.24.12"
 description = ""
 optional = false
 python-versions = "*"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8_logging_format-2024.24.12-py3-none-any.whl", hash = "sha256:7d93c2107354b10a05b1a0d8ccd3a9bfb793aee108007765114c958a7541d674"},
 ]
@@ -1398,7 +1428,7 @@ version = "1.3.3"
 description = "The package provides base classes and utils for flake8 plugin writing"
 optional = false
 python-versions = ">=3.6,<4.0"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8-plugin-utils-1.3.3.tar.gz", hash = "sha256:39f6f338d038b301c6fd344b06f2e81e382b68fa03c0560dff0d9b1791a11a2c"},
     {file = "flake8_plugin_utils-1.3.3-py3-none-any.whl", hash = "sha256:e4848c57d9d50f19100c2d75fa794b72df068666a9041b4b0409be923356a3ed"},
@@ -1410,7 +1440,7 @@ version = "1.2.3"
 description = "Flake8 plug-in loading the configuration from pyproject.toml"
 optional = false
 python-versions = ">= 3.6"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8_pyproject-1.2.3-py3-none-any.whl", hash = "sha256:6249fe53545205af5e76837644dc80b4c10037e73a0e5db87ff562d75fb5bd4a"},
 ]
@@ -1427,7 +1457,7 @@ version = "2.2.0"
 description = "A flake8 plugin checking common style issues or inconsistencies with pytest-based tests."
 optional = false
 python-versions = ">=3.10"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8_pytest_style-2.2.0-py3-none-any.whl", hash = "sha256:d01c4198a6c4e0ab759a92a0fa7710f10d83ec28e32a50ab6fb2e10f973a2f36"},
     {file = "flake8_pytest_style-2.2.0.tar.gz", hash = "sha256:d23a33294bccfb9f1b11aaf5212256727b299b9c9b17cf21e230c52c1095a468"},
@@ -1442,7 +1472,7 @@ version = "3.4.0"
 description = "Flake8 lint for quotes."
 optional = false
 python-versions = "*"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8-quotes-3.4.0.tar.gz", hash = "sha256:aad8492fb710a2d3eabe68c5f86a1428de650c8484127e14c43d0504ba30276c"},
 ]
@@ -1457,7 +1487,7 @@ version = "1.2.0"
 description = "Flake8 plugin that checks return values"
 optional = false
 python-versions = ">=3.6,<4.0"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8-return-1.2.0.tar.gz", hash = "sha256:68dfa56582cd704febd02ad86dcf5df67e38e0836d62f1ceae7930d76d3dd955"},
     {file = "flake8_return-1.2.0-py3-none-any.whl", hash = "sha256:1f07af12954ed03ebe2c2aac2418f78b55374e9929d4956109664588f31582a1"},
@@ -1468,18 +1498,17 @@ flake8-plugin-utils = ">=1.0,<2.0"
 
 [[package]]
 name = "flake8-simplify"
-version = "0.22.0"
+version = "0.30.0"
 description = "flake8 plugin which checks for code that can be simplified"
 optional = false
-python-versions = ">=3.6.1"
-groups = ["dev"]
+python-versions = ">=3.9.0"
+groups = ["lint"]
 files = [
-    {file = "flake8_simplify-0.22.0-py3-none-any.whl", hash = "sha256:812c65bf49d7857093750df71fc9c4a925fc192bfca14ecf04570e224f17581f"},
-    {file = "flake8_simplify-0.22.0.tar.gz", hash = "sha256:526421594d5815cf786a637c2a705223956f7e34872b6bb9f66c5ce3e28caaf9"},
+    {file = "flake8_simplify-0.30.0-py3-none-any.whl", hash = "sha256:c9f54a50d24780832a3f2bb7a687ef465b91f10d7cb4ea0845dff4b65d9c91f4"},
+    {file = "flake8_simplify-0.30.0.tar.gz", hash = "sha256:61bff74fab73884e1ec12e472d67e7e789043028ff858e5f9af389d392d65b82"},
 ]
 
 [package.dependencies]
-astor = ">=0.1"
 flake8 = ">=3.7"
 
 [[package]]
@@ -1488,7 +1517,7 @@ version = "4.12.0"
 description = "A flake8 plugin that helps you write tidier imports."
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8_tidy_imports-4.12.0-py3-none-any.whl", hash = "sha256:ab1e31a5ce07518a31c0a34cd92551f4c27639ae2c35a21364680a0318da312e"},
     {file = "flake8_tidy_imports-4.12.0.tar.gz", hash = "sha256:9254788c3b6862c2fcec0250d2dc9af089afebff9c5b8a8ac8b9525b059b06db"},
@@ -1503,7 +1532,7 @@ version = "0.2.0"
 description = "flake8 plugin which checks use of deprecated typing.List, typing.Dict, etc."
 optional = false
 python-versions = "*"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "flake8_wot-0.2.0-py3-none-any.whl", hash = "sha256:4bd4f57204fbb13c33c34849ea763519e277293ff6e46a9e9ce7a5b801fab642"},
     {file = "flake8_wot-0.2.0.tar.gz", hash = "sha256:49368e90e9fb0dc04f65a441c1670e1ba631ca10458e8ebcc0382aa8215d598e"},
@@ -1518,7 +1547,7 @@ version = "0.2.10"
 description = "Ultra lite & Super fast SoTA cross-encoder based re-ranking for your search & retrieval pipelines."
 optional = false
 python-versions = ">=3.6"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "FlashRank-0.2.10-py3-none-any.whl", hash = "sha256:5d3272ae657d793c132d1e7917ed9e2adf49e0e1c60735583a67b051c6f0434a"},
     {file = "FlashRank-0.2.10.tar.gz", hash = "sha256:f8f82a25c32fdfc668a09dc4089421d6aab8e7f71308424b541f40bb3f01d9db"},
@@ -1540,7 +1569,7 @@ version = "25.9.23"
 description = "The FlatBuffers serialization format for Python"
 optional = false
 python-versions = "*"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "flatbuffers-25.9.23-py2.py3-none-any.whl", hash = "sha256:255538574d6cb6d0a79a17ec8bc0d30985913b87513a01cce8bcdb6b4c44d0e2"},
     {file = "flatbuffers-25.9.23.tar.gz", hash = "sha256:676f9fa62750bb50cf531b42a0a2a118ad8f7f797a511eda12881c016f093b12"},
@@ -1552,7 +1581,7 @@ version = "1.8.0"
 description = "A list-like structure which implements collections.abc.MutableSequence"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["main", "dev", "prod", "prod-local"]
 files = [
     {file = "frozenlist-1.8.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:b37f6d31b3dcea7deb5e9696e529a6aa4a898adc33db82da12e4c60a7c4d2011"},
     {file = "frozenlist-1.8.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:ef2b7b394f208233e471abc541cc6991f907ffd47dc72584acee3147899d6565"},
@@ -1692,7 +1721,7 @@ version = "2025.3.0"
 description = "File-system specification"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "fsspec-2025.3.0-py3-none-any.whl", hash = "sha256:efb87af3efa9103f94ca91a7f8cb7a4df91af9f74fc106c9c7ea0efd7277c1b3"},
     {file = "fsspec-2025.3.0.tar.gz", hash = "sha256:a935fd1ea872591f2b5148907d103488fc523295e6c64b835cfad8c3eca44972"},
@@ -1729,47 +1758,13 @@ test-downstream = ["aiobotocore (>=2.5.4,<3.0.0)", "dask[dataframe,test]", "moto
 test-full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "cloudpickle", "dask", "distributed", "dropbox", "dropboxdrivefs", "fastparquet", "fusepy", "gcsfs", "jinja2", "kerchunk", "libarchive-c", "lz4", "notebook", "numpy", "ocifs", "pandas", "panel", "paramiko", "pyarrow", "pyarrow (>=1)", "pyftpdlib", "pygit2", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "python-snappy", "requests", "smbprotocol", "tqdm", "urllib3", "zarr", "zstandard"]
 tqdm = ["tqdm"]
 
-[[package]]
-name = "gitdb"
-version = "4.0.12"
-description = "Git Object Database"
-optional = false
-python-versions = ">=3.7"
-groups = ["main"]
-files = [
-    {file = "gitdb-4.0.12-py3-none-any.whl", hash = "sha256:67073e15955400952c6565cc3e707c554a4eea2e428946f7a4c162fab9bd9bcf"},
-    {file = "gitdb-4.0.12.tar.gz", hash = "sha256:5ef71f855d191a3326fcfbc0d5da835f26b13fbcba60c32c21091c349ffdb571"},
-]
-
-[package.dependencies]
-smmap = ">=3.0.1,<6"
-
-[[package]]
-name = "gitpython"
-version = "3.1.45"
-description = "GitPython is a Python library used to interact with Git repositories"
-optional = false
-python-versions = ">=3.7"
-groups = ["main"]
-files = [
-    {file = "gitpython-3.1.45-py3-none-any.whl", hash = "sha256:8908cb2e02fb3b93b7eb0f2827125cb699869470432cc885f019b8fd0fccff77"},
-    {file = "gitpython-3.1.45.tar.gz", hash = "sha256:85b0ee964ceddf211c41b9f27a49086010a190fd8132a24e21f362a4b36a791c"},
-]
-
-[package.dependencies]
-gitdb = ">=4.0.1,<5"
-
-[package.extras]
-doc = ["sphinx (>=7.1.2,<7.2)", "sphinx-autodoc-typehints", "sphinx_rtd_theme"]
-test = ["coverage[toml]", "ddt (>=1.1.1,!=1.4.3)", "mock ; python_version < \"3.8\"", "mypy", "pre-commit", "pytest (>=7.3.1)", "pytest-cov", "pytest-instafail", "pytest-mock", "pytest-sugar", "typing-extensions ; python_version < \"3.11\""]
-
 [[package]]
 name = "googleapis-common-protos"
 version = "1.72.0"
 description = "Common protobufs used in Google APIs"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "googleapis_common_protos-1.72.0-py3-none-any.whl", hash = "sha256:4299c5a82d5ae1a9702ada957347726b167f9f8d1fc352477702a1e851ff4038"},
     {file = "googleapis_common_protos-1.72.0.tar.gz", hash = "sha256:e55a601c1b32b52d7a3e65f43563e2aa61bcd737998ee672ac9b951cd49319f5"},
@@ -1787,7 +1782,7 @@ version = "3.2.4"
 description = "Lightweight in-process concurrent programming"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 markers = "platform_machine == \"aarch64\" or platform_machine == \"ppc64le\" or platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"AMD64\" or platform_machine == \"win32\" or platform_machine == \"WIN32\""
 files = [
     {file = "greenlet-3.2.4-cp310-cp310-macosx_11_0_universal2.whl", hash = "sha256:8c68325b0d0acf8d91dde4e6f930967dd52a5302cd4062932a6b2e7c2969f47c"},
@@ -1798,6 +1793,8 @@ files = [
     {file = "greenlet-3.2.4-cp310-cp310-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:c2ca18a03a8cfb5b25bc1cbe20f3d9a4c80d8c3b13ba3df49ac3961af0b1018d"},
     {file = "greenlet-3.2.4-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:9fe0a28a7b952a21e2c062cd5756d34354117796c6d9215a87f55e38d15402c5"},
     {file = "greenlet-3.2.4-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:8854167e06950ca75b898b104b63cc646573aa5fef1353d4508ecdd1ee76254f"},
+    {file = "greenlet-3.2.4-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:f47617f698838ba98f4ff4189aef02e7343952df3a615f847bb575c3feb177a7"},
+    {file = "greenlet-3.2.4-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:af41be48a4f60429d5cad9d22175217805098a9ef7c40bfef44f7669fb9d74d8"},
     {file = "greenlet-3.2.4-cp310-cp310-win_amd64.whl", hash = "sha256:73f49b5368b5359d04e18d15828eecc1806033db5233397748f4ca813ff1056c"},
     {file = "greenlet-3.2.4-cp311-cp311-macosx_11_0_universal2.whl", hash = "sha256:96378df1de302bc38e99c3a9aa311967b7dc80ced1dcc6f171e99842987882a2"},
     {file = "greenlet-3.2.4-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:1ee8fae0519a337f2329cb78bd7a8e128ec0f881073d43f023c7b8d4831d5246"},
@@ -1807,6 +1804,8 @@ files = [
     {file = "greenlet-3.2.4-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:2523e5246274f54fdadbce8494458a2ebdcdbc7b802318466ac5606d3cded1f8"},
     {file = "greenlet-3.2.4-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:1987de92fec508535687fb807a5cea1560f6196285a4cde35c100b8cd632cc52"},
     {file = "greenlet-3.2.4-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:55e9c5affaa6775e2c6b67659f3a71684de4c549b3dd9afca3bc773533d284fa"},
+    {file = "greenlet-3.2.4-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:c9c6de1940a7d828635fbd254d69db79e54619f165ee7ce32fda763a9cb6a58c"},
+    {file = "greenlet-3.2.4-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:03c5136e7be905045160b1b9fdca93dd6727b180feeafda6818e6496434ed8c5"},
     {file = "greenlet-3.2.4-cp311-cp311-win_amd64.whl", hash = "sha256:9c40adce87eaa9ddb593ccb0fa6a07caf34015a29bf8d344811665b573138db9"},
     {file = "greenlet-3.2.4-cp312-cp312-macosx_11_0_universal2.whl", hash = "sha256:3b67ca49f54cede0186854a008109d6ee71f66bd57bb36abd6d0a0267b540cdd"},
     {file = "greenlet-3.2.4-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:ddf9164e7a5b08e9d22511526865780a576f19ddd00d62f8a665949327fde8bb"},
@@ -1816,6 +1815,8 @@ files = [
     {file = "greenlet-3.2.4-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:3b3812d8d0c9579967815af437d96623f45c0f2ae5f04e366de62a12d83a8fb0"},
     {file = "greenlet-3.2.4-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:abbf57b5a870d30c4675928c37278493044d7c14378350b3aa5d484fa65575f0"},
     {file = "greenlet-3.2.4-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:20fb936b4652b6e307b8f347665e2c615540d4b42b3b4c8a321d8286da7e520f"},
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@@ -1825,6 +1826,8 @@ files = [
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+    {file = "greenlet-3.2.4-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:6e343822feb58ac4d0a1211bd9399de2b3a04963ddeec21530fc426cc121f19b"},
+    {file = "greenlet-3.2.4-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:ca7f6f1f2649b89ce02f6f229d7c19f680a6238af656f61e0115b24857917929"},
     {file = "greenlet-3.2.4-cp313-cp313-win_amd64.whl", hash = "sha256:554b03b6e73aaabec3745364d6239e9e012d64c68ccd0b8430c64ccc14939a8b"},
     {file = "greenlet-3.2.4-cp314-cp314-macosx_11_0_universal2.whl", hash = "sha256:49a30d5fda2507ae77be16479bdb62a660fa51b1eb4928b524975b3bde77b3c0"},
     {file = "greenlet-3.2.4-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:299fd615cd8fc86267b47597123e3f43ad79c9d8a22bebdce535e53550763e2f"},
@@ -1832,6 +1835,8 @@ files = [
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     {file = "greenlet-3.2.4-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:061dc4cf2c34852b052a8620d40f36324554bc192be474b9e9770e8c042fd735"},
     {file = "greenlet-3.2.4-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:44358b9bf66c8576a9f57a590d5f5d6e72fa4228b763d0e43fee6d3b06d3a337"},
+    {file = "greenlet-3.2.4-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:2917bdf657f5859fbf3386b12d68ede4cf1f04c90c3a6bc1f013dd68a22e2269"},
+    {file = "greenlet-3.2.4-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:015d48959d4add5d6c9f6c5210ee3803a830dce46356e3bc326d6776bde54681"},
     {file = "greenlet-3.2.4-cp314-cp314-win_amd64.whl", hash = "sha256:e37ab26028f12dbb0ff65f29a8d3d44a765c61e729647bf2ddfbbed621726f01"},
     {file = "greenlet-3.2.4-cp39-cp39-macosx_11_0_universal2.whl", hash = "sha256:b6a7c19cf0d2742d0809a4c05975db036fdff50cd294a93632d6a310bf9ac02c"},
     {file = "greenlet-3.2.4-cp39-cp39-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:27890167f55d2387576d1f41d9487ef171849ea0359ce1510ca6e06c8bece11d"},
@@ -1841,6 +1846,8 @@ files = [
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+    {file = "greenlet-3.2.4-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:28a3c6b7cd72a96f61b0e4b2a36f681025b60ae4779cc73c1535eb5f29560b10"},
+    {file = "greenlet-3.2.4-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:52206cd642670b0b320a1fd1cbfd95bca0e043179c1d8a045f2c6109dfe973be"},
     {file = "greenlet-3.2.4-cp39-cp39-win32.whl", hash = "sha256:65458b409c1ed459ea899e939f0e1cdb14f58dbc803f2f93c5eab5694d32671b"},
     {file = "greenlet-3.2.4-cp39-cp39-win_amd64.whl", hash = "sha256:d2e685ade4dafd447ede19c31277a224a239a0a1a4eca4e6390efedf20260cfb"},
     {file = "greenlet-3.2.4.tar.gz", hash = "sha256:0dca0d95ff849f9a364385f36ab49f50065d76964944638be9691e1832e9f86d"},
@@ -1856,7 +1863,7 @@ version = "1.76.0"
 description = "HTTP/2-based RPC framework"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "grpcio-1.76.0-cp310-cp310-linux_armv7l.whl", hash = "sha256:65a20de41e85648e00305c1bb09a3598f840422e522277641145a32d42dcefcc"},
     {file = "grpcio-1.76.0-cp310-cp310-macosx_11_0_universal2.whl", hash = "sha256:40ad3afe81676fd9ec6d9d406eda00933f218038433980aa19d401490e46ecde"},
@@ -1933,7 +1940,7 @@ version = "0.16.0"
 description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
+groups = ["main", "dev", "prod", "prod-local"]
 files = [
     {file = "h11-0.16.0-py3-none-any.whl", hash = "sha256:63cf8bbe7522de3bf65932fda1d9c2772064ffb3dae62d55932da54b31cb6c86"},
     {file = "h11-0.16.0.tar.gz", hash = "sha256:4e35b956cf45792e4caa5885e69fba00bdbc6ffafbfa020300e549b208ee5ff1"},
@@ -1945,7 +1952,7 @@ version = "4.3.0"
 description = "Pure-Python HTTP/2 protocol implementation"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "h2-4.3.0-py3-none-any.whl", hash = "sha256:c438f029a25f7945c69e0ccf0fb951dc3f73a5f6412981daee861431b70e2bdd"},
     {file = "h2-4.3.0.tar.gz", hash = "sha256:6c59efe4323fa18b47a632221a1888bd7fde6249819beda254aeca909f221bf1"},
@@ -1961,7 +1968,7 @@ version = "1.2.0"
 description = "Fast transfer of large files with the Hugging Face Hub."
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 markers = "platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\""
 files = [
     {file = "hf_xet-1.2.0-cp313-cp313t-macosx_10_12_x86_64.whl", hash = "sha256:ceeefcd1b7aed4956ae8499e2199607765fbd1c60510752003b6cc0b8413b649"},
@@ -1997,7 +2004,7 @@ version = "4.1.0"
 description = "Pure-Python HPACK header encoding"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "hpack-4.1.0-py3-none-any.whl", hash = "sha256:157ac792668d995c657d93111f46b4535ed114f0c9c8d672271bbec7eae1b496"},
     {file = "hpack-4.1.0.tar.gz", hash = "sha256:ec5eca154f7056aa06f196a557655c5b009b382873ac8d1e66e79e87535f1dca"},
@@ -2009,7 +2016,7 @@ version = "1.0.9"
 description = "A minimal low-level HTTP client."
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
+groups = ["main", "dev", "prod", "prod-local"]
 files = [
     {file = "httpcore-1.0.9-py3-none-any.whl", hash = "sha256:2d400746a40668fc9dec9810239072b40b4484b640a8c38fd654a024c7a1bf55"},
     {file = "httpcore-1.0.9.tar.gz", hash = "sha256:6e34463af53fd2ab5d807f399a9b45ea31c3dfa2276f15a2c3f00afff6e176e8"},
@@ -2031,7 +2038,7 @@ version = "0.28.1"
 description = "The next generation HTTP client."
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
+groups = ["main", "dev", "prod", "prod-local"]
 files = [
     {file = "httpx-0.28.1-py3-none-any.whl", hash = "sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad"},
     {file = "httpx-0.28.1.tar.gz", hash = "sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc"},
@@ -2057,7 +2064,7 @@ version = "0.4.3"
 description = "Consume Server-Sent Event (SSE) messages with HTTPX."
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "httpx_sse-0.4.3-py3-none-any.whl", hash = "sha256:0ac1c9fe3c0afad2e0ebb25a934a59f4c7823b60792691f779fad2c5568830fc"},
     {file = "httpx_sse-0.4.3.tar.gz", hash = "sha256:9b1ed0127459a66014aec3c56bebd93da3c1bc8bb6618c8082039a44889a755d"},
@@ -2069,7 +2076,7 @@ version = "0.36.0"
 description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
 optional = false
 python-versions = ">=3.8.0"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "huggingface_hub-0.36.0-py3-none-any.whl", hash = "sha256:7bcc9ad17d5b3f07b57c78e79d527102d08313caa278a641993acddcb894548d"},
     {file = "huggingface_hub-0.36.0.tar.gz", hash = "sha256:47b3f0e2539c39bf5cde015d63b72ec49baff67b6931c3d97f3f84532e2b8d25"},
@@ -2108,7 +2115,7 @@ version = "10.0"
 description = "Human friendly output for text interfaces using Python"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "humanfriendly-10.0-py2.py3-none-any.whl", hash = "sha256:1697e1a8a8f550fd43c2865cd84542fc175a61dcb779b6fee18cf6b6ccba1477"},
     {file = "humanfriendly-10.0.tar.gz", hash = "sha256:6b0b831ce8f15f7300721aa49829fc4e83921a9a301cc7f606be6686a2288ddc"},
@@ -2123,7 +2130,7 @@ version = "6.1.0"
 description = "Pure-Python HTTP/2 framing"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "hyperframe-6.1.0-py3-none-any.whl", hash = "sha256:b03380493a519fce58ea5af42e4a42317bf9bd425596f7a0835ffce80f1a42e5"},
     {file = "hyperframe-6.1.0.tar.gz", hash = "sha256:f630908a00854a7adeabd6382b43923a4c4cd4b821fcb527e6ab9e15382a3b08"},
@@ -2135,7 +2142,7 @@ version = "2.6.15"
 description = "File identification library for Python"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "identify-2.6.15-py2.py3-none-any.whl", hash = "sha256:1181ef7608e00704db228516541eb83a88a9f94433a8c80bb9b5bd54b1d81757"},
     {file = "identify-2.6.15.tar.gz", hash = "sha256:e4f4864b96c6557ef2a1e1c951771838f4edc9df3a72ec7118b338801b11c7bf"},
@@ -2150,7 +2157,7 @@ version = "3.11"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
+groups = ["main", "dev", "prod", "prod-local"]
 files = [
     {file = "idna-3.11-py3-none-any.whl", hash = "sha256:771a87f49d9defaf64091e6e6fe9c18d4833f140bd19464795bc32d966ca37ea"},
     {file = "idna-3.11.tar.gz", hash = "sha256:795dafcc9c04ed0c1fb032c2aa73654d8e8c5023a7df64a53f39190ada629902"},
@@ -2165,7 +2172,7 @@ version = "8.7.0"
 description = "Read metadata from Python packages"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "importlib_metadata-8.7.0-py3-none-any.whl", hash = "sha256:e5dd1551894c77868a30651cef00984d50e1002d06942a7101d34870c5f02afd"},
     {file = "importlib_metadata-8.7.0.tar.gz", hash = "sha256:d13b81ad223b890aa16c5471f2ac3056cf76c5f10f82d6f9292f0b415f389000"},
@@ -2189,7 +2196,7 @@ version = "2.3.0"
 description = "brain-dead simple config-ini parsing"
 optional = false
 python-versions = ">=3.10"
-groups = ["main", "dev"]
+groups = ["test"]
 files = [
     {file = "iniconfig-2.3.0-py3-none-any.whl", hash = "sha256:f631c04d2c48c52b84d0d0549c99ff3859c98df65b3101406327ecc7d53fbf12"},
     {file = "iniconfig-2.3.0.tar.gz", hash = "sha256:c76315c77db068650d49c5b56314774a7804df16fee4402c1f19d6d15d8c4730"},
@@ -2201,7 +2208,7 @@ version = "1.12.0"
 description = "structured outputs for llm"
 optional = false
 python-versions = "<4.0,>=3.9"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "instructor-1.12.0-py3-none-any.whl", hash = "sha256:88c2161c5ac7ccb60f9b9fc3e93e6a5750a0a28f2927d835b7d198018c3165d9"},
     {file = "instructor-1.12.0.tar.gz", hash = "sha256:f0e4dd7f275120f49200df0204af6a2d4e3e2f1f698b6b8c0f776e3a8c977e54"},
@@ -2252,7 +2259,7 @@ version = "3.1.6"
 description = "A very fast and expressive template engine."
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "jinja2-3.1.6-py3-none-any.whl", hash = "sha256:85ece4451f492d0c13c5dd7c13a64681a86afae63a5f347908daf103ce6d2f67"},
     {file = "jinja2-3.1.6.tar.gz", hash = "sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d"},
@@ -2270,7 +2277,7 @@ version = "0.10.0"
 description = "Fast iterable JSON parser."
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "jiter-0.10.0-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:cd2fb72b02478f06a900a5782de2ef47e0396b3e1f7d5aba30daeb1fce66f303"},
     {file = "jiter-0.10.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:32bb468e3af278f095d3fa5b90314728a6916d89ba3d0ffb726dd9bf7367285e"},
@@ -2351,13 +2358,25 @@ files = [
     {file = "jiter-0.10.0.tar.gz", hash = "sha256:07a7142c38aacc85194391108dc91b5b57093c978a9932bd86a36862759d9500"},
 ]
 
+[[package]]
+name = "jmespath"
+version = "1.1.0"
+description = "JSON Matching Expressions"
+optional = false
+python-versions = ">=3.9"
+groups = ["dev", "prod", "prod-local"]
+files = [
+    {file = "jmespath-1.1.0-py3-none-any.whl", hash = "sha256:a5663118de4908c91729bea0acadca56526eb2698e83de10cd116ae0f4e97c64"},
+    {file = "jmespath-1.1.0.tar.gz", hash = "sha256:472c87d80f36026ae83c6ddd0f1d05d4e510134ed462851fd5f754c8c3cbb88d"},
+]
+
 [[package]]
 name = "jsonpatch"
 version = "1.33"
 description = "Apply JSON-Patches (RFC 6902)"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "jsonpatch-1.33-py2.py3-none-any.whl", hash = "sha256:0ae28c0cd062bbd8b8ecc26d7d164fbbea9652a1a3693f3b956c1eae5145dade"},
     {file = "jsonpatch-1.33.tar.gz", hash = "sha256:9fcd4009c41e6d12348b4a0ff2563ba56a2923a7dfee731d004e212e1ee5030c"},
@@ -2372,7 +2391,7 @@ version = "3.0.0"
 description = "Identify specific nodes in a JSON document (RFC 6901)"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "jsonpointer-3.0.0-py2.py3-none-any.whl", hash = "sha256:13e088adc14fca8b6aa8177c044e12701e6ad4b28ff10e65f2267a90109c9942"},
     {file = "jsonpointer-3.0.0.tar.gz", hash = "sha256:2b2d729f2091522d61c3b31f82e11870f60b68f43fbc705cb76bf4b832af59ef"},
@@ -2384,7 +2403,7 @@ version = "1.5.6"
 description = "Implementation of JOSE Web standards"
 optional = false
 python-versions = ">= 3.8"
-groups = ["main"]
+groups = ["main", "dev", "prod", "prod-local"]
 files = [
     {file = "jwcrypto-1.5.6-py3-none-any.whl", hash = "sha256:150d2b0ebbdb8f40b77f543fb44ffd2baeff48788be71f67f03566692fd55789"},
     {file = "jwcrypto-1.5.6.tar.gz", hash = "sha256:771a87762a0c081ae6166958a954f80848820b2ab066937dc8b8379d65b1b039"},
@@ -2396,30 +2415,25 @@ typing-extensions = ">=4.5.0"
 
 [[package]]
 name = "langchain"
-version = "0.3.27"
+version = "1.2.10"
 description = "Building applications with LLMs through composability"
 optional = false
-python-versions = "<4.0,>=3.9"
-groups = ["main"]
+python-versions = "<4.0.0,>=3.10.0"
+groups = ["dev", "prod", "prod-local"]
 files = [
-    {file = "langchain-0.3.27-py3-none-any.whl", hash = "sha256:7b20c4f338826acb148d885b20a73a16e410ede9ee4f19bb02011852d5f98798"},
-    {file = "langchain-0.3.27.tar.gz", hash = "sha256:aa6f1e6274ff055d0fd36254176770f356ed0a8994297d1df47df341953cec62"},
+    {file = "langchain-1.2.10-py3-none-any.whl", hash = "sha256:e07a377204451fffaed88276b8193e894893b1003e25c5bca6539288ccca3698"},
+    {file = "langchain-1.2.10.tar.gz", hash = "sha256:bdcd7218d9c79a413cf15e106e4eb94408ac0963df9333ccd095b9ed43bf3be7"},
 ]
 
 [package.dependencies]
-langchain-core = ">=0.3.72,<1.0.0"
-langchain-text-splitters = ">=0.3.9,<1.0.0"
-langsmith = ">=0.1.17"
+langchain-core = ">=1.2.10,<2.0.0"
+langgraph = ">=1.0.8,<1.1.0"
 pydantic = ">=2.7.4,<3.0.0"
-PyYAML = ">=5.3"
-requests = ">=2,<3"
-SQLAlchemy = ">=1.4,<3"
 
 [package.extras]
 anthropic = ["langchain-anthropic"]
 aws = ["langchain-aws"]
 azure-ai = ["langchain-azure-ai"]
-cohere = ["langchain-cohere"]
 community = ["langchain-community"]
 deepseek = ["langchain-deepseek"]
 fireworks = ["langchain-fireworks"]
@@ -2434,24 +2448,61 @@ perplexity = ["langchain-perplexity"]
 together = ["langchain-together"]
 xai = ["langchain-xai"]
 
+[[package]]
+name = "langchain-classic"
+version = "1.0.1"
+description = "Building applications with LLMs through composability"
+optional = false
+python-versions = "<4.0.0,>=3.10.0"
+groups = ["dev", "prod", "prod-local"]
+files = [
+    {file = "langchain_classic-1.0.1-py3-none-any.whl", hash = "sha256:131d83a02bb80044c68fedc1ab4ae885d5b8f8c2c742d8ab9e7534ad9cda8e80"},
+    {file = "langchain_classic-1.0.1.tar.gz", hash = "sha256:40a499684df36b005a1213735dc7f8dca8f5eb67978d6ec763e7a49780864fdc"},
+]
+
+[package.dependencies]
+langchain-core = ">=1.2.5,<2.0.0"
+langchain-text-splitters = ">=1.1.0,<2.0.0"
+langsmith = ">=0.1.17,<1.0.0"
+pydantic = ">=2.7.4,<3.0.0"
+pyyaml = ">=5.3.0,<7.0.0"
+requests = ">=2.0.0,<3.0.0"
+sqlalchemy = ">=1.4.0,<3.0.0"
+
+[package.extras]
+anthropic = ["langchain-anthropic"]
+aws = ["langchain-aws"]
+deepseek = ["langchain-deepseek"]
+fireworks = ["langchain-fireworks"]
+google-genai = ["langchain-google-genai"]
+google-vertexai = ["langchain-google-vertexai"]
+groq = ["langchain-groq"]
+huggingface = ["langchain-huggingface"]
+mistralai = ["langchain-mistralai"]
+ollama = ["langchain-ollama"]
+openai = ["langchain-openai"]
+perplexity = ["langchain-perplexity"]
+together = ["langchain-together"]
+xai = ["langchain-xai"]
+
 [[package]]
 name = "langchain-community"
-version = "0.3.30"
+version = "0.4.1"
 description = "Community contributed LangChain integrations."
 optional = false
-python-versions = "<4.0.0,>=3.9.0"
-groups = ["main"]
+python-versions = "<4.0.0,>=3.10.0"
+groups = ["dev", "prod", "prod-local"]
 files = [
-    {file = "langchain_community-0.3.30-py3-none-any.whl", hash = "sha256:a49dcedbf8f320d9868d5944d0991c7bcc9f2182a602e5d5e872d315183c11c3"},
-    {file = "langchain_community-0.3.30.tar.gz", hash = "sha256:df68fbde7f7fa5142ab93b0cbc104916b12ab4163e200edd933ee93e67956ee9"},
+    {file = "langchain_community-0.4.1-py3-none-any.whl", hash = "sha256:2135abb2c7748a35c84613108f7ebf30f8505b18c3c18305ffaecfc7651f6c6a"},
+    {file = "langchain_community-0.4.1.tar.gz", hash = "sha256:f3b211832728ee89f169ddce8579b80a085222ddb4f4ed445a46e977d17b1e85"},
 ]
 
 [package.dependencies]
 aiohttp = ">=3.8.3,<4.0.0"
 dataclasses-json = ">=0.6.7,<0.7.0"
 httpx-sse = ">=0.4.0,<1.0.0"
-langchain = ">=0.3.27,<2.0.0"
-langchain-core = ">=0.3.75,<2.0.0"
+langchain-classic = ">=1.0.0,<2.0.0"
+langchain-core = ">=1.0.1,<2.0.0"
 langsmith = ">=0.1.125,<1.0.0"
 numpy = {version = ">=2.1.0", markers = "python_version >= \"3.13\""}
 pydantic-settings = ">=2.10.1,<3.0.0"
@@ -2462,92 +2513,93 @@ tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10.0.0"
 
 [[package]]
 name = "langchain-core"
-version = "0.3.77"
+version = "1.2.11"
 description = "Building applications with LLMs through composability"
 optional = false
-python-versions = "<4.0.0,>=3.9.0"
-groups = ["main"]
+python-versions = "<4.0.0,>=3.10.0"
+groups = ["dev", "prod", "prod-local"]
 files = [
-    {file = "langchain_core-0.3.77-py3-none-any.whl", hash = "sha256:9966dfe3d8365847c5fb85f97dd20e3e21b1904ae87cfd9d362b7196fb516637"},
-    {file = "langchain_core-0.3.77.tar.gz", hash = "sha256:1d6f2ad6bb98dd806c6c66a822fa93808d821e9f0348b28af0814b3a149830e7"},
+    {file = "langchain_core-1.2.11-py3-none-any.whl", hash = "sha256:ae11ceb8dda60d0b9d09e763116e592f1683327c17be5b715f350fd29aee65d3"},
+    {file = "langchain_core-1.2.11.tar.gz", hash = "sha256:f164bb36602dd74a3a50c1334fca75309ad5ed95767acdfdbb9fa95ce28a1e01"},
 ]
 
 [package.dependencies]
 jsonpatch = ">=1.33.0,<2.0.0"
 langsmith = ">=0.3.45,<1.0.0"
-packaging = ">=23.2.0,<26.0.0"
+packaging = ">=23.2.0"
 pydantic = ">=2.7.4,<3.0.0"
-PyYAML = ">=5.3.0,<7.0.0"
+pyyaml = ">=5.3.0,<7.0.0"
 tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10.0.0"
 typing-extensions = ">=4.7.0,<5.0.0"
+uuid-utils = ">=0.12.0,<1.0"
 
 [[package]]
 name = "langchain-ollama"
-version = "0.3.10"
+version = "1.0.1"
 description = "An integration package connecting Ollama and LangChain"
 optional = false
-python-versions = "<4.0.0,>=3.9.0"
-groups = ["main"]
+python-versions = "<4.0.0,>=3.10.0"
+groups = ["dev", "prod", "prod-local"]
 files = [
-    {file = "langchain_ollama-0.3.10-py3-none-any.whl", hash = "sha256:7550792872e8f86d362568e9ceb0f8085428bc59946c7b44e726358ba4b280f9"},
-    {file = "langchain_ollama-0.3.10.tar.gz", hash = "sha256:5d942d331c44351bae5c5c5965603ceb20b0ee4d70082290f4b15bc638559756"},
+    {file = "langchain_ollama-1.0.1-py3-none-any.whl", hash = "sha256:37eb939a4718a0255fe31e19fbb0def044746c717b01b97d397606ebc3e9b440"},
+    {file = "langchain_ollama-1.0.1.tar.gz", hash = "sha256:e37880c2f41cdb0895e863b1cfd0c2c840a117868b3f32e44fef42569e367443"},
 ]
 
 [package.dependencies]
-langchain-core = ">=0.3.76,<2.0.0"
-ollama = ">=0.5.3,<1.0.0"
+langchain-core = ">=1.0.0,<2.0.0"
+ollama = ">=0.6.0,<1.0.0"
 
 [[package]]
 name = "langchain-openai"
-version = "0.3.34"
+version = "1.1.9"
 description = "An integration package connecting OpenAI and LangChain"
 optional = false
-python-versions = "<4.0.0,>=3.9.0"
-groups = ["main"]
+python-versions = "<4.0.0,>=3.10.0"
+groups = ["dev", "prod", "prod-local"]
 files = [
-    {file = "langchain_openai-0.3.34-py3-none-any.whl", hash = "sha256:08d61d68a6d869c70d542171e149b9065668dedfc4fafcd4de8aeb5b933030a9"},
-    {file = "langchain_openai-0.3.34.tar.gz", hash = "sha256:57916d462be5b8fd19e5cb2f00d4e5cf0465266a292d583de2fc693a55ba190e"},
+    {file = "langchain_openai-1.1.9-py3-none-any.whl", hash = "sha256:ca2482b136c45fb67c0db84a9817de675e0eb8fb2203a33914c1b7a96f273940"},
+    {file = "langchain_openai-1.1.9.tar.gz", hash = "sha256:fdee25dcf4b0685d8e2f59856f4d5405431ef9e04ab53afe19e2e8360fed8234"},
 ]
 
 [package.dependencies]
-langchain-core = ">=0.3.77,<2.0.0"
-openai = ">=1.104.2,<3.0.0"
+langchain-core = ">=1.2.11,<2.0.0"
+openai = ">=1.109.1,<3.0.0"
 tiktoken = ">=0.7.0,<1.0.0"
 
 [[package]]
 name = "langchain-qdrant"
-version = "0.2.1"
+version = "1.1.0"
 description = "An integration package connecting Qdrant and LangChain"
 optional = false
-python-versions = ">=3.9"
-groups = ["main"]
+python-versions = "<4.0.0,>=3.10.0"
+groups = ["dev", "prod", "prod-local"]
 files = [
-    {file = "langchain_qdrant-0.2.1-py3-none-any.whl", hash = "sha256:d82637eae4828ca67ac806d722fc21b660617fdd5d7eef07b99249d0e7976c3b"},
-    {file = "langchain_qdrant-0.2.1.tar.gz", hash = "sha256:19d8cce3e305e87c32f3be6fdcca6b5acb595297695a4f373f233e7fda6a2b7c"},
+    {file = "langchain_qdrant-1.1.0-py3-none-any.whl", hash = "sha256:546c5c9aa57f543dbcee07343f730c331e4ec2af2ec55b541010af08d872bf35"},
+    {file = "langchain_qdrant-1.1.0.tar.gz", hash = "sha256:433236845736f973543ac6b7137f9d7fa511b7539373fbc6565c581d3ba59373"},
 ]
 
 [package.dependencies]
-langchain-core = ">=0.2.43,<0.3.0 || >0.3.0,<0.3.1 || >0.3.1,<0.3.2 || >0.3.2,<0.3.3 || >0.3.3,<0.3.4 || >0.3.4,<0.3.5 || >0.3.5,<0.3.6 || >0.3.6,<0.3.7 || >0.3.7,<0.3.8 || >0.3.8,<0.3.9 || >0.3.9,<0.3.10 || >0.3.10,<0.3.11 || >0.3.11,<0.3.12 || >0.3.12,<0.3.13 || >0.3.13,<0.3.14 || >0.3.14,<0.4.0"
+langchain-core = ">=1.0.0,<2.0.0"
 pydantic = ">=2.7.4,<3.0.0"
-qdrant-client = ">=1.10.1,<2.0.0"
+qdrant-client = ">=1.15.1,<2.0.0"
 
 [package.extras]
 fastembed = ["fastembed (>=0.3.3,<1.0.0) ; python_version < \"3.13\" and python_version >= \"3.9\""]
 
 [[package]]
 name = "langchain-text-splitters"
-version = "0.3.11"
+version = "1.1.0"
 description = "LangChain text splitting utilities"
 optional = false
-python-versions = ">=3.9"
-groups = ["main"]
+python-versions = "<4.0.0,>=3.10.0"
+groups = ["dev", "prod", "prod-local"]
 files = [
-    {file = "langchain_text_splitters-0.3.11-py3-none-any.whl", hash = "sha256:cf079131166a487f1372c8ab5d0bfaa6c0a4291733d9c43a34a16ac9bcd6a393"},
-    {file = "langchain_text_splitters-0.3.11.tar.gz", hash = "sha256:7a50a04ada9a133bbabb80731df7f6ddac51bc9f1b9cab7fa09304d71d38a6cc"},
+    {file = "langchain_text_splitters-1.1.0-py3-none-any.whl", hash = "sha256:f00341fe883358786104a5f881375ac830a4dd40253ecd42b4c10536c6e4693f"},
+    {file = "langchain_text_splitters-1.1.0.tar.gz", hash = "sha256:75e58acb7585dc9508f3cd9d9809cb14751283226c2d6e21fb3a9ae57582ca22"},
 ]
 
 [package.dependencies]
-langchain-core = ">=0.3.75,<2.0.0"
+langchain-core = ">=1.2.0,<2.0.0"
 
 [[package]]
 name = "langdetect"
@@ -2555,7 +2607,7 @@ version = "1.0.9"
 description = "Language detection library ported from Google's language-detection."
 optional = false
 python-versions = "*"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "langdetect-1.0.9-py2-none-any.whl", hash = "sha256:7cbc0746252f19e76f77c0b1690aadf01963be835ef0cd4b56dddf2a8f1dfc2a"},
     {file = "langdetect-1.0.9.tar.gz", hash = "sha256:cbc1fef89f8d062739774bd51eda3da3274006b3661d199c2655f6b3f6d605a0"},
@@ -2566,19 +2618,20 @@ six = "*"
 
 [[package]]
 name = "langfuse"
-version = "3.6.1"
+version = "3.14.1"
 description = "A client library for accessing langfuse"
 optional = false
-python-versions = "<4.0,>=3.9"
-groups = ["main"]
+python-versions = "<4.0,>=3.10"
+groups = ["dev", "prod", "prod-local"]
 files = [
-    {file = "langfuse-3.6.1-py3-none-any.whl", hash = "sha256:134e0007fcfdd9fb70b491c882bb431c8095b3f5cc5e865756f46a2abd3675a2"},
-    {file = "langfuse-3.6.1.tar.gz", hash = "sha256:eac27ee5bbd8d05e7d665e822e0efb36766b20fe281930ff040f47eb22cc1b69"},
+    {file = "langfuse-3.14.1-py3-none-any.whl", hash = "sha256:17bed605dbfc9947cbd1738a715f6d27c1b80b6da9f2946586171958fa5820d0"},
+    {file = "langfuse-3.14.1.tar.gz", hash = "sha256:404a6104cd29353d7829aa417ec46565b04917e5599afdda96c5b0865f4bc991"},
 ]
 
 [package.dependencies]
 backoff = ">=1.10.0"
 httpx = ">=0.15.4,<1.0"
+openai = ">=0.27.8"
 opentelemetry-api = ">=1.33.1,<2.0.0"
 opentelemetry-exporter-otlp-proto-http = ">=1.33.1,<2.0.0"
 opentelemetry-sdk = ">=1.33.1,<2.0.0"
@@ -2587,27 +2640,23 @@ pydantic = ">=1.10.7,<3.0"
 requests = ">=2,<3"
 wrapt = ">=1.14,<2.0"
 
-[package.extras]
-langchain = ["langchain (>=0.0.309)"]
-openai = ["openai (>=0.27.8)"]
-
 [[package]]
 name = "langgraph"
-version = "0.6.11"
+version = "1.0.8"
 description = "Building stateful, multi-actor applications with LLMs"
 optional = false
-python-versions = ">=3.9"
-groups = ["main"]
+python-versions = ">=3.10"
+groups = ["dev", "prod", "prod-local"]
 files = [
-    {file = "langgraph-0.6.11-py3-none-any.whl", hash = "sha256:49268de69d85b7db3da9e2ca582a474516421c1c44be5cff390416cfa6967faa"},
-    {file = "langgraph-0.6.11.tar.gz", hash = "sha256:cd5373d0a59701ab39c9f8af33a33c5704553de815318387fa7f240511e0efd7"},
+    {file = "langgraph-1.0.8-py3-none-any.whl", hash = "sha256:da737177c024caad7e5262642bece4f54edf4cba2c905a1d1338963f41cf0904"},
+    {file = "langgraph-1.0.8.tar.gz", hash = "sha256:2630fc578846995114fd659f8b14df9eff5a4e78c49413f67718725e88ceb544"},
 ]
 
 [package.dependencies]
 langchain-core = ">=0.1"
-langgraph-checkpoint = ">=2.1.0,<4.0.0"
-langgraph-prebuilt = ">=0.6.0,<0.7.0"
-langgraph-sdk = ">=0.2.2,<0.3.0"
+langgraph-checkpoint = ">=2.1.0,<5.0.0"
+langgraph-prebuilt = ">=1.0.7,<1.1.0"
+langgraph-sdk = ">=0.3.0,<0.4.0"
 pydantic = ">=2.7.4"
 xxhash = ">=3.5.0"
 
@@ -2617,7 +2666,7 @@ version = "3.0.1"
 description = "Library with base interfaces for LangGraph checkpoint savers."
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "langgraph_checkpoint-3.0.1-py3-none-any.whl", hash = "sha256:9b04a8d0edc0474ce4eaf30c5d731cee38f11ddff50a6177eead95b5c4e4220b"},
     {file = "langgraph_checkpoint-3.0.1.tar.gz", hash = "sha256:59222f875f85186a22c494aedc65c4e985a3df27e696e5016ba0b98a5ed2cee0"},
@@ -2629,30 +2678,30 @@ ormsgpack = ">=1.12.0"
 
 [[package]]
 name = "langgraph-prebuilt"
-version = "0.6.5"
+version = "1.0.7"
 description = "Library with high-level APIs for creating and executing LangGraph agents and tools."
 optional = false
-python-versions = ">=3.9"
-groups = ["main"]
+python-versions = ">=3.10"
+groups = ["dev", "prod", "prod-local"]
 files = [
-    {file = "langgraph_prebuilt-0.6.5-py3-none-any.whl", hash = "sha256:b6ceb5db31c16a30a3ee3c0b923667f02e7c9e27852621abf9d5bd5603534141"},
-    {file = "langgraph_prebuilt-0.6.5.tar.gz", hash = "sha256:9c63e9e867e62b345805fd1e8ea5c2df5cc112e939d714f277af84f2afe5950d"},
+    {file = "langgraph_prebuilt-1.0.7-py3-none-any.whl", hash = "sha256:e14923516504405bb5edc3977085bc9622c35476b50c1808544490e13871fe7c"},
+    {file = "langgraph_prebuilt-1.0.7.tar.gz", hash = "sha256:38e097e06de810de4d0e028ffc0e432bb56d1fb417620fb1dfdc76c5e03e4bf9"},
 ]
 
 [package.dependencies]
-langchain-core = ">=0.3.67"
-langgraph-checkpoint = ">=2.1.0,<4.0.0"
+langchain-core = ">=1.0.0"
+langgraph-checkpoint = ">=2.1.0,<5.0.0"
 
 [[package]]
 name = "langgraph-sdk"
-version = "0.2.9"
+version = "0.3.5"
 description = "SDK for interacting with LangGraph API"
 optional = false
-python-versions = ">=3.9"
-groups = ["main"]
+python-versions = ">=3.10"
+groups = ["dev", "prod", "prod-local"]
 files = [
-    {file = "langgraph_sdk-0.2.9-py3-none-any.whl", hash = "sha256:fbf302edadbf0fb343596f91c597794e936ef68eebc0d3e1d358b6f9f72a1429"},
-    {file = "langgraph_sdk-0.2.9.tar.gz", hash = "sha256:b3bd04c6be4fa382996cd2be8fbc1e7cc94857d2bc6b6f4599a7f2a245975303"},
+    {file = "langgraph_sdk-0.3.5-py3-none-any.whl", hash = "sha256:bcfa1dcbddadb604076ce46f5e08969538735e5ac47fa863d4fac5a512dab5c9"},
+    {file = "langgraph_sdk-0.3.5.tar.gz", hash = "sha256:64669e9885a908578eed921ef9a8e52b8d0cd38db1e3e5d6d299d4e6f8830ac0"},
 ]
 
 [package.dependencies]
@@ -2665,7 +2714,7 @@ version = "0.4.46"
 description = "Client library to connect to the LangSmith Observability and Evaluation Platform."
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "langsmith-0.4.46-py3-none-any.whl", hash = "sha256:783c16ef108c42a16ec2d8bc68067b969f3652e2fe82ca1289007baf947e4500"},
     {file = "langsmith-0.4.46.tar.gz", hash = "sha256:0b73d47ebd0a27ea10edec1717f36f6a865cb9ffc7f4e6a419e2cea1ab3c5b1e"},
@@ -2694,7 +2743,7 @@ version = "0.7.3"
 description = "Python logging made (stupidly) simple"
 optional = false
 python-versions = "<4.0,>=3.5"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "loguru-0.7.3-py3-none-any.whl", hash = "sha256:31a33c10c8e1e10422bfd431aeb5d351c7cf7fa671e3c4df004162264b28220c"},
     {file = "loguru-0.7.3.tar.gz", hash = "sha256:19480589e77d47b8d85b2c827ad95d49bf31b0dcde16593892eb51dd18706eb6"},
@@ -2713,7 +2762,7 @@ version = "4.0.0"
 description = "Python port of markdown-it. Markdown parsing, done right!"
 optional = false
 python-versions = ">=3.10"
-groups = ["main", "dev"]
+groups = ["dev", "lint", "prod", "prod-local"]
 files = [
     {file = "markdown_it_py-4.0.0-py3-none-any.whl", hash = "sha256:87327c59b172c5011896038353a81343b6754500a08cd7a4973bb48c6d578147"},
     {file = "markdown_it_py-4.0.0.tar.gz", hash = "sha256:cb0a2b4aa34f932c007117b194e945bd74e0ec24133ceb5bac59009cda1cb9f3"},
@@ -2737,7 +2786,7 @@ version = "3.0.3"
 description = "Safely add untrusted strings to HTML/XML markup."
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "markupsafe-3.0.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:2f981d352f04553a7171b8e44369f2af4055f888dfb147d55e42d29e29e74559"},
     {file = "markupsafe-3.0.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:e1c1493fb6e50ab01d20a22826e57520f1284df32f2d8601fdd90b6304601419"},
@@ -2832,14 +2881,14 @@ files = [
 
 [[package]]
 name = "marshmallow"
-version = "3.26.1"
+version = "3.26.2"
 description = "A lightweight library for converting complex datatypes to and from native Python datatypes."
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["main", "dev", "prod", "prod-local"]
 files = [
-    {file = "marshmallow-3.26.1-py3-none-any.whl", hash = "sha256:3350409f20a70a7e4e11a27661187b77cdcaeb20abca41c1454fe33636bea09c"},
-    {file = "marshmallow-3.26.1.tar.gz", hash = "sha256:e6d8affb6cb61d39d26402096dc0aee12d5a26d490a121f118d2e81dc0719dc6"},
+    {file = "marshmallow-3.26.2-py3-none-any.whl", hash = "sha256:013fa8a3c4c276c24d26d84ce934dc964e2aa794345a0f8c7e5a7191482c8a73"},
+    {file = "marshmallow-3.26.2.tar.gz", hash = "sha256:bbe2adb5a03e6e3571b573f42527c6fe926e17467833660bebd11593ab8dfd57"},
 ]
 
 [package.dependencies]
@@ -2856,7 +2905,7 @@ version = "0.7.0"
 description = "McCabe checker, plugin for flake8"
 optional = false
 python-versions = ">=3.6"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "mccabe-0.7.0-py2.py3-none-any.whl", hash = "sha256:6c2d30ab6be0e4a46919781807b4f0d834ebdd6c6e3dca0bda5a15f863427b6e"},
     {file = "mccabe-0.7.0.tar.gz", hash = "sha256:348e0240c33b60bbdf4e523192ef919f28cb2c3d7d5c7794f74009290f236325"},
@@ -2868,7 +2917,7 @@ version = "0.1.2"
 description = "Markdown URL utilities"
 optional = false
 python-versions = ">=3.7"
-groups = ["main", "dev"]
+groups = ["dev", "lint", "prod", "prod-local"]
 files = [
     {file = "mdurl-0.1.2-py3-none-any.whl", hash = "sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8"},
     {file = "mdurl-0.1.2.tar.gz", hash = "sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba"},
@@ -2880,7 +2929,7 @@ version = "5.2.0"
 description = "Python extension for MurmurHash (MurmurHash3), a set of fast and robust hash functions."
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "mmh3-5.2.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:81c504ad11c588c8629536b032940f2a359dda3b6cbfd4ad8f74cb24dcd1b0bc"},
     {file = "mmh3-5.2.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:0b898cecff57442724a0f52bf42c2de42de63083a91008fb452887e372f9c328"},
@@ -3019,7 +3068,7 @@ version = "1.3.0"
 description = "Python library for arbitrary-precision floating-point arithmetic"
 optional = false
 python-versions = "*"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "mpmath-1.3.0-py3-none-any.whl", hash = "sha256:a0b2b9fe80bbcd81a6647ff13108738cfb482d481d826cc0e02f5b35e5c88d2c"},
     {file = "mpmath-1.3.0.tar.gz", hash = "sha256:7a28eb2a9774d00c7bc92411c19a89209d5da7c4c9a9e227be8330a23a25b91f"},
@@ -3037,7 +3086,7 @@ version = "6.7.0"
 description = "multidict implementation"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["main", "dev", "prod", "prod-local"]
 files = [
     {file = "multidict-6.7.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:9f474ad5acda359c8758c8accc22032c6abe6dc87a8be2440d097785e27a9349"},
     {file = "multidict-6.7.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:4b7a9db5a870f780220e931d0002bbfd88fb53aceb6293251e2c839415c1b20e"},
@@ -3193,7 +3242,7 @@ version = "0.70.16"
 description = "better multiprocessing and multithreading in Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "multiprocess-0.70.16-pp310-pypy310_pp73-macosx_10_13_x86_64.whl", hash = "sha256:476887be10e2f59ff183c006af746cb6f1fd0eadcfd4ef49e605cbe2659920ee"},
     {file = "multiprocess-0.70.16-pp310-pypy310_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:d951bed82c8f73929ac82c61f01a7b5ce8f3e5ef40f5b52553b4f547ce2b08ec"},
@@ -3218,7 +3267,7 @@ version = "1.1.0"
 description = "Type system extensions for programs checked with the mypy type checker."
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev"]
+groups = ["dev", "lint", "prod", "prod-local"]
 files = [
     {file = "mypy_extensions-1.1.0-py3-none-any.whl", hash = "sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505"},
     {file = "mypy_extensions-1.1.0.tar.gz", hash = "sha256:52e68efc3284861e772bbcd66823fde5ae21fd2fdb51c62a211403730b916558"},
@@ -3230,19 +3279,42 @@ version = "1.6.0"
 description = "Patch asyncio to allow nested event loops"
 optional = false
 python-versions = ">=3.5"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "nest_asyncio-1.6.0-py3-none-any.whl", hash = "sha256:87af6efd6b5e897c81050477ef65c62e2b2f35d51703cae01aff2905b1852e1c"},
     {file = "nest_asyncio-1.6.0.tar.gz", hash = "sha256:6f172d5449aca15afd6c646851f4e31e02c598d553a667e38cafa997cfec55fe"},
 ]
 
+[[package]]
+name = "networkx"
+version = "3.6"
+description = "Python package for creating and manipulating graphs and networks"
+optional = false
+python-versions = ">=3.11"
+groups = ["dev", "prod", "prod-local"]
+files = [
+    {file = "networkx-3.6-py3-none-any.whl", hash = "sha256:cdb395b105806062473d3be36458d8f1459a4e4b98e236a66c3a48996e07684f"},
+    {file = "networkx-3.6.tar.gz", hash = "sha256:285276002ad1f7f7da0f7b42f004bcba70d381e936559166363707fdad3d72ad"},
+]
+
+[package.extras]
+benchmarking = ["asv", "virtualenv"]
+default = ["matplotlib (>=3.8)", "numpy (>=1.25)", "pandas (>=2.0)", "scipy (>=1.11.2)"]
+developer = ["mypy (>=1.15)", "pre-commit (>=4.1)"]
+doc = ["intersphinx-registry", "myst-nb (>=1.1)", "numpydoc (>=1.8.0)", "pillow (>=10)", "pydata-sphinx-theme (>=0.16)", "sphinx (>=8.0)", "sphinx-gallery (>=0.18)", "texext (>=0.6.7)"]
+example = ["cairocffi (>=1.7)", "contextily (>=1.6)", "igraph (>=0.11)", "iplotx (>=0.9.0)", "momepy (>=0.7.2)", "osmnx (>=2.0.0)", "scikit-learn (>=1.5)", "seaborn (>=0.13)"]
+extra = ["lxml (>=4.6)", "pydot (>=3.0.1)", "pygraphviz (>=1.14)", "sympy (>=1.10)"]
+release = ["build (>=0.10)", "changelist (==0.5)", "twine (>=4.0)", "wheel (>=0.40)"]
+test = ["pytest (>=7.2)", "pytest-cov (>=4.0)", "pytest-xdist (>=3.0)"]
+test-extras = ["pytest-mpl", "pytest-randomly"]
+
 [[package]]
 name = "nodeenv"
 version = "1.9.1"
 description = "Node.js virtual environment builder"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "nodeenv-1.9.1-py2.py3-none-any.whl", hash = "sha256:ba11c9782d29c27c70ffbdda2d7415098754709be8a7056d79a737cd901155c9"},
     {file = "nodeenv-1.9.1.tar.gz", hash = "sha256:6ec12890a2dab7946721edbfbcd91f3319c6ccc9aec47be7c7e6b7011ee6645f"},
@@ -3254,7 +3326,7 @@ version = "2.3.5"
 description = "Fundamental package for array computing in Python"
 optional = false
 python-versions = ">=3.11"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "numpy-2.3.5-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:de5672f4a7b200c15a4127042170a694d4df43c992948f5e1af57f0174beed10"},
     {file = "numpy-2.3.5-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:acfd89508504a19ed06ef963ad544ec6664518c863436306153e13e94605c218"},
@@ -3338,7 +3410,7 @@ version = "3.3.1"
 description = "A generic, spec-compliant, thorough implementation of the OAuth request-signing logic"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "oauthlib-3.3.1-py3-none-any.whl", hash = "sha256:88119c938d2b8fb88561af5f6ee0eec8cc8d552b7bb1f712743136eb7523b7a1"},
     {file = "oauthlib-3.3.1.tar.gz", hash = "sha256:0f0f8aa759826a193cf66c12ea1af1637f87b9b4622d46e866952bb022e538c9"},
@@ -3355,7 +3427,7 @@ version = "0.6.1"
 description = "The official Python client for Ollama."
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "ollama-0.6.1-py3-none-any.whl", hash = "sha256:fc4c984b345735c5486faeee67d8a265214a31cbb828167782dc642ce0a2bf8c"},
     {file = "ollama-0.6.1.tar.gz", hash = "sha256:478c67546836430034b415ed64fa890fd3d1ff91781a9d548b3325274e69d7c6"},
@@ -3371,7 +3443,7 @@ version = "1.23.2"
 description = "ONNX Runtime is a runtime accelerator for Machine Learning models"
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "onnxruntime-1.23.2-cp310-cp310-macosx_13_0_arm64.whl", hash = "sha256:a7730122afe186a784660f6ec5807138bf9d792fa1df76556b27307ea9ebcbe3"},
     {file = "onnxruntime-1.23.2-cp310-cp310-macosx_13_0_x86_64.whl", hash = "sha256:b28740f4ecef1738ea8f807461dd541b8287d5650b5be33bca7b474e3cbd1f36"},
@@ -3411,7 +3483,7 @@ version = "1.109.1"
 description = "The official Python library for the openai API"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "openai-1.109.1-py3-none-any.whl", hash = "sha256:6bcaf57086cf59159b8e27447e4e7dd019db5d29a438072fbd49c290c7e65315"},
     {file = "openai-1.109.1.tar.gz", hash = "sha256:d173ed8dbca665892a6db099b4a2dfac624f94d20a93f46eb0b56aae940ed869"},
@@ -3439,7 +3511,7 @@ version = "1.38.0"
 description = "OpenTelemetry Python API"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "opentelemetry_api-1.38.0-py3-none-any.whl", hash = "sha256:2891b0197f47124454ab9f0cf58f3be33faca394457ac3e09daba13ff50aa582"},
     {file = "opentelemetry_api-1.38.0.tar.gz", hash = "sha256:f4c193b5e8acb0912b06ac5b16321908dd0843d75049c091487322284a3eea12"},
@@ -3455,7 +3527,7 @@ version = "1.38.0"
 description = "OpenTelemetry Protobuf encoding"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "opentelemetry_exporter_otlp_proto_common-1.38.0-py3-none-any.whl", hash = "sha256:03cb76ab213300fe4f4c62b7d8f17d97fcfd21b89f0b5ce38ea156327ddda74a"},
     {file = "opentelemetry_exporter_otlp_proto_common-1.38.0.tar.gz", hash = "sha256:e333278afab4695aa8114eeb7bf4e44e65c6607d54968271a249c180b2cb605c"},
@@ -3470,7 +3542,7 @@ version = "1.38.0"
 description = "OpenTelemetry Collector Protobuf over HTTP Exporter"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "opentelemetry_exporter_otlp_proto_http-1.38.0-py3-none-any.whl", hash = "sha256:84b937305edfc563f08ec69b9cb2298be8188371217e867c1854d77198d0825b"},
     {file = "opentelemetry_exporter_otlp_proto_http-1.38.0.tar.gz", hash = "sha256:f16bd44baf15cbe07633c5112ffc68229d0edbeac7b37610be0b2def4e21e90b"},
@@ -3491,7 +3563,7 @@ version = "1.38.0"
 description = "OpenTelemetry Python Proto"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "opentelemetry_proto-1.38.0-py3-none-any.whl", hash = "sha256:b6ebe54d3217c42e45462e2a1ae28c3e2bf2ec5a5645236a490f55f45f1a0a18"},
     {file = "opentelemetry_proto-1.38.0.tar.gz", hash = "sha256:88b161e89d9d372ce723da289b7da74c3a8354a8e5359992be813942969ed468"},
@@ -3506,7 +3578,7 @@ version = "1.38.0"
 description = "OpenTelemetry Python SDK"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "opentelemetry_sdk-1.38.0-py3-none-any.whl", hash = "sha256:1c66af6564ecc1553d72d811a01df063ff097cdc82ce188da9951f93b8d10f6b"},
     {file = "opentelemetry_sdk-1.38.0.tar.gz", hash = "sha256:93df5d4d871ed09cb4272305be4d996236eedb232253e3ab864c8620f051cebe"},
@@ -3523,7 +3595,7 @@ version = "0.59b0"
 description = "OpenTelemetry Semantic Conventions"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "opentelemetry_semantic_conventions-0.59b0-py3-none-any.whl", hash = "sha256:35d3b8833ef97d614136e253c1da9342b4c3c083bbaf29ce31d572a1c3825eed"},
     {file = "opentelemetry_semantic_conventions-0.59b0.tar.gz", hash = "sha256:7a6db3f30d70202d5bf9fa4b69bc866ca6a30437287de6c510fb594878aed6b0"},
@@ -3539,7 +3611,7 @@ version = "3.11.4"
 description = "Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "orjson-3.11.4-cp310-cp310-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:e3aa2118a3ece0d25489cbe48498de8a5d580e42e8d9979f65bf47900a15aba1"},
     {file = "orjson-3.11.4-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a69ab657a4e6733133a3dca82768f2f8b884043714e8d2b9ba9f52b6efef5c44"},
@@ -3636,7 +3708,7 @@ version = "1.12.0"
 description = ""
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "ormsgpack-1.12.0-cp310-cp310-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:e08904c232358b94a682ccfbb680bc47d3fd5c424bb7dccb65974dd20c95e8e1"},
     {file = "ormsgpack-1.12.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b9ed7a4b0037d69c8ba7e670e03ee65ae8d5c5114a409e73c5770d7fb5e4b895"},
@@ -3694,7 +3766,7 @@ version = "25.0"
 description = "Core utilities for Python packages"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev"]
+groups = ["main", "dev", "lint", "prod", "prod-local", "test"]
 files = [
     {file = "packaging-25.0-py3-none-any.whl", hash = "sha256:29572ef2b1f17581046b3a2227d5c611fb25ec70ca1ba8554b24b0e69331a484"},
     {file = "packaging-25.0.tar.gz", hash = "sha256:d443872c98d677bf60f6a1f2f8c1cb748e8fe762d2bf9d3148b5599295b0fc4f"},
@@ -3706,7 +3778,7 @@ version = "2.3.3"
 description = "Powerful data structures for data analysis, time series, and statistics"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "pandas-2.3.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:376c6446ae31770764215a6c937f72d917f214b43560603cd60da6408f183b6c"},
     {file = "pandas-2.3.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:e19d192383eab2f4ceb30b412b22ea30690c9e618f78870357ae1d682912015a"},
@@ -3802,7 +3874,7 @@ version = "0.12.1"
 description = "Utility library for gitignore style pattern matching of file paths."
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "pathspec-0.12.1-py3-none-any.whl", hash = "sha256:a0d503e138a4c123b27490a4f7beda6a01c6f288df0e4a8b79c7eb0dc7b4cc08"},
     {file = "pathspec-0.12.1.tar.gz", hash = "sha256:a482d51503a1ab33b1c67a6c3813a26953dbdc71c31dacaef9a838c4e29f5712"},
@@ -3814,7 +3886,7 @@ version = "0.15.1"
 description = "Check PEP-8 naming conventions, plugin for flake8"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "pep8_naming-0.15.1-py3-none-any.whl", hash = "sha256:eb63925e7fd9e028c7f7ee7b1e413ec03d1ee5de0e627012102ee0222c273c86"},
     {file = "pep8_naming-0.15.1.tar.gz", hash = "sha256:f6f4a499aba2deeda93c1f26ccc02f3da32b035c8b2db9696b730ef2c9639d29"},
@@ -3829,7 +3901,7 @@ version = "11.3.0"
 description = "Python Imaging Library (Fork)"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "pillow-11.3.0-cp310-cp310-macosx_10_10_x86_64.whl", hash = "sha256:1b9c17fd4ace828b3003dfd1e30bff24863e0eb59b535e8f80194d9cc7ecf860"},
     {file = "pillow-11.3.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:65dc69160114cdd0ca0f35cb434633c75e8e7fad4cf855177a05bf38678f73ad"},
@@ -3954,7 +4026,7 @@ version = "4.5.0"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
 python-versions = ">=3.10"
-groups = ["main", "dev"]
+groups = ["dev", "lint", "prod", "prod-local"]
 files = [
     {file = "platformdirs-4.5.0-py3-none-any.whl", hash = "sha256:e578a81bb873cbb89a41fcc904c7ef523cc18284b7e3b3ccf06aca1403b7ebd3"},
     {file = "platformdirs-4.5.0.tar.gz", hash = "sha256:70ddccdd7c99fc5942e9fc25636a8b34d04c24b335100223152c2803e4063312"},
@@ -3971,7 +4043,7 @@ version = "1.6.0"
 description = "plugin and hook calling mechanisms for python"
 optional = false
 python-versions = ">=3.9"
-groups = ["main", "dev"]
+groups = ["test"]
 files = [
     {file = "pluggy-1.6.0-py3-none-any.whl", hash = "sha256:e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746"},
     {file = "pluggy-1.6.0.tar.gz", hash = "sha256:7dcc130b76258d33b90f61b658791dede3486c3e6bfb003ee5c9bfb396dd22f3"},
@@ -3987,7 +4059,7 @@ version = "3.2.0"
 description = "Wraps the portalocker recipe for easy usage"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "portalocker-3.2.0-py3-none-any.whl", hash = "sha256:3cdc5f565312224bc570c49337bd21428bba0ef363bbcf58b9ef4a9f11779968"},
     {file = "portalocker-3.2.0.tar.gz", hash = "sha256:1f3002956a54a8c3730586c5c77bf18fae4149e07eaf1c29fc3faf4d5a3f89ac"},
@@ -4007,7 +4079,7 @@ version = "4.5.0"
 description = "A framework for managing and maintaining multi-language pre-commit hooks."
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "pre_commit-4.5.0-py2.py3-none-any.whl", hash = "sha256:25e2ce09595174d9c97860a95609f9f852c0614ba602de3561e267547f2335e1"},
     {file = "pre_commit-4.5.0.tar.gz", hash = "sha256:dc5a065e932b19fc1d4c653c6939068fe54325af8e741e74e88db4d28a4dd66b"},
@@ -4026,7 +4098,7 @@ version = "0.4.1"
 description = "Accelerated property cache"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["main", "dev", "prod", "prod-local"]
 files = [
     {file = "propcache-0.4.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:7c2d1fa3201efaf55d730400d945b5b3ab6e672e100ba0f9a409d950ab25d7db"},
     {file = "propcache-0.4.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:1eb2994229cc8ce7fe9b3db88f5465f5fd8651672840b2e426b88cdb1a30aac8"},
@@ -4158,7 +4230,7 @@ version = "6.33.1"
 description = ""
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "protobuf-6.33.1-cp310-abi3-win32.whl", hash = "sha256:f8d3fdbc966aaab1d05046d0240dd94d40f2a8c62856d41eaa141ff64a79de6b"},
     {file = "protobuf-6.33.1-cp310-abi3-win_amd64.whl", hash = "sha256:923aa6d27a92bf44394f6abf7ea0500f38769d4b07f4be41cb52bd8b1123b9ed"},
@@ -4178,7 +4250,7 @@ version = "0.1.5"
 description = "Fast and parallel snowball stemmer"
 optional = false
 python-versions = "*"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "py_rust_stemmers-0.1.5-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:bfbd9034ae00419ff2154e33b8f5b4c4d99d1f9271f31ed059e5c7e9fa005844"},
     {file = "py_rust_stemmers-0.1.5-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:c7162ae66df2bb0fc39b350c24a049f5f5151c03c046092ba095c2141ec223a2"},
@@ -4253,7 +4325,7 @@ version = "22.0.0"
 description = "Python library for Apache Arrow"
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "pyarrow-22.0.0-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:77718810bd3066158db1e95a63c160ad7ce08c6b0710bc656055033e39cdad88"},
     {file = "pyarrow-22.0.0-cp310-cp310-macosx_12_0_x86_64.whl", hash = "sha256:44d2d26cda26d18f7af7db71453b7b783788322d756e81730acb98f24eb90ace"},
@@ -4313,7 +4385,7 @@ version = "2.14.0"
 description = "Python style guide checker"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "pycodestyle-2.14.0-py2.py3-none-any.whl", hash = "sha256:dd6bf7cb4ee77f8e016f9c8e74a35ddd9f67e1d5fd4184d86c3b98e07099f42d"},
     {file = "pycodestyle-2.14.0.tar.gz", hash = "sha256:c4b5b517d278089ff9d0abdec919cd97262a3367449ea1c8b49b91529167b783"},
@@ -4325,7 +4397,7 @@ version = "2.23"
 description = "C parser in Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
+groups = ["main", "dev", "prod", "prod-local"]
 markers = "platform_python_implementation != \"PyPy\" and implementation_name != \"PyPy\""
 files = [
     {file = "pycparser-2.23-py3-none-any.whl", hash = "sha256:e5c6e8d3fbad53479cab09ac03729e0a9faf2bee3db8208a550daf5af81a5934"},
@@ -4338,7 +4410,7 @@ version = "2.12.4"
 description = "Data validation using Python type hints"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "pydantic-2.12.4-py3-none-any.whl", hash = "sha256:92d3d202a745d46f9be6df459ac5a064fdaa3c1c4cd8adcfa332ccf3c05f871e"},
     {file = "pydantic-2.12.4.tar.gz", hash = "sha256:0f8cb9555000a4b5b617f66bfd2566264c4984b27589d3b845685983e8ea85ac"},
@@ -4360,7 +4432,7 @@ version = "2.41.5"
 description = "Core functionality for Pydantic validation and serialization"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "pydantic_core-2.41.5-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:77b63866ca88d804225eaa4af3e664c5faf3568cea95360d21f4725ab6e07146"},
     {file = "pydantic_core-2.41.5-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:dfa8a0c812ac681395907e71e1274819dec685fec28273a28905df579ef137e2"},
@@ -4494,7 +4566,7 @@ version = "2.12.0"
 description = "Settings management using Pydantic"
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "pydantic_settings-2.12.0-py3-none-any.whl", hash = "sha256:fddb9fd99a5b18da837b29710391e945b1e30c135477f484084ee513adb93809"},
     {file = "pydantic_settings-2.12.0.tar.gz", hash = "sha256:005538ef951e3c2a68e1c08b292b5f2e71490def8589d4221b95dab00dafcfd0"},
@@ -4518,7 +4590,7 @@ version = "6.3.0"
 description = "Python docstring style checker"
 optional = false
 python-versions = ">=3.6"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "pydocstyle-6.3.0-py3-none-any.whl", hash = "sha256:118762d452a49d6b05e194ef344a55822987a462831ade91ec5c06fd2169d019"},
     {file = "pydocstyle-6.3.0.tar.gz", hash = "sha256:7ce43f0c0ac87b07494eb9c0b462c0b73e6ff276807f204d6b53edc72b7e44e1"},
@@ -4536,7 +4608,7 @@ version = "3.4.0"
 description = "passive checker of Python programs"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "pyflakes-3.4.0-py2.py3-none-any.whl", hash = "sha256:f742a7dbd0d9cb9ea41e9a24a918996e8170c799fa528688d40dd582c8265f4f"},
     {file = "pyflakes-3.4.0.tar.gz", hash = "sha256:b24f96fafb7d2ab0ec5075b7350b3d2d2218eab42003821c06344973d3ea2f58"},
@@ -4548,7 +4620,7 @@ version = "2.19.2"
 description = "Pygments is a syntax highlighting package written in Python."
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev"]
+groups = ["dev", "lint", "prod", "prod-local", "test"]
 files = [
     {file = "pygments-2.19.2-py3-none-any.whl", hash = "sha256:86540386c03d588bb81d44bc3928634ff26449851e99741617ecb9037ee5ec0b"},
     {file = "pygments-2.19.2.tar.gz", hash = "sha256:636cb2477cec7f8952536970bc533bc43743542f70392ae026374600add5b887"},
@@ -4563,7 +4635,7 @@ version = "2.10.1"
 description = "JSON Web Token implementation in Python"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "PyJWT-2.10.1-py3-none-any.whl", hash = "sha256:dcdd193e30abefd5debf142f9adfcdd2b58004e644f25406ffaebd50bd98dacb"},
     {file = "pyjwt-2.10.1.tar.gz", hash = "sha256:3cc5772eb20009233caf06e9d8a0577824723b44e6648ee0a2aedb6cf9381953"},
@@ -4581,7 +4653,7 @@ version = "3.5.4"
 description = "A python implementation of GNU readline."
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 markers = "sys_platform == \"win32\""
 files = [
     {file = "pyreadline3-3.5.4-py3-none-any.whl", hash = "sha256:eaf8e6cc3c49bcccf145fc6067ba8643d1df34d604a1ec0eccbf7a18e6d3fae6"},
@@ -4597,7 +4669,7 @@ version = "8.4.2"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.9"
-groups = ["main", "dev"]
+groups = ["test"]
 files = [
     {file = "pytest-8.4.2-py3-none-any.whl", hash = "sha256:872f880de3fc3a5bdc88a11b39c9710c3497a547cfa9320bc3c5e62fbf272e79"},
     {file = "pytest-8.4.2.tar.gz", hash = "sha256:86c0d0b93306b961d58d62a4db4879f27fe25513d4b969df351abdddb3c30e01"},
@@ -4613,32 +4685,13 @@ pygments = ">=2.7.2"
 [package.extras]
 dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "requests", "setuptools", "xmlschema"]
 
-[[package]]
-name = "pytest-asyncio"
-version = "0.26.0"
-description = "Pytest support for asyncio"
-optional = false
-python-versions = ">=3.9"
-groups = ["main"]
-files = [
-    {file = "pytest_asyncio-0.26.0-py3-none-any.whl", hash = "sha256:7b51ed894f4fbea1340262bdae5135797ebbe21d8638978e35d31c6d19f72fb0"},
-    {file = "pytest_asyncio-0.26.0.tar.gz", hash = "sha256:c4df2a697648241ff39e7f0e4a73050b03f123f760673956cf0d72a4990e312f"},
-]
-
-[package.dependencies]
-pytest = ">=8.2,<9"
-
-[package.extras]
-docs = ["sphinx (>=5.3)", "sphinx-rtd-theme (>=1)"]
-testing = ["coverage (>=6.2)", "hypothesis (>=5.7.1)"]
-
 [[package]]
 name = "python-dateutil"
 version = "2.9.0.post0"
 description = "Extensions to the standard Python datetime module"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "python-dateutil-2.9.0.post0.tar.gz", hash = "sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3"},
     {file = "python_dateutil-2.9.0.post0-py2.py3-none-any.whl", hash = "sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427"},
@@ -4653,7 +4706,7 @@ version = "1.2.1"
 description = "Read key-value pairs from a .env file and set them as environment variables"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "python_dotenv-1.2.1-py3-none-any.whl", hash = "sha256:b81ee9561e9ca4004139c6cbba3a238c32b03e4894671e181b671e8cb8425d61"},
     {file = "python_dotenv-1.2.1.tar.gz", hash = "sha256:42667e897e16ab0d66954af0e60a9caa94f0fd4ecf3aaf6d2d260eec1aa36ad6"},
@@ -4668,7 +4721,7 @@ version = "5.8.1"
 description = "python-keycloak is a Python package providing access to the Keycloak API."
 optional = false
 python-versions = "<4.0,>=3.9"
-groups = ["main"]
+groups = ["main", "dev", "prod", "prod-local"]
 files = [
     {file = "python_keycloak-5.8.1-py3-none-any.whl", hash = "sha256:f80accf3e63b6c907f0f873ffac7a07705bd89d935520ba235259ba81b9ed864"},
     {file = "python_keycloak-5.8.1.tar.gz", hash = "sha256:b99a1efc7eb8715c3a7d915005728f8ba2ee03c81cdf12210c65ce794cd148ad"},
@@ -4689,7 +4742,7 @@ version = "0.3.0"
 description = "A Fast, spec compliant Python 3.14+ tokenizer that runs on older Pythons."
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
+groups = ["lint"]
 files = [
     {file = "pytokens-0.3.0-py3-none-any.whl", hash = "sha256:95b2b5eaf832e469d141a378872480ede3f251a5a5041b8ec6e581d3ac71bbf3"},
     {file = "pytokens-0.3.0.tar.gz", hash = "sha256:2f932b14ed08de5fcf0b391ace2642f858f1394c0857202959000b68ed7a458a"},
@@ -4704,7 +4757,7 @@ version = "2025.2"
 description = "World timezone definitions, modern and historical"
 optional = false
 python-versions = "*"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "pytz-2025.2-py2.py3-none-any.whl", hash = "sha256:5ddf76296dd8c44c26eb8f4b6f35488f3ccbf6fbbd7adee0b7262d43f0ec2f00"},
     {file = "pytz-2025.2.tar.gz", hash = "sha256:360b9e3dbb49a209c21ad61809c7fb453643e048b38924c765813546746e81c3"},
@@ -4716,7 +4769,7 @@ version = "311"
 description = "Python for Window Extensions"
 optional = false
 python-versions = "*"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 markers = "platform_system == \"Windows\""
 files = [
     {file = "pywin32-311-cp310-cp310-win32.whl", hash = "sha256:d03ff496d2a0cd4a5893504789d4a15399133fe82517455e78bad62efbb7f0a3"},
@@ -4747,7 +4800,7 @@ version = "6.0.3"
 description = "YAML parser and emitter for Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev"]
+groups = ["dev", "lint", "prod", "prod-local"]
 files = [
     {file = "PyYAML-6.0.3-cp38-cp38-macosx_10_13_x86_64.whl", hash = "sha256:c2514fceb77bc5e7a2f7adfaa1feb2fb311607c9cb518dbc378688ec73d8292f"},
     {file = "PyYAML-6.0.3-cp38-cp38-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:9c57bb8c96f6d1808c030b1687b9b5fb476abaa47f0db9c0101f5e9f394e97f4"},
@@ -4830,7 +4883,7 @@ version = "1.16.0"
 description = "Client library for the Qdrant vector search engine"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "qdrant_client-1.16.0-py3-none-any.whl", hash = "sha256:6b932393e84e4c0233e5b2eb96b0918e968725855adae4d9c541761f4c50cf11"},
     {file = "qdrant_client-1.16.0.tar.gz", hash = "sha256:0716aa0b7cca39745829c2e8ea0beb275fe2990e743ad803eabd6218e4b35c1b"},
@@ -4851,39 +4904,41 @@ fastembed-gpu = ["fastembed-gpu (>=0.7,<0.8)"]
 
 [[package]]
 name = "rag-core-api"
-version = "v3.4.0"
+version = "4.2.0"
 description = "The rag-core-api contains the API layer for the RAG template for document retrieval, question answering, knowledge base management in the vector database and more."
 optional = false
 python-versions = "^3.13"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = []
 develop = true
 
 [package.dependencies]
-datasets = "^3.5.1"
+datasets = "^4.0.0"
 dependency-injector = "^4.46.0"
 deprecated = "^1.2.18"
-fastapi = "^0.121.2"
+fastapi = "^0.128.0"
 fastembed = "^0.7.0"
 flashrank = "^0.2.10"
-langchain-community = "0.3.30"
-langchain-ollama = "^0.3.2"
-langchain-qdrant = "^0.2.0"
-langchain-text-splitters = ">=0.3.9"
+langchain-community = "^0.4.1"
+langchain-ollama = "^1.0.0"
+langchain-qdrant = "^1.1.0"
+langchain-text-splitters = "^1.0.0"
 langdetect = "^1.0.9"
-langfuse = "3.6.1"
-langgraph = "^0.6.0"
+langfuse = "^3.10.1"
+langgraph = "^1.0.3"
+langgraph-checkpoint = ">=3.0.0,<4.0.0"
+marshmallow = "^3.26.2"
 openai = "^1.77.0"
 pillow = "^11.2.1"
 pyjwt = "^2.9.0"
-pytest-asyncio = "^0.26.0"
+python-keycloak = "^5.0.0"
 pyyaml = "^6.0.2"
 qdrant-client = "^1.14.2"
-rag-core-lib = {path = "../rag-core-lib", develop = true}
-ragas = "^0.3.0"
+rag-core-lib = "==4.2.0"
+ragas = "^0.4.0"
 requests-oauthlib = "^2.0.0"
 starlette = ">=0.49.1"
-uvicorn = "^0.37.0"
+uvicorn = "^0.40.0"
 
 [package.source]
 type = "directory"
@@ -4891,22 +4946,26 @@ url = "../../libs/rag-core-api"
 
 [[package]]
 name = "rag-core-lib"
-version = "v3.4.0"
+version = "4.2.0"
 description = "The rag-core-lib contains the shared components of at least two of the rag libs."
 optional = false
 python-versions = "^3.13"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = []
 develop = true
 
 [package.dependencies]
+boto3 = "^1.38.10"
 deprecated = "^1.2.18"
+filelock = "^3.20.3"
 flashrank = "^0.2.10"
-langchain = "^0.3.25"
-langchain-community = "0.3.30"
-langchain-core = "0.3.77"
-langchain-openai = "^0.3.27"
-langfuse = "3.6.1"
+langchain = "^1.0.8"
+langchain-community = "^0.4.1"
+langchain-core = "^1.0.7"
+langchain-openai = "^1.0.3"
+langfuse = "^3.10.1"
+langgraph-checkpoint = ">=3.0.0,<4.0.0"
+marshmallow = "^3.26.2"
 oauthlib = "^3.2.2"
 openai = "^1.77.0"
 pydantic = "^2.11.4"
@@ -4919,41 +4978,47 @@ url = "../../libs/rag-core-lib"
 
 [[package]]
 name = "ragas"
-version = "0.3.2"
+version = "0.4.3"
 description = "Evaluation framework for RAG and LLM applications"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
-    {file = "ragas-0.3.2-py3-none-any.whl", hash = "sha256:ccf4447fdc6daf69b5fafb26d8baa5095e4194a4dc87091b2a118f68322e7f1b"},
-    {file = "ragas-0.3.2.tar.gz", hash = "sha256:a800a5326f0d5bfa086cf8832d4b1031e4b21ff063f83d7d9388ee36e1a93fe6"},
+    {file = "ragas-0.4.3-py3-none-any.whl", hash = "sha256:ef1d75f674c294e9a6e7d8e9ad261b6bf4697dad1c9cbd1a756ba7a6b4849a38"},
+    {file = "ragas-0.4.3.tar.gz", hash = "sha256:1eb1f61dbc8613ad014fdb8d630cbe9a1caec1ea01664a106993cb756128c001"},
 ]
 
 [package.dependencies]
 appdirs = "*"
-datasets = "*"
+datasets = ">=4.0.0"
 diskcache = ">=5.6.3"
-gitpython = "*"
 instructor = "*"
 langchain = "*"
 langchain-community = "*"
 langchain-core = "*"
 langchain_openai = "*"
 nest-asyncio = "*"
-numpy = "*"
+networkx = "*"
+numpy = ">=1.21.0,<3.0.0"
 openai = ">=1.0.0"
 pillow = ">=10.4.0"
 pydantic = ">=2.0.0"
 rich = "*"
+scikit-network = "*"
 tiktoken = "*"
 tqdm = "*"
 typer = "*"
 
 [package.extras]
+ag-ui = ["ag-ui-protocol (>=0.1.9)", "httpx (>=0.27.0)"]
 ai-frameworks = ["haystack-ai"]
-all = ["datacompy", "llama_index", "nltk", "pandas", "r2r", "rapidfuzz", "rouge_score", "sacrebleu", "sentence-transformers", "transformers"]
-examples = ["openai (>=1.0.0)"]
+all = ["GitPython", "datacompy", "llama_index", "nltk", "pandas", "r2r", "rapidfuzz", "rouge_score", "sacrebleu", "sentence-transformers", "transformers"]
+dev-minimal = ["build (>=1.3.0)", "nbmake", "pre-commit (>=4.3.0)", "pyright (>=1.1.403)", "pytest", "pytest-asyncio", "pytest-xdist[psutil]", "ruff"]
+dspy = ["dspy-ai (>=2.4.0)"]
 gdrive = ["google-api-python-client (>=2.178.0)", "google-auth (>=2.40.3)", "google-auth-oauthlib (>=1.2.2)"]
+git = ["GitPython"]
+oci = ["oci (>=2.160.1)"]
+test = ["scipy"]
 tracing = ["langfuse (>=3.2.4)", "mlflow (>=3.1.4)"]
 
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 description = "Alternative regular expression module, to replace re."
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
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 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
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 optional = false
 python-versions = ">=3.4"
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 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
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 optional = false
 python-versions = ">=3.8.0"
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+]
+
+[package.dependencies]
+numpy = ">=1.26.4,<2.7"
+
+[package.extras]
+dev = ["click (<8.3.0)", "cython-lint (>=0.12.2)", "mypy (==1.10.0)", "pycodestyle", "ruff (>=0.12.0)", "spin", "types-psutil", "typing_extensions"]
+doc = ["intersphinx_registry", "jupyterlite-pyodide-kernel", "jupyterlite-sphinx (>=0.19.1)", "jupytext", "linkify-it-py", "matplotlib (>=3.5)", "myst-nb (>=1.2.0)", "numpydoc", "pooch", "pydata-sphinx-theme (>=0.15.2)", "sphinx (>=5.0.0,<8.2.0)", "sphinx-copybutton", "sphinx-design (>=0.4.0)", "tabulate"]
+test = ["Cython", "array-api-strict (>=2.3.1)", "asv", "gmpy2", "hypothesis (>=6.30)", "meson", "mpmath", "ninja ; sys_platform != \"emscripten\"", "pooch", "pytest (>=8.0.0)", "pytest-cov", "pytest-timeout", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
+
 [[package]]
 name = "setuptools"
 version = "80.9.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
+groups = ["main", "lint"]
 files = [
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@@ -5183,7 +5383,7 @@ version = "1.5.4"
 description = "Tool to Detect Surrounding Shell"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
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@@ -5195,31 +5395,19 @@ version = "1.17.0"
 description = "Python 2 and 3 compatibility utilities"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
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 ]
 
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-name = "smmap"
-version = "5.0.2"
-description = "A pure Python implementation of a sliding window memory map manager"
-optional = false
-python-versions = ">=3.7"
-groups = ["main"]
-files = [
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-
 [[package]]
 name = "sniffio"
 version = "1.3.1"
 description = "Sniff out which async library your code is running under"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
+groups = ["main", "dev", "prod", "prod-local"]
 files = [
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@@ -5231,7 +5419,7 @@ version = "3.0.1"
 description = "This package provides 32 stemmers for 30 languages generated from Snowball algorithms."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*"
-groups = ["dev"]
+groups = ["lint"]
 files = [
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@@ -5243,7 +5431,7 @@ version = "2.0.44"
 description = "Database Abstraction Library"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
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@@ -5339,7 +5527,7 @@ version = "0.50.0"
 description = "The little ASGI library that shines."
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
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@@ -5357,7 +5545,7 @@ version = "5.6.0"
 description = "Manage dynamic plugins for Python applications"
 optional = false
 python-versions = ">=3.10"
-groups = ["dev"]
+groups = ["lint"]
 files = [
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@@ -5369,7 +5557,7 @@ version = "1.14.0"
 description = "Computer algebra system (CAS) in Python"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "sympy-1.14.0-py3-none-any.whl", hash = "sha256:e091cc3e99d2141a0ba2847328f5479b05d94a6635cb96148ccb3f34671bd8f5"},
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@@ -5387,7 +5575,7 @@ version = "9.1.2"
 description = "Retry code until it succeeds"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
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@@ -5403,7 +5591,7 @@ version = "0.12.0"
 description = "tiktoken is a fast BPE tokeniser for use with OpenAI's models"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "tiktoken-0.12.0-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:3de02f5a491cfd179aec916eddb70331814bd6bf764075d39e21d5862e533970"},
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@@ -5477,7 +5665,7 @@ version = "0.22.1"
 description = ""
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "tokenizers-0.22.1-cp39-abi3-macosx_10_12_x86_64.whl", hash = "sha256:59fdb013df17455e5f950b4b834a7b3ee2e0271e6378ccb33aa74d178b513c73"},
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@@ -5510,7 +5698,7 @@ version = "4.67.1"
 description = "Fast, Extensible Progress Meter"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
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@@ -5532,7 +5720,7 @@ version = "0.20.0"
 description = "Typer, build great CLIs. Easy to code. Based on Python type hints."
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "typer-0.20.0-py3-none-any.whl", hash = "sha256:5b463df6793ec1dca6213a3cf4c0f03bc6e322ac5e16e13ddd622a889489784a"},
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@@ -5550,7 +5738,7 @@ version = "4.15.0"
 description = "Backported and Experimental Type Hints for Python 3.9+"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["main", "dev", "prod", "prod-local"]
 files = [
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@@ -5562,7 +5750,7 @@ version = "0.9.0"
 description = "Runtime inspection utilities for typing module."
 optional = false
 python-versions = "*"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
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@@ -5578,7 +5766,7 @@ version = "0.4.2"
 description = "Runtime typing introspection tools"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
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     {file = "typing_inspection-0.4.2.tar.gz", hash = "sha256:ba561c48a67c5958007083d386c3295464928b01faa735ab8547c5692e87f464"},
@@ -5593,7 +5781,7 @@ version = "2025.2"
 description = "Provider of IANA time zone data"
 optional = false
 python-versions = ">=2"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
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@@ -5605,7 +5793,7 @@ version = "2.5.0"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["main", "dev", "prod", "prod-local"]
 files = [
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@@ -5617,16 +5805,48 @@ h2 = ["h2 (>=4,<5)"]
 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
 zstd = ["zstandard (>=0.18.0)"]
 
+[[package]]
+name = "uuid-utils"
+version = "0.14.0"
+description = "Fast, drop-in replacement for Python's uuid module, powered by Rust."
+optional = false
+python-versions = ">=3.9"
+groups = ["dev", "prod", "prod-local"]
+files = [
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+]
+
 [[package]]
 name = "uvicorn"
-version = "0.37.0"
+version = "0.40.0"
 description = "The lightning-fast ASGI server."
 optional = false
-python-versions = ">=3.9"
-groups = ["main"]
+python-versions = ">=3.10"
+groups = ["dev", "prod", "prod-local"]
 files = [
-    {file = "uvicorn-0.37.0-py3-none-any.whl", hash = "sha256:913b2b88672343739927ce381ff9e2ad62541f9f8289664fa1d1d3803fa2ce6c"},
-    {file = "uvicorn-0.37.0.tar.gz", hash = "sha256:4115c8add6d3fd536c8ee77f0e14a7fd2ebba939fed9b02583a97f80648f9e13"},
+    {file = "uvicorn-0.40.0-py3-none-any.whl", hash = "sha256:c6c8f55bc8bf13eb6fa9ff87ad62308bbbc33d0b67f84293151efe87e0d5f2ee"},
+    {file = "uvicorn-0.40.0.tar.gz", hash = "sha256:839676675e87e73694518b5574fd0f24c9d97b46bea16df7b8c05ea1a51071ea"},
 ]
 
 [package.dependencies]
@@ -5642,7 +5862,7 @@ version = "20.35.4"
 description = "Virtual Python Environment builder"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "virtualenv-20.35.4-py3-none-any.whl", hash = "sha256:c21c9cede36c9753eeade68ba7d523529f228a403463376cf821eaae2b650f1b"},
     {file = "virtualenv-20.35.4.tar.gz", hash = "sha256:643d3914d73d3eeb0c552cbb12d7e82adf0e504dbf86a3182f8771a153a1971c"},
@@ -5663,7 +5883,7 @@ version = "1.2.0"
 description = "A small Python utility to set file creation time on Windows"
 optional = false
 python-versions = ">=3.5"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 markers = "sys_platform == \"win32\""
 files = [
     {file = "win32_setctime-1.2.0-py3-none-any.whl", hash = "sha256:95d644c4e708aba81dc3704a116d8cbc974d70b3bdb8be1d150e36be6e9d1390"},
@@ -5679,7 +5899,7 @@ version = "1.17.3"
 description = "Module for decorators, wrappers and monkey patching."
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "wrapt-1.17.3-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:88bbae4d40d5a46142e70d58bf664a89b6b4befaea7b2ecc14e03cedb8e06c04"},
     {file = "wrapt-1.17.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:e6b13af258d6a9ad602d57d889f83b9d5543acd471eee12eb51f5b01f8eb1bc2"},
@@ -5770,7 +5990,7 @@ version = "3.6.0"
 description = "Python binding for xxHash"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "xxhash-3.6.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:87ff03d7e35c61435976554477a7f4cd1704c3596a89a8300d5ce7fc83874a71"},
     {file = "xxhash-3.6.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:f572dfd3d0e2eb1a57511831cf6341242f5a9f8298a45862d085f5b93394a27d"},
@@ -5920,7 +6140,7 @@ version = "1.22.0"
 description = "Yet another URL library"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["main", "dev", "prod", "prod-local"]
 files = [
     {file = "yarl-1.22.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:c7bd6683587567e5a49ee6e336e0612bec8329be1b7d4c8af5687dcdeb67ee1e"},
     {file = "yarl-1.22.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:5cdac20da754f3a723cceea5b3448e1a2074866406adeb4ef35b469d089adb8f"},
@@ -6065,7 +6285,7 @@ version = "3.23.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "zipp-3.23.0-py3-none-any.whl", hash = "sha256:071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e"},
     {file = "zipp-3.23.0.tar.gz", hash = "sha256:a07157588a12518c9d4034df3fbbee09c814741a33ff63c05fa29d26a2404166"},
@@ -6085,7 +6305,7 @@ version = "0.25.0"
 description = "Zstandard bindings for Python"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["dev", "prod", "prod-local"]
 files = [
     {file = "zstandard-0.25.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:e59fdc271772f6686e01e1b3b74537259800f57e24280be3f29c8a0deb1904dd"},
     {file = "zstandard-0.25.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:4d441506e9b372386a5271c64125f72d5df6d2a8e8a2a45a0ae09b03cb781ef7"},
@@ -6194,4 +6414,4 @@ cffi = ["cffi (>=1.17,<2.0) ; platform_python_implementation != \"PyPy\" and pyt
 [metadata]
 lock-version = "2.1"
 python-versions = "^3.13"
-content-hash = "e308d04e1154ec63e2fb2b48ffc7d9f782a47bd7cd7c8c3165ab162c8571f609"
+content-hash = "cc9d6425ae65289322ab8d206aad86b4c8e8d93704e629b47e4d806ee457c568"

From 2cec04feaf440bd05af22b2e6c875b4e14f19421 Mon Sep 17 00:00:00 2001
From: Andreas Klos <andreas.klos@stackit.cloud>
Date: Wed, 11 Feb 2026 16:58:37 +0100
Subject: [PATCH 10/14] fix: add tasks.md to .gitignore

---
 .gitignore | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.gitignore b/.gitignore
index 9d952393..b8443490 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,5 +1,5 @@
 **/tools/_poetry
-
+**/tasks.md
 **/.env.langfuse
 **/.nx/*
 **/_poetry

From 264bf36d2f87a159c4ab62a9ea19ccef1e67e1a9 Mon Sep 17 00:00:00 2001
From: Andreas Klos <andreas.klos@stackit.cloud>
Date: Wed, 11 Feb 2026 22:09:48 +0100
Subject: [PATCH 11/14] feat: Implement knowledge space management and access
 control

- Add KnowledgeSpaceSettings for configuration of knowledge spaces and multitenancy strategies.
- Introduce KnowledgeSpaceAccessService for authorization and scope resolution of knowledge spaces.
- Create KnowledgeSpaceCollectionRouter to map logical knowledge spaces to physical collections.
- Define KnowledgeSpace and DocumentVisibilityMetadata models for knowledge space representation.
- Implement operational tools for managing knowledge spaces, including state loading and saving.
- Add migration script for backfilling legacy metadata in Qdrant collections.
- Develop tests for knowledge space access service, settings validation, and operational tools.
---
 .gitignore                                    |   9 +
 README.md                                     |   3 +
 docs/KnowledgeSpaces.md                       | 120 ++++
 infrastructure/rag/values.yaml                |  12 +
 libs/README.md                                |  31 +-
 libs/admin-api-lib/openapi.yaml               |  21 +
 .../src/.openapi-generator-ignore             |   2 +
 .../api_endpoints/file_uploader.py            |   3 +
 .../api_endpoints/source_uploader.py          |   7 +-
 .../src/admin_api_lib/apis/admin_api.py       |   6 +-
 .../src/admin_api_lib/apis/admin_api_base.py  |   6 +
 libs/admin-api-lib/src/admin_api_lib/auth.py  | 206 +++++--
 .../src/admin_api_lib/impl/admin_api.py       |   6 +-
 .../api_endpoints/default_file_uploader.py    |   9 +-
 .../api_endpoints/default_source_uploader.py  |  23 +-
 .../admin_api_lib/models/document_status.py   |  31 +-
 .../src/admin_api_lib/models/extra_models.py  |   1 -
 .../models/http_validation_error.py           |  42 +-
 .../admin_api_lib/models/key_value_pair.py    |  31 +-
 .../src/admin_api_lib/models/status.py        |  21 +-
 .../admin_api_lib/models/validation_error.py  |  44 +-
 .../models/validation_error_loc_inner.py      |  53 +-
 .../openapi_client/__init__.py                |  58 +-
 .../openapi_client/api/__init__.py            |   1 +
 .../openapi_client/api/rag_api.py             | 468 ++++++++++----
 .../openapi_client/api_client.py              | 292 ++++++---
 .../openapi_client/api_response.py            |  11 +-
 .../openapi_client/configuration.py           | 114 ++--
 .../openapi_client/exceptions.py              |  40 +-
 .../openapi_client/models/__init__.py         |  42 +-
 .../openapi_client/models/chat_history.py     |  50 +-
 .../models/chat_history_message.py            |  39 +-
 .../openapi_client/models/chat_request.py     |  48 +-
 .../openapi_client/models/chat_response.py    |  54 +-
 .../openapi_client/models/chat_role.py        |  22 +-
 .../openapi_client/models/content_type.py     |  26 +-
 .../openapi_client/models/delete_request.py   |  50 +-
 .../models/information_piece.py               |  60 +-
 .../openapi_client/models/key_value_pair.py   |  34 +-
 .../rag_backend_client/openapi_client/rest.py | 118 ++--
 .../openapi_client_README.md                  |   3 +-
 .../tests/default_file_uploader_test.py       |   2 +-
 .../tests/default_source_uploader_test.py     |   4 +-
 libs/rag-core-api/.openapi-generator-ignore   |   6 +
 libs/rag-core-api/openapi.yaml                |  34 ++
 .../src/rag_core_api/apis/rag_api.py          |  25 +-
 .../src/rag_core_api/apis/rag_api_base.py     |  11 +-
 libs/rag-core-api/src/rag_core_api/auth.py    | 224 +++++--
 .../src/rag_core_api/dependency_container.py  |  53 +-
 .../src/rag_core_api/impl/rag_api.py          |  52 +-
 .../impl/settings/knowledge_space_settings.py |  88 +++
 .../impl/vector_databases/qdrant_database.py  | 573 ++++++++++++++----
 .../rag_core_api/knowledge_spaces/__init__.py |  21 +
 .../knowledge_spaces/access_service.py        | 214 +++++++
 .../knowledge_spaces/collection_router.py     |  46 ++
 .../rag_core_api/knowledge_spaces/models.py   |  36 ++
 .../src/rag_core_api/models/chat_history.py   |  49 +-
 .../models/chat_history_message.py            |  40 +-
 .../src/rag_core_api/models/chat_request.py   |  47 +-
 .../src/rag_core_api/models/chat_response.py  |  53 +-
 .../src/rag_core_api/models/chat_role.py      |  23 +-
 .../src/rag_core_api/models/content_type.py   |  27 +-
 .../src/rag_core_api/models/delete_request.py |  49 +-
 .../src/rag_core_api/models/extra_models.py   |   1 -
 .../rag_core_api/models/information_piece.py  |  55 +-
 .../src/rag_core_api/models/key_value_pair.py |  37 +-
 libs/rag-core-api/tests/auth_fix_test.py      |  46 +-
 libs/rag-core-api/tests/auth_test.py          | 129 +++-
 .../knowledge_space_access_service_test.py    | 157 +++++
 .../tests/knowledge_space_settings_test.py    |  82 +++
 .../tests/qdrant_database_test.py             | 147 ++++-
 libs/rag-core-lib/src/rag_core_lib/context.py |  53 ++
 .../src/rag_core_lib/principal.py             |  39 ++
 .../src/rag_core_lib/principal_factory.py     |  51 ++
 services/frontend/README.md                   |  11 +-
 services/frontend/apps/chat-app/src/main.ts   |  16 +-
 .../data-access/+state/documents.store.ts     |  16 +-
 .../admin-app/data-access/document.api.ts     |  23 +-
 .../DocumentUploadContainer.vue               |  94 ++-
 .../chat-app/data-access/+state/chat.store.ts | 155 ++++-
 .../libs/chat-app/data-access/chat.api.ts     |  18 +-
 .../libs/chat-app/feature-chat/ChatView.vue   |  35 +-
 services/frontend/libs/i18n/admin/de.json     |   5 +
 services/frontend/libs/i18n/admin/en.json     |   5 +
 services/frontend/libs/i18n/chat/de.json      |   7 +
 services/frontend/libs/i18n/chat/en.json      |   7 +
 tools/knowledge_space_admin.py                | 133 ++++
 tools/knowledge_space_migration.py            | 178 ++++++
 tools/tests/test_knowledge_space_admin.py     |  30 +
 tools/tests/test_knowledge_space_migration.py |  85 +++
 90 files changed, 4272 insertions(+), 1237 deletions(-)
 create mode 100644 docs/KnowledgeSpaces.md
 create mode 100644 libs/rag-core-api/src/rag_core_api/impl/settings/knowledge_space_settings.py
 create mode 100644 libs/rag-core-api/src/rag_core_api/knowledge_spaces/__init__.py
 create mode 100644 libs/rag-core-api/src/rag_core_api/knowledge_spaces/access_service.py
 create mode 100644 libs/rag-core-api/src/rag_core_api/knowledge_spaces/collection_router.py
 create mode 100644 libs/rag-core-api/src/rag_core_api/knowledge_spaces/models.py
 create mode 100644 libs/rag-core-api/tests/knowledge_space_access_service_test.py
 create mode 100644 libs/rag-core-api/tests/knowledge_space_settings_test.py
 create mode 100644 libs/rag-core-lib/src/rag_core_lib/principal.py
 create mode 100644 libs/rag-core-lib/src/rag_core_lib/principal_factory.py
 create mode 100644 tools/knowledge_space_admin.py
 create mode 100644 tools/knowledge_space_migration.py
 create mode 100644 tools/tests/test_knowledge_space_admin.py
 create mode 100644 tools/tests/test_knowledge_space_migration.py

diff --git a/.gitignore b/.gitignore
index b8443490..23e49f5a 100644
--- a/.gitignore
+++ b/.gitignore
@@ -128,12 +128,21 @@ celerybeat.pid
 # Environments
 .env
 .venv
+.venv*/
+**/.venv*/
 env/
 venv/
 ENV/
 env.bak/
 venv.bak/
 
+# Local pip wrapper binaries inside ad-hoc venvs
+**/.venv*/bin/pip
+**/.venv*/bin/pip3
+**/.venv*/bin/pip3.*
+**/.venv*/Scripts/pip.exe
+**/.venv*/Scripts/pip3.exe
+
 # Spyder project settings
 .spyderproject
 .spyproject
diff --git a/README.md b/README.md
index 0effa3fb..bdb2d597 100644
--- a/README.md
+++ b/README.md
@@ -61,6 +61,8 @@ Welcome to the STACKIT RAG Template! This is a basic example of how to use the R
 
 **Security**: Basic authentication for secure access.
 
+**Knowledge Spaces**: Optional multitenant logical spaces (`tenant`, `shared_domain`, `global`) with configurable Qdrant collection strategies (`single`, `hybrid`, `isolated`).
+
 **Deployment**: Options for both local and production
 environments.
 
@@ -166,6 +168,7 @@ For further information, please consult the [Infrastructure README](./infrastruc
 - **Replace Keycloak (not recommended)**: Possible only if your IdP issues OIDC JWTs with `tenant_id`, exposes JWKS in the expected path, and supports a client-credential flow to replace `KeycloakOpenID.token(...)`. This requires code/config changes; brokering is simpler.
 
 See `docs/Keycloak.md` for step-by-step setup and brokering details.
+See `docs/KnowledgeSpaces.md` for multitenancy, space-scoped retrieval/upload behavior, migration/backfill, and ops commands.
 
 #### 1.1.7 Libs
 
diff --git a/docs/KnowledgeSpaces.md b/docs/KnowledgeSpaces.md
new file mode 100644
index 00000000..4c4b97ac
--- /dev/null
+++ b/docs/KnowledgeSpaces.md
@@ -0,0 +1,120 @@
+# Knowledge Spaces
+
+This project supports logical **knowledge spaces** for multitenant retrieval and ingestion.
+
+## Space Model
+
+Each logical space has:
+
+- `id`
+- `type`: `tenant`, `shared_domain`, `global`
+- `tenant_id` (tenant spaces)
+- `domain_id` (shared-domain spaces)
+- `display_name`
+- `enabled`
+
+Chunk metadata now uses:
+
+- `visibility`
+- `space_id`
+- `space_type`
+- `tenant_id` (tenant-private content)
+- `domain_id` (domain-shared content)
+- `owner_tenant_id` (uploader tenant)
+
+Legacy points without `space_id`/`visibility` are still readable in `single` strategy by `tenant_id`.
+
+## Collection Strategies
+
+Configure with `MULTITENANCY_COLLECTION_STRATEGY`:
+
+- `single` (default): one physical collection (`VECTOR_DB_COLLECTION_NAME`) with ACL metadata filters.
+- `hybrid`: per-tenant collections + shared-domain collections + global collection.
+- `isolated`: same physical separation as `hybrid`, intended for stricter enterprise isolation policies.
+
+Naming templates:
+
+- `MULTITENANCY_TENANT_COLLECTION_TEMPLATE` (default `tenant_{tenant_id}`)
+- `MULTITENANCY_SHARED_DOMAIN_COLLECTION_TEMPLATE` (default `shared_{domain_id}`)
+- `MULTITENANCY_GLOBAL_COLLECTION_NAME` (default `shared_global`)
+- `KNOWLEDGE_SPACES_STATE_FILE` (default `infrastructure/rag/knowledge-spaces-state.json`)
+
+## Auth Claims
+
+JWT claims used by access resolution:
+
+- `tenant_id`
+- `allowed_tenant_ids`
+- `allowed_domain_ids`
+- `can_write_shared_domain`
+- `can_write_global`
+
+Anonymous chat is controlled by `ALLOW_ANONYMOUS_CHAT`:
+
+- `false` (default): chat still requires auth.
+- `true`: chat allows anonymous requests and restricts retrieval to global space only.
+
+## API Behavior
+
+New optional query parameters:
+
+- `POST /chat/{session_id}`: `scope` (repeatable)
+- `POST /information_pieces/upload`: `target_space_id`
+- `POST /information_pieces/remove`: `target_space_id`
+- `POST /api/upload_file`: `target_space_id`
+- `POST /api/upload_source`: `target_space_id`
+
+Defaults:
+
+- Upload target defaults to caller tenant space.
+- Chat scope defaults to all readable spaces.
+
+Supported target aliases:
+
+- `my_tenant` (or `tenant`)
+- `shared_<domain>`
+- `shared_global` (or `global`)
+
+## Migration / Backfill
+
+Use the migration helper:
+
+```bash
+python tools/knowledge_space_migration.py \
+  --strategy hybrid \
+  --base-collection rag-db \
+  --tenant-ids tenant-a,tenant-b \
+  --domain-ids finance,hr
+```
+
+Dry-run is default. Add `--apply` to execute changes.
+
+Backfill legacy metadata:
+
+```bash
+python tools/knowledge_space_migration.py \
+  --strategy single \
+  --base-collection rag-db \
+  --backfill \
+  --apply
+```
+
+## Ops Commands
+
+Manage logical shared-domain spaces state:
+
+```bash
+python tools/knowledge_space_admin.py create-shared-domain-space --domain-id finance
+python tools/knowledge_space_admin.py set-space-state --space-id shared_finance --enabled false
+python tools/knowledge_space_admin.py list-spaces
+python tools/knowledge_space_admin.py audit-access --claims-json '{"tenant_id":"tenant-a","allowed_domain_ids":["finance"],"can_write_shared_domain":true}'
+```
+
+Disabled spaces in the state file are enforced at runtime for read/write/delete authorization.
+
+## Security Notes
+
+- ACL checks are enforced server-side for upload/search/delete.
+- Anonymous requests are limited to global knowledge even if clients send broader scopes.
+- Apply API gateway rate limiting if anonymous chat is enabled.
+- Emit audit logs at ingress/service level for scope selection and upload target usage.
diff --git a/infrastructure/rag/values.yaml b/infrastructure/rag/values.yaml
index 69a11239..805bd1ec 100644
--- a/infrastructure/rag/values.yaml
+++ b/infrastructure/rag/values.yaml
@@ -223,6 +223,14 @@ backend:
       VECTOR_DB_COLLECTION_NAME: rag-db
       VECTOR_DB_LOCATION: http://rag-qdrant:6333
       VECTOR_DB_VALIDATE_COLLECTION_CONFIG: false
+      MULTITENANCY_COLLECTION_STRATEGY: single
+      MULTITENANCY_TENANT_COLLECTION_TEMPLATE: tenant_{tenant_id}
+      MULTITENANCY_SHARED_DOMAIN_COLLECTION_TEMPLATE: shared_{domain_id}
+      MULTITENANCY_GLOBAL_COLLECTION_NAME: shared_global
+      KNOWLEDGE_SPACES_STATE_FILE: infrastructure/rag/knowledge-spaces-state.json
+      ALLOW_ANONYMOUS_CHAT: false
+      ENABLE_SPACE_SELECTOR_IN_CHAT: false
+      ENABLE_UPLOAD_SHARING_TARGET: false
     retriever:
       RETRIEVER_THRESHOLD: 0.3
       RETRIEVER_K_DOCUMENTS: 10
@@ -290,6 +298,7 @@ backend:
       KEYCLOAK_CLIENT_ID: "rag-backend"
       KEYCLOAK_SERVER_URL: "http://rag-keycloak-http:80/auth/"
       KEYCLOAK_CLIENT_SECRET: "replaceme"
+      KEYCLOAK_ALLOWED_ISSUERS: "http://keycloak.rag.localhost/auth/realms/rag,http://rag-keycloak-http:80/auth/realms/rag"
 
 frontend:
   name: frontend
@@ -314,6 +323,8 @@ frontend:
   envs:
     vite:
       VITE_CHAT_AUTH_ENABLED: true
+      VITE_ENABLE_SPACE_SELECTOR_IN_CHAT: false
+      VITE_ENABLE_UPLOAD_SHARING_TARGET: false
       VITE_API_URL: "http://rag.localhost/api"
       VITE_CHAT_URL: "http://rag.localhost"
       VITE_ADMIN_URL: "http://admin.rag.localhost"
@@ -440,6 +451,7 @@ adminBackend:
       KEYCLOAK_CLIENT_ID: "rag-backend"
       KEYCLOAK_SERVER_URL: "http://rag-keycloak-http:80/auth/"
       KEYCLOAK_CLIENT_SECRET: "replaceme"
+      KEYCLOAK_ALLOWED_ISSUERS: "http://keycloak.rag.localhost/auth/realms/rag,http://rag-keycloak-http:80/auth/realms/rag"
 
 extractor:
   replicaCount: 1
diff --git a/libs/README.md b/libs/README.md
index a917214c..76cb26e8 100644
--- a/libs/README.md
+++ b/libs/README.md
@@ -41,8 +41,8 @@ The following endpoints are provided by the *backend*:
 
 - `/chat/{session_id}`: The endpoint for chatting.
 - `/evaluate`: Will start the evaluation of the RAG using the provided question-answer pairs.
-- `/information_pieces/remove`: Endpoint to remove documents from the vector database.
-- `/information_pieces/upload`: Endpoint to upload documents into the vector database. These documents need to have been parsed. For simplicity, a *LangChain* Documents like format is used.
+- `/information_pieces/remove`: Endpoint to remove documents from the vector database. Supports optional `target_space_id` query parameter.
+- `/information_pieces/upload`: Endpoint to upload documents into the vector database. Supports optional `target_space_id` query parameter.
 
 ### 1.1 Requirements
 
@@ -59,6 +59,7 @@ make
 #### `/chat/{session_id}`
 
 This endpoint is used for chatting.
+Optional query parameter: `scope` (repeatable), to constrain retrieval to specific logical spaces.
 
 ### `/evaluate`
 
@@ -72,15 +73,39 @@ By default `OpenAI` is used by the evaluation. If you want to use the same LLM-c
 #### `/information_pieces/remove`
 
 Endpoint to remove documents from the vector database.
+Optional query parameter: `target_space_id`.
 
 #### `/information_pieces/upload`
 
 Endpoint to upload documents into the vector database. These documents need to have been parsed. For simplicity, a LangChain Documents like format is used.
+Optional query parameter: `target_space_id`.
 Uploaded documents are required to contain the following metadata:
 
 - `document_url` that points to a download link to the source document.
 - All documents of the type `IMAGE` require the content of the image encoded in base64 in the `base64_image` key.
 
+### 1.5 Knowledge Spaces (Multitenancy)
+
+The backend supports logical spaces with server-side ACL enforcement:
+
+- `tenant_<id>` (tenant-private)
+- `shared_<domain>` (domain shared)
+- `shared_global` (global shared)
+
+Collection strategy is configured via:
+
+- `MULTITENANCY_COLLECTION_STRATEGY=single|hybrid|isolated`
+- `MULTITENANCY_TENANT_COLLECTION_TEMPLATE`
+- `MULTITENANCY_SHARED_DOMAIN_COLLECTION_TEMPLATE`
+- `MULTITENANCY_GLOBAL_COLLECTION_NAME`
+- `KNOWLEDGE_SPACES_STATE_FILE` (operator-controlled enabled/disabled space state)
+
+Feature flags:
+
+- `ENABLE_SPACE_SELECTOR_IN_CHAT`
+- `ENABLE_UPLOAD_SHARING_TARGET`
+- `ALLOW_ANONYMOUS_CHAT` (anonymous chat restricted to global content)
+
 ### 1.3 Replaceable parts
 
 | Name | Type | Default | Notes |
@@ -173,12 +198,14 @@ Will return a list of all sources for the chat and their current status.
 
 Files can be uploaded here. This endpoint will process the document in a background and will extract information using the [document-extractor](#3-extractor-api-lib).
 The extracted information will be summarized using a LLM. The summary, as well as the unrefined extracted document, will be uploaded to the [rag-core-api](#1-rag-core-api).
+Optional query parameter: `target_space_id`.
 
 #### `/upload_source`
 
 Loads all the content from an arbitrary non-file source using the [document-extractor](#3-extractor-api-lib).
 The `type` of the source needs to correspond to an extractor in the [document-extractor](#3-extractor-api-lib). Supported types include `confluence` for Confluence pages and `sitemap` for web content via XML sitemaps.
 The extracted information will be summarized using LLM. The summary, as well as the unrefined extracted document, will be uploaded to the [rag-core-api](#1-rag-core-api). An is configured. Defaults to 3600 seconds (1 hour). Can be adjusted by values in the helm chart.
+Optional query parameter: `target_space_id`.
 
 ### 2.3 Replaceable parts
 
diff --git a/libs/admin-api-lib/openapi.yaml b/libs/admin-api-lib/openapi.yaml
index b8b73f16..43dad2e9 100644
--- a/libs/admin-api-lib/openapi.yaml
+++ b/libs/admin-api-lib/openapi.yaml
@@ -147,6 +147,17 @@ paths:
     post:
       description: Uploads user selected sources.
       operationId: upload_file
+      parameters:
+      - explode: true
+        in: query
+        name: target_space_id
+        required: false
+        schema:
+          description: "Optional logical target space id (e.g. tenant_<id>, shared_<domain>,\
+            \ shared_global)."
+          title: Target Space Id
+          type: string
+        style: form
       requestBody:
         content:
           multipart/form-data:
@@ -191,6 +202,16 @@ paths:
           title: Name
           type: string
         style: form
+      - explode: true
+        in: query
+        name: target_space_id
+        required: false
+        schema:
+          description: "Optional logical target space id (e.g. tenant_<id>, shared_<domain>,\
+            \ shared_global)."
+          title: Target Space Id
+          type: string
+        style: form
       requestBody:
         content:
           application/json:
diff --git a/libs/admin-api-lib/src/.openapi-generator-ignore b/libs/admin-api-lib/src/.openapi-generator-ignore
index 124411ab..60814566 100644
--- a/libs/admin-api-lib/src/.openapi-generator-ignore
+++ b/libs/admin-api-lib/src/.openapi-generator-ignore
@@ -23,3 +23,5 @@
 #!docs/README.md
 
 src/admin_api_lib/security_api.py
+src/admin_api_lib/rag_backend_client/openapi_client/docs/**
+src/admin_api_lib/rag_backend_client/openapi_client/test/**
diff --git a/libs/admin-api-lib/src/admin_api_lib/api_endpoints/file_uploader.py b/libs/admin-api-lib/src/admin_api_lib/api_endpoints/file_uploader.py
index 8348dd8b..3a2ceaef 100644
--- a/libs/admin-api-lib/src/admin_api_lib/api_endpoints/file_uploader.py
+++ b/libs/admin-api-lib/src/admin_api_lib/api_endpoints/file_uploader.py
@@ -26,6 +26,7 @@ async def upload_file(
         self,
         base_url: str,
         file: UploadFile,
+        target_space_id: str | None = None,
     ) -> None:
         """
         Upload a source file for content extraction.
@@ -36,6 +37,8 @@ async def upload_file(
             The base url of the service. Is used to determine the download link of the file.
         file : UploadFile
             The file to process.
+        target_space_id : str, optional
+            Optional logical target space id for storage.
 
         Returns
         -------
diff --git a/libs/admin-api-lib/src/admin_api_lib/api_endpoints/source_uploader.py b/libs/admin-api-lib/src/admin_api_lib/api_endpoints/source_uploader.py
index e8887735..4264df52 100644
--- a/libs/admin-api-lib/src/admin_api_lib/api_endpoints/source_uploader.py
+++ b/libs/admin-api-lib/src/admin_api_lib/api_endpoints/source_uploader.py
@@ -1,7 +1,6 @@
 """Module for the upload source endpoint."""
 
 from abc import abstractmethod
-from typing import Optional
 
 from pydantic import StrictStr
 
@@ -29,7 +28,7 @@ async def upload_source(
         source_type: StrictStr,
         name: StrictStr,
         kwargs: list[KeyValuePair],
-        timeout: Optional[float],
+        target_space_id: str | None = None,
     ) -> None:
         """
         Upload the parameters for source content extraction.
@@ -42,8 +41,8 @@ async def upload_source(
             Display name of the source.
         kwargs : list[KeyValuePair]
             List of KeyValuePair with parameters used for the extraction.
-        timeout : float, optional
-            Timeout for the operation.
+        target_space_id : str, optional
+            Optional logical target space id for storage.
 
         Returns
         -------
diff --git a/libs/admin-api-lib/src/admin_api_lib/apis/admin_api.py b/libs/admin-api-lib/src/admin_api_lib/apis/admin_api.py
index ca5e7013..d4ac9ab6 100644
--- a/libs/admin-api-lib/src/admin_api_lib/apis/admin_api.py
+++ b/libs/admin-api-lib/src/admin_api_lib/apis/admin_api.py
@@ -153,6 +153,7 @@ async def get_all_documents_status() -> List[DocumentStatus]:
 async def upload_file(
     file: UploadFile,
     request: Request,
+    target_space_id: StrictStr = Query(None, description="Optional logical target space id."),
 ) -> None:
     """
     Upload user selected sources.
@@ -166,7 +167,7 @@ async def upload_file(
     """
     if not BaseAdminApi.subclasses:
         raise HTTPException(status_code=500, detail="Not implemented")
-    return await BaseAdminApi.subclasses[0]().upload_file(file, request)
+    return await BaseAdminApi.subclasses[0]().upload_file(file, request, target_space_id)
 
 
 @router.post(
@@ -184,6 +185,7 @@ async def upload_file(
 async def upload_source(
     source_type: StrictStr = Query(None, description="The type of the source"),
     name: StrictStr = Query(None, description="The name of the source", alias="name"),
+    target_space_id: StrictStr = Query(None, description="Optional logical target space id."),
     key_value_pair: List[KeyValuePair] = Body(None, description="The key-value pairs for the source"),
 ) -> None:
     """
@@ -200,4 +202,4 @@ async def upload_source(
     """
     if not BaseAdminApi.subclasses:
         raise HTTPException(status_code=500, detail="Not implemented")
-    return await BaseAdminApi.subclasses[0]().upload_source(source_type, name, key_value_pair)
+    return await BaseAdminApi.subclasses[0]().upload_source(source_type, name, key_value_pair, target_space_id)
diff --git a/libs/admin-api-lib/src/admin_api_lib/apis/admin_api_base.py b/libs/admin-api-lib/src/admin_api_lib/apis/admin_api_base.py
index e3841b94..60551a0e 100644
--- a/libs/admin-api-lib/src/admin_api_lib/apis/admin_api_base.py
+++ b/libs/admin-api-lib/src/admin_api_lib/apis/admin_api_base.py
@@ -81,6 +81,7 @@ async def upload_source(
         source_type: StrictStr,
         name: StrictStr,
         key_value_pair: List[KeyValuePair],
+        target_space_id: StrictStr | None = None,
     ) -> None:
         """
         Asynchronously uploads user selected source.
@@ -93,6 +94,8 @@ async def upload_source(
             Display name of the source.
         key_value_pair : list[KeyValuePair]
             List of KeyValuePair with parameters used for the extraction.
+        target_space_id : str, optional
+            Optional logical target space id for storage.
 
         Returns
         -------
@@ -103,6 +106,7 @@ async def upload_file(
         self,
         file: UploadFile,
         request: Request,
+        target_space_id: StrictStr | None = None,
     ) -> None:
         """
         Asynchronously uploads user-selected documents.
@@ -113,6 +117,8 @@ async def upload_file(
             The file object containing the source documents to be uploaded.
         request : Request
             The request object containing metadata about the upload request.
+        target_space_id : str, optional
+            Optional logical target space id for storage.
 
         Returns
         -------
diff --git a/libs/admin-api-lib/src/admin_api_lib/auth.py b/libs/admin-api-lib/src/admin_api_lib/auth.py
index 6e0cfe74..41314a5f 100644
--- a/libs/admin-api-lib/src/admin_api_lib/auth.py
+++ b/libs/admin-api-lib/src/admin_api_lib/auth.py
@@ -10,7 +10,15 @@
 from jwt import InvalidSignatureError
 import requests
 from keycloak import KeycloakOpenID
-from rag_core_lib.context import set_tenant_id
+from rag_core_lib.context import (
+    clear_principal,
+    clear_requested_space_ids,
+    clear_target_space_id,
+    clear_tenant_id,
+    set_principal,
+    set_tenant_id,
+)
+from rag_core_lib.principal_factory import principal_from_claims
 from admin_api_lib.context import set_current_token, clear_current_token
 from pydantic_settings import BaseSettings
 
@@ -25,6 +33,7 @@ class KeycloakSettings(BaseSettings):
     KEYCLOAK_CLIENT_ID: str = "rag-backend"
     KEYCLOAK_CLIENT_SECRET: str = ""
     KEYCLOAK_ALGORITHM: str = "RS256"
+    KEYCLOAK_ALLOWED_ISSUERS: str = ""
 
 
 keycloak_settings = KeycloakSettings()
@@ -46,10 +55,55 @@ class AuthMiddleware(BaseHTTPMiddleware):
 
     def __init__(self, app):
         super().__init__(app)
-        self.security = HTTPBearer()
+        self.security = HTTPBearer(auto_error=False)
         self._jwks = None
         self._public_key_pem = None
         self._jwks_by_issuer = {}
+        self._trusted_issuers = self._build_trusted_issuers()
+
+    @staticmethod
+    def _normalize_issuer(issuer: str) -> str:
+        return issuer.rstrip("/")
+
+    def _default_trusted_issuers(self) -> set[str]:
+        base_url = keycloak_settings.KEYCLOAK_SERVER_URL.rstrip("/")
+        realm_name = keycloak_settings.KEYCLOAK_REALM_NAME.strip("/")
+        defaults = {f"{base_url}/realms/{realm_name}"}
+        if base_url.endswith("/auth"):
+            without_auth = base_url[: -len("/auth")]
+            if without_auth:
+                defaults.add(f"{without_auth}/realms/{realm_name}")
+        else:
+            defaults.add(f"{base_url}/auth/realms/{realm_name}")
+        return {self._normalize_issuer(issuer) for issuer in defaults if issuer}
+
+    def _configured_trusted_issuers(self) -> set[str]:
+        configured = keycloak_settings.KEYCLOAK_ALLOWED_ISSUERS.strip()
+        if not configured:
+            return set()
+        return {
+            self._normalize_issuer(issuer.strip())
+            for issuer in configured.split(",")
+            if issuer and issuer.strip()
+        }
+
+    def _build_trusted_issuers(self) -> set[str]:
+        trusted = self._default_trusted_issuers() | self._configured_trusted_issuers()
+        logger.info("Configured trusted token issuers: %s", sorted(trusted))
+        return trusted
+
+    def _is_trusted_issuer(self, issuer: str | None) -> bool:
+        if not issuer:
+            return False
+        return self._normalize_issuer(str(issuer)) in self._trusted_issuers
+
+    def _assert_trusted_issuer(self, issuer: str | None) -> str:
+        if not issuer:
+            raise ValueError("Token missing 'iss' claim")
+        normalized = self._normalize_issuer(str(issuer))
+        if normalized not in self._trusted_issuers:
+            raise ValueError(f"Untrusted token issuer: {issuer}")
+        return normalized
 
     def _get_jwks(self):
         """Fetch and cache JWKS from Keycloak."""
@@ -66,8 +120,7 @@ def _refresh_jwks(self):
 
     def _get_jwks_for_issuer(self, issuer: str):
         """Fetch JWKS for a given issuer and cache it."""
-        if not issuer:
-            return None
+        issuer = self._assert_trusted_issuer(issuer)
         if issuer in self._jwks_by_issuer:
             return self._jwks_by_issuer[issuer]
         jwks_url = issuer.rstrip("/") + "/protocol/openid-connect/certs"
@@ -82,8 +135,7 @@ def _get_jwks_for_issuer(self, issuer: str):
 
     def _refresh_jwks_for_issuer(self, issuer: str):
         """Refresh JWKS for a given issuer."""
-        if not issuer:
-            return None
+        issuer = self._assert_trusted_issuer(issuer)
         jwks_url = issuer.rstrip("/") + "/protocol/openid-connect/certs"
         # Patch for internal resolution if running in k8s/docker and issuer is external
         if "keycloak.rag.localhost" in jwks_url:
@@ -124,6 +176,12 @@ def _decode_with_jwks(self, token: str) -> dict:
         kid = header.get("kid")
         payload = jwt.decode(token, options={"verify_signature": False, "verify_aud": False})
         issuer = payload.get("iss")
+        trusted_issuer = None
+        if issuer:
+            if self._is_trusted_issuer(issuer):
+                trusted_issuer = self._normalize_issuer(str(issuer))
+            else:
+                logger.warning("Ignoring untrusted issuer from unverified token payload: %s", issuer)
 
         def _decode_with_keys(jwks_obj, source_name: str):
             keys = jwks_obj.get("keys", []) if isinstance(jwks_obj, dict) else []
@@ -156,23 +214,31 @@ def _decode_with_keys(jwks_obj, source_name: str):
             )
 
         jwks_sources = []
-        if issuer:
+        if trusted_issuer:
             jwks_sources.append(
-                ("issuer", self._get_jwks_for_issuer(issuer), lambda: self._refresh_jwks_for_issuer(issuer))
+                (
+                    "issuer",
+                    self._get_jwks_for_issuer(trusted_issuer),
+                    lambda: self._refresh_jwks_for_issuer(trusted_issuer),
+                )
             )
         jwks_sources.append(("default", self._get_jwks(), self._refresh_jwks))
 
         last_error = None
         for name, jwks_obj, refresher in jwks_sources:
             try:
-                return _decode_with_keys(jwks_obj, name)
+                decoded = _decode_with_keys(jwks_obj, name)
+                self._assert_trusted_issuer(decoded.get("iss"))
+                return decoded
             except InvalidSignatureError as sig_err:
                 logger.info(
                     "JWKS signature failed (kid=%s, alg=%s, source=%s), refreshing and retrying", kid, alg, name
                 )
                 last_error = sig_err
                 try:
-                    return _decode_with_keys(refresher(), name + "-refreshed")
+                    decoded = _decode_with_keys(refresher(), name + "-refreshed")
+                    self._assert_trusted_issuer(decoded.get("iss"))
+                    return decoded
                 except Exception as refresh_error:
                     last_error = refresh_error
                     continue
@@ -189,72 +255,96 @@ def _decode_with_pem(self, token: str) -> dict:
         header = jwt.get_unverified_header(token)
         alg = header.get("alg") or keycloak_settings.KEYCLOAK_ALGORITHM
         try:
-            return jwt.decode(
+            decoded = jwt.decode(
                 token,
                 key=self._get_public_key_pem(),
                 algorithms=[alg],
                 options={"verify_aud": False},
                 leeway=10,
             )
+            self._assert_trusted_issuer(decoded.get("iss"))
+            return decoded
         except InvalidSignatureError:
             logger.info("PEM signature failed (alg=%s), refreshing public key and retrying", alg)
-            return jwt.decode(
+            decoded = jwt.decode(
                 token,
                 key=self._refresh_public_key_pem(),
                 algorithms=[alg],
                 options={"verify_aud": False},
                 leeway=10,
             )
+            self._assert_trusted_issuer(decoded.get("iss"))
+            return decoded
 
     async def dispatch(self, request: Request, call_next):
         """Authenticate request."""
+        clear_principal()
+        clear_requested_space_ids()
+        clear_target_space_id()
+        clear_tenant_id()
         clear_current_token()
-        if request.method == "OPTIONS":
-            return await call_next(request)
-
-        # Skip auth for docs and openapi
-        openapi_paths = {"/docs", "/openapi.json", "/redoc", "/api/docs", "/api/openapi.json", "/api/redoc"}
-        if request.url.path in openapi_paths:
-            return await call_next(request)
-
-        # Allow internal health/readiness without auth
-        if request.url.path in {"/health", "/health/ready", "/health/live", "/ready", "/live"}:
-            return await call_next(request)
-
-        credentials: Optional[HTTPAuthorizationCredentials] = await self.security(request)
-        if not credentials:
-            raise HTTPException(
-                status_code=status.HTTP_401_UNAUTHORIZED,
-                detail="Invalid authentication credentials",
-                headers={"WWW-Authenticate": "Bearer"},
-            )
-
-        token = credentials.credentials
         try:
-            # Verify token
-            # Try JWKS first (kid-aware) and fall back to realm public key PEM if needed.
+            if request.method == "OPTIONS":
+                return await call_next(request)
+
+            # Skip auth for docs and openapi
+            openapi_paths = {"/docs", "/openapi.json", "/redoc", "/api/docs", "/api/openapi.json", "/api/redoc"}
+            if request.url.path in openapi_paths:
+                return await call_next(request)
+
+            # Allow internal health/readiness without auth
+            if request.url.path in {"/health", "/health/ready", "/health/live", "/ready", "/live"}:
+                return await call_next(request)
+
+            credentials: Optional[HTTPAuthorizationCredentials] = await self.security(request)
+            if not credentials:
+                raise HTTPException(
+                    status_code=status.HTTP_401_UNAUTHORIZED,
+                    detail="Invalid authentication credentials",
+                    headers={"WWW-Authenticate": "Bearer"},
+                )
+
+            token = credentials.credentials
             try:
-                token_info = self._decode_with_jwks(token)
-            except Exception as jwks_error:
-                logger.warning("JWKS verification failed, retrying with PEM: %s", jwks_error)
-                token_info = self._decode_with_pem(token)
-
-            # Extract Tenant ID (Organization) - must be present
-            tenant_id = token_info.get("tenant_id")
-            if not tenant_id:
-                logger.warning("No tenant ID found in token for user %s", token_info.get("preferred_username"))
-                raise HTTPException(status_code=status.HTTP_403_FORBIDDEN, detail="Missing tenant_id claim in token")
-
-            set_tenant_id(tenant_id)
-            set_current_token(token)
-            logger.info(f"Authenticated user {token_info.get('preferred_username')} for tenant {tenant_id}")
-
-        except Exception as e:
-            logger.error(f"Authentication failed: {e}")
-            raise HTTPException(
-                status_code=status.HTTP_401_UNAUTHORIZED,
-                detail="Invalid token",
-                headers={"WWW-Authenticate": "Bearer"},
-            )
+                # Verify token
+                # Try JWKS first (kid-aware) and fall back to realm public key PEM if needed.
+                try:
+                    token_info = self._decode_with_jwks(token)
+                except Exception as jwks_error:
+                    logger.warning("JWKS verification failed, retrying with PEM: %s", jwks_error)
+                    token_info = self._decode_with_pem(token)
+
+                principal = principal_from_claims(token_info)
+                if not principal.tenant_id:
+                    logger.warning("No tenant ID found in token for user %s", token_info.get("preferred_username"))
+                    raise HTTPException(
+                        status_code=status.HTTP_403_FORBIDDEN,
+                        detail="Missing tenant_id claim in token",
+                    )
+
+                set_principal(principal)
+                set_tenant_id(principal.tenant_id)
+                set_current_token(token)
+                logger.info(
+                    "Authenticated user %s for tenant %s",
+                    token_info.get("preferred_username"),
+                    principal.tenant_id,
+                )
 
-        return await call_next(request)
+            except HTTPException:
+                raise
+            except Exception as e:
+                logger.error(f"Authentication failed: {e}")
+                raise HTTPException(
+                    status_code=status.HTTP_401_UNAUTHORIZED,
+                    detail="Invalid token",
+                    headers={"WWW-Authenticate": "Bearer"},
+                )
+
+            return await call_next(request)
+        finally:
+            clear_requested_space_ids()
+            clear_target_space_id()
+            clear_principal()
+            clear_tenant_id()
+            clear_current_token()
diff --git a/libs/admin-api-lib/src/admin_api_lib/impl/admin_api.py b/libs/admin-api-lib/src/admin_api_lib/impl/admin_api.py
index 3c5ed602..ce167afb 100644
--- a/libs/admin-api-lib/src/admin_api_lib/impl/admin_api.py
+++ b/libs/admin-api-lib/src/admin_api_lib/impl/admin_api.py
@@ -97,6 +97,7 @@ async def upload_source(
         source_type: StrictStr,
         name: StrictStr,
         kwargs: list[KeyValuePair],
+        target_space_id: StrictStr | None = None,
         source_uploader: SourceUploader = Depends(Provide[DependencyContainer.source_uploader]),
     ) -> None:
         """
@@ -117,13 +118,14 @@ async def upload_source(
         -------
         None
         """
-        await source_uploader.upload_source(source_type, name, kwargs)
+        await source_uploader.upload_source(source_type, name, kwargs, target_space_id=target_space_id)
 
     @inject
     async def upload_file(
         self,
         file: UploadFile,
         request: Request,
+        target_space_id: StrictStr | None = None,
         file_uploader: FileUploader = Depends(Provide[DependencyContainer.file_uploader]),
     ) -> None:
         """
@@ -142,7 +144,7 @@ async def upload_file(
         -------
         None
         """
-        await file_uploader.upload_file(str(request.base_url), file)
+        await file_uploader.upload_file(str(request.base_url), file, target_space_id=target_space_id)
 
     @inject
     async def document_reference(
diff --git a/libs/admin-api-lib/src/admin_api_lib/impl/api_endpoints/default_file_uploader.py b/libs/admin-api-lib/src/admin_api_lib/impl/api_endpoints/default_file_uploader.py
index 364229e6..c6c89962 100644
--- a/libs/admin-api-lib/src/admin_api_lib/impl/api_endpoints/default_file_uploader.py
+++ b/libs/admin-api-lib/src/admin_api_lib/impl/api_endpoints/default_file_uploader.py
@@ -90,6 +90,7 @@ async def upload_file(
         self,
         base_url: str,
         file: UploadFile,
+        target_space_id: str | None = None,
     ) -> None:
         """
         Upload a source file for content extraction.
@@ -130,6 +131,7 @@ async def upload_file(
                     run_id=run_id,
                     tenant_id=tenant_id,
                     token=token,
+                    target_space_id=target_space_id,
                 )
             )
             task.add_done_callback(self._log_task_exception)
@@ -207,6 +209,7 @@ async def _handle_source_upload(
         run_id: str | None = None,
         tenant_id: str | None = None,
         token: str | None = None,
+        target_space_id: str | None = None,
     ):
         if tenant_id:
             set_tenant_id(tenant_id)
@@ -236,7 +239,11 @@ async def _handle_source_upload(
 
             self._assert_not_cancelled(source_name, run_id)
             # Run blocking RAG API call in thread pool to avoid blocking event loop
-            await asyncio.to_thread(self._rag_api.upload_information_piece, rag_information_pieces)
+            await asyncio.to_thread(
+                self._rag_api.upload_information_piece,
+                rag_information_pieces,
+                target_space_id=target_space_id,
+            )
 
             if self._key_value_store.is_cancelled_or_stale(source_name, run_id):
                 await self._abest_effort_cleanup_cancelled(source_name)
diff --git a/libs/admin-api-lib/src/admin_api_lib/impl/api_endpoints/default_source_uploader.py b/libs/admin-api-lib/src/admin_api_lib/impl/api_endpoints/default_source_uploader.py
index 71ce783d..e3e67fc1 100644
--- a/libs/admin-api-lib/src/admin_api_lib/impl/api_endpoints/default_source_uploader.py
+++ b/libs/admin-api-lib/src/admin_api_lib/impl/api_endpoints/default_source_uploader.py
@@ -86,6 +86,7 @@ async def upload_source(
         source_type: StrictStr,
         name: StrictStr,
         kwargs: list[KeyValuePair],
+        target_space_id: str | None = None,
     ) -> None:
         """
         Upload the parameters for source content extraction.
@@ -118,7 +119,7 @@ async def upload_source(
             token = get_current_token()
             thread = Thread(
                 target=self._thread_worker,
-                args=(source_name, source_type, kwargs, self._settings.timeout, run_id, tenant_id, token),
+                args=(source_name, source_type, kwargs, self._settings.timeout, run_id, tenant_id, token, target_space_id),
             )
             thread.start()
             self._background_threads.append(thread)
@@ -174,7 +175,17 @@ async def _aextract_information_pieces(
             raise RuntimeError("No information pieces found")
         return information_pieces
 
-    def _thread_worker(self, source_name, source_type, kwargs, timeout, run_id: str, tenant_id=None, token=None):
+    def _thread_worker(
+        self,
+        source_name,
+        source_type,
+        kwargs,
+        timeout,
+        run_id: str,
+        tenant_id=None,
+        token=None,
+        target_space_id: str | None = None,
+    ):
         if tenant_id:
             set_tenant_id(tenant_id)
         if token:
@@ -193,6 +204,7 @@ def _thread_worker(self, source_name, source_type, kwargs, timeout, run_id: str,
                         run_id=run_id,
                         tenant_id=tenant_id,
                         token=token,
+                        target_space_id=target_space_id,
                     ),
                     timeout=timeout,
                 )
@@ -225,6 +237,7 @@ async def _handle_source_upload(
         run_id: str | None = None,
         tenant_id: str | None = None,
         token: str | None = None,
+        target_space_id: str | None = None,
     ):
         if tenant_id:
             set_tenant_id(tenant_id)
@@ -260,7 +273,11 @@ async def _handle_source_upload(
 
             self._assert_not_cancelled(source_name, run_id)
             # Run blocking RAG API call in thread pool to avoid blocking event loop
-            await asyncio.to_thread(self._rag_api.upload_information_piece, rag_information_pieces)
+            await asyncio.to_thread(
+                self._rag_api.upload_information_piece,
+                rag_information_pieces,
+                target_space_id=target_space_id,
+            )
 
             if self._key_value_store.is_cancelled_or_stale(source_name, run_id):
                 await self._abest_effort_cleanup_cancelled(source_name)
diff --git a/libs/admin-api-lib/src/admin_api_lib/models/document_status.py b/libs/admin-api-lib/src/admin_api_lib/models/document_status.py
index 89b09d86..3523801e 100644
--- a/libs/admin-api-lib/src/admin_api_lib/models/document_status.py
+++ b/libs/admin-api-lib/src/admin_api_lib/models/document_status.py
@@ -1,14 +1,14 @@
 # coding: utf-8
 
 """
-admin-api-lib
+    admin-api-lib
 
-The API is used for the communication between the admin frontend and the admin backend in the rag project.
+    The API is used for the communication between the admin frontend and the admin backend in the rag project.
 
-The version of the OpenAPI document: 1.0.0
-Generated by OpenAPI Generator (https://openapi-generator.tech)
+    The version of the OpenAPI document: 1.0.0
+    Generated by OpenAPI Generator (https://openapi-generator.tech)
 
-Do not edit the class manually.
+    Do not edit the class manually.
 """  # noqa: E501
 
 
@@ -18,21 +18,20 @@
 import json
 
 
+
+
 from pydantic import BaseModel, ConfigDict, StrictStr
 from typing import Any, ClassVar, Dict, List
 from admin_api_lib.models.status import Status
-
 try:
     from typing import Self
 except ImportError:
     from typing_extensions import Self
 
-
 class DocumentStatus(BaseModel):
     """
     DocumentStatus
-    """  # noqa: E501
-
+    """ # noqa: E501
     name: StrictStr
     status: Status
     __properties: ClassVar[List[str]] = ["name", "status"]
@@ -43,13 +42,15 @@ class DocumentStatus(BaseModel):
         "protected_namespaces": (),
     }
 
+
     def to_str(self) -> str:
         """Returns the string representation of the model using alias"""
         return pprint.pformat(self.model_dump(by_alias=True))
 
     def to_json(self) -> str:
         """Returns the JSON representation of the model using alias"""
-        return self.model_dump_json(by_alias=True, exclude_unset=True)
+        # TODO: pydantic v2: use .model_dump_json(by_alias=True, exclude_unset=True) instead
+        return json.dumps(self.to_dict())
 
     @classmethod
     def from_json(cls, json_str: str) -> Self:
@@ -68,7 +69,8 @@ def to_dict(self) -> Dict[str, Any]:
         """
         _dict = self.model_dump(
             by_alias=True,
-            exclude={},
+            exclude={
+            },
             exclude_none=True,
         )
         return _dict
@@ -82,5 +84,10 @@ def from_dict(cls, obj: Dict) -> Self:
         if not isinstance(obj, dict):
             return cls.model_validate(obj)
 
-        _obj = cls.model_validate({"name": obj.get("name"), "status": obj.get("status")})
+        _obj = cls.model_validate({
+            "name": obj.get("name"),
+            "status": obj.get("status")
+        })
         return _obj
+
+
diff --git a/libs/admin-api-lib/src/admin_api_lib/models/extra_models.py b/libs/admin-api-lib/src/admin_api_lib/models/extra_models.py
index f0588d2a..a3a283fb 100644
--- a/libs/admin-api-lib/src/admin_api_lib/models/extra_models.py
+++ b/libs/admin-api-lib/src/admin_api_lib/models/extra_models.py
@@ -2,7 +2,6 @@
 
 from pydantic import BaseModel
 
-
 class TokenModel(BaseModel):
     """Defines a token model."""
 
diff --git a/libs/admin-api-lib/src/admin_api_lib/models/http_validation_error.py b/libs/admin-api-lib/src/admin_api_lib/models/http_validation_error.py
index 7d5feeb0..421760a5 100644
--- a/libs/admin-api-lib/src/admin_api_lib/models/http_validation_error.py
+++ b/libs/admin-api-lib/src/admin_api_lib/models/http_validation_error.py
@@ -1,14 +1,14 @@
 # coding: utf-8
 
 """
-admin-api-lib
+    admin-api-lib
 
-The API is used for the communication between the         admin frontend and the admin backend in the rag project.
+    The API is used for the communication between the admin frontend and the admin backend in the rag project.
 
-The version of the OpenAPI document: 1.0.0
-Generated by OpenAPI Generator (https://openapi-generator.tech)
+    The version of the OpenAPI document: 1.0.0
+    Generated by OpenAPI Generator (https://openapi-generator.tech)
 
-Do not edit the class manually.
+    Do not edit the class manually.
 """  # noqa: E501
 
 
@@ -18,21 +18,20 @@
 import json
 
 
+
+
 from pydantic import BaseModel, ConfigDict
 from typing import Any, ClassVar, Dict, List, Optional
 from admin_api_lib.models.validation_error import ValidationError
-
 try:
     from typing import Self
 except ImportError:
     from typing_extensions import Self
 
-
 class HTTPValidationError(BaseModel):
     """
     HTTPValidationError
-    """  # noqa: E501
-
+    """ # noqa: E501
     detail: Optional[List[ValidationError]] = None
     __properties: ClassVar[List[str]] = ["detail"]
 
@@ -42,13 +41,15 @@ class HTTPValidationError(BaseModel):
         "protected_namespaces": (),
     }
 
+
     def to_str(self) -> str:
         """Returns the string representation of the model using alias"""
         return pprint.pformat(self.model_dump(by_alias=True))
 
     def to_json(self) -> str:
         """Returns the JSON representation of the model using alias"""
-        return self.model_dump_json(by_alias=True, exclude_unset=True)
+        # TODO: pydantic v2: use .model_dump_json(by_alias=True, exclude_unset=True) instead
+        return json.dumps(self.to_dict())
 
     @classmethod
     def from_json(cls, json_str: str) -> Self:
@@ -67,7 +68,8 @@ def to_dict(self) -> Dict[str, Any]:
         """
         _dict = self.model_dump(
             by_alias=True,
-            exclude={},
+            exclude={
+            },
             exclude_none=True,
         )
         # override the default output from pydantic by calling `to_dict()` of each item in detail (list)
@@ -76,11 +78,11 @@ def to_dict(self) -> Dict[str, Any]:
             for _item in self.detail:
                 if _item:
                     _items.append(_item.to_dict())
-            _dict["detail"] = _items
+            _dict['detail'] = _items
         # set to None if detail (nullable) is None
         # and model_fields_set contains the field
         if self.detail is None and "detail" in self.model_fields_set:
-            _dict["detail"] = None
+            _dict['detail'] = None
 
         return _dict
 
@@ -93,13 +95,9 @@ def from_dict(cls, obj: Dict) -> Self:
         if not isinstance(obj, dict):
             return cls.model_validate(obj)
 
-        _obj = cls.model_validate(
-            {
-                "detail": (
-                    [ValidationError.from_dict(_item) for _item in obj.get("detail")]
-                    if obj.get("detail") is not None
-                    else None
-                )
-            }
-        )
+        _obj = cls.model_validate({
+            "detail": [ValidationError.from_dict(_item) for _item in obj.get("detail")] if obj.get("detail") is not None else None
+        })
         return _obj
+
+
diff --git a/libs/admin-api-lib/src/admin_api_lib/models/key_value_pair.py b/libs/admin-api-lib/src/admin_api_lib/models/key_value_pair.py
index 3d46e018..604302ac 100644
--- a/libs/admin-api-lib/src/admin_api_lib/models/key_value_pair.py
+++ b/libs/admin-api-lib/src/admin_api_lib/models/key_value_pair.py
@@ -1,14 +1,14 @@
 # coding: utf-8
 
 """
-admin-api-lib
+    admin-api-lib
 
-The API is used for the communication between the         admin frontend and the admin backend in the rag project.
+    The API is used for the communication between the admin frontend and the admin backend in the rag project.
 
-The version of the OpenAPI document: 1.0.0
-Generated by OpenAPI Generator (https://openapi-generator.tech)
+    The version of the OpenAPI document: 1.0.0
+    Generated by OpenAPI Generator (https://openapi-generator.tech)
 
-Do not edit the class manually.
+    Do not edit the class manually.
 """  # noqa: E501
 
 
@@ -18,20 +18,19 @@
 import json
 
 
+
+
 from pydantic import BaseModel, ConfigDict, StrictStr
 from typing import Any, ClassVar, Dict, List
-
 try:
     from typing import Self
 except ImportError:
     from typing_extensions import Self
 
-
 class KeyValuePair(BaseModel):
     """
     KeyValuePair
-    """  # noqa: E501
-
+    """ # noqa: E501
     key: StrictStr
     value: StrictStr
     __properties: ClassVar[List[str]] = ["key", "value"]
@@ -42,13 +41,15 @@ class KeyValuePair(BaseModel):
         "protected_namespaces": (),
     }
 
+
     def to_str(self) -> str:
         """Returns the string representation of the model using alias"""
         return pprint.pformat(self.model_dump(by_alias=True))
 
     def to_json(self) -> str:
         """Returns the JSON representation of the model using alias"""
-        return self.model_dump_json(by_alias=True, exclude_unset=True)
+        # TODO: pydantic v2: use .model_dump_json(by_alias=True, exclude_unset=True) instead
+        return json.dumps(self.to_dict())
 
     @classmethod
     def from_json(cls, json_str: str) -> Self:
@@ -67,7 +68,8 @@ def to_dict(self) -> Dict[str, Any]:
         """
         _dict = self.model_dump(
             by_alias=True,
-            exclude={},
+            exclude={
+            },
             exclude_none=True,
         )
         return _dict
@@ -81,5 +83,10 @@ def from_dict(cls, obj: Dict) -> Self:
         if not isinstance(obj, dict):
             return cls.model_validate(obj)
 
-        _obj = cls.model_validate({"key": obj.get("key"), "value": obj.get("value")})
+        _obj = cls.model_validate({
+            "key": obj.get("key"),
+            "value": obj.get("value")
+        })
         return _obj
+
+
diff --git a/libs/admin-api-lib/src/admin_api_lib/models/status.py b/libs/admin-api-lib/src/admin_api_lib/models/status.py
index 3b24b730..f6949254 100644
--- a/libs/admin-api-lib/src/admin_api_lib/models/status.py
+++ b/libs/admin-api-lib/src/admin_api_lib/models/status.py
@@ -1,14 +1,14 @@
 # coding: utf-8
 
 """
-admin-api-lib
+    admin-api-lib
 
-The API is used for the communication between the admin frontend and the admin backend in the rag project.
+    The API is used for the communication between the admin frontend and the admin backend in the rag project.
 
-The version of the OpenAPI document: 1.0.0
-Generated by OpenAPI Generator (https://openapi-generator.tech)
+    The version of the OpenAPI document: 1.0.0
+    Generated by OpenAPI Generator (https://openapi-generator.tech)
 
-Do not edit the class manually.
+    Do not edit the class manually.
 """  # noqa: E501
 
 
@@ -19,6 +19,7 @@
 from enum import Enum
 
 
+
 try:
     from typing import Self
 except ImportError:
@@ -33,12 +34,14 @@ class Status(str, Enum):
     """
     allowed enum values
     """
-    UPLOADING = "UPLOADING"
-    PROCESSING = "PROCESSING"
-    READY = "READY"
-    ERROR = "ERROR"
+    UPLOADING = 'UPLOADING'
+    PROCESSING = 'PROCESSING'
+    READY = 'READY'
+    ERROR = 'ERROR'
 
     @classmethod
     def from_json(cls, json_str: str) -> Self:
         """Create an instance of Status from a JSON string"""
         return cls(json.loads(json_str))
+
+
diff --git a/libs/admin-api-lib/src/admin_api_lib/models/validation_error.py b/libs/admin-api-lib/src/admin_api_lib/models/validation_error.py
index ac389ab9..fcb5d5ce 100644
--- a/libs/admin-api-lib/src/admin_api_lib/models/validation_error.py
+++ b/libs/admin-api-lib/src/admin_api_lib/models/validation_error.py
@@ -1,14 +1,14 @@
 # coding: utf-8
 
 """
-admin-api-lib
+    admin-api-lib
 
-The API is used for the communication between the         admin frontend and the admin backend in the rag project.
+    The API is used for the communication between the admin frontend and the admin backend in the rag project.
 
-The version of the OpenAPI document: 1.0.0
-Generated by OpenAPI Generator (https://openapi-generator.tech)
+    The version of the OpenAPI document: 1.0.0
+    Generated by OpenAPI Generator (https://openapi-generator.tech)
 
-Do not edit the class manually.
+    Do not edit the class manually.
 """  # noqa: E501
 
 
@@ -18,21 +18,20 @@
 import json
 
 
+
+
 from pydantic import BaseModel, ConfigDict, StrictStr
 from typing import Any, ClassVar, Dict, List
 from admin_api_lib.models.validation_error_loc_inner import ValidationErrorLocInner
-
 try:
     from typing import Self
 except ImportError:
     from typing_extensions import Self
 
-
 class ValidationError(BaseModel):
     """
     ValidationError
-    """  # noqa: E501
-
+    """ # noqa: E501
     loc: List[ValidationErrorLocInner]
     msg: StrictStr
     type: StrictStr
@@ -44,13 +43,15 @@ class ValidationError(BaseModel):
         "protected_namespaces": (),
     }
 
+
     def to_str(self) -> str:
         """Returns the string representation of the model using alias"""
         return pprint.pformat(self.model_dump(by_alias=True))
 
     def to_json(self) -> str:
         """Returns the JSON representation of the model using alias"""
-        return self.model_dump_json(by_alias=True, exclude_unset=True)
+        # TODO: pydantic v2: use .model_dump_json(by_alias=True, exclude_unset=True) instead
+        return json.dumps(self.to_dict())
 
     @classmethod
     def from_json(cls, json_str: str) -> Self:
@@ -69,7 +70,8 @@ def to_dict(self) -> Dict[str, Any]:
         """
         _dict = self.model_dump(
             by_alias=True,
-            exclude={},
+            exclude={
+            },
             exclude_none=True,
         )
         # override the default output from pydantic by calling `to_dict()` of each item in loc (list)
@@ -78,7 +80,7 @@ def to_dict(self) -> Dict[str, Any]:
             for _item in self.loc:
                 if _item:
                     _items.append(_item.to_dict())
-            _dict["loc"] = _items
+            _dict['loc'] = _items
         return _dict
 
     @classmethod
@@ -90,15 +92,11 @@ def from_dict(cls, obj: Dict) -> Self:
         if not isinstance(obj, dict):
             return cls.model_validate(obj)
 
-        _obj = cls.model_validate(
-            {
-                "loc": (
-                    [ValidationErrorLocInner.from_dict(_item) for _item in obj.get("loc")]
-                    if obj.get("loc") is not None
-                    else None
-                ),
-                "msg": obj.get("msg"),
-                "type": obj.get("type"),
-            }
-        )
+        _obj = cls.model_validate({
+            "loc": [ValidationErrorLocInner.from_dict(_item) for _item in obj.get("loc")] if obj.get("loc") is not None else None,
+            "msg": obj.get("msg"),
+            "type": obj.get("type")
+        })
         return _obj
+
+
diff --git a/libs/admin-api-lib/src/admin_api_lib/models/validation_error_loc_inner.py b/libs/admin-api-lib/src/admin_api_lib/models/validation_error_loc_inner.py
index e4876693..aa997f3f 100644
--- a/libs/admin-api-lib/src/admin_api_lib/models/validation_error_loc_inner.py
+++ b/libs/admin-api-lib/src/admin_api_lib/models/validation_error_loc_inner.py
@@ -1,14 +1,14 @@
 # coding: utf-8
 
 """
-admin-api-lib
+    admin-api-lib
 
-The API is used for the communication between the         admin frontend and the admin backend in the rag project.
+    The API is used for the communication between the admin frontend and the admin backend in the rag project.
 
-The version of the OpenAPI document: 1.0.0
-Generated by OpenAPI Generator (https://openapi-generator.tech)
+    The version of the OpenAPI document: 1.0.0
+    Generated by OpenAPI Generator (https://openapi-generator.tech)
 
-Do not edit the class manually.
+    Do not edit the class manually.
 """  # noqa: E501
 
 
@@ -18,30 +18,24 @@
 import json
 
 
+
+
 from pydantic import BaseModel, ConfigDict, StrictInt, StrictStr
 from typing import Any, ClassVar, Dict, List, Optional
-
 try:
     from typing import Self
 except ImportError:
     from typing_extensions import Self
 
-
 class ValidationErrorLocInner(BaseModel):
     """
     ValidationErrorLocInner
-    """  # noqa: E501
-
+    """ # noqa: E501
     anyof_schema_1_validator: Optional[StrictStr] = None
     anyof_schema_2_validator: Optional[StrictInt] = None
     actual_instance: Optional[Any] = None
     any_of_schemas: Optional[List[StrictStr]] = None
-    __properties: ClassVar[List[str]] = [
-        "anyof_schema_1_validator",
-        "anyof_schema_2_validator",
-        "actual_instance",
-        "any_of_schemas",
-    ]
+    __properties: ClassVar[List[str]] = ["anyof_schema_1_validator", "anyof_schema_2_validator", "actual_instance", "any_of_schemas"]
 
     model_config = {
         "populate_by_name": True,
@@ -49,13 +43,15 @@ class ValidationErrorLocInner(BaseModel):
         "protected_namespaces": (),
     }
 
+
     def to_str(self) -> str:
         """Returns the string representation of the model using alias"""
         return pprint.pformat(self.model_dump(by_alias=True))
 
     def to_json(self) -> str:
         """Returns the JSON representation of the model using alias"""
-        return self.model_dump_json(by_alias=True, exclude_unset=True)
+        # TODO: pydantic v2: use .model_dump_json(by_alias=True, exclude_unset=True) instead
+        return json.dumps(self.to_dict())
 
     @classmethod
     def from_json(cls, json_str: str) -> Self:
@@ -74,23 +70,24 @@ def to_dict(self) -> Dict[str, Any]:
         """
         _dict = self.model_dump(
             by_alias=True,
-            exclude={},
+            exclude={
+            },
             exclude_none=True,
         )
         # set to None if anyof_schema_1_validator (nullable) is None
         # and model_fields_set contains the field
         if self.anyof_schema_1_validator is None and "anyof_schema_1_validator" in self.model_fields_set:
-            _dict["anyof_schema_1_validator"] = None
+            _dict['anyof_schema_1_validator'] = None
 
         # set to None if anyof_schema_2_validator (nullable) is None
         # and model_fields_set contains the field
         if self.anyof_schema_2_validator is None and "anyof_schema_2_validator" in self.model_fields_set:
-            _dict["anyof_schema_2_validator"] = None
+            _dict['anyof_schema_2_validator'] = None
 
         # set to None if actual_instance (nullable) is None
         # and model_fields_set contains the field
         if self.actual_instance is None and "actual_instance" in self.model_fields_set:
-            _dict["actual_instance"] = None
+            _dict['actual_instance'] = None
 
         return _dict
 
@@ -103,12 +100,12 @@ def from_dict(cls, obj: Dict) -> Self:
         if not isinstance(obj, dict):
             return cls.model_validate(obj)
 
-        _obj = cls.model_validate(
-            {
-                "anyof_schema_1_validator": obj.get("anyof_schema_1_validator"),
-                "anyof_schema_2_validator": obj.get("anyof_schema_2_validator"),
-                "actual_instance": obj.get("actual_instance"),
-                "any_of_schemas": obj.get("any_of_schemas"),
-            }
-        )
+        _obj = cls.model_validate({
+            "anyof_schema_1_validator": obj.get("anyof_schema_1_validator"),
+            "anyof_schema_2_validator": obj.get("anyof_schema_2_validator"),
+            "actual_instance": obj.get("actual_instance"),
+            "any_of_schemas": obj.get("any_of_schemas")
+        })
         return _obj
+
+
diff --git a/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/__init__.py b/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/__init__.py
index 002110bc..1f0349df 100644
--- a/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/__init__.py
+++ b/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/__init__.py
@@ -3,14 +3,14 @@
 # flake8: noqa
 
 """
-STACKIT RAG
+    STACKIT RAG
 
-The perfect rag solution.
+    The perfect rag solution.
 
-The version of the OpenAPI document: 1.0.0
-Generated by OpenAPI Generator (https://openapi-generator.tech)
+    The version of the OpenAPI document: 1.0.0
+    Generated by OpenAPI Generator (https://openapi-generator.tech)
 
-Do not edit the class manually.
+    Do not edit the class manually.
 """  # noqa: E501
 
 
@@ -18,43 +18,25 @@
 
 # import apis into sdk package
 from admin_api_lib.rag_backend_client.openapi_client.api.rag_api import RagApi
-from admin_api_lib.rag_backend_client.openapi_client.api_client import ApiClient
 
 # import ApiClient
 from admin_api_lib.rag_backend_client.openapi_client.api_response import ApiResponse
+from admin_api_lib.rag_backend_client.openapi_client.api_client import ApiClient
 from admin_api_lib.rag_backend_client.openapi_client.configuration import Configuration
-from admin_api_lib.rag_backend_client.openapi_client.exceptions import (
-    ApiAttributeError,
-    ApiException,
-    ApiKeyError,
-    ApiTypeError,
-    ApiValueError,
-    OpenApiException,
-)
+from admin_api_lib.rag_backend_client.openapi_client.exceptions import OpenApiException
+from admin_api_lib.rag_backend_client.openapi_client.exceptions import ApiTypeError
+from admin_api_lib.rag_backend_client.openapi_client.exceptions import ApiValueError
+from admin_api_lib.rag_backend_client.openapi_client.exceptions import ApiKeyError
+from admin_api_lib.rag_backend_client.openapi_client.exceptions import ApiAttributeError
+from admin_api_lib.rag_backend_client.openapi_client.exceptions import ApiException
 
 # import models into sdk package
-from admin_api_lib.rag_backend_client.openapi_client.models.chat_history import (
-    ChatHistory,
-)
-from admin_api_lib.rag_backend_client.openapi_client.models.chat_history_message import (
-    ChatHistoryMessage,
-)
-from admin_api_lib.rag_backend_client.openapi_client.models.chat_request import (
-    ChatRequest,
-)
-from admin_api_lib.rag_backend_client.openapi_client.models.chat_response import (
-    ChatResponse,
-)
+from admin_api_lib.rag_backend_client.openapi_client.models.chat_history import ChatHistory
+from admin_api_lib.rag_backend_client.openapi_client.models.chat_history_message import ChatHistoryMessage
+from admin_api_lib.rag_backend_client.openapi_client.models.chat_request import ChatRequest
+from admin_api_lib.rag_backend_client.openapi_client.models.chat_response import ChatResponse
 from admin_api_lib.rag_backend_client.openapi_client.models.chat_role import ChatRole
-from admin_api_lib.rag_backend_client.openapi_client.models.content_type import (
-    ContentType,
-)
-from admin_api_lib.rag_backend_client.openapi_client.models.delete_request import (
-    DeleteRequest,
-)
-from admin_api_lib.rag_backend_client.openapi_client.models.information_piece import (
-    InformationPiece,
-)
-from admin_api_lib.rag_backend_client.openapi_client.models.key_value_pair import (
-    KeyValuePair,
-)
+from admin_api_lib.rag_backend_client.openapi_client.models.content_type import ContentType
+from admin_api_lib.rag_backend_client.openapi_client.models.delete_request import DeleteRequest
+from admin_api_lib.rag_backend_client.openapi_client.models.information_piece import InformationPiece
+from admin_api_lib.rag_backend_client.openapi_client.models.key_value_pair import KeyValuePair
diff --git a/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/api/__init__.py b/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/api/__init__.py
index 2169ed6c..87769f97 100644
--- a/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/api/__init__.py
+++ b/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/api/__init__.py
@@ -2,3 +2,4 @@
 
 # import apis into api package
 from admin_api_lib.rag_backend_client.openapi_client.api.rag_api import RagApi
+
diff --git a/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/api/rag_api.py b/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/api/rag_api.py
index 66b31f59..4d6750b2 100644
--- a/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/api/rag_api.py
+++ b/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/api/rag_api.py
@@ -1,14 +1,14 @@
 # coding: utf-8
 
 """
-STACKIT RAG
+    STACKIT RAG
 
-The perfect rag solution.
+    The perfect rag solution.
 
-The version of the OpenAPI document: 1.0.0
-Generated by OpenAPI Generator (https://openapi-generator.tech)
+    The version of the OpenAPI document: 1.0.0
+    Generated by OpenAPI Generator (https://openapi-generator.tech)
 
-Do not edit the class manually.
+    Do not edit the class manually.
 """  # noqa: E501
 
 import warnings
@@ -17,7 +17,7 @@
 from typing_extensions import Annotated
 
 from pydantic import Field, StrictStr
-from typing import List
+from typing import List, Optional
 from typing_extensions import Annotated
 from admin_api_lib.rag_backend_client.openapi_client.models.chat_request import ChatRequest
 from admin_api_lib.rag_backend_client.openapi_client.models.chat_response import ChatResponse
@@ -41,15 +41,20 @@ def __init__(self, api_client=None) -> None:
             api_client = ApiClient.get_default()
         self.api_client = api_client
 
+
     @validate_call
     def chat(
         self,
         session_id: StrictStr,
         chat_request: Annotated[ChatRequest, Field(description="Chat with RAG.")],
+        scope: Optional[List[StrictStr]] = None,
         _request_timeout: Union[
             None,
             Annotated[StrictFloat, Field(gt=0)],
-            Tuple[Annotated[StrictFloat, Field(gt=0)], Annotated[StrictFloat, Field(gt=0)]],
+            Tuple[
+                Annotated[StrictFloat, Field(gt=0)],
+                Annotated[StrictFloat, Field(gt=0)]
+            ]
         ] = None,
         _request_auth: Optional[Dict[StrictStr, Any]] = None,
         _content_type: Optional[StrictStr] = None,
@@ -63,6 +68,8 @@ def chat(
         :type session_id: str
         :param chat_request: Chat with RAG. (required)
         :type chat_request: ChatRequest
+        :param scope:
+        :type scope: List[str]
         :param _request_timeout: timeout setting for this request. If one
                                  number provided, it will be total request
                                  timeout. It can also be a pair (tuple) of
@@ -83,37 +90,47 @@ def chat(
                             in the spec for a single request.
         :type _host_index: int, optional
         :return: Returns the result object.
-        """  # noqa: E501
+        """ # noqa: E501
 
         _param = self._chat_serialize(
             session_id=session_id,
             chat_request=chat_request,
+            scope=scope,
             _request_auth=_request_auth,
             _content_type=_content_type,
             _headers=_headers,
-            _host_index=_host_index,
+            _host_index=_host_index
         )
 
         _response_types_map: Dict[str, Optional[str]] = {
-            "200": "ChatResponse",
-            "500": None,
+            '200': "ChatResponse",
+            '403': None,
+            '500': None,
         }
-        response_data = self.api_client.call_api(*_param, _request_timeout=_request_timeout)
+        response_data = self.api_client.call_api(
+            *_param,
+            _request_timeout=_request_timeout
+        )
         response_data.read()
         return self.api_client.response_deserialize(
             response_data=response_data,
             response_types_map=_response_types_map,
         ).data
 
+
     @validate_call
     def chat_with_http_info(
         self,
         session_id: StrictStr,
         chat_request: Annotated[ChatRequest, Field(description="Chat with RAG.")],
+        scope: Optional[List[StrictStr]] = None,
         _request_timeout: Union[
             None,
             Annotated[StrictFloat, Field(gt=0)],
-            Tuple[Annotated[StrictFloat, Field(gt=0)], Annotated[StrictFloat, Field(gt=0)]],
+            Tuple[
+                Annotated[StrictFloat, Field(gt=0)],
+                Annotated[StrictFloat, Field(gt=0)]
+            ]
         ] = None,
         _request_auth: Optional[Dict[StrictStr, Any]] = None,
         _content_type: Optional[StrictStr] = None,
@@ -127,6 +144,8 @@ def chat_with_http_info(
         :type session_id: str
         :param chat_request: Chat with RAG. (required)
         :type chat_request: ChatRequest
+        :param scope:
+        :type scope: List[str]
         :param _request_timeout: timeout setting for this request. If one
                                  number provided, it will be total request
                                  timeout. It can also be a pair (tuple) of
@@ -147,37 +166,47 @@ def chat_with_http_info(
                             in the spec for a single request.
         :type _host_index: int, optional
         :return: Returns the result object.
-        """  # noqa: E501
+        """ # noqa: E501
 
         _param = self._chat_serialize(
             session_id=session_id,
             chat_request=chat_request,
+            scope=scope,
             _request_auth=_request_auth,
             _content_type=_content_type,
             _headers=_headers,
-            _host_index=_host_index,
+            _host_index=_host_index
         )
 
         _response_types_map: Dict[str, Optional[str]] = {
-            "200": "ChatResponse",
-            "500": None,
+            '200': "ChatResponse",
+            '403': None,
+            '500': None,
         }
-        response_data = self.api_client.call_api(*_param, _request_timeout=_request_timeout)
+        response_data = self.api_client.call_api(
+            *_param,
+            _request_timeout=_request_timeout
+        )
         response_data.read()
         return self.api_client.response_deserialize(
             response_data=response_data,
             response_types_map=_response_types_map,
         )
 
+
     @validate_call
     def chat_without_preload_content(
         self,
         session_id: StrictStr,
         chat_request: Annotated[ChatRequest, Field(description="Chat with RAG.")],
+        scope: Optional[List[StrictStr]] = None,
         _request_timeout: Union[
             None,
             Annotated[StrictFloat, Field(gt=0)],
-            Tuple[Annotated[StrictFloat, Field(gt=0)], Annotated[StrictFloat, Field(gt=0)]],
+            Tuple[
+                Annotated[StrictFloat, Field(gt=0)],
+                Annotated[StrictFloat, Field(gt=0)]
+            ]
         ] = None,
         _request_auth: Optional[Dict[StrictStr, Any]] = None,
         _content_type: Optional[StrictStr] = None,
@@ -191,6 +220,8 @@ def chat_without_preload_content(
         :type session_id: str
         :param chat_request: Chat with RAG. (required)
         :type chat_request: ChatRequest
+        :param scope:
+        :type scope: List[str]
         :param _request_timeout: timeout setting for this request. If one
                                  number provided, it will be total request
                                  timeout. It can also be a pair (tuple) of
@@ -211,28 +242,35 @@ def chat_without_preload_content(
                             in the spec for a single request.
         :type _host_index: int, optional
         :return: Returns the result object.
-        """  # noqa: E501
+        """ # noqa: E501
 
         _param = self._chat_serialize(
             session_id=session_id,
             chat_request=chat_request,
+            scope=scope,
             _request_auth=_request_auth,
             _content_type=_content_type,
             _headers=_headers,
-            _host_index=_host_index,
+            _host_index=_host_index
         )
 
         _response_types_map: Dict[str, Optional[str]] = {
-            "200": "ChatResponse",
-            "500": None,
+            '200': "ChatResponse",
+            '403': None,
+            '500': None,
         }
-        response_data = self.api_client.call_api(*_param, _request_timeout=_request_timeout)
+        response_data = self.api_client.call_api(
+            *_param,
+            _request_timeout=_request_timeout
+        )
         return response_data.response
 
+
     def _chat_serialize(
         self,
         session_id,
         chat_request,
+        scope,
         _request_auth,
         _content_type,
         _headers,
@@ -241,43 +279,64 @@ def _chat_serialize(
 
         _host = None
 
-        _collection_formats: Dict[str, str] = {}
+        _collection_formats: Dict[str, str] = {
+            'scope': 'multi',
+        }
 
         _path_params: Dict[str, str] = {}
         _query_params: List[Tuple[str, str]] = []
         _header_params: Dict[str, Optional[str]] = _headers or {}
         _form_params: List[Tuple[str, str]] = []
-        _files: Dict[str, Union[str, bytes, List[str], List[bytes], List[Tuple[str, bytes]]]] = {}
+        _files: Dict[
+            str, Union[str, bytes, List[str], List[bytes], List[Tuple[str, bytes]]]
+        ] = {}
         _body_params: Optional[bytes] = None
 
         # process the path parameters
         if session_id is not None:
-            _path_params["session_id"] = session_id
+            _path_params['session_id'] = session_id
         # process the query parameters
+        if scope is not None:
+            
+            _query_params.append(('scope', scope))
+            
         # process the header parameters
         # process the form parameters
         # process the body parameter
         if chat_request is not None:
             _body_params = chat_request
 
+
         # set the HTTP header `Accept`
-        if "Accept" not in _header_params:
-            _header_params["Accept"] = self.api_client.select_header_accept(["application/json"])
+        if 'Accept' not in _header_params:
+            _header_params['Accept'] = self.api_client.select_header_accept(
+                [
+                    'application/json'
+                ]
+            )
 
         # set the HTTP header `Content-Type`
         if _content_type:
-            _header_params["Content-Type"] = _content_type
+            _header_params['Content-Type'] = _content_type
         else:
-            _default_content_type = self.api_client.select_header_content_type(["application/json"])
+            _default_content_type = (
+                self.api_client.select_header_content_type(
+                    [
+                        'application/json'
+                    ]
+                )
+            )
             if _default_content_type is not None:
-                _header_params["Content-Type"] = _default_content_type
+                _header_params['Content-Type'] = _default_content_type
 
         # authentication setting
-        _auth_settings: List[str] = ["BearerAuth"]
+        _auth_settings: List[str] = [
+            'BearerAuth'
+        ]
 
         return self.api_client.param_serialize(
-            method="POST",
-            resource_path="/chat/{session_id}",
+            method='POST',
+            resource_path='/chat/{session_id}',
             path_params=_path_params,
             query_params=_query_params,
             header_params=_header_params,
@@ -287,16 +346,22 @@ def _chat_serialize(
             auth_settings=_auth_settings,
             collection_formats=_collection_formats,
             _host=_host,
-            _request_auth=_request_auth,
+            _request_auth=_request_auth
         )
 
+
+
+
     @validate_call
     def evaluate(
         self,
         _request_timeout: Union[
             None,
             Annotated[StrictFloat, Field(gt=0)],
-            Tuple[Annotated[StrictFloat, Field(gt=0)], Annotated[StrictFloat, Field(gt=0)]],
+            Tuple[
+                Annotated[StrictFloat, Field(gt=0)],
+                Annotated[StrictFloat, Field(gt=0)]
+            ]
         ] = None,
         _request_auth: Optional[Dict[StrictStr, Any]] = None,
         _content_type: Optional[StrictStr] = None,
@@ -326,30 +391,40 @@ def evaluate(
                             in the spec for a single request.
         :type _host_index: int, optional
         :return: Returns the result object.
-        """  # noqa: E501
+        """ # noqa: E501
 
         _param = self._evaluate_serialize(
-            _request_auth=_request_auth, _content_type=_content_type, _headers=_headers, _host_index=_host_index
+            _request_auth=_request_auth,
+            _content_type=_content_type,
+            _headers=_headers,
+            _host_index=_host_index
         )
 
         _response_types_map: Dict[str, Optional[str]] = {
-            "201": None,
-            "500": None,
+            '201': None,
+            '500': None,
         }
-        response_data = self.api_client.call_api(*_param, _request_timeout=_request_timeout)
+        response_data = self.api_client.call_api(
+            *_param,
+            _request_timeout=_request_timeout
+        )
         response_data.read()
         return self.api_client.response_deserialize(
             response_data=response_data,
             response_types_map=_response_types_map,
         ).data
 
+
     @validate_call
     def evaluate_with_http_info(
         self,
         _request_timeout: Union[
             None,
             Annotated[StrictFloat, Field(gt=0)],
-            Tuple[Annotated[StrictFloat, Field(gt=0)], Annotated[StrictFloat, Field(gt=0)]],
+            Tuple[
+                Annotated[StrictFloat, Field(gt=0)],
+                Annotated[StrictFloat, Field(gt=0)]
+            ]
         ] = None,
         _request_auth: Optional[Dict[StrictStr, Any]] = None,
         _content_type: Optional[StrictStr] = None,
@@ -379,30 +454,40 @@ def evaluate_with_http_info(
                             in the spec for a single request.
         :type _host_index: int, optional
         :return: Returns the result object.
-        """  # noqa: E501
+        """ # noqa: E501
 
         _param = self._evaluate_serialize(
-            _request_auth=_request_auth, _content_type=_content_type, _headers=_headers, _host_index=_host_index
+            _request_auth=_request_auth,
+            _content_type=_content_type,
+            _headers=_headers,
+            _host_index=_host_index
         )
 
         _response_types_map: Dict[str, Optional[str]] = {
-            "201": None,
-            "500": None,
+            '201': None,
+            '500': None,
         }
-        response_data = self.api_client.call_api(*_param, _request_timeout=_request_timeout)
+        response_data = self.api_client.call_api(
+            *_param,
+            _request_timeout=_request_timeout
+        )
         response_data.read()
         return self.api_client.response_deserialize(
             response_data=response_data,
             response_types_map=_response_types_map,
         )
 
+
     @validate_call
     def evaluate_without_preload_content(
         self,
         _request_timeout: Union[
             None,
             Annotated[StrictFloat, Field(gt=0)],
-            Tuple[Annotated[StrictFloat, Field(gt=0)], Annotated[StrictFloat, Field(gt=0)]],
+            Tuple[
+                Annotated[StrictFloat, Field(gt=0)],
+                Annotated[StrictFloat, Field(gt=0)]
+            ]
         ] = None,
         _request_auth: Optional[Dict[StrictStr, Any]] = None,
         _content_type: Optional[StrictStr] = None,
@@ -432,19 +517,26 @@ def evaluate_without_preload_content(
                             in the spec for a single request.
         :type _host_index: int, optional
         :return: Returns the result object.
-        """  # noqa: E501
+        """ # noqa: E501
 
         _param = self._evaluate_serialize(
-            _request_auth=_request_auth, _content_type=_content_type, _headers=_headers, _host_index=_host_index
+            _request_auth=_request_auth,
+            _content_type=_content_type,
+            _headers=_headers,
+            _host_index=_host_index
         )
 
         _response_types_map: Dict[str, Optional[str]] = {
-            "201": None,
-            "500": None,
+            '201': None,
+            '500': None,
         }
-        response_data = self.api_client.call_api(*_param, _request_timeout=_request_timeout)
+        response_data = self.api_client.call_api(
+            *_param,
+            _request_timeout=_request_timeout
+        )
         return response_data.response
 
+
     def _evaluate_serialize(
         self,
         _request_auth,
@@ -455,13 +547,16 @@ def _evaluate_serialize(
 
         _host = None
 
-        _collection_formats: Dict[str, str] = {}
+        _collection_formats: Dict[str, str] = {
+        }
 
         _path_params: Dict[str, str] = {}
         _query_params: List[Tuple[str, str]] = []
         _header_params: Dict[str, Optional[str]] = _headers or {}
         _form_params: List[Tuple[str, str]] = []
-        _files: Dict[str, Union[str, bytes, List[str], List[bytes], List[Tuple[str, bytes]]]] = {}
+        _files: Dict[
+            str, Union[str, bytes, List[str], List[bytes], List[Tuple[str, bytes]]]
+        ] = {}
         _body_params: Optional[bytes] = None
 
         # process the path parameters
@@ -470,12 +565,17 @@ def _evaluate_serialize(
         # process the form parameters
         # process the body parameter
 
+
+
+
         # authentication setting
-        _auth_settings: List[str] = ["BearerAuth"]
+        _auth_settings: List[str] = [
+            'BearerAuth'
+        ]
 
         return self.api_client.param_serialize(
-            method="POST",
-            resource_path="/evaluate",
+            method='POST',
+            resource_path='/evaluate',
             path_params=_path_params,
             query_params=_query_params,
             header_params=_header_params,
@@ -485,17 +585,24 @@ def _evaluate_serialize(
             auth_settings=_auth_settings,
             collection_formats=_collection_formats,
             _host=_host,
-            _request_auth=_request_auth,
+            _request_auth=_request_auth
         )
 
+
+
+
     @validate_call
     def remove_information_piece(
         self,
         delete_request: DeleteRequest,
+        target_space_id: Optional[StrictStr] = None,
         _request_timeout: Union[
             None,
             Annotated[StrictFloat, Field(gt=0)],
-            Tuple[Annotated[StrictFloat, Field(gt=0)], Annotated[StrictFloat, Field(gt=0)]],
+            Tuple[
+                Annotated[StrictFloat, Field(gt=0)],
+                Annotated[StrictFloat, Field(gt=0)]
+            ]
         ] = None,
         _request_auth: Optional[Dict[StrictStr, Any]] = None,
         _content_type: Optional[StrictStr] = None,
@@ -507,6 +614,8 @@ def remove_information_piece(
 
         :param delete_request: (required)
         :type delete_request: DeleteRequest
+        :param target_space_id:
+        :type target_space_id: str
         :param _request_timeout: timeout setting for this request. If one
                                  number provided, it will be total request
                                  timeout. It can also be a pair (tuple) of
@@ -527,37 +636,47 @@ def remove_information_piece(
                             in the spec for a single request.
         :type _host_index: int, optional
         :return: Returns the result object.
-        """  # noqa: E501
+        """ # noqa: E501
 
         _param = self._remove_information_piece_serialize(
             delete_request=delete_request,
+            target_space_id=target_space_id,
             _request_auth=_request_auth,
             _content_type=_content_type,
             _headers=_headers,
-            _host_index=_host_index,
+            _host_index=_host_index
         )
 
         _response_types_map: Dict[str, Optional[str]] = {
-            "202": None,
-            "404": None,
-            "422": None,
-            "500": None,
+            '202': None,
+            '403': None,
+            '404': None,
+            '422': None,
+            '500': None,
         }
-        response_data = self.api_client.call_api(*_param, _request_timeout=_request_timeout)
+        response_data = self.api_client.call_api(
+            *_param,
+            _request_timeout=_request_timeout
+        )
         response_data.read()
         return self.api_client.response_deserialize(
             response_data=response_data,
             response_types_map=_response_types_map,
         ).data
 
+
     @validate_call
     def remove_information_piece_with_http_info(
         self,
         delete_request: DeleteRequest,
+        target_space_id: Optional[StrictStr] = None,
         _request_timeout: Union[
             None,
             Annotated[StrictFloat, Field(gt=0)],
-            Tuple[Annotated[StrictFloat, Field(gt=0)], Annotated[StrictFloat, Field(gt=0)]],
+            Tuple[
+                Annotated[StrictFloat, Field(gt=0)],
+                Annotated[StrictFloat, Field(gt=0)]
+            ]
         ] = None,
         _request_auth: Optional[Dict[StrictStr, Any]] = None,
         _content_type: Optional[StrictStr] = None,
@@ -569,6 +688,8 @@ def remove_information_piece_with_http_info(
 
         :param delete_request: (required)
         :type delete_request: DeleteRequest
+        :param target_space_id:
+        :type target_space_id: str
         :param _request_timeout: timeout setting for this request. If one
                                  number provided, it will be total request
                                  timeout. It can also be a pair (tuple) of
@@ -589,37 +710,47 @@ def remove_information_piece_with_http_info(
                             in the spec for a single request.
         :type _host_index: int, optional
         :return: Returns the result object.
-        """  # noqa: E501
+        """ # noqa: E501
 
         _param = self._remove_information_piece_serialize(
             delete_request=delete_request,
+            target_space_id=target_space_id,
             _request_auth=_request_auth,
             _content_type=_content_type,
             _headers=_headers,
-            _host_index=_host_index,
+            _host_index=_host_index
         )
 
         _response_types_map: Dict[str, Optional[str]] = {
-            "202": None,
-            "404": None,
-            "422": None,
-            "500": None,
+            '202': None,
+            '403': None,
+            '404': None,
+            '422': None,
+            '500': None,
         }
-        response_data = self.api_client.call_api(*_param, _request_timeout=_request_timeout)
+        response_data = self.api_client.call_api(
+            *_param,
+            _request_timeout=_request_timeout
+        )
         response_data.read()
         return self.api_client.response_deserialize(
             response_data=response_data,
             response_types_map=_response_types_map,
         )
 
+
     @validate_call
     def remove_information_piece_without_preload_content(
         self,
         delete_request: DeleteRequest,
+        target_space_id: Optional[StrictStr] = None,
         _request_timeout: Union[
             None,
             Annotated[StrictFloat, Field(gt=0)],
-            Tuple[Annotated[StrictFloat, Field(gt=0)], Annotated[StrictFloat, Field(gt=0)]],
+            Tuple[
+                Annotated[StrictFloat, Field(gt=0)],
+                Annotated[StrictFloat, Field(gt=0)]
+            ]
         ] = None,
         _request_auth: Optional[Dict[StrictStr, Any]] = None,
         _content_type: Optional[StrictStr] = None,
@@ -631,6 +762,8 @@ def remove_information_piece_without_preload_content(
 
         :param delete_request: (required)
         :type delete_request: DeleteRequest
+        :param target_space_id:
+        :type target_space_id: str
         :param _request_timeout: timeout setting for this request. If one
                                  number provided, it will be total request
                                  timeout. It can also be a pair (tuple) of
@@ -651,28 +784,35 @@ def remove_information_piece_without_preload_content(
                             in the spec for a single request.
         :type _host_index: int, optional
         :return: Returns the result object.
-        """  # noqa: E501
+        """ # noqa: E501
 
         _param = self._remove_information_piece_serialize(
             delete_request=delete_request,
+            target_space_id=target_space_id,
             _request_auth=_request_auth,
             _content_type=_content_type,
             _headers=_headers,
-            _host_index=_host_index,
+            _host_index=_host_index
         )
 
         _response_types_map: Dict[str, Optional[str]] = {
-            "202": None,
-            "404": None,
-            "422": None,
-            "500": None,
+            '202': None,
+            '403': None,
+            '404': None,
+            '422': None,
+            '500': None,
         }
-        response_data = self.api_client.call_api(*_param, _request_timeout=_request_timeout)
+        response_data = self.api_client.call_api(
+            *_param,
+            _request_timeout=_request_timeout
+        )
         return response_data.response
 
+
     def _remove_information_piece_serialize(
         self,
         delete_request,
+        target_space_id,
         _request_auth,
         _content_type,
         _headers,
@@ -681,37 +821,54 @@ def _remove_information_piece_serialize(
 
         _host = None
 
-        _collection_formats: Dict[str, str] = {}
+        _collection_formats: Dict[str, str] = {
+        }
 
         _path_params: Dict[str, str] = {}
         _query_params: List[Tuple[str, str]] = []
         _header_params: Dict[str, Optional[str]] = _headers or {}
         _form_params: List[Tuple[str, str]] = []
-        _files: Dict[str, Union[str, bytes, List[str], List[bytes], List[Tuple[str, bytes]]]] = {}
+        _files: Dict[
+            str, Union[str, bytes, List[str], List[bytes], List[Tuple[str, bytes]]]
+        ] = {}
         _body_params: Optional[bytes] = None
 
         # process the path parameters
         # process the query parameters
+        if target_space_id is not None:
+            
+            _query_params.append(('target_space_id', target_space_id))
+            
         # process the header parameters
         # process the form parameters
         # process the body parameter
         if delete_request is not None:
             _body_params = delete_request
 
+
+
         # set the HTTP header `Content-Type`
         if _content_type:
-            _header_params["Content-Type"] = _content_type
+            _header_params['Content-Type'] = _content_type
         else:
-            _default_content_type = self.api_client.select_header_content_type(["application/json"])
+            _default_content_type = (
+                self.api_client.select_header_content_type(
+                    [
+                        'application/json'
+                    ]
+                )
+            )
             if _default_content_type is not None:
-                _header_params["Content-Type"] = _default_content_type
+                _header_params['Content-Type'] = _default_content_type
 
         # authentication setting
-        _auth_settings: List[str] = ["BearerAuth"]
+        _auth_settings: List[str] = [
+            'BearerAuth'
+        ]
 
         return self.api_client.param_serialize(
-            method="POST",
-            resource_path="/information_pieces/remove",
+            method='POST',
+            resource_path='/information_pieces/remove',
             path_params=_path_params,
             query_params=_query_params,
             header_params=_header_params,
@@ -721,17 +878,24 @@ def _remove_information_piece_serialize(
             auth_settings=_auth_settings,
             collection_formats=_collection_formats,
             _host=_host,
-            _request_auth=_request_auth,
+            _request_auth=_request_auth
         )
 
+
+
+
     @validate_call
     def upload_information_piece(
         self,
         information_piece: List[InformationPiece],
+        target_space_id: Optional[StrictStr] = None,
         _request_timeout: Union[
             None,
             Annotated[StrictFloat, Field(gt=0)],
-            Tuple[Annotated[StrictFloat, Field(gt=0)], Annotated[StrictFloat, Field(gt=0)]],
+            Tuple[
+                Annotated[StrictFloat, Field(gt=0)],
+                Annotated[StrictFloat, Field(gt=0)]
+            ]
         ] = None,
         _request_auth: Optional[Dict[StrictStr, Any]] = None,
         _content_type: Optional[StrictStr] = None,
@@ -743,6 +907,8 @@ def upload_information_piece(
 
         :param information_piece: (required)
         :type information_piece: List[InformationPiece]
+        :param target_space_id:
+        :type target_space_id: str
         :param _request_timeout: timeout setting for this request. If one
                                  number provided, it will be total request
                                  timeout. It can also be a pair (tuple) of
@@ -763,36 +929,46 @@ def upload_information_piece(
                             in the spec for a single request.
         :type _host_index: int, optional
         :return: Returns the result object.
-        """  # noqa: E501
+        """ # noqa: E501
 
         _param = self._upload_information_piece_serialize(
             information_piece=information_piece,
+            target_space_id=target_space_id,
             _request_auth=_request_auth,
             _content_type=_content_type,
             _headers=_headers,
-            _host_index=_host_index,
+            _host_index=_host_index
         )
 
         _response_types_map: Dict[str, Optional[str]] = {
-            "201": None,
-            "422": "str",
-            "500": "str",
+            '201': None,
+            '403': None,
+            '422': "str",
+            '500': "str",
         }
-        response_data = self.api_client.call_api(*_param, _request_timeout=_request_timeout)
+        response_data = self.api_client.call_api(
+            *_param,
+            _request_timeout=_request_timeout
+        )
         response_data.read()
         return self.api_client.response_deserialize(
             response_data=response_data,
             response_types_map=_response_types_map,
         ).data
 
+
     @validate_call
     def upload_information_piece_with_http_info(
         self,
         information_piece: List[InformationPiece],
+        target_space_id: Optional[StrictStr] = None,
         _request_timeout: Union[
             None,
             Annotated[StrictFloat, Field(gt=0)],
-            Tuple[Annotated[StrictFloat, Field(gt=0)], Annotated[StrictFloat, Field(gt=0)]],
+            Tuple[
+                Annotated[StrictFloat, Field(gt=0)],
+                Annotated[StrictFloat, Field(gt=0)]
+            ]
         ] = None,
         _request_auth: Optional[Dict[StrictStr, Any]] = None,
         _content_type: Optional[StrictStr] = None,
@@ -804,6 +980,8 @@ def upload_information_piece_with_http_info(
 
         :param information_piece: (required)
         :type information_piece: List[InformationPiece]
+        :param target_space_id:
+        :type target_space_id: str
         :param _request_timeout: timeout setting for this request. If one
                                  number provided, it will be total request
                                  timeout. It can also be a pair (tuple) of
@@ -824,36 +1002,46 @@ def upload_information_piece_with_http_info(
                             in the spec for a single request.
         :type _host_index: int, optional
         :return: Returns the result object.
-        """  # noqa: E501
+        """ # noqa: E501
 
         _param = self._upload_information_piece_serialize(
             information_piece=information_piece,
+            target_space_id=target_space_id,
             _request_auth=_request_auth,
             _content_type=_content_type,
             _headers=_headers,
-            _host_index=_host_index,
+            _host_index=_host_index
         )
 
         _response_types_map: Dict[str, Optional[str]] = {
-            "201": None,
-            "422": "str",
-            "500": "str",
+            '201': None,
+            '403': None,
+            '422': "str",
+            '500': "str",
         }
-        response_data = self.api_client.call_api(*_param, _request_timeout=_request_timeout)
+        response_data = self.api_client.call_api(
+            *_param,
+            _request_timeout=_request_timeout
+        )
         response_data.read()
         return self.api_client.response_deserialize(
             response_data=response_data,
             response_types_map=_response_types_map,
         )
 
+
     @validate_call
     def upload_information_piece_without_preload_content(
         self,
         information_piece: List[InformationPiece],
+        target_space_id: Optional[StrictStr] = None,
         _request_timeout: Union[
             None,
             Annotated[StrictFloat, Field(gt=0)],
-            Tuple[Annotated[StrictFloat, Field(gt=0)], Annotated[StrictFloat, Field(gt=0)]],
+            Tuple[
+                Annotated[StrictFloat, Field(gt=0)],
+                Annotated[StrictFloat, Field(gt=0)]
+            ]
         ] = None,
         _request_auth: Optional[Dict[StrictStr, Any]] = None,
         _content_type: Optional[StrictStr] = None,
@@ -865,6 +1053,8 @@ def upload_information_piece_without_preload_content(
 
         :param information_piece: (required)
         :type information_piece: List[InformationPiece]
+        :param target_space_id:
+        :type target_space_id: str
         :param _request_timeout: timeout setting for this request. If one
                                  number provided, it will be total request
                                  timeout. It can also be a pair (tuple) of
@@ -885,27 +1075,34 @@ def upload_information_piece_without_preload_content(
                             in the spec for a single request.
         :type _host_index: int, optional
         :return: Returns the result object.
-        """  # noqa: E501
+        """ # noqa: E501
 
         _param = self._upload_information_piece_serialize(
             information_piece=information_piece,
+            target_space_id=target_space_id,
             _request_auth=_request_auth,
             _content_type=_content_type,
             _headers=_headers,
-            _host_index=_host_index,
+            _host_index=_host_index
         )
 
         _response_types_map: Dict[str, Optional[str]] = {
-            "201": None,
-            "422": "str",
-            "500": "str",
+            '201': None,
+            '403': None,
+            '422': "str",
+            '500': "str",
         }
-        response_data = self.api_client.call_api(*_param, _request_timeout=_request_timeout)
+        response_data = self.api_client.call_api(
+            *_param,
+            _request_timeout=_request_timeout
+        )
         return response_data.response
 
+
     def _upload_information_piece_serialize(
         self,
         information_piece,
+        target_space_id,
         _request_auth,
         _content_type,
         _headers,
@@ -915,42 +1112,61 @@ def _upload_information_piece_serialize(
         _host = None
 
         _collection_formats: Dict[str, str] = {
-            "InformationPiece": "",
+            'InformationPiece': '',
         }
 
         _path_params: Dict[str, str] = {}
         _query_params: List[Tuple[str, str]] = []
         _header_params: Dict[str, Optional[str]] = _headers or {}
         _form_params: List[Tuple[str, str]] = []
-        _files: Dict[str, Union[str, bytes, List[str], List[bytes], List[Tuple[str, bytes]]]] = {}
+        _files: Dict[
+            str, Union[str, bytes, List[str], List[bytes], List[Tuple[str, bytes]]]
+        ] = {}
         _body_params: Optional[bytes] = None
 
         # process the path parameters
         # process the query parameters
+        if target_space_id is not None:
+            
+            _query_params.append(('target_space_id', target_space_id))
+            
         # process the header parameters
         # process the form parameters
         # process the body parameter
         if information_piece is not None:
             _body_params = information_piece
 
+
         # set the HTTP header `Accept`
-        if "Accept" not in _header_params:
-            _header_params["Accept"] = self.api_client.select_header_accept(["application/json"])
+        if 'Accept' not in _header_params:
+            _header_params['Accept'] = self.api_client.select_header_accept(
+                [
+                    'application/json'
+                ]
+            )
 
         # set the HTTP header `Content-Type`
         if _content_type:
-            _header_params["Content-Type"] = _content_type
+            _header_params['Content-Type'] = _content_type
         else:
-            _default_content_type = self.api_client.select_header_content_type(["application/json"])
+            _default_content_type = (
+                self.api_client.select_header_content_type(
+                    [
+                        'application/json'
+                    ]
+                )
+            )
             if _default_content_type is not None:
-                _header_params["Content-Type"] = _default_content_type
+                _header_params['Content-Type'] = _default_content_type
 
         # authentication setting
-        _auth_settings: List[str] = ["BearerAuth"]
+        _auth_settings: List[str] = [
+            'BearerAuth'
+        ]
 
         return self.api_client.param_serialize(
-            method="POST",
-            resource_path="/information_pieces/upload",
+            method='POST',
+            resource_path='/information_pieces/upload',
             path_params=_path_params,
             query_params=_query_params,
             header_params=_header_params,
@@ -960,5 +1176,7 @@ def _upload_information_piece_serialize(
             auth_settings=_auth_settings,
             collection_formats=_collection_formats,
             _host=_host,
-            _request_auth=_request_auth,
+            _request_auth=_request_auth
         )
+
+
diff --git a/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/api_client.py b/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/api_client.py
index 33211c5c..fea8b46a 100644
--- a/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/api_client.py
+++ b/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/api_client.py
@@ -1,14 +1,14 @@
 # coding: utf-8
 
 """
-STACKIT RAG
+    STACKIT RAG
 
-The perfect rag solution.
+    The perfect rag solution.
 
-The version of the OpenAPI document: 1.0.0
-Generated by OpenAPI Generator (https://openapi-generator.tech)
+    The version of the OpenAPI document: 1.0.0
+    Generated by OpenAPI Generator (https://openapi-generator.tech)
 
-Do not edit the class manually.
+    Do not edit the class manually.
 """  # noqa: E501
 
 
@@ -37,12 +37,11 @@
     UnauthorizedException,
     ForbiddenException,
     NotFoundException,
-    ServiceException,
+    ServiceException
 )
 
 RequestSerialized = Tuple[str, str, Dict[str, str], Optional[str], List[str]]
 
-
 class ApiClient:
     """Generic API client for OpenAPI client library builds.
 
@@ -61,19 +60,25 @@ class ApiClient:
 
     PRIMITIVE_TYPES = (float, bool, bytes, str, int)
     NATIVE_TYPES_MAPPING = {
-        "int": int,
-        "long": int,  # TODO remove as only py3 is supported?
-        "float": float,
-        "str": str,
-        "bool": bool,
-        "date": datetime.date,
-        "datetime": datetime.datetime,
-        "decimal": decimal.Decimal,
-        "object": object,
+        'int': int,
+        'long': int, # TODO remove as only py3 is supported?
+        'float': float,
+        'str': str,
+        'bool': bool,
+        'date': datetime.date,
+        'datetime': datetime.datetime,
+        'decimal': decimal.Decimal,
+        'object': object,
     }
     _pool = None
 
-    def __init__(self, configuration=None, header_name=None, header_value=None, cookie=None) -> None:
+    def __init__(
+        self,
+        configuration=None,
+        header_name=None,
+        header_value=None,
+        cookie=None
+    ) -> None:
         # use default configuration if none is provided
         if configuration is None:
             configuration = Configuration.get_default()
@@ -85,7 +90,7 @@ def __init__(self, configuration=None, header_name=None, header_value=None, cook
             self.default_headers[header_name] = header_value
         self.cookie = cookie
         # Set default User-Agent.
-        self.user_agent = "OpenAPI-Generator/1.0.0/python"
+        self.user_agent = 'OpenAPI-Generator/1.0.0/python'
         self.client_side_validation = configuration.client_side_validation
 
     def __enter__(self):
@@ -97,15 +102,16 @@ def __exit__(self, exc_type, exc_value, traceback):
     @property
     def user_agent(self):
         """User agent for this API client"""
-        return self.default_headers["User-Agent"]
+        return self.default_headers['User-Agent']
 
     @user_agent.setter
     def user_agent(self, value):
-        self.default_headers["User-Agent"] = value
+        self.default_headers['User-Agent'] = value
 
     def set_default_header(self, header_name, header_value):
         self.default_headers[header_name] = header_value
 
+
     _default = None
 
     @classmethod
@@ -141,12 +147,12 @@ def param_serialize(
         header_params=None,
         body=None,
         post_params=None,
-        files=None,
-        auth_settings=None,
+        files=None, auth_settings=None,
         collection_formats=None,
         _host=None,
-        _request_auth=None,
+        _request_auth=None
     ) -> RequestSerialized:
+
         """Builds the HTTP request params needed by the request.
         :param method: Method to call.
         :param resource_path: Path to method endpoint.
@@ -175,30 +181,47 @@ def param_serialize(
         header_params = header_params or {}
         header_params.update(self.default_headers)
         if self.cookie:
-            header_params["Cookie"] = self.cookie
+            header_params['Cookie'] = self.cookie
         if header_params:
             header_params = self.sanitize_for_serialization(header_params)
-            header_params = dict(self.parameters_to_tuples(header_params, collection_formats))
+            header_params = dict(
+                self.parameters_to_tuples(header_params,collection_formats)
+            )
 
         # path parameters
         if path_params:
             path_params = self.sanitize_for_serialization(path_params)
-            path_params = self.parameters_to_tuples(path_params, collection_formats)
+            path_params = self.parameters_to_tuples(
+                path_params,
+                collection_formats
+            )
             for k, v in path_params:
                 # specified safe chars, encode everything
-                resource_path = resource_path.replace("{%s}" % k, quote(str(v), safe=config.safe_chars_for_path_param))
+                resource_path = resource_path.replace(
+                    '{%s}' % k,
+                    quote(str(v), safe=config.safe_chars_for_path_param)
+                )
 
         # post parameters
         if post_params or files:
             post_params = post_params if post_params else []
             post_params = self.sanitize_for_serialization(post_params)
-            post_params = self.parameters_to_tuples(post_params, collection_formats)
+            post_params = self.parameters_to_tuples(
+                post_params,
+                collection_formats
+            )
             if files:
                 post_params.extend(self.files_parameters(files))
 
         # auth setting
         self.update_params_for_auth(
-            header_params, query_params, auth_settings, resource_path, method, body, request_auth=_request_auth
+            header_params,
+            query_params,
+            auth_settings,
+            resource_path,
+            method,
+            body,
+            request_auth=_request_auth
         )
 
         # body
@@ -215,13 +238,23 @@ def param_serialize(
         # query parameters
         if query_params:
             query_params = self.sanitize_for_serialization(query_params)
-            url_query = self.parameters_to_url_query(query_params, collection_formats)
+            url_query = self.parameters_to_url_query(
+                query_params,
+                collection_formats
+            )
             url += "?" + url_query
 
         return method, url, header_params, body, post_params
 
+
     def call_api(
-        self, method, url, header_params=None, body=None, post_params=None, _request_timeout=None
+        self,
+        method,
+        url,
+        header_params=None,
+        body=None,
+        post_params=None,
+        _request_timeout=None
     ) -> rest.RESTResponse:
         """Makes the HTTP request (synchronous)
         :param method: Method to call.
@@ -238,12 +271,10 @@ def call_api(
         try:
             # perform request and return response
             response_data = self.rest_client.request(
-                method,
-                url,
+                method, url,
                 headers=header_params,
-                body=body,
-                post_params=post_params,
-                _request_timeout=_request_timeout,
+                body=body, post_params=post_params,
+                _request_timeout=_request_timeout
             )
 
         except ApiException as e:
@@ -252,7 +283,9 @@ def call_api(
         return response_data
 
     def response_deserialize(
-        self, response_data: rest.RESTResponse, response_types_map: Optional[Dict[str, ApiResponseT]] = None
+        self,
+        response_data: rest.RESTResponse,
+        response_types_map: Optional[Dict[str, ApiResponseT]]=None
     ) -> ApiResponse[ApiResponseT]:
         """Deserializes response into an object.
         :param response_data: RESTResponse object to be deserialized.
@@ -278,7 +311,7 @@ def response_deserialize(
                 return_data = self.__deserialize_file(response_data)
             elif response_type is not None:
                 match = None
-                content_type = response_data.getheader("content-type")
+                content_type = response_data.getheader('content-type')
                 if content_type is not None:
                     match = re.search(r"charset=([a-zA-Z\-\d]+)[\s;]?", content_type)
                 encoding = match.group(1) if match else "utf-8"
@@ -293,10 +326,10 @@ def response_deserialize(
                 )
 
         return ApiResponse(
-            status_code=response_data.status,
-            data=return_data,
-            headers=response_data.getheaders(),
-            raw_data=response_data.data,
+            status_code = response_data.status,
+            data = return_data,
+            headers = response_data.getheaders(),
+            raw_data = response_data.data
         )
 
     def sanitize_for_serialization(self, obj):
@@ -324,9 +357,13 @@ def sanitize_for_serialization(self, obj):
         elif isinstance(obj, self.PRIMITIVE_TYPES):
             return obj
         elif isinstance(obj, list):
-            return [self.sanitize_for_serialization(sub_obj) for sub_obj in obj]
+            return [
+                self.sanitize_for_serialization(sub_obj) for sub_obj in obj
+            ]
         elif isinstance(obj, tuple):
-            return tuple(self.sanitize_for_serialization(sub_obj) for sub_obj in obj)
+            return tuple(
+                self.sanitize_for_serialization(sub_obj) for sub_obj in obj
+            )
         elif isinstance(obj, (datetime.datetime, datetime.date)):
             return obj.isoformat()
         elif isinstance(obj, decimal.Decimal):
@@ -340,12 +377,15 @@ def sanitize_for_serialization(self, obj):
             # and attributes which value is not None.
             # Convert attribute name to json key in
             # model definition for request.
-            if hasattr(obj, "to_dict") and callable(getattr(obj, "to_dict")):
+            if hasattr(obj, 'to_dict') and callable(getattr(obj, 'to_dict')):
                 obj_dict = obj.to_dict()
             else:
                 obj_dict = obj.__dict__
 
-        return {key: self.sanitize_for_serialization(val) for key, val in obj_dict.items()}
+        return {
+            key: self.sanitize_for_serialization(val)
+            for key, val in obj_dict.items()
+        }
 
     def deserialize(self, response_text: str, response_type: str, content_type: Optional[str]):
         """Deserializes response into an object.
@@ -364,15 +404,18 @@ def deserialize(self, response_text: str, response_type: str, content_type: Opti
                 data = json.loads(response_text)
             except ValueError:
                 data = response_text
-        elif re.match(r"^application/(json|[\w!#$&.+-^_]+\+json)\s*(;|$)", content_type, re.IGNORECASE):
+        elif re.match(r'^application/(json|[\w!#$&.+-^_]+\+json)\s*(;|$)', content_type, re.IGNORECASE):
             if response_text == "":
                 data = ""
             else:
                 data = json.loads(response_text)
-        elif re.match(r"^text\/[a-z.+-]+\s*(;|$)", content_type, re.IGNORECASE):
+        elif re.match(r'^text\/[a-z.+-]+\s*(;|$)', content_type, re.IGNORECASE):
             data = response_text
         else:
-            raise ApiException(status=0, reason="Unsupported content type: {0}".format(content_type))
+            raise ApiException(
+                status=0,
+                reason="Unsupported content type: {0}".format(content_type)
+            )
 
         return self.__deserialize(data, response_type)
 
@@ -388,17 +431,19 @@ def __deserialize(self, data, klass):
             return None
 
         if isinstance(klass, str):
-            if klass.startswith("List["):
-                m = re.match(r"List\[(.*)]", klass)
+            if klass.startswith('List['):
+                m = re.match(r'List\[(.*)]', klass)
                 assert m is not None, "Malformed List type definition"
                 sub_kls = m.group(1)
-                return [self.__deserialize(sub_data, sub_kls) for sub_data in data]
+                return [self.__deserialize(sub_data, sub_kls)
+                        for sub_data in data]
 
-            if klass.startswith("Dict["):
-                m = re.match(r"Dict\[([^,]*), (.*)]", klass)
+            if klass.startswith('Dict['):
+                m = re.match(r'Dict\[([^,]*), (.*)]', klass)
                 assert m is not None, "Malformed Dict type definition"
                 sub_kls = m.group(2)
-                return {k: self.__deserialize(v, sub_kls) for k, v in data.items()}
+                return {k: self.__deserialize(v, sub_kls)
+                        for k, v in data.items()}
 
             # convert str to class
             if klass in self.NATIVE_TYPES_MAPPING:
@@ -434,18 +479,19 @@ def parameters_to_tuples(self, params, collection_formats):
         for k, v in params.items() if isinstance(params, dict) else params:
             if k in collection_formats:
                 collection_format = collection_formats[k]
-                if collection_format == "multi":
+                if collection_format == 'multi':
                     new_params.extend((k, value) for value in v)
                 else:
-                    if collection_format == "ssv":
-                        delimiter = " "
-                    elif collection_format == "tsv":
-                        delimiter = "\t"
-                    elif collection_format == "pipes":
-                        delimiter = "|"
+                    if collection_format == 'ssv':
+                        delimiter = ' '
+                    elif collection_format == 'tsv':
+                        delimiter = '\t'
+                    elif collection_format == 'pipes':
+                        delimiter = '|'
                     else:  # csv is the default
-                        delimiter = ","
-                    new_params.append((k, delimiter.join(str(value) for value in v)))
+                        delimiter = ','
+                    new_params.append(
+                        (k, delimiter.join(str(value) for value in v)))
             else:
                 new_params.append((k, v))
         return new_params
@@ -470,18 +516,20 @@ def parameters_to_url_query(self, params, collection_formats):
 
             if k in collection_formats:
                 collection_format = collection_formats[k]
-                if collection_format == "multi":
+                if collection_format == 'multi':
                     new_params.extend((k, str(value)) for value in v)
                 else:
-                    if collection_format == "ssv":
-                        delimiter = " "
-                    elif collection_format == "tsv":
-                        delimiter = "\t"
-                    elif collection_format == "pipes":
-                        delimiter = "|"
+                    if collection_format == 'ssv':
+                        delimiter = ' '
+                    elif collection_format == 'tsv':
+                        delimiter = '\t'
+                    elif collection_format == 'pipes':
+                        delimiter = '|'
                     else:  # csv is the default
-                        delimiter = ","
-                    new_params.append((k, delimiter.join(quote(str(value)) for value in v)))
+                        delimiter = ','
+                    new_params.append(
+                        (k, delimiter.join(quote(str(value)) for value in v))
+                    )
             else:
                 new_params.append((k, quote(str(v))))
 
@@ -499,7 +547,7 @@ def files_parameters(
         params = []
         for k, v in files.items():
             if isinstance(v, str):
-                with open(v, "rb") as f:
+                with open(v, 'rb') as f:
                     filename = os.path.basename(f.name)
                     filedata = f.read()
             elif isinstance(v, bytes):
@@ -513,8 +561,13 @@ def files_parameters(
                 continue
             else:
                 raise ValueError("Unsupported file value")
-            mimetype = mimetypes.guess_type(filename)[0] or "application/octet-stream"
-            params.append(tuple([k, tuple([filename, filedata, mimetype])]))
+            mimetype = (
+                mimetypes.guess_type(filename)[0]
+                or 'application/octet-stream'
+            )
+            params.append(
+                tuple([k, tuple([filename, filedata, mimetype])])
+            )
         return params
 
     def select_header_accept(self, accepts: List[str]) -> Optional[str]:
@@ -527,7 +580,7 @@ def select_header_accept(self, accepts: List[str]) -> Optional[str]:
             return None
 
         for accept in accepts:
-            if re.search("json", accept, re.IGNORECASE):
+            if re.search('json', accept, re.IGNORECASE):
                 return accept
 
         return accepts[0]
@@ -542,13 +595,20 @@ def select_header_content_type(self, content_types):
             return None
 
         for content_type in content_types:
-            if re.search("json", content_type, re.IGNORECASE):
+            if re.search('json', content_type, re.IGNORECASE):
                 return content_type
 
         return content_types[0]
 
     def update_params_for_auth(
-        self, headers, queries, auth_settings, resource_path, method, body, request_auth=None
+        self,
+        headers,
+        queries,
+        auth_settings,
+        resource_path,
+        method,
+        body,
+        request_auth=None
     ) -> None:
         """Updates header and query params based on authentication setting.
 
@@ -566,14 +626,36 @@ def update_params_for_auth(
             return
 
         if request_auth:
-            self._apply_auth_params(headers, queries, resource_path, method, body, request_auth)
+            self._apply_auth_params(
+                headers,
+                queries,
+                resource_path,
+                method,
+                body,
+                request_auth
+            )
         else:
             for auth in auth_settings:
                 auth_setting = self.configuration.auth_settings().get(auth)
                 if auth_setting:
-                    self._apply_auth_params(headers, queries, resource_path, method, body, auth_setting)
-
-    def _apply_auth_params(self, headers, queries, resource_path, method, body, auth_setting) -> None:
+                    self._apply_auth_params(
+                        headers,
+                        queries,
+                        resource_path,
+                        method,
+                        body,
+                        auth_setting
+                    )
+
+    def _apply_auth_params(
+        self,
+        headers,
+        queries,
+        resource_path,
+        method,
+        body,
+        auth_setting
+    ) -> None:
         """Updates the request parameters based on a single auth_setting
 
         :param headers: Header parameters dict to be updated.
@@ -584,15 +666,17 @@ def _apply_auth_params(self, headers, queries, resource_path, method, body, auth
         The object type is the return value of sanitize_for_serialization().
         :param auth_setting: auth settings for the endpoint
         """
-        if auth_setting["in"] == "cookie":
-            headers["Cookie"] = auth_setting["value"]
-        elif auth_setting["in"] == "header":
-            if auth_setting["type"] != "http-signature":
-                headers[auth_setting["key"]] = auth_setting["value"]
-        elif auth_setting["in"] == "query":
-            queries.append((auth_setting["key"], auth_setting["value"]))
+        if auth_setting['in'] == 'cookie':
+            headers['Cookie'] = auth_setting['value']
+        elif auth_setting['in'] == 'header':
+            if auth_setting['type'] != 'http-signature':
+                headers[auth_setting['key']] = auth_setting['value']
+        elif auth_setting['in'] == 'query':
+            queries.append((auth_setting['key'], auth_setting['value']))
         else:
-            raise ApiValueError("Authentication token must be in `query` or `header`")
+            raise ApiValueError(
+                'Authentication token must be in `query` or `header`'
+            )
 
     def __deserialize_file(self, response):
         """Deserializes body to file
@@ -612,7 +696,10 @@ def __deserialize_file(self, response):
 
         content_disposition = response.getheader("Content-Disposition")
         if content_disposition:
-            m = re.search(r'filename=[\'"]?([^\'"\s]+)[\'"]?', content_disposition)
+            m = re.search(
+                r'filename=[\'"]?([^\'"\s]+)[\'"]?',
+                content_disposition
+            )
             assert m is not None, "Unexpected 'content-disposition' header value"
             filename = m.group(1)
             path = os.path.join(os.path.dirname(path), filename)
@@ -655,7 +742,10 @@ def __deserialize_date(self, string):
         except ImportError:
             return string
         except ValueError:
-            raise rest.ApiException(status=0, reason="Failed to parse `{0}` as date object".format(string))
+            raise rest.ApiException(
+                status=0,
+                reason="Failed to parse `{0}` as date object".format(string)
+            )
 
     def __deserialize_datetime(self, string):
         """Deserializes string to datetime.
@@ -670,7 +760,13 @@ def __deserialize_datetime(self, string):
         except ImportError:
             return string
         except ValueError:
-            raise rest.ApiException(status=0, reason=("Failed to parse `{0}` as datetime object".format(string)))
+            raise rest.ApiException(
+                status=0,
+                reason=(
+                    "Failed to parse `{0}` as datetime object"
+                    .format(string)
+                )
+            )
 
     def __deserialize_enum(self, data, klass):
         """Deserializes primitive type to enum.
@@ -682,7 +778,13 @@ def __deserialize_enum(self, data, klass):
         try:
             return klass(data)
         except ValueError:
-            raise rest.ApiException(status=0, reason=("Failed to parse `{0}` as `{1}`".format(data, klass)))
+            raise rest.ApiException(
+                status=0,
+                reason=(
+                    "Failed to parse `{0}` as `{1}`"
+                    .format(data, klass)
+                )
+            )
 
     def __deserialize_model(self, data, klass):
         """Deserializes list or dict to model.
diff --git a/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/api_response.py b/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/api_response.py
index ca801da0..9bc7c11f 100644
--- a/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/api_response.py
+++ b/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/api_response.py
@@ -1,14 +1,11 @@
 """API response object."""
 
 from __future__ import annotations
-
-from typing import Generic, Mapping, Optional, TypeVar
-
-from pydantic import BaseModel, Field, StrictBytes, StrictInt
+from typing import Optional, Generic, Mapping, TypeVar
+from pydantic import Field, StrictInt, StrictBytes, BaseModel
 
 T = TypeVar("T")
 
-
 class ApiResponse(BaseModel, Generic[T]):
     """
     API response object
@@ -19,4 +16,6 @@ class ApiResponse(BaseModel, Generic[T]):
     data: T = Field(description="Deserialized data given the data type")
     raw_data: StrictBytes = Field(description="Raw data (HTTP response body)")
 
-    model_config = {"arbitrary_types_allowed": True}
+    model_config = {
+        "arbitrary_types_allowed": True
+    }
diff --git a/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/configuration.py b/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/configuration.py
index 86551050..74a1faa5 100644
--- a/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/configuration.py
+++ b/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/configuration.py
@@ -1,14 +1,14 @@
 # coding: utf-8
 
 """
-STACKIT RAG
+    STACKIT RAG
 
-The perfect rag solution.
+    The perfect rag solution.
 
-The version of the OpenAPI document: 1.0.0
-Generated by OpenAPI Generator (https://openapi-generator.tech)
+    The version of the OpenAPI document: 1.0.0
+    Generated by OpenAPI Generator (https://openapi-generator.tech)
 
-Do not edit the class manually.
+    Do not edit the class manually.
 """  # noqa: E501
 
 
@@ -23,19 +23,11 @@
 import http.client as httplib
 
 JSON_SCHEMA_VALIDATION_KEYWORDS = {
-    "multipleOf",
-    "maximum",
-    "exclusiveMaximum",
-    "minimum",
-    "exclusiveMinimum",
-    "maxLength",
-    "minLength",
-    "pattern",
-    "maxItems",
-    "minItems",
+    'multipleOf', 'maximum', 'exclusiveMaximum',
+    'minimum', 'exclusiveMinimum', 'maxLength',
+    'minLength', 'pattern', 'maxItems', 'minItems'
 }
 
-
 class Configuration:
     """This class contains various settings of the API client.
 
@@ -72,25 +64,20 @@ class Configuration:
 
     _default = None
 
-    def __init__(
-        self,
-        host=None,
-        api_key=None,
-        api_key_prefix=None,
-        username=None,
-        password=None,
-        access_token=None,
-        server_index=None,
-        server_variables=None,
-        server_operation_index=None,
-        server_operation_variables=None,
-        ignore_operation_servers=False,
-        ssl_ca_cert=None,
-        retries=None,
-        *,
-        debug: Optional[bool] = None
-    ) -> None:
-        """Constructor"""
+    def __init__(self, host=None,
+                 api_key=None, api_key_prefix=None,
+                 username=None, password=None,
+                 access_token=None,
+                 server_index=None, server_variables=None,
+                 server_operation_index=None, server_operation_variables=None,
+                 ignore_operation_servers=False,
+                 ssl_ca_cert=None,
+                 retries=None,
+                 *,
+                 debug: Optional[bool] = None
+                 ) -> None:
+        """Constructor
+        """
         self._base_path = "http://localhost" if host is None else host
         """Default Base url
         """
@@ -136,7 +123,7 @@ def __init__(
         """
         self.logger["package_logger"] = logging.getLogger("admin_api_lib.rag_backend_client.openapi_client")
         self.logger["urllib3_logger"] = logging.getLogger("urllib3")
-        self.logger_format = "%(asctime)s %(levelname)s %(message)s"
+        self.logger_format = '%(asctime)s %(levelname)s %(message)s'
         """Log format
         """
         self.logger_stream_handler = None
@@ -191,7 +178,7 @@ def __init__(
         self.proxy_headers = None
         """Proxy headers
         """
-        self.safe_chars_for_path_param = ""
+        self.safe_chars_for_path_param = ''
         """Safe chars for path_param
         """
         self.retries = retries
@@ -217,7 +204,7 @@ def __deepcopy__(self, memo):
         result = cls.__new__(cls)
         memo[id(self)] = result
         for k, v in self.__dict__.items():
-            if k not in ("logger", "logger_file_handler"):
+            if k not in ('logger', 'logger_file_handler'):
                 setattr(result, k, copy.deepcopy(v, memo))
         # shallow copy of loggers
         result.logger = copy.copy(self.logger)
@@ -377,7 +364,9 @@ def get_basic_auth_token(self):
         password = ""
         if self.password is not None:
             password = self.password
-        return urllib3.util.make_headers(basic_auth=username + ":" + password).get("authorization")
+        return urllib3.util.make_headers(
+            basic_auth=username + ':' + password
+        ).get('authorization')
 
     def auth_settings(self):
         """Gets Auth Settings dict for api client.
@@ -386,12 +375,12 @@ def auth_settings(self):
         """
         auth = {}
         if self.access_token is not None:
-            auth["BearerAuth"] = {
-                "type": "bearer",
-                "in": "header",
-                "format": "JWT",
-                "key": "Authorization",
-                "value": "Bearer " + self.access_token,
+            auth['BearerAuth'] = {
+                'type': 'bearer',
+                'in': 'header',
+                'format': 'JWT',
+                'key': 'Authorization',
+                'value': 'Bearer ' + self.access_token
             }
         return auth
 
@@ -400,13 +389,12 @@ def to_debug_report(self):
 
         :return: The report for debugging.
         """
-        return (
-            "Python SDK Debug Report:\n"
-            "OS: {env}\n"
-            "Python Version: {pyversion}\n"
-            "Version of the API: 1.0.0\n"
-            "SDK Package Version: 1.0.0".format(env=sys.platform, pyversion=sys.version)
-        )
+        return "Python SDK Debug Report:\n"\
+               "OS: {env}\n"\
+               "Python Version: {pyversion}\n"\
+               "Version of the API: 1.0.0\n"\
+               "SDK Package Version: 1.0.0".\
+               format(env=sys.platform, pyversion=sys.version)
 
     def get_host_settings(self):
         """Gets an array of host settings
@@ -415,8 +403,8 @@ def get_host_settings(self):
         """
         return [
             {
-                "url": "",
-                "description": "No description provided",
+                'url': "",
+                'description': "No description provided",
             }
         ]
 
@@ -438,20 +426,22 @@ def get_host_from_settings(self, index, variables=None, servers=None):
         except IndexError:
             raise ValueError(
                 "Invalid index {0} when selecting the host settings. "
-                "Must be less than {1}".format(index, len(servers))
-            )
+                "Must be less than {1}".format(index, len(servers)))
 
-        url = server["url"]
+        url = server['url']
 
         # go through variables and replace placeholders
-        for variable_name, variable in server.get("variables", {}).items():
-            used_value = variables.get(variable_name, variable["default_value"])
+        for variable_name, variable in server.get('variables', {}).items():
+            used_value = variables.get(
+                variable_name, variable['default_value'])
 
-            if "enum_values" in variable and used_value not in variable["enum_values"]:
+            if 'enum_values' in variable \
+                    and used_value not in variable['enum_values']:
                 raise ValueError(
                     "The variable `{0}` in the host URL has invalid value "
-                    "{1}. Must be {2}.".format(variable_name, variables[variable_name], variable["enum_values"])
-                )
+                    "{1}. Must be {2}.".format(
+                        variable_name, variables[variable_name],
+                        variable['enum_values']))
 
             url = url.replace("{" + variable_name + "}", used_value)
 
diff --git a/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/exceptions.py b/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/exceptions.py
index ae17be71..bd503493 100644
--- a/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/exceptions.py
+++ b/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/exceptions.py
@@ -1,28 +1,27 @@
 # coding: utf-8
 
 """
-STACKIT RAG
+    STACKIT RAG
 
-The perfect rag solution.
+    The perfect rag solution.
 
-The version of the OpenAPI document: 1.0.0
-Generated by OpenAPI Generator (https://openapi-generator.tech)
+    The version of the OpenAPI document: 1.0.0
+    Generated by OpenAPI Generator (https://openapi-generator.tech)
 
-Do not edit the class manually.
+    Do not edit the class manually.
 """  # noqa: E501
 
 from typing import Any, Optional
-
 from typing_extensions import Self
 
-
 class OpenApiException(Exception):
     """The base exception class for all OpenAPIExceptions"""
 
 
 class ApiTypeError(OpenApiException, TypeError):
-    def __init__(self, msg, path_to_item=None, valid_classes=None, key_type=None) -> None:
-        """Raises an exception for TypeErrors
+    def __init__(self, msg, path_to_item=None, valid_classes=None,
+                 key_type=None) -> None:
+        """ Raises an exception for TypeErrors
 
         Args:
             msg (str): the exception message
@@ -103,10 +102,11 @@ def __init__(self, msg, path_to_item=None) -> None:
 
 
 class ApiException(OpenApiException):
+
     def __init__(
-        self,
-        status=None,
-        reason=None,
+        self, 
+        status=None, 
+        reason=None, 
         http_resp=None,
         *,
         body: Optional[str] = None,
@@ -125,17 +125,17 @@ def __init__(
                 self.reason = http_resp.reason
             if self.body is None:
                 try:
-                    self.body = http_resp.data.decode("utf-8")
+                    self.body = http_resp.data.decode('utf-8')
                 except Exception:
                     pass
             self.headers = http_resp.getheaders()
 
     @classmethod
     def from_response(
-        cls,
-        *,
-        http_resp,
-        body: Optional[str],
+        cls, 
+        *, 
+        http_resp, 
+        body: Optional[str], 
         data: Optional[Any],
     ) -> Self:
         if http_resp.status == 400:
@@ -156,9 +156,11 @@ def from_response(
 
     def __str__(self):
         """Custom error messages for exception"""
-        error_message = "({0})\n" "Reason: {1}\n".format(self.status, self.reason)
+        error_message = "({0})\n"\
+                        "Reason: {1}\n".format(self.status, self.reason)
         if self.headers:
-            error_message += "HTTP response headers: {0}\n".format(self.headers)
+            error_message += "HTTP response headers: {0}\n".format(
+                self.headers)
 
         if self.data or self.body:
             error_message += "HTTP response body: {0}\n".format(self.data or self.body)
diff --git a/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/models/__init__.py b/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/models/__init__.py
index 1a495e9b..0dc7fb2d 100644
--- a/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/models/__init__.py
+++ b/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/models/__init__.py
@@ -2,40 +2,24 @@
 
 # flake8: noqa
 """
-STACKIT RAG
+    STACKIT RAG
 
-The perfect rag solution.
+    The perfect rag solution.
 
-The version of the OpenAPI document: 1.0.0
-Generated by OpenAPI Generator (https://openapi-generator.tech)
+    The version of the OpenAPI document: 1.0.0
+    Generated by OpenAPI Generator (https://openapi-generator.tech)
 
-Do not edit the class manually.
+    Do not edit the class manually.
 """  # noqa: E501
 
 
 # import models into model package
-from admin_api_lib.rag_backend_client.openapi_client.models.chat_history import (
-    ChatHistory,
-)
-from admin_api_lib.rag_backend_client.openapi_client.models.chat_history_message import (
-    ChatHistoryMessage,
-)
-from admin_api_lib.rag_backend_client.openapi_client.models.chat_request import (
-    ChatRequest,
-)
-from admin_api_lib.rag_backend_client.openapi_client.models.chat_response import (
-    ChatResponse,
-)
+from admin_api_lib.rag_backend_client.openapi_client.models.chat_history import ChatHistory
+from admin_api_lib.rag_backend_client.openapi_client.models.chat_history_message import ChatHistoryMessage
+from admin_api_lib.rag_backend_client.openapi_client.models.chat_request import ChatRequest
+from admin_api_lib.rag_backend_client.openapi_client.models.chat_response import ChatResponse
 from admin_api_lib.rag_backend_client.openapi_client.models.chat_role import ChatRole
-from admin_api_lib.rag_backend_client.openapi_client.models.content_type import (
-    ContentType,
-)
-from admin_api_lib.rag_backend_client.openapi_client.models.delete_request import (
-    DeleteRequest,
-)
-from admin_api_lib.rag_backend_client.openapi_client.models.information_piece import (
-    InformationPiece,
-)
-from admin_api_lib.rag_backend_client.openapi_client.models.key_value_pair import (
-    KeyValuePair,
-)
+from admin_api_lib.rag_backend_client.openapi_client.models.content_type import ContentType
+from admin_api_lib.rag_backend_client.openapi_client.models.delete_request import DeleteRequest
+from admin_api_lib.rag_backend_client.openapi_client.models.information_piece import InformationPiece
+from admin_api_lib.rag_backend_client.openapi_client.models.key_value_pair import KeyValuePair
diff --git a/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/models/chat_history.py b/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/models/chat_history.py
index 356bad95..64800cbf 100644
--- a/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/models/chat_history.py
+++ b/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/models/chat_history.py
@@ -1,35 +1,32 @@
 # coding: utf-8
 
 """
-STACKIT RAG
+    STACKIT RAG
 
-The perfect rag solution.
+    The perfect rag solution.
 
-The version of the OpenAPI document: 1.0.0
-Generated by OpenAPI Generator (https://openapi-generator.tech)
+    The version of the OpenAPI document: 1.0.0
+    Generated by OpenAPI Generator (https://openapi-generator.tech)
 
-Do not edit the class manually.
+    Do not edit the class manually.
 """  # noqa: E501
 
 
 from __future__ import annotations
-
-import json
 import pprint
 import re  # noqa: F401
-from typing import Any, ClassVar, Dict, List, Optional, Set
+import json
 
 from pydantic import BaseModel, ConfigDict
+from typing import Any, ClassVar, Dict, List
+from admin_api_lib.rag_backend_client.openapi_client.models.chat_history_message import ChatHistoryMessage
+from typing import Optional, Set
 from typing_extensions import Self
 
-from admin_api_lib.rag_backend_client.openapi_client.models.chat_history_message import (
-    ChatHistoryMessage,
-)
-
-
 class ChatHistory(BaseModel):
-    """ """  # noqa: E501
-
+    """
+    
+    """ # noqa: E501
     messages: List[ChatHistoryMessage]
     __properties: ClassVar[List[str]] = ["messages"]
 
@@ -39,13 +36,15 @@ class ChatHistory(BaseModel):
         protected_namespaces=(),
     )
 
+
     def to_str(self) -> str:
         """Returns the string representation of the model using alias"""
         return pprint.pformat(self.model_dump(by_alias=True))
 
     def to_json(self) -> str:
         """Returns the JSON representation of the model using alias"""
-        return self.model_dump_json(by_alias=True, exclude_unset=True)
+        # TODO: pydantic v2: use .model_dump_json(by_alias=True, exclude_unset=True) instead
+        return json.dumps(self.to_dict())
 
     @classmethod
     def from_json(cls, json_str: str) -> Optional[Self]:
@@ -62,7 +61,8 @@ def to_dict(self) -> Dict[str, Any]:
           were set at model initialization. Other fields with value `None`
           are ignored.
         """
-        excluded_fields: Set[str] = set([])
+        excluded_fields: Set[str] = set([
+        ])
 
         _dict = self.model_dump(
             by_alias=True,
@@ -75,7 +75,7 @@ def to_dict(self) -> Dict[str, Any]:
             for _item_messages in self.messages:
                 if _item_messages:
                     _items.append(_item_messages.to_dict())
-            _dict["messages"] = _items
+            _dict['messages'] = _items
         return _dict
 
     @classmethod
@@ -87,13 +87,9 @@ def from_dict(cls, obj: Optional[Dict[str, Any]]) -> Optional[Self]:
         if not isinstance(obj, dict):
             return cls.model_validate(obj)
 
-        _obj = cls.model_validate(
-            {
-                "messages": (
-                    [ChatHistoryMessage.from_dict(_item) for _item in obj["messages"]]
-                    if obj.get("messages") is not None
-                    else None
-                )
-            }
-        )
+        _obj = cls.model_validate({
+            "messages": [ChatHistoryMessage.from_dict(_item) for _item in obj["messages"]] if obj.get("messages") is not None else None
+        })
         return _obj
+
+
diff --git a/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/models/chat_history_message.py b/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/models/chat_history_message.py
index 3742c2b3..22035b96 100644
--- a/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/models/chat_history_message.py
+++ b/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/models/chat_history_message.py
@@ -1,33 +1,32 @@
 # coding: utf-8
 
 """
-STACKIT RAG
+    STACKIT RAG
 
-The perfect rag solution.
+    The perfect rag solution.
 
-The version of the OpenAPI document: 1.0.0
-Generated by OpenAPI Generator (https://openapi-generator.tech)
+    The version of the OpenAPI document: 1.0.0
+    Generated by OpenAPI Generator (https://openapi-generator.tech)
 
-Do not edit the class manually.
+    Do not edit the class manually.
 """  # noqa: E501
 
 
 from __future__ import annotations
-
-import json
 import pprint
 import re  # noqa: F401
-from typing import Any, ClassVar, Dict, List, Optional, Set
+import json
 
 from pydantic import BaseModel, ConfigDict, StrictStr
-from typing_extensions import Self
-
+from typing import Any, ClassVar, Dict, List
 from admin_api_lib.rag_backend_client.openapi_client.models.chat_role import ChatRole
-
+from typing import Optional, Set
+from typing_extensions import Self
 
 class ChatHistoryMessage(BaseModel):
-    """ """  # noqa: E501
-
+    """
+    
+    """ # noqa: E501
     role: ChatRole
     message: StrictStr
     __properties: ClassVar[List[str]] = ["role", "message"]
@@ -38,13 +37,15 @@ class ChatHistoryMessage(BaseModel):
         protected_namespaces=(),
     )
 
+
     def to_str(self) -> str:
         """Returns the string representation of the model using alias"""
         return pprint.pformat(self.model_dump(by_alias=True))
 
     def to_json(self) -> str:
         """Returns the JSON representation of the model using alias"""
-        return self.model_dump_json(by_alias=True, exclude_unset=True)
+        # TODO: pydantic v2: use .model_dump_json(by_alias=True, exclude_unset=True) instead
+        return json.dumps(self.to_dict())
 
     @classmethod
     def from_json(cls, json_str: str) -> Optional[Self]:
@@ -61,7 +62,8 @@ def to_dict(self) -> Dict[str, Any]:
           were set at model initialization. Other fields with value `None`
           are ignored.
         """
-        excluded_fields: Set[str] = set([])
+        excluded_fields: Set[str] = set([
+        ])
 
         _dict = self.model_dump(
             by_alias=True,
@@ -79,5 +81,10 @@ def from_dict(cls, obj: Optional[Dict[str, Any]]) -> Optional[Self]:
         if not isinstance(obj, dict):
             return cls.model_validate(obj)
 
-        _obj = cls.model_validate({"role": obj.get("role"), "message": obj.get("message")})
+        _obj = cls.model_validate({
+            "role": obj.get("role"),
+            "message": obj.get("message")
+        })
         return _obj
+
+
diff --git a/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/models/chat_request.py b/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/models/chat_request.py
index fbf10e4e..330e3f34 100644
--- a/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/models/chat_request.py
+++ b/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/models/chat_request.py
@@ -1,35 +1,32 @@
 # coding: utf-8
 
 """
-STACKIT RAG
+    STACKIT RAG
 
-The perfect rag solution.
+    The perfect rag solution.
 
-The version of the OpenAPI document: 1.0.0
-Generated by OpenAPI Generator (https://openapi-generator.tech)
+    The version of the OpenAPI document: 1.0.0
+    Generated by OpenAPI Generator (https://openapi-generator.tech)
 
-Do not edit the class manually.
+    Do not edit the class manually.
 """  # noqa: E501
 
 
 from __future__ import annotations
-
-import json
 import pprint
 import re  # noqa: F401
-from typing import Any, ClassVar, Dict, List, Optional, Set
+import json
 
 from pydantic import BaseModel, ConfigDict, StrictStr
+from typing import Any, ClassVar, Dict, List, Optional
+from admin_api_lib.rag_backend_client.openapi_client.models.chat_history import ChatHistory
+from typing import Optional, Set
 from typing_extensions import Self
 
-from admin_api_lib.rag_backend_client.openapi_client.models.chat_history import (
-    ChatHistory,
-)
-
-
 class ChatRequest(BaseModel):
-    """ """  # noqa: E501
-
+    """
+    
+    """ # noqa: E501
     history: Optional[ChatHistory] = None
     message: StrictStr
     __properties: ClassVar[List[str]] = ["history", "message"]
@@ -40,13 +37,15 @@ class ChatRequest(BaseModel):
         protected_namespaces=(),
     )
 
+
     def to_str(self) -> str:
         """Returns the string representation of the model using alias"""
         return pprint.pformat(self.model_dump(by_alias=True))
 
     def to_json(self) -> str:
         """Returns the JSON representation of the model using alias"""
-        return self.model_dump_json(by_alias=True, exclude_unset=True)
+        # TODO: pydantic v2: use .model_dump_json(by_alias=True, exclude_unset=True) instead
+        return json.dumps(self.to_dict())
 
     @classmethod
     def from_json(cls, json_str: str) -> Optional[Self]:
@@ -63,7 +62,8 @@ def to_dict(self) -> Dict[str, Any]:
           were set at model initialization. Other fields with value `None`
           are ignored.
         """
-        excluded_fields: Set[str] = set([])
+        excluded_fields: Set[str] = set([
+        ])
 
         _dict = self.model_dump(
             by_alias=True,
@@ -72,7 +72,7 @@ def to_dict(self) -> Dict[str, Any]:
         )
         # override the default output from pydantic by calling `to_dict()` of history
         if self.history:
-            _dict["history"] = self.history.to_dict()
+            _dict['history'] = self.history.to_dict()
         return _dict
 
     @classmethod
@@ -84,10 +84,10 @@ def from_dict(cls, obj: Optional[Dict[str, Any]]) -> Optional[Self]:
         if not isinstance(obj, dict):
             return cls.model_validate(obj)
 
-        _obj = cls.model_validate(
-            {
-                "history": ChatHistory.from_dict(obj["history"]) if obj.get("history") is not None else None,
-                "message": obj.get("message"),
-            }
-        )
+        _obj = cls.model_validate({
+            "history": ChatHistory.from_dict(obj["history"]) if obj.get("history") is not None else None,
+            "message": obj.get("message")
+        })
         return _obj
+
+
diff --git a/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/models/chat_response.py b/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/models/chat_response.py
index cf7ccaca..2771236a 100644
--- a/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/models/chat_response.py
+++ b/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/models/chat_response.py
@@ -1,35 +1,32 @@
 # coding: utf-8
 
 """
-STACKIT RAG
+    STACKIT RAG
 
-The perfect rag solution.
+    The perfect rag solution.
 
-The version of the OpenAPI document: 1.0.0
-Generated by OpenAPI Generator (https://openapi-generator.tech)
+    The version of the OpenAPI document: 1.0.0
+    Generated by OpenAPI Generator (https://openapi-generator.tech)
 
-Do not edit the class manually.
+    Do not edit the class manually.
 """  # noqa: E501
 
 
 from __future__ import annotations
-
-import json
 import pprint
 import re  # noqa: F401
-from typing import Any, ClassVar, Dict, List, Optional, Set
+import json
 
 from pydantic import BaseModel, ConfigDict, Field, StrictStr
+from typing import Any, ClassVar, Dict, List
+from admin_api_lib.rag_backend_client.openapi_client.models.information_piece import InformationPiece
+from typing import Optional, Set
 from typing_extensions import Self
 
-from admin_api_lib.rag_backend_client.openapi_client.models.information_piece import (
-    InformationPiece,
-)
-
-
 class ChatResponse(BaseModel):
-    """ """  # noqa: E501
-
+    """
+    
+    """ # noqa: E501
     answer: StrictStr
     finish_reason: StrictStr = Field(description="    ")
     citations: List[InformationPiece]
@@ -41,13 +38,15 @@ class ChatResponse(BaseModel):
         protected_namespaces=(),
     )
 
+
     def to_str(self) -> str:
         """Returns the string representation of the model using alias"""
         return pprint.pformat(self.model_dump(by_alias=True))
 
     def to_json(self) -> str:
         """Returns the JSON representation of the model using alias"""
-        return self.model_dump_json(by_alias=True, exclude_unset=True)
+        # TODO: pydantic v2: use .model_dump_json(by_alias=True, exclude_unset=True) instead
+        return json.dumps(self.to_dict())
 
     @classmethod
     def from_json(cls, json_str: str) -> Optional[Self]:
@@ -64,7 +63,8 @@ def to_dict(self) -> Dict[str, Any]:
           were set at model initialization. Other fields with value `None`
           are ignored.
         """
-        excluded_fields: Set[str] = set([])
+        excluded_fields: Set[str] = set([
+        ])
 
         _dict = self.model_dump(
             by_alias=True,
@@ -77,7 +77,7 @@ def to_dict(self) -> Dict[str, Any]:
             for _item_citations in self.citations:
                 if _item_citations:
                     _items.append(_item_citations.to_dict())
-            _dict["citations"] = _items
+            _dict['citations'] = _items
         return _dict
 
     @classmethod
@@ -89,15 +89,11 @@ def from_dict(cls, obj: Optional[Dict[str, Any]]) -> Optional[Self]:
         if not isinstance(obj, dict):
             return cls.model_validate(obj)
 
-        _obj = cls.model_validate(
-            {
-                "answer": obj.get("answer"),
-                "finish_reason": obj.get("finish_reason"),
-                "citations": (
-                    [InformationPiece.from_dict(_item) for _item in obj["citations"]]
-                    if obj.get("citations") is not None
-                    else None
-                ),
-            }
-        )
+        _obj = cls.model_validate({
+            "answer": obj.get("answer"),
+            "finish_reason": obj.get("finish_reason"),
+            "citations": [InformationPiece.from_dict(_item) for _item in obj["citations"]] if obj.get("citations") is not None else None
+        })
         return _obj
+
+
diff --git a/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/models/chat_role.py b/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/models/chat_role.py
index 21dfd302..07f44e60 100644
--- a/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/models/chat_role.py
+++ b/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/models/chat_role.py
@@ -1,35 +1,37 @@
 # coding: utf-8
 
 """
-STACKIT RAG
+    STACKIT RAG
 
-The perfect rag solution.
+    The perfect rag solution.
 
-The version of the OpenAPI document: 1.0.0
-Generated by OpenAPI Generator (https://openapi-generator.tech)
+    The version of the OpenAPI document: 1.0.0
+    Generated by OpenAPI Generator (https://openapi-generator.tech)
 
-Do not edit the class manually.
+    Do not edit the class manually.
 """  # noqa: E501
 
 
 from __future__ import annotations
-
 import json
 from enum import Enum
-
 from typing_extensions import Self
 
 
 class ChatRole(str, Enum):
-    """ """
+    """
+    
+    """
 
     """
     allowed enum values
     """
-    USER = "user"
-    ASSISTANT = "assistant"
+    USER = 'user'
+    ASSISTANT = 'assistant'
 
     @classmethod
     def from_json(cls, json_str: str) -> Self:
         """Create an instance of ChatRole from a JSON string"""
         return cls(json.loads(json_str))
+
+
diff --git a/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/models/content_type.py b/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/models/content_type.py
index 80d6d022..42a62ceb 100644
--- a/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/models/content_type.py
+++ b/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/models/content_type.py
@@ -1,37 +1,39 @@
 # coding: utf-8
 
 """
-STACKIT RAG
+    STACKIT RAG
 
-The perfect rag solution.
+    The perfect rag solution.
 
-The version of the OpenAPI document: 1.0.0
-Generated by OpenAPI Generator (https://openapi-generator.tech)
+    The version of the OpenAPI document: 1.0.0
+    Generated by OpenAPI Generator (https://openapi-generator.tech)
 
-Do not edit the class manually.
+    Do not edit the class manually.
 """  # noqa: E501
 
 
 from __future__ import annotations
-
 import json
 from enum import Enum
-
 from typing_extensions import Self
 
 
 class ContentType(str, Enum):
-    """ """
+    """
+    
+    """
 
     """
     allowed enum values
     """
-    TEXT = "TEXT"
-    IMAGE = "IMAGE"
-    TABLE = "TABLE"
-    SUMMARY = "SUMMARY"
+    TEXT = 'TEXT'
+    IMAGE = 'IMAGE'
+    TABLE = 'TABLE'
+    SUMMARY = 'SUMMARY'
 
     @classmethod
     def from_json(cls, json_str: str) -> Self:
         """Create an instance of ContentType from a JSON string"""
         return cls(json.loads(json_str))
+
+
diff --git a/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/models/delete_request.py b/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/models/delete_request.py
index 43e822f2..e56abcfe 100644
--- a/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/models/delete_request.py
+++ b/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/models/delete_request.py
@@ -1,35 +1,32 @@
 # coding: utf-8
 
 """
-STACKIT RAG
+    STACKIT RAG
 
-The perfect rag solution.
+    The perfect rag solution.
 
-The version of the OpenAPI document: 1.0.0
-Generated by OpenAPI Generator (https://openapi-generator.tech)
+    The version of the OpenAPI document: 1.0.0
+    Generated by OpenAPI Generator (https://openapi-generator.tech)
 
-Do not edit the class manually.
+    Do not edit the class manually.
 """  # noqa: E501
 
 
 from __future__ import annotations
-
-import json
 import pprint
 import re  # noqa: F401
-from typing import Any, ClassVar, Dict, List, Optional, Set
+import json
 
 from pydantic import BaseModel, ConfigDict
+from typing import Any, ClassVar, Dict, List, Optional
+from admin_api_lib.rag_backend_client.openapi_client.models.key_value_pair import KeyValuePair
+from typing import Optional, Set
 from typing_extensions import Self
 
-from admin_api_lib.rag_backend_client.openapi_client.models.key_value_pair import (
-    KeyValuePair,
-)
-
-
 class DeleteRequest(BaseModel):
-    """ """  # noqa: E501
-
+    """
+    
+    """ # noqa: E501
     metadata: Optional[List[KeyValuePair]] = None
     __properties: ClassVar[List[str]] = ["metadata"]
 
@@ -39,13 +36,15 @@ class DeleteRequest(BaseModel):
         protected_namespaces=(),
     )
 
+
     def to_str(self) -> str:
         """Returns the string representation of the model using alias"""
         return pprint.pformat(self.model_dump(by_alias=True))
 
     def to_json(self) -> str:
         """Returns the JSON representation of the model using alias"""
-        return self.model_dump_json(by_alias=True, exclude_unset=True)
+        # TODO: pydantic v2: use .model_dump_json(by_alias=True, exclude_unset=True) instead
+        return json.dumps(self.to_dict())
 
     @classmethod
     def from_json(cls, json_str: str) -> Optional[Self]:
@@ -62,7 +61,8 @@ def to_dict(self) -> Dict[str, Any]:
           were set at model initialization. Other fields with value `None`
           are ignored.
         """
-        excluded_fields: Set[str] = set([])
+        excluded_fields: Set[str] = set([
+        ])
 
         _dict = self.model_dump(
             by_alias=True,
@@ -75,7 +75,7 @@ def to_dict(self) -> Dict[str, Any]:
             for _item_metadata in self.metadata:
                 if _item_metadata:
                     _items.append(_item_metadata.to_dict())
-            _dict["metadata"] = _items
+            _dict['metadata'] = _items
         return _dict
 
     @classmethod
@@ -87,13 +87,9 @@ def from_dict(cls, obj: Optional[Dict[str, Any]]) -> Optional[Self]:
         if not isinstance(obj, dict):
             return cls.model_validate(obj)
 
-        _obj = cls.model_validate(
-            {
-                "metadata": (
-                    [KeyValuePair.from_dict(_item) for _item in obj["metadata"]]
-                    if obj.get("metadata") is not None
-                    else None
-                )
-            }
-        )
+        _obj = cls.model_validate({
+            "metadata": [KeyValuePair.from_dict(_item) for _item in obj["metadata"]] if obj.get("metadata") is not None else None
+        })
         return _obj
+
+
diff --git a/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/models/information_piece.py b/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/models/information_piece.py
index 82c2a68e..ee67894e 100644
--- a/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/models/information_piece.py
+++ b/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/models/information_piece.py
@@ -1,43 +1,34 @@
 # coding: utf-8
 
 """
-STACKIT RAG
+    STACKIT RAG
 
-The perfect rag solution.
+    The perfect rag solution.
 
-The version of the OpenAPI document: 1.0.0
-Generated by OpenAPI Generator (https://openapi-generator.tech)
+    The version of the OpenAPI document: 1.0.0
+    Generated by OpenAPI Generator (https://openapi-generator.tech)
 
-Do not edit the class manually.
+    Do not edit the class manually.
 """  # noqa: E501
 
 
 from __future__ import annotations
-
-import json
 import pprint
 import re  # noqa: F401
-from typing import Any, ClassVar, Dict, List, Optional, Set
+import json
 
 from pydantic import BaseModel, ConfigDict, Field, StrictStr
+from typing import Any, ClassVar, Dict, List
+from admin_api_lib.rag_backend_client.openapi_client.models.content_type import ContentType
+from admin_api_lib.rag_backend_client.openapi_client.models.key_value_pair import KeyValuePair
+from typing import Optional, Set
 from typing_extensions import Self
 
-from admin_api_lib.rag_backend_client.openapi_client.models.content_type import (
-    ContentType,
-)
-from admin_api_lib.rag_backend_client.openapi_client.models.key_value_pair import (
-    KeyValuePair,
-)
-
-
 class InformationPiece(BaseModel):
     """
     Uploading a json with chunks and metadata.
-    """  # noqa: E501
-
-    metadata: List[KeyValuePair] = Field(
-        description="The metadata of the documents that are stored in the vectordatabase."
-    )
+    """ # noqa: E501
+    metadata: List[KeyValuePair] = Field(description="The metadata of the documents that are stored in the vectordatabase.")
     page_content: StrictStr = Field(description="The content of the document")
     type: ContentType
     __properties: ClassVar[List[str]] = ["metadata", "page_content", "type"]
@@ -48,13 +39,15 @@ class InformationPiece(BaseModel):
         protected_namespaces=(),
     )
 
+
     def to_str(self) -> str:
         """Returns the string representation of the model using alias"""
         return pprint.pformat(self.model_dump(by_alias=True))
 
     def to_json(self) -> str:
         """Returns the JSON representation of the model using alias"""
-        return self.model_dump_json(by_alias=True, exclude_unset=True)
+        # TODO: pydantic v2: use .model_dump_json(by_alias=True, exclude_unset=True) instead
+        return json.dumps(self.to_dict())
 
     @classmethod
     def from_json(cls, json_str: str) -> Optional[Self]:
@@ -71,7 +64,8 @@ def to_dict(self) -> Dict[str, Any]:
           were set at model initialization. Other fields with value `None`
           are ignored.
         """
-        excluded_fields: Set[str] = set([])
+        excluded_fields: Set[str] = set([
+        ])
 
         _dict = self.model_dump(
             by_alias=True,
@@ -84,7 +78,7 @@ def to_dict(self) -> Dict[str, Any]:
             for _item_metadata in self.metadata:
                 if _item_metadata:
                     _items.append(_item_metadata.to_dict())
-            _dict["metadata"] = _items
+            _dict['metadata'] = _items
         return _dict
 
     @classmethod
@@ -96,15 +90,11 @@ def from_dict(cls, obj: Optional[Dict[str, Any]]) -> Optional[Self]:
         if not isinstance(obj, dict):
             return cls.model_validate(obj)
 
-        _obj = cls.model_validate(
-            {
-                "metadata": (
-                    [KeyValuePair.from_dict(_item) for _item in obj["metadata"]]
-                    if obj.get("metadata") is not None
-                    else None
-                ),
-                "page_content": obj.get("page_content"),
-                "type": obj.get("type"),
-            }
-        )
+        _obj = cls.model_validate({
+            "metadata": [KeyValuePair.from_dict(_item) for _item in obj["metadata"]] if obj.get("metadata") is not None else None,
+            "page_content": obj.get("page_content"),
+            "type": obj.get("type")
+        })
         return _obj
+
+
diff --git a/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/models/key_value_pair.py b/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/models/key_value_pair.py
index 8d71170d..0a5f01f3 100644
--- a/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/models/key_value_pair.py
+++ b/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/models/key_value_pair.py
@@ -1,33 +1,31 @@
 # coding: utf-8
 
 """
-STACKIT RAG
+    STACKIT RAG
 
-The perfect rag solution.
+    The perfect rag solution.
 
-The version of the OpenAPI document: 1.0.0
-Generated by OpenAPI Generator (https://openapi-generator.tech)
+    The version of the OpenAPI document: 1.0.0
+    Generated by OpenAPI Generator (https://openapi-generator.tech)
 
-Do not edit the class manually.
+    Do not edit the class manually.
 """  # noqa: E501
 
 
 from __future__ import annotations
-
-import json
 import pprint
 import re  # noqa: F401
-from typing import Any, ClassVar, Dict, List, Optional, Set
+import json
 
 from pydantic import BaseModel, ConfigDict, Field, StrictStr
+from typing import Any, ClassVar, Dict, List
+from typing import Optional, Set
 from typing_extensions import Self
 
-
 class KeyValuePair(BaseModel):
     """
     The key value pair.
-    """  # noqa: E501
-
+    """ # noqa: E501
     key: StrictStr
     value: StrictStr = Field(description="    ")
     __properties: ClassVar[List[str]] = ["key", "value"]
@@ -38,13 +36,15 @@ class KeyValuePair(BaseModel):
         protected_namespaces=(),
     )
 
+
     def to_str(self) -> str:
         """Returns the string representation of the model using alias"""
         return pprint.pformat(self.model_dump(by_alias=True))
 
     def to_json(self) -> str:
         """Returns the JSON representation of the model using alias"""
-        return self.model_dump_json(by_alias=True, exclude_unset=True)
+        # TODO: pydantic v2: use .model_dump_json(by_alias=True, exclude_unset=True) instead
+        return json.dumps(self.to_dict())
 
     @classmethod
     def from_json(cls, json_str: str) -> Optional[Self]:
@@ -61,7 +61,8 @@ def to_dict(self) -> Dict[str, Any]:
           were set at model initialization. Other fields with value `None`
           are ignored.
         """
-        excluded_fields: Set[str] = set([])
+        excluded_fields: Set[str] = set([
+        ])
 
         _dict = self.model_dump(
             by_alias=True,
@@ -79,5 +80,10 @@ def from_dict(cls, obj: Optional[Dict[str, Any]]) -> Optional[Self]:
         if not isinstance(obj, dict):
             return cls.model_validate(obj)
 
-        _obj = cls.model_validate({"key": obj.get("key"), "value": obj.get("value")})
+        _obj = cls.model_validate({
+            "key": obj.get("key"),
+            "value": obj.get("value")
+        })
         return _obj
+
+
diff --git a/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/rest.py b/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/rest.py
index 5417fcec..8be1be92 100644
--- a/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/rest.py
+++ b/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client/rest.py
@@ -1,14 +1,14 @@
 # coding: utf-8
 
 """
-STACKIT RAG
+    STACKIT RAG
 
-The perfect rag solution.
+    The perfect rag solution.
 
-The version of the OpenAPI document: 1.0.0
-Generated by OpenAPI Generator (https://openapi-generator.tech)
+    The version of the OpenAPI document: 1.0.0
+    Generated by OpenAPI Generator (https://openapi-generator.tech)
 
-Do not edit the class manually.
+    Do not edit the class manually.
 """  # noqa: E501
 
 
@@ -19,10 +19,7 @@
 
 import urllib3
 
-from admin_api_lib.rag_backend_client.openapi_client.exceptions import (
-    ApiException,
-    ApiValueError,
-)
+from admin_api_lib.rag_backend_client.openapi_client.exceptions import ApiException, ApiValueError
 
 SUPPORTED_SOCKS_PROXIES = {"socks5", "socks5h", "socks4", "socks4a"}
 RESTResponseType = urllib3.HTTPResponse
@@ -39,6 +36,7 @@ def is_socks_proxy_url(url):
 
 
 class RESTResponse(io.IOBase):
+
     def __init__(self, resp) -> None:
         self.response = resp
         self.status = resp.status
@@ -60,6 +58,7 @@ def getheader(self, name, default=None):
 
 
 class RESTClientObject:
+
     def __init__(self, configuration) -> None:
         # urllib3.PoolManager will pass all kw parameters to connectionpool
         # https://github.com/shazow/urllib3/blob/f9409436f83aeb79fbaf090181cd81b784f1b8ce/urllib3/poolmanager.py#L75  # noqa: E501
@@ -79,19 +78,22 @@ def __init__(self, configuration) -> None:
             "key_file": configuration.key_file,
         }
         if configuration.assert_hostname is not None:
-            pool_args["assert_hostname"] = configuration.assert_hostname
+            pool_args['assert_hostname'] = (
+                configuration.assert_hostname
+            )
 
         if configuration.retries is not None:
-            pool_args["retries"] = configuration.retries
+            pool_args['retries'] = configuration.retries
 
         if configuration.tls_server_name:
-            pool_args["server_hostname"] = configuration.tls_server_name
+            pool_args['server_hostname'] = configuration.tls_server_name
+
 
         if configuration.socket_options is not None:
-            pool_args["socket_options"] = configuration.socket_options
+            pool_args['socket_options'] = configuration.socket_options
 
         if configuration.connection_pool_maxsize is not None:
-            pool_args["maxsize"] = configuration.connection_pool_maxsize
+            pool_args['maxsize'] = configuration.connection_pool_maxsize
 
         # https pool manager
         self.pool_manager: urllib3.PoolManager
@@ -99,7 +101,6 @@ def __init__(self, configuration) -> None:
         if configuration.proxy:
             if is_socks_proxy_url(configuration.proxy):
                 from urllib3.contrib.socks import SOCKSProxyManager
-
                 pool_args["proxy_url"] = configuration.proxy
                 pool_args["headers"] = configuration.proxy_headers
                 self.pool_manager = SOCKSProxyManager(**pool_args)
@@ -110,7 +111,15 @@ def __init__(self, configuration) -> None:
         else:
             self.pool_manager = urllib3.PoolManager(**pool_args)
 
-    def request(self, method, url, headers=None, body=None, post_params=None, _request_timeout=None):
+    def request(
+        self,
+        method,
+        url,
+        headers=None,
+        body=None,
+        post_params=None,
+        _request_timeout=None
+    ):
         """Perform requests.
 
         :param method: http request method
@@ -126,10 +135,20 @@ def request(self, method, url, headers=None, body=None, post_params=None, _reque
                                  (connection, read) timeouts.
         """
         method = method.upper()
-        assert method in ["GET", "HEAD", "DELETE", "POST", "PUT", "PATCH", "OPTIONS"]
+        assert method in [
+            'GET',
+            'HEAD',
+            'DELETE',
+            'POST',
+            'PUT',
+            'PATCH',
+            'OPTIONS'
+        ]
 
         if post_params and body:
-            raise ApiValueError("body parameter cannot be used with post_params parameter.")
+            raise ApiValueError(
+                "body parameter cannot be used with post_params parameter."
+            )
 
         post_params = post_params or {}
         headers = headers or {}
@@ -138,22 +157,37 @@ def request(self, method, url, headers=None, body=None, post_params=None, _reque
         if _request_timeout:
             if isinstance(_request_timeout, (int, float)):
                 timeout = urllib3.Timeout(total=_request_timeout)
-            elif isinstance(_request_timeout, tuple) and len(_request_timeout) == 2:
-                timeout = urllib3.Timeout(connect=_request_timeout[0], read=_request_timeout[1])
+            elif (
+                    isinstance(_request_timeout, tuple)
+                    and len(_request_timeout) == 2
+                ):
+                timeout = urllib3.Timeout(
+                    connect=_request_timeout[0],
+                    read=_request_timeout[1]
+                )
 
         try:
             # For `POST`, `PUT`, `PATCH`, `OPTIONS`, `DELETE`
-            if method in ["POST", "PUT", "PATCH", "OPTIONS", "DELETE"]:
+            if method in ['POST', 'PUT', 'PATCH', 'OPTIONS', 'DELETE']:
+
                 # no content type provided or payload is json
-                content_type = headers.get("Content-Type")
-                if not content_type or re.search("json", content_type, re.IGNORECASE):
+                content_type = headers.get('Content-Type')
+                if (
+                    not content_type
+                    or re.search('json', content_type, re.IGNORECASE)
+                ):
                     request_body = None
                     if body is not None:
                         request_body = json.dumps(body)
                     r = self.pool_manager.request(
-                        method, url, body=request_body, timeout=timeout, headers=headers, preload_content=False
+                        method,
+                        url,
+                        body=request_body,
+                        timeout=timeout,
+                        headers=headers,
+                        preload_content=False
                     )
-                elif content_type == "application/x-www-form-urlencoded":
+                elif content_type == 'application/x-www-form-urlencoded':
                     r = self.pool_manager.request(
                         method,
                         url,
@@ -161,15 +195,15 @@ def request(self, method, url, headers=None, body=None, post_params=None, _reque
                         encode_multipart=False,
                         timeout=timeout,
                         headers=headers,
-                        preload_content=False,
+                        preload_content=False
                     )
-                elif content_type == "multipart/form-data":
+                elif content_type == 'multipart/form-data':
                     # must del headers['Content-Type'], or the correct
                     # Content-Type which generated by urllib3 will be
                     # overwritten.
-                    del headers["Content-Type"]
+                    del headers['Content-Type']
                     # Ensures that dict objects are serialized
-                    post_params = [(a, json.dumps(b)) if isinstance(b, dict) else (a, b) for a, b in post_params]
+                    post_params = [(a, json.dumps(b)) if isinstance(b, dict) else (a,b) for a, b in post_params]
                     r = self.pool_manager.request(
                         method,
                         url,
@@ -177,20 +211,29 @@ def request(self, method, url, headers=None, body=None, post_params=None, _reque
                         encode_multipart=True,
                         timeout=timeout,
                         headers=headers,
-                        preload_content=False,
+                        preload_content=False
                     )
                 # Pass a `string` parameter directly in the body to support
                 # other content types than JSON when `body` argument is
                 # provided in serialized form.
                 elif isinstance(body, str) or isinstance(body, bytes):
                     r = self.pool_manager.request(
-                        method, url, body=body, timeout=timeout, headers=headers, preload_content=False
+                        method,
+                        url,
+                        body=body,
+                        timeout=timeout,
+                        headers=headers,
+                        preload_content=False
                     )
-                elif headers["Content-Type"].startswith("text/") and isinstance(body, bool):
+                elif headers['Content-Type'].startswith('text/') and isinstance(body, bool):
                     request_body = "true" if body else "false"
                     r = self.pool_manager.request(
-                        method, url, body=request_body, preload_content=False, timeout=timeout, headers=headers
-                    )
+                        method,
+                        url,
+                        body=request_body,
+                        preload_content=False,
+                        timeout=timeout,
+                        headers=headers)
                 else:
                     # Cannot generate the request from given parameters
                     msg = """Cannot prepare a request message for provided
@@ -200,7 +243,12 @@ def request(self, method, url, headers=None, body=None, post_params=None, _reque
             # For `GET`, `HEAD`
             else:
                 r = self.pool_manager.request(
-                    method, url, fields={}, timeout=timeout, headers=headers, preload_content=False
+                    method,
+                    url,
+                    fields={},
+                    timeout=timeout,
+                    headers=headers,
+                    preload_content=False
                 )
         except urllib3.exceptions.SSLError as e:
             msg = "\n".join([type(e).__name__, str(e)])
diff --git a/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client_README.md b/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client_README.md
index f90488c9..52847b6a 100644
--- a/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client_README.md
+++ b/libs/admin-api-lib/src/admin_api_lib/rag_backend_client/openapi_client_README.md
@@ -57,9 +57,10 @@ with admin_api_lib.rag_backend_client.openapi_client.ApiClient(configuration) as
     api_instance = admin_api_lib.rag_backend_client.openapi_client.RagApi(api_client)
     session_id = 'session_id_example' # str | 
     chat_request = admin_api_lib.rag_backend_client.openapi_client.ChatRequest() # ChatRequest | Chat with RAG.
+    scope = ['scope_example'] # List[str] |  (optional)
 
     try:
-        api_response = api_instance.chat(session_id, chat_request)
+        api_response = api_instance.chat(session_id, chat_request, scope=scope)
         print("The response of RagApi->chat:\n")
         pprint(api_response)
     except ApiException as e:
diff --git a/libs/admin-api-lib/tests/default_file_uploader_test.py b/libs/admin-api-lib/tests/default_file_uploader_test.py
index e146f8fc..df136e57 100644
--- a/libs/admin-api-lib/tests/default_file_uploader_test.py
+++ b/libs/admin-api-lib/tests/default_file_uploader_test.py
@@ -56,7 +56,7 @@ async def test_handle_file_upload_success(mocks):
     await uploader._handle_source_upload("s3path", upload_filename, "doc1.txt", "http://base")
 
     key_value_store.upsert.assert_any_call(upload_filename, Status.READY)
-    rag_api.upload_information_piece.assert_called_once_with([dummy_rag])
+    rag_api.upload_information_piece.assert_called_once_with([dummy_rag], target_space_id=None)
     document_deleter.adelete_document.assert_awaited_once_with(
         upload_filename,
         remove_from_key_value_store=False,
diff --git a/libs/admin-api-lib/tests/default_source_uploader_test.py b/libs/admin-api-lib/tests/default_source_uploader_test.py
index c799af29..a1fb5f38 100644
--- a/libs/admin-api-lib/tests/default_source_uploader_test.py
+++ b/libs/admin-api-lib/tests/default_source_uploader_test.py
@@ -76,7 +76,7 @@ async def test_handle_source_upload_success(mocks):
     await uploader._handle_source_upload("source1", "type1", [])
 
     key_value_store.upsert.assert_any_call("source1", Status.READY)
-    rag_api.upload_information_piece.assert_called_once_with([dummy_rag_piece])
+    rag_api.upload_information_piece.assert_called_once_with([dummy_rag_piece], target_space_id=None)
     document_deleter.adelete_document.assert_awaited_once_with(
         "source1",
         remove_from_key_value_store=False,
@@ -202,7 +202,7 @@ async def test_upload_source_timeout_error(mocks, monkeypatch):
     source_name = f"{source_type}:{sanitize_document_name(name)}"
 
     # monkey-patch the handler to sleep so that timeout triggers
-    async def fake_handle(self, source_name_arg, source_type_arg, kwargs_arg, upload_version=None):
+    async def fake_handle(self, source_name_arg, source_type_arg, kwargs_arg, **_kwargs):
         await asyncio.sleep(3600)
 
     # patch handler and Thread to trigger timeout synchronously
diff --git a/libs/rag-core-api/.openapi-generator-ignore b/libs/rag-core-api/.openapi-generator-ignore
index 31af0a6d..836f7720 100644
--- a/libs/rag-core-api/.openapi-generator-ignore
+++ b/libs/rag-core-api/.openapi-generator-ignore
@@ -34,3 +34,9 @@ setup.cfg
 .gitignore
 docker-compose.yaml
 .openapi-generator/FILES
+
+# These files are hand-maintained in this repo (DI wiring and custom request handling)
+src/rag_core_api/main.py
+src/rag_core_api/apis/rag_api.py
+src/rag_core_api/apis/rag_api_base.py
+src/rag_core_api/security_api.py
diff --git a/libs/rag-core-api/openapi.yaml b/libs/rag-core-api/openapi.yaml
index 724ea1a1..9ebbe5f5 100644
--- a/libs/rag-core-api/openapi.yaml
+++ b/libs/rag-core-api/openapi.yaml
@@ -30,6 +30,15 @@ paths:
         schema:
           type: string
         style: simple
+      - explode: true
+        in: query
+        name: scope
+        required: false
+        schema:
+          items:
+            type: string
+          type: array
+        style: form
       requestBody:
         content:
           application/json:
@@ -44,14 +53,27 @@ paths:
               schema:
                 $ref: '#/components/schemas/chat_response'
           description: OK.
+        "403":
+          description: Forbidden scope.
         "500":
           description: Internal Server Error!
+      security:
+      - {}
+      - BearerAuth: []
       tags:
       - rag
     summary: QNA or Rag Chat.
   /information_pieces/remove:
     post:
       operationId: remove_information_piece
+      parameters:
+      - explode: true
+        in: query
+        name: target_space_id
+        required: false
+        schema:
+          type: string
+        style: form
       requestBody:
         content:
           application/json:
@@ -61,6 +83,8 @@ paths:
       responses:
         "202":
           description: Accepted.
+        "403":
+          description: Forbidden target space.
         "404":
           description: Ressource not Found
         "422":
@@ -73,6 +97,14 @@ paths:
   /information_pieces/upload:
     post:
       operationId: upload_information_piece
+      parameters:
+      - explode: true
+        in: query
+        name: target_space_id
+        required: false
+        schema:
+          type: string
+        style: form
       requestBody:
         content:
           application/json:
@@ -84,6 +116,8 @@ paths:
       responses:
         "201":
           description: The file was successful uploaded.
+        "403":
+          description: Forbidden target space.
         "422":
           content:
             application/json:
diff --git a/libs/rag-core-api/src/rag_core_api/apis/rag_api.py b/libs/rag-core-api/src/rag_core_api/apis/rag_api.py
index 7641cc06..1ba0a977 100644
--- a/libs/rag-core-api/src/rag_core_api/apis/rag_api.py
+++ b/libs/rag-core-api/src/rag_core_api/apis/rag_api.py
@@ -58,6 +58,7 @@ async def _disconnected(request: Request) -> None:
     "/chat/{session_id}",
     responses={
         200: {"model": ChatResponse, "description": "OK."},
+        403: {"description": "Forbidden scope."},
         500: {"description": "Internal Server Error!"},
     },
     tags=["rag"],
@@ -67,9 +68,7 @@ async def chat(
     request: Request,
     session_id: str = Path(..., description=""),
     chat_request: ChatRequest = Body(None, description="Chat with RAG."),
-    token_BearerAuth: TokenModel = Security(
-        get_token_BearerAuth
-    ),
+    scope: List[str] = Query(None, description="Optional list of logical scope ids."),
 ) -> ChatResponse | None:
     """
     Asynchronously handles the chat endpoint for the RAG API.
@@ -82,8 +81,8 @@ async def chat(
         The session ID for the chat.
     chat_request : ChatRequest, optional
         The chat request payload
-    token_BearerAuth : TokenModel
-        The bearer authentication token.
+    scope : List[str]
+        Optional list of logical space identifiers to narrow retrieval scope.
 
     Returns
     -------
@@ -101,7 +100,7 @@ async def chat(
     request. It waits for either task to complete first and cancels the remaining tasks.
     """
     disconnect_task = create_task(_disconnected(request))
-    chat_task = create_task(BaseRagApi.subclasses[0]().chat(session_id, chat_request))
+    chat_task = create_task(BaseRagApi.subclasses[0]().chat(session_id, chat_request, scope=scope))
     done, pending = await wait(
         [disconnect_task, chat_task],
         return_when=FIRST_COMPLETED,
@@ -151,6 +150,7 @@ async def evaluate(
     "/information_pieces/remove",
     responses={
         202: {"description": "Accepted."},
+        403: {"description": "Forbidden target space"},
         404: {"description": "Ressource not Found"},
         422: {"description": "ID or metadata missing."},
         500: {"description": "Internal Server Error."},
@@ -161,6 +161,7 @@ async def evaluate(
 )
 async def remove_information_piece(
     delete_request: DeleteRequest = Body(None, description=""),
+    target_space_id: str = Query(None, description="Optional logical target space id."),
     token_BearerAuth: TokenModel = Security(
         get_token_BearerAuth
     ),
@@ -181,13 +182,17 @@ async def remove_information_piece(
     -------
     None
     """
-    return await BaseRagApi.subclasses[0]().remove_information_piece(delete_request)
+    return await BaseRagApi.subclasses[0]().remove_information_piece(
+        delete_request,
+        target_space_id=target_space_id,
+    )
 
 
 @router.post(
     "/information_pieces/upload",
     responses={
         201: {"description": "The file was successful uploaded."},
+        403: {"description": "Forbidden target space"},
         422: {"model": str, "description": "Wrong json format."},
         500: {"model": str, "description": "Internal Server Error."},
     },
@@ -197,6 +202,7 @@ async def remove_information_piece(
 )
 async def upload_information_piece(
     information_piece: List[InformationPiece] = Body(None, description=""),
+    target_space_id: str = Query(None, description="Optional logical target space id."),
     token_BearerAuth: TokenModel = Security(
         get_token_BearerAuth
     ),
@@ -217,4 +223,7 @@ async def upload_information_piece(
     -------
     None
     """
-    return await BaseRagApi.subclasses[0]().upload_information_piece(information_piece)
+    return await BaseRagApi.subclasses[0]().upload_information_piece(
+        information_piece,
+        target_space_id=target_space_id,
+    )
diff --git a/libs/rag-core-api/src/rag_core_api/apis/rag_api_base.py b/libs/rag-core-api/src/rag_core_api/apis/rag_api_base.py
index 863eea42..c30dd1a4 100644
--- a/libs/rag-core-api/src/rag_core_api/apis/rag_api_base.py
+++ b/libs/rag-core-api/src/rag_core_api/apis/rag_api_base.py
@@ -9,7 +9,7 @@
 from rag_core_api.models.chat_response import ChatResponse
 from rag_core_api.models.delete_request import DeleteRequest
 from rag_core_api.models.information_piece import InformationPiece
-from rag_core_api.security_api import get_token_BearerAuth
+
 
 class BaseRagApi:
     """Base class for RAG API.
@@ -33,6 +33,7 @@ async def chat(
         self,
         session_id: str,
         chat_request: ChatRequest,
+        scope: List[str] | None = None,
     ) -> ChatResponse:
         """
         Asynchronously handles the chat endpoint for the RAG API.
@@ -45,6 +46,8 @@ async def chat(
             The session ID for the chat.
         chat_request : ChatRequest, optional
             The chat request payload
+        scope : List[str], optional
+            Optional list of logical space ids to constrain retrieval.
 
         Returns
         -------
@@ -66,6 +69,7 @@ async def evaluate(
     async def remove_information_piece(
         self,
         delete_request: DeleteRequest,
+        target_space_id: str | None = None,
     ) -> None:
         """
         Asynchronously removes information pieces.
@@ -76,6 +80,8 @@ async def remove_information_piece(
         ----------
         delete_request : DeleteRequest
             The request body containing the details for the information piece to be removed.
+        target_space_id : str, optional
+            Optional logical target space id used to narrow deletion.
 
         Returns
         -------
@@ -85,6 +91,7 @@ async def remove_information_piece(
     async def upload_information_piece(
         self,
         information_piece: List[InformationPiece],
+        target_space_id: str | None = None,
     ) -> None:
         """
         Asynchronously uploads information pieces for vectordatabase.
@@ -95,6 +102,8 @@ async def upload_information_piece(
         ----------
         information_piece : List[InformationPiece]
             A list of information pieces to be uploaded (default None).
+        target_space_id : str, optional
+            Optional logical target space id (tenant/shared/global).
 
         Returns
         -------
diff --git a/libs/rag-core-api/src/rag_core_api/auth.py b/libs/rag-core-api/src/rag_core_api/auth.py
index d0370d7d..b833ae66 100644
--- a/libs/rag-core-api/src/rag_core_api/auth.py
+++ b/libs/rag-core-api/src/rag_core_api/auth.py
@@ -10,7 +10,17 @@
 from jwt import InvalidSignatureError
 import requests
 from keycloak import KeycloakOpenID
-from rag_core_lib.context import set_tenant_id
+from rag_core_api.impl.settings.knowledge_space_settings import KnowledgeSpaceSettings
+from rag_core_lib.context import (
+    clear_principal,
+    clear_requested_space_ids,
+    clear_target_space_id,
+    clear_tenant_id,
+    set_principal,
+    set_tenant_id,
+)
+from rag_core_lib.principal import Principal
+from rag_core_lib.principal_factory import principal_from_claims
 from pydantic_settings import BaseSettings
 
 logger = logging.getLogger(__name__)
@@ -24,6 +34,7 @@ class KeycloakSettings(BaseSettings):
     KEYCLOAK_CLIENT_ID: str = "rag-backend"
     KEYCLOAK_CLIENT_SECRET: str = ""
     KEYCLOAK_ALGORITHM: str = "RS256"
+    KEYCLOAK_ALLOWED_ISSUERS: str = ""
 
 
 keycloak_settings = KeycloakSettings()
@@ -45,10 +56,56 @@ class AuthMiddleware(BaseHTTPMiddleware):
 
     def __init__(self, app):
         super().__init__(app)
-        self.security = HTTPBearer()
+        self.security = HTTPBearer(auto_error=False)
         self._jwks = None
         self._public_key_pem = None
         self._jwks_by_issuer = {}
+        self._knowledge_space_settings = KnowledgeSpaceSettings()
+        self._trusted_issuers = self._build_trusted_issuers()
+
+    @staticmethod
+    def _normalize_issuer(issuer: str) -> str:
+        return issuer.rstrip("/")
+
+    def _default_trusted_issuers(self) -> set[str]:
+        base_url = keycloak_settings.KEYCLOAK_SERVER_URL.rstrip("/")
+        realm_name = keycloak_settings.KEYCLOAK_REALM_NAME.strip("/")
+        defaults = {f"{base_url}/realms/{realm_name}"}
+        if base_url.endswith("/auth"):
+            without_auth = base_url[: -len("/auth")]
+            if without_auth:
+                defaults.add(f"{without_auth}/realms/{realm_name}")
+        else:
+            defaults.add(f"{base_url}/auth/realms/{realm_name}")
+        return {self._normalize_issuer(issuer) for issuer in defaults if issuer}
+
+    def _configured_trusted_issuers(self) -> set[str]:
+        configured = keycloak_settings.KEYCLOAK_ALLOWED_ISSUERS.strip()
+        if not configured:
+            return set()
+        return {
+            self._normalize_issuer(issuer.strip())
+            for issuer in configured.split(",")
+            if issuer and issuer.strip()
+        }
+
+    def _build_trusted_issuers(self) -> set[str]:
+        trusted = self._default_trusted_issuers() | self._configured_trusted_issuers()
+        logger.info("Configured trusted token issuers: %s", sorted(trusted))
+        return trusted
+
+    def _is_trusted_issuer(self, issuer: str | None) -> bool:
+        if not issuer:
+            return False
+        return self._normalize_issuer(str(issuer)) in self._trusted_issuers
+
+    def _assert_trusted_issuer(self, issuer: str | None) -> str:
+        if not issuer:
+            raise ValueError("Token missing 'iss' claim")
+        normalized = self._normalize_issuer(str(issuer))
+        if normalized not in self._trusted_issuers:
+            raise ValueError(f"Untrusted token issuer: {issuer}")
+        return normalized
 
     def _get_jwks(self):
         """Fetch and cache JWKS from Keycloak."""
@@ -65,8 +122,7 @@ def _refresh_jwks(self):
 
     def _get_jwks_for_issuer(self, issuer: str):
         """Fetch JWKS for a given issuer and cache it."""
-        if not issuer:
-            return None
+        issuer = self._assert_trusted_issuer(issuer)
         if issuer in self._jwks_by_issuer:
             return self._jwks_by_issuer[issuer]
         jwks_url = issuer.rstrip("/") + "/protocol/openid-connect/certs"
@@ -81,8 +137,7 @@ def _get_jwks_for_issuer(self, issuer: str):
 
     def _refresh_jwks_for_issuer(self, issuer: str):
         """Refresh JWKS for a given issuer."""
-        if not issuer:
-            return None
+        issuer = self._assert_trusted_issuer(issuer)
         jwks_url = issuer.rstrip("/") + "/protocol/openid-connect/certs"
         # Patch for internal resolution if running in k8s/docker and issuer is external
         if "keycloak.rag.localhost" in jwks_url:
@@ -123,6 +178,12 @@ def _decode_with_jwks(self, token: str) -> dict:
         kid = header.get("kid")
         payload = jwt.decode(token, options={"verify_signature": False, "verify_aud": False})
         issuer = payload.get("iss")
+        trusted_issuer = None
+        if issuer:
+            if self._is_trusted_issuer(issuer):
+                trusted_issuer = self._normalize_issuer(str(issuer))
+            else:
+                logger.warning("Ignoring untrusted issuer from unverified token payload: %s", issuer)
 
         def _decode_with_keys(jwks_obj, source_name: str):
             keys = jwks_obj.get("keys", []) if isinstance(jwks_obj, dict) else []
@@ -155,19 +216,34 @@ def _decode_with_keys(jwks_obj, source_name: str):
             )
 
         jwks_sources = []
-        if issuer:
-            jwks_sources.append(("issuer", self._get_jwks_for_issuer(issuer), lambda: self._refresh_jwks_for_issuer(issuer)))
+        if trusted_issuer:
+            jwks_sources.append(
+                (
+                    "issuer",
+                    self._get_jwks_for_issuer(trusted_issuer),
+                    lambda: self._refresh_jwks_for_issuer(trusted_issuer),
+                )
+            )
         jwks_sources.append(("default", self._get_jwks(), self._refresh_jwks))
 
         last_error = None
         for name, jwks_obj, refresher in jwks_sources:
             try:
-                return _decode_with_keys(jwks_obj, name)
+                decoded = _decode_with_keys(jwks_obj, name)
+                self._assert_trusted_issuer(decoded.get("iss"))
+                return decoded
             except InvalidSignatureError as sig_err:
-                logger.info("JWKS signature failed (kid=%s, alg=%s, source=%s), refreshing and retrying", kid, alg, name)
+                logger.info(
+                    "JWKS signature failed (kid=%s, alg=%s, source=%s), refreshing and retrying",
+                    kid,
+                    alg,
+                    name,
+                )
                 last_error = sig_err
                 try:
-                    return _decode_with_keys(refresher(), name + "-refreshed")
+                    decoded = _decode_with_keys(refresher(), name + "-refreshed")
+                    self._assert_trusted_issuer(decoded.get("iss"))
+                    return decoded
                 except Exception as refresh_error:
                     last_error = refresh_error
                     continue
@@ -184,70 +260,100 @@ def _decode_with_pem(self, token: str) -> dict:
         header = jwt.get_unverified_header(token)
         alg = header.get("alg") or keycloak_settings.KEYCLOAK_ALGORITHM
         try:
-            return jwt.decode(
+            decoded = jwt.decode(
                 token,
                 key=self._get_public_key_pem(),
                 algorithms=[alg],
                 options={"verify_aud": False},
                 leeway=10,
             )
+            self._assert_trusted_issuer(decoded.get("iss"))
+            return decoded
         except InvalidSignatureError:
             logger.info("PEM signature failed (alg=%s), refreshing public key and retrying", alg)
-            return jwt.decode(
+            decoded = jwt.decode(
                 token,
                 key=self._refresh_public_key_pem(),
                 algorithms=[alg],
                 options={"verify_aud": False},
                 leeway=10,
             )
+            self._assert_trusted_issuer(decoded.get("iss"))
+            return decoded
 
     async def dispatch(self, request: Request, call_next):
         """Authenticate request."""
-        if request.method == "OPTIONS":
-            return await call_next(request)
-
-        # Skip auth for docs and openapi
-        openapi_paths = {"/docs", "/openapi.json", "/redoc"}
-        if request.url.path in openapi_paths:
-            return await call_next(request)
-
-        # Allow internal health/readiness without auth
-        if request.url.path in {"/health", "/health/ready", "/health/live", "/ready", "/live"}:
-            return await call_next(request)
-
-        credentials: Optional[HTTPAuthorizationCredentials] = await self.security(request)
-        if not credentials:
-            raise HTTPException(
-                status_code=status.HTTP_401_UNAUTHORIZED,
-                detail="Invalid authentication credentials",
-                headers={"WWW-Authenticate": "Bearer"},
-            )
-
-        token = credentials.credentials
+        clear_principal()
+        clear_requested_space_ids()
+        clear_target_space_id()
+        clear_tenant_id()
         try:
-            # Verify token
-            # Try JWKS first (kid-aware) and fall back to realm public key PEM if needed.
-            try:
-                token_info = self._decode_with_jwks(token)
-            except Exception as jwks_error:
-                logger.warning("JWKS verification failed, retrying with PEM: %s", jwks_error)
-                token_info = self._decode_with_pem(token)
-
-            # Extract Tenant ID (Organization) - must be present
-            tenant_id = token_info.get("tenant_id")
-            if not tenant_id:
-                logger.warning("No tenant ID found in token for user %s", token_info.get("preferred_username"))
-                raise HTTPException(status_code=status.HTTP_403_FORBIDDEN, detail="Missing tenant_id claim in token")
-
-            set_tenant_id(tenant_id)
-            logger.info(f"Authenticated user {token_info.get('preferred_username')} for tenant {tenant_id}")
-
-        except Exception as e:
-            logger.error(f"Authentication failed: {e}")
-            raise HTTPException(
-                status_code=status.HTTP_401_UNAUTHORIZED,
-                detail="Invalid token",
-                headers={"WWW-Authenticate": "Bearer"},
+            if request.method == "OPTIONS":
+                return await call_next(request)
+
+            # Skip auth for docs and openapi
+            openapi_paths = {"/docs", "/openapi.json", "/redoc", "/api/docs", "/api/openapi.json", "/api/redoc"}
+            if request.url.path in openapi_paths:
+                return await call_next(request)
+
+            # Allow internal health/readiness without auth
+            if request.url.path in {"/health", "/health/ready", "/health/live", "/ready", "/live"}:
+                return await call_next(request)
+
+            credentials: Optional[HTTPAuthorizationCredentials] = await self.security(request)
+            chat_paths = ("/chat/", "/api/chat/")
+            allow_anonymous_chat = self._knowledge_space_settings.allow_anonymous_chat and request.url.path.startswith(
+                chat_paths
             )
-        
-        return await call_next(request)
+            if not credentials:
+                if allow_anonymous_chat:
+                    set_principal(Principal.anonymous())
+                    return await call_next(request)
+                raise HTTPException(
+                    status_code=status.HTTP_401_UNAUTHORIZED,
+                    detail="Invalid authentication credentials",
+                    headers={"WWW-Authenticate": "Bearer"},
+                )
+
+            token = credentials.credentials
+            try:
+                # Verify token
+                # Try JWKS first (kid-aware) and fall back to realm public key PEM if needed.
+                try:
+                    token_info = self._decode_with_jwks(token)
+                except Exception as jwks_error:
+                    logger.warning("JWKS verification failed, retrying with PEM: %s", jwks_error)
+                    token_info = self._decode_with_pem(token)
+
+                principal = principal_from_claims(token_info)
+                if not principal.tenant_id:
+                    logger.warning("No tenant ID found in token for user %s", token_info.get("preferred_username"))
+                    raise HTTPException(
+                        status_code=status.HTTP_403_FORBIDDEN,
+                        detail="Missing tenant_id claim in token",
+                    )
+
+                set_principal(principal)
+                set_tenant_id(principal.tenant_id)
+                logger.info(
+                    "Authenticated user %s for tenant %s",
+                    token_info.get("preferred_username"),
+                    principal.tenant_id,
+                )
+
+            except HTTPException:
+                raise
+            except Exception as e:
+                logger.error(f"Authentication failed: {e}")
+                raise HTTPException(
+                    status_code=status.HTTP_401_UNAUTHORIZED,
+                    detail="Invalid token",
+                    headers={"WWW-Authenticate": "Bearer"},
+                )
+
+            return await call_next(request)
+        finally:
+            clear_requested_space_ids()
+            clear_target_space_id()
+            clear_principal()
+            clear_tenant_id()
diff --git a/libs/rag-core-api/src/rag_core_api/dependency_container.py b/libs/rag-core-api/src/rag_core_api/dependency_container.py
index 6125eff0..be1762c6 100644
--- a/libs/rag-core-api/src/rag_core_api/dependency_container.py
+++ b/libs/rag-core-api/src/rag_core_api/dependency_container.py
@@ -1,5 +1,7 @@
 """Module containing the dependency injection container for managing application dependencies."""
 
+import logging
+
 import qdrant_client
 from qdrant_client import models
 from dependency_injector.containers import DeclarativeContainer
@@ -44,6 +46,7 @@
     EmbedderClassTypeSettings,
 )
 from rag_core_api.impl.settings.error_messages import ErrorMessages
+from rag_core_api.impl.settings.knowledge_space_settings import KnowledgeSpaceSettings
 from rag_core_api.impl.settings.ollama_embedder_settings import OllamaEmbedderSettings
 from rag_core_api.impl.settings.ragas_settings import RagasSettings
 from rag_core_api.impl.settings.reranker_settings import RerankerSettings
@@ -52,6 +55,8 @@
 from rag_core_api.impl.settings.stackit_embedder_settings import StackitEmbedderSettings
 from rag_core_api.impl.settings.vector_db_settings import VectorDatabaseSettings
 from rag_core_api.impl.vector_databases.qdrant_database import QdrantDatabase
+from rag_core_api.knowledge_spaces.access_service import KnowledgeSpaceAccessService
+from rag_core_api.knowledge_spaces.collection_router import KnowledgeSpaceCollectionRouter
 from rag_core_api.mapper.information_piece_mapper import InformationPieceMapper
 from rag_core_api.prompt_templates.answer_generation_prompt import (
     ANSWER_GENERATION_PROMPT,
@@ -71,6 +76,8 @@
 from rag_core_lib.impl.tracers.langfuse_traced_runnable import LangfuseTracedRunnable
 from rag_core_lib.impl.utils.async_threadsafe_semaphore import AsyncThreadsafeSemaphore
 
+logger = logging.getLogger(__name__)
+
 
 def _build_vectorstore(client, embedding_model, sparse_embedding_model, settings, retrieval_mode):
     """Ensure Qdrant collection exists and return a ready vector store."""
@@ -86,23 +93,35 @@ def _build_vectorstore(client, embedding_model, sparse_embedding_model, settings
         "text-sparse": models.SparseVectorParams(index=models.SparseIndexParams(on_disk=False)),
     }
 
-    # Recreate collection if missing or missing required sparse vectors
-    needs_recreate = False
     if not client.collection_exists(settings.collection_name):
-        needs_recreate = True
-    else:
-        info = client.get_collection(settings.collection_name)
-        current_sparse = set(info.config.params.sparse_vectors.keys()) if info.config.params.sparse_vectors else set()
-        required_sparse = set(sparse_vectors.keys())
-        if not required_sparse.issubset(current_sparse):
-            needs_recreate = True
-
-    if needs_recreate:
-        client.recreate_collection(
+        client.create_collection(
             collection_name=settings.collection_name,
             vectors_config=models.VectorParams(size=dim, distance=models.Distance.COSINE),
             sparse_vectors_config=sparse_vectors,
         )
+    else:
+        info = client.get_collection(settings.collection_name)
+        current_sparse = set(info.config.params.sparse_vectors.keys()) if info.config.params.sparse_vectors else set()
+        required_sparse = set(sparse_vectors.keys())
+        missing_sparse = required_sparse - current_sparse
+        if missing_sparse:
+            logger.warning(
+                "Collection '%s' is missing sparse vectors %s. Attempting non-destructive update.",
+                settings.collection_name,
+                sorted(missing_sparse),
+            )
+            try:
+                # Try to add only missing sparse vectors without recreating collection/data.
+                client.update_collection(
+                    collection_name=settings.collection_name,
+                    sparse_vectors_config={name: sparse_vectors[name] for name in missing_sparse},
+                )
+            except Exception:
+                logger.exception(
+                    "Could not update sparse vector config for collection '%s' non-destructively. "
+                    "Keeping existing collection to avoid data loss.",
+                    settings.collection_name,
+                )
 
     return QdrantVectorStore(
         client=client,
@@ -136,6 +155,7 @@ class DependencyContainer(DeclarativeContainer):
     chat_history_settings = ChatHistorySettings()
     sparse_embedder_settings = SparseEmbedderSettings()
     retry_decorator_settings = RetryDecoratorSettings()
+    knowledge_space_settings = KnowledgeSpaceSettings()
     chat_history_config.from_dict(chat_history_settings.model_dump())
 
     class_selector_config.from_dict(rag_class_type_settings.model_dump() | embedder_class_type_settings.model_dump())
@@ -164,12 +184,21 @@ class DependencyContainer(DeclarativeContainer):
         retrieval_mode=vector_database_settings.retrieval_mode,
     )
 
+    knowledge_space_access_service = Singleton(KnowledgeSpaceAccessService, settings=knowledge_space_settings)
+    knowledge_space_collection_router = Singleton(
+        KnowledgeSpaceCollectionRouter,
+        settings=knowledge_space_settings,
+        vector_settings=vector_database_settings,
+    )
+
     vector_database = Singleton(
         QdrantDatabase,
         settings=vector_database_settings,
         embedder=embedder,
         sparse_embedder=sparse_embedder,
         vectorstore=vectorstore,
+        access_service=knowledge_space_access_service,
+        collection_router=knowledge_space_collection_router,
     )
 
     flashrank_reranker = Singleton(
diff --git a/libs/rag-core-api/src/rag_core_api/impl/rag_api.py b/libs/rag-core-api/src/rag_core_api/impl/rag_api.py
index c63feeec..587f845f 100644
--- a/libs/rag-core-api/src/rag_core_api/impl/rag_api.py
+++ b/libs/rag-core-api/src/rag_core_api/impl/rag_api.py
@@ -5,7 +5,7 @@
 from threading import Thread
 
 from dependency_injector.wiring import Provide, inject
-from fastapi import Depends
+from fastapi import Depends, HTTPException, status
 
 from rag_core_api.api_endpoints.chat import Chat
 from rag_core_api.api_endpoints.information_piece_remover import InformationPieceRemover
@@ -15,10 +15,21 @@
 from rag_core_api.apis.rag_api_base import BaseRagApi
 from rag_core_api.dependency_container import DependencyContainer
 from rag_core_api.evaluator.evaluator import Evaluator
+from rag_core_api.knowledge_spaces.access_service import (
+    KnowledgeSpaceAccessDeniedError,
+    KnowledgeSpaceAccessService,
+)
 from rag_core_api.models.chat_request import ChatRequest
 from rag_core_api.models.chat_response import ChatResponse
 from rag_core_api.models.delete_request import DeleteRequest
 from rag_core_api.models.information_piece import InformationPiece
+from rag_core_lib.context import (
+    clear_requested_space_ids,
+    clear_target_space_id,
+    get_principal,
+    set_requested_space_ids,
+    set_target_space_id,
+)
 
 logger = logging.getLogger(__name__)
 
@@ -42,7 +53,9 @@ async def chat(
         self,
         session_id: str,
         chat_request: ChatRequest,
+        scope: list[str] | None = None,
         chat_endpoint: Chat = Depends(Provide[DependencyContainer.chat_endpoint]),
+        access_service: KnowledgeSpaceAccessService = Depends(Provide[DependencyContainer.knowledge_space_access_service]),
     ) -> ChatResponse:
         """
         Asynchronously handles the chat endpoint for the RAG API.
@@ -61,7 +74,16 @@ async def chat(
         ChatResponse
             The chat response if the chat task completes successfully.
         """
-        return await chat_endpoint.achat(session_id, chat_request)
+        try:
+            effective_spaces = access_service.resolve_effective_scope(get_principal(), scope)
+        except KnowledgeSpaceAccessDeniedError as exc:
+            raise HTTPException(status_code=status.HTTP_403_FORBIDDEN, detail=str(exc))
+
+        set_requested_space_ids([space.id for space in effective_spaces])
+        try:
+            return await chat_endpoint.achat(session_id, chat_request)
+        finally:
+            clear_requested_space_ids()
 
     @inject
     async def evaluate(
@@ -94,9 +116,11 @@ async def evaluate(
     async def remove_information_piece(
         self,
         delete_request: DeleteRequest,
+        target_space_id: str | None = None,
         information_pieces_remover: InformationPieceRemover = Depends(
             Provide[DependencyContainer.information_pieces_remover]
         ),
+        access_service: KnowledgeSpaceAccessService = Depends(Provide[DependencyContainer.knowledge_space_access_service]),
     ) -> None:
         """
         Asynchronously Removes information pieces based on the provided delete request.
@@ -113,15 +137,26 @@ async def remove_information_piece(
         -------
         None
         """
-        information_pieces_remover.remove_information_piece(delete_request)
+        try:
+            access_service.resolve_delete_scope(get_principal(), target_space_id)
+        except KnowledgeSpaceAccessDeniedError as exc:
+            raise HTTPException(status_code=status.HTTP_403_FORBIDDEN, detail=str(exc))
+
+        set_target_space_id(target_space_id)
+        try:
+            information_pieces_remover.remove_information_piece(delete_request)
+        finally:
+            clear_target_space_id()
 
     @inject
     async def upload_information_piece(
         self,
         information_piece: list[InformationPiece],
+        target_space_id: str | None = None,
         information_pieces_uploader: InformationPiecesUploader = Depends(
             Provide[DependencyContainer.information_pieces_uploader]
         ),
+        access_service: KnowledgeSpaceAccessService = Depends(Provide[DependencyContainer.knowledge_space_access_service]),
     ) -> None:
         """
         Asynchronously uploads a list of information pieces.
@@ -138,4 +173,13 @@ async def upload_information_piece(
         -------
         None
         """
-        information_pieces_uploader.upload_information_piece(information_piece)
+        try:
+            access_service.resolve_upload_target(get_principal(), target_space_id)
+        except KnowledgeSpaceAccessDeniedError as exc:
+            raise HTTPException(status_code=status.HTTP_403_FORBIDDEN, detail=str(exc))
+
+        set_target_space_id(target_space_id)
+        try:
+            information_pieces_uploader.upload_information_piece(information_piece)
+        finally:
+            clear_target_space_id()
diff --git a/libs/rag-core-api/src/rag_core_api/impl/settings/knowledge_space_settings.py b/libs/rag-core-api/src/rag_core_api/impl/settings/knowledge_space_settings.py
new file mode 100644
index 00000000..db0ae732
--- /dev/null
+++ b/libs/rag-core-api/src/rag_core_api/impl/settings/knowledge_space_settings.py
@@ -0,0 +1,88 @@
+"""Settings for knowledge spaces and multitenancy collection strategy."""
+
+from __future__ import annotations
+
+from string import Formatter
+from typing import Literal
+
+from pydantic import Field, field_validator
+from pydantic_settings import BaseSettings, SettingsConfigDict
+
+
+def _template_fields(template: str) -> set[str]:
+    fields: set[str] = set()
+    for _, field_name, _, _ in Formatter().parse(template):
+        if field_name:
+            fields.add(field_name)
+    return fields
+
+
+class KnowledgeSpaceSettings(BaseSettings):
+    """Configuration for logical knowledge spaces and physical collection mapping."""
+
+    model_config = SettingsConfigDict(case_sensitive=False, populate_by_name=True)
+
+    collection_strategy: Literal["single", "hybrid", "isolated"] = Field(
+        default="single", validation_alias="MULTITENANCY_COLLECTION_STRATEGY"
+    )
+    tenant_collection_template: str = Field(
+        default="tenant_{tenant_id}", validation_alias="MULTITENANCY_TENANT_COLLECTION_TEMPLATE"
+    )
+    shared_domain_collection_template: str = Field(
+        default="shared_{domain_id}", validation_alias="MULTITENANCY_SHARED_DOMAIN_COLLECTION_TEMPLATE"
+    )
+    global_collection_name: str = Field(
+        default="shared_global", validation_alias="MULTITENANCY_GLOBAL_COLLECTION_NAME"
+    )
+    knowledge_spaces_state_file: str = Field(
+        default="infrastructure/rag/knowledge-spaces-state.json",
+        validation_alias="KNOWLEDGE_SPACES_STATE_FILE",
+    )
+    enable_space_selector_in_chat: bool = Field(
+        default=False, validation_alias="ENABLE_SPACE_SELECTOR_IN_CHAT"
+    )
+    enable_upload_sharing_target: bool = Field(
+        default=False, validation_alias="ENABLE_UPLOAD_SHARING_TARGET"
+    )
+    allow_anonymous_chat: bool = Field(default=False, validation_alias="ALLOW_ANONYMOUS_CHAT")
+
+    @field_validator("tenant_collection_template")
+    @classmethod
+    def _validate_tenant_template(cls, template: str) -> str:
+        fields = _template_fields(template)
+        if fields != {"tenant_id"}:
+            raise ValueError("MULTITENANCY_TENANT_COLLECTION_TEMPLATE must contain only {tenant_id}.")
+        return template
+
+    @field_validator("shared_domain_collection_template")
+    @classmethod
+    def _validate_shared_template(cls, template: str) -> str:
+        fields = _template_fields(template)
+        if fields != {"domain_id"}:
+            raise ValueError("MULTITENANCY_SHARED_DOMAIN_COLLECTION_TEMPLATE must contain only {domain_id}.")
+        return template
+
+    @field_validator("global_collection_name")
+    @classmethod
+    def _validate_global_name(cls, value: str) -> str:
+        value = value.strip()
+        if not value:
+            raise ValueError("MULTITENANCY_GLOBAL_COLLECTION_NAME must not be empty.")
+        if "{" in value or "}" in value:
+            raise ValueError("MULTITENANCY_GLOBAL_COLLECTION_NAME must not contain template placeholders.")
+        return value
+
+    @staticmethod
+    def tenant_space_id(tenant_id: str) -> str:
+        """Build tenant space id from tenant id."""
+        return f"tenant_{tenant_id}"
+
+    @staticmethod
+    def shared_domain_space_id(domain_id: str) -> str:
+        """Build shared-domain space id from domain id."""
+        return f"shared_{domain_id}"
+
+    @staticmethod
+    def global_space_id() -> str:
+        """Return global space id."""
+        return "shared_global"
diff --git a/libs/rag-core-api/src/rag_core_api/impl/vector_databases/qdrant_database.py b/libs/rag-core-api/src/rag_core_api/impl/vector_databases/qdrant_database.py
index ae0459f1..47722b71 100644
--- a/libs/rag-core-api/src/rag_core_api/impl/vector_databases/qdrant_database.py
+++ b/libs/rag-core-api/src/rag_core_api/impl/vector_databases/qdrant_database.py
@@ -1,5 +1,8 @@
 """Module containing the QdrantDatabase class."""
 
+from __future__ import annotations
+
+import asyncio
 import logging
 
 from langchain_core.documents import Document
@@ -9,9 +12,16 @@
 
 from rag_core_api.embeddings.embedder import Embedder
 from rag_core_api.impl.settings.vector_db_settings import VectorDatabaseSettings
+from rag_core_api.knowledge_spaces.access_service import KnowledgeSpaceAccessService
+from rag_core_api.knowledge_spaces.collection_router import KnowledgeSpaceCollectionRouter
+from rag_core_api.knowledge_spaces.models import (
+    DocumentVisibilityMetadata,
+    KnowledgeSpace,
+    KnowledgeSpaceType,
+)
 from rag_core_api.vector_databases.vector_database import VectorDatabase
-from rag_core_lib.context import get_tenant_id
-
+from rag_core_lib.context import get_principal, get_requested_space_ids, get_target_space_id
+from rag_core_lib.principal import Principal
 
 logger = logging.getLogger(__name__)
 
@@ -29,6 +39,8 @@ def __init__(
         embedder: Embedder,
         sparse_embedder: SparseEmbeddings,
         vectorstore: QdrantVectorStore,
+        access_service: KnowledgeSpaceAccessService,
+        collection_router: KnowledgeSpaceCollectionRouter,
     ):
         """
         Initialize the Qdrant database.
@@ -39,8 +51,12 @@ def __init__(
             The settings for the vector database.
         embedder : Embedder
             The embedder used to convert chunks into vector representations.
-        vectorstore : Qdrant
-            The Qdrant vector store instance.
+        vectorstore : QdrantVectorStore
+            The default Qdrant vector store instance.
+        access_service : KnowledgeSpaceAccessService
+            Service resolving readable and writable logical spaces.
+        collection_router : KnowledgeSpaceCollectionRouter
+            Router that maps logical spaces to physical collections.
         """
         super().__init__(
             settings=settings,
@@ -48,40 +64,233 @@ def __init__(
             vectorstore=vectorstore,
             sparse_embedder=sparse_embedder,
         )
+        self._access_service = access_service
+        self._collection_router = collection_router
+        self._vectorstores: dict[str, QdrantVectorStore] = {vectorstore.collection_name: vectorstore}
 
     @property
     def collection_available(self):
         """
-        Check if the collection is available and has points.
-
-        This property checks if the collection specified by the `_vectorstore.collection_name`
-        exists in the list of collections and if it contains any points.
+        Check if at least one relevant collection is available and has points.
 
         Returns
         -------
         bool
-            True if the collection exists and has points, False otherwise.
+            True if at least one relevant collection exists and has points, False otherwise.
         """
-        if self._vectorstore.collection_name in [c.name for c in self.get_collections()]:
-            collection = self._vectorstore.client.get_collection(self._vectorstore.collection_name)
-            return collection.points_count > 0
+        if self._collection_router.strategy == "single":
+            if self._vectorstore.collection_name in [c.name for c in self.get_collections()]:
+                collection = self._vectorstore.client.get_collection(self._vectorstore.collection_name)
+                return collection.points_count > 0
+            return False
+
+        try:
+            spaces = self._resolve_read_scope()
+        except Exception:
+            return False
+        for space in spaces:
+            collection_name = self._collection_router.collection_for_space(space)
+            if not self._collection_exists(collection_name):
+                continue
+            collection = self._vectorstore.client.get_collection(collection_name)
+            if collection.points_count > 0:
+                return True
         return False
 
     @staticmethod
-    def _search_kwargs_builder(search_kwargs: dict, filter_kwargs: dict):
-        """Build search kwargs with proper Qdrant filter format."""
+    def _metadata_conditions(filter_kwargs: dict | None) -> list[models.Condition]:
         if not filter_kwargs:
+            return []
+        return [
+            models.FieldCondition(key="metadata." + key, match=models.MatchValue(value=value))
+            for key, value in filter_kwargs.items()
+        ]
+
+    @staticmethod
+    def _merge_filters(
+        filter_kwargs: dict | None,
+        acl_filter: models.Filter | None = None,
+        extra_conditions: list[models.Condition] | None = None,
+    ) -> models.Filter | None:
+        must_conditions: list[models.Condition] = QdrantDatabase._metadata_conditions(filter_kwargs)
+        if extra_conditions:
+            must_conditions.extend(extra_conditions)
+        if acl_filter:
+            must_conditions.append(acl_filter)
+        if not must_conditions:
+            return None
+        return models.Filter(must=must_conditions)
+
+    @staticmethod
+    def _search_kwargs_builder(
+        search_kwargs: dict,
+        filter_kwargs: dict | None,
+        acl_filter: models.Filter | None = None,
+        extra_conditions: list[models.Condition] | None = None,
+    ):
+        """Build search kwargs with proper Qdrant filter format."""
+        merged_filter = QdrantDatabase._merge_filters(
+            filter_kwargs=filter_kwargs, acl_filter=acl_filter, extra_conditions=extra_conditions
+        )
+        if not merged_filter:
             return search_kwargs
+        return {**search_kwargs, "filter": merged_filter}
+
+    def _build_single_strategy_acl_filter(self, spaces: list[KnowledgeSpace]) -> models.Filter | None:
+        should_conditions: list[models.Condition] = []
+        for space in spaces:
+            if space.type == KnowledgeSpaceType.TENANT:
+                should_conditions.append(
+                    models.FieldCondition(key="metadata.space_id", match=models.MatchValue(value=space.id))
+                )
+                if space.tenant_id:
+                    # Backward compatibility for legacy chunks without visibility/space_id metadata.
+                    should_conditions.append(
+                        models.FieldCondition(key="metadata.tenant_id", match=models.MatchValue(value=space.tenant_id))
+                    )
+            elif space.type == KnowledgeSpaceType.SHARED_DOMAIN:
+                should_conditions.append(
+                    models.FieldCondition(key="metadata.space_id", match=models.MatchValue(value=space.id))
+                )
+                if space.domain_id:
+                    should_conditions.append(
+                        models.Filter(
+                            must=[
+                                models.FieldCondition(
+                                    key="metadata.visibility",
+                                    match=models.MatchValue(value=KnowledgeSpaceType.SHARED_DOMAIN.value),
+                                ),
+                                models.FieldCondition(
+                                    key="metadata.domain_id",
+                                    match=models.MatchValue(value=space.domain_id),
+                                ),
+                            ]
+                        )
+                    )
+            elif space.type == KnowledgeSpaceType.GLOBAL:
+                should_conditions.append(
+                    models.FieldCondition(key="metadata.space_id", match=models.MatchValue(value=space.id))
+                )
+                should_conditions.append(
+                    models.FieldCondition(
+                        key="metadata.visibility", match=models.MatchValue(value=KnowledgeSpaceType.GLOBAL.value)
+                    )
+                )
 
-        # Convert dict filter to Qdrant filter format
-        qdrant_filter = models.Filter(
-            must=[
-                models.FieldCondition(key="metadata." + key, match=models.MatchValue(value=value))
-                for key, value in filter_kwargs.items()
-            ]
+        if not should_conditions:
+            return None
+        return models.Filter(should=should_conditions)
+
+    def _resolve_read_scope(self) -> list[KnowledgeSpace]:
+        principal = get_principal()
+        requested_scope = get_requested_space_ids()
+        return self._access_service.resolve_effective_scope(principal, requested_scope)
+
+    def _resolve_upload_target(self) -> KnowledgeSpace:
+        principal = get_principal()
+        target_space_id = get_target_space_id()
+        return self._access_service.resolve_upload_target(principal, target_space_id)
+
+    def _resolve_delete_scope(self) -> list[KnowledgeSpace]:
+        principal = get_principal()
+        target_space_id = get_target_space_id()
+        return self._access_service.resolve_delete_scope(principal, target_space_id)
+
+    def _collection_exists(self, collection_name: str) -> bool:
+        return self._vectorstore.client.collection_exists(collection_name)
+
+    def _ensure_collection_exists(self, collection_name: str) -> None:
+        if self._collection_exists(collection_name):
+            return
+
+        default_collection = self._collection_router.default_collection_name
+        if self._collection_exists(default_collection):
+            info = self._vectorstore.client.get_collection(default_collection)
+            vectors_config = info.config.params.vectors
+            sparse_vectors_config = info.config.params.sparse_vectors
+        else:
+            try:
+                dim = len(self._embedder.embed_query("health check"))
+            except Exception:
+                dim = 1536
+            vectors_config = models.VectorParams(size=dim, distance=models.Distance.COSINE)
+            sparse_vectors_config = {
+                "langchain-sparse": models.SparseVectorParams(index=models.SparseIndexParams(on_disk=False)),
+                "text-sparse": models.SparseVectorParams(index=models.SparseIndexParams(on_disk=False)),
+            }
+
+        self._vectorstore.client.create_collection(
+            collection_name=collection_name,
+            vectors_config=vectors_config,
+            sparse_vectors_config=sparse_vectors_config,
         )
 
-        return {**search_kwargs, "filter": qdrant_filter}
+    def _get_vectorstore_for_collection(self, collection_name: str, create_if_missing: bool = False) -> QdrantVectorStore:
+        if collection_name in self._vectorstores:
+            return self._vectorstores[collection_name]
+
+        if create_if_missing:
+            self._ensure_collection_exists(collection_name)
+        elif not self._collection_exists(collection_name):
+            raise ValueError(f"Collection '{collection_name}' does not exist.")
+
+        vectorstore = QdrantVectorStore(
+            client=self._vectorstore.client,
+            collection_name=collection_name,
+            embedding=self._embedder,
+            sparse_embedding=self._sparse_embedder,
+            validate_collection_config=self._settings.validate_collection_config,
+            retrieval_mode=self._settings.retrieval_mode,
+        )
+        self._vectorstores[collection_name] = vectorstore
+        return vectorstore
+
+    async def _asearch_collection(self, collection_name: str, query: str, search_params: dict) -> list[Document]:
+        vectorstore = self._get_vectorstore_for_collection(collection_name)
+        retriever = vectorstore.as_retriever(query=query, search_kwargs=search_params)
+        return await retriever.ainvoke(query)
+
+    @staticmethod
+    def _annotate_document_space(document: Document, space: KnowledgeSpace, collection_name: str) -> None:
+        document.metadata.setdefault("space_id", space.id)
+        document.metadata.setdefault("space_type", space.type.value)
+        document.metadata.setdefault("visibility", space.type.value)
+        if space.domain_id:
+            document.metadata.setdefault("domain_id", space.domain_id)
+        if space.tenant_id:
+            document.metadata.setdefault("tenant_id", space.tenant_id)
+        document.metadata["_collection_name"] = collection_name
+
+    def _annotate_single_mode_document(self, document: Document, spaces: list[KnowledgeSpace], collection_name: str) -> None:
+        if "space_id" in document.metadata:
+            document.metadata.setdefault("space_type", document.metadata.get("visibility", "tenant"))
+            document.metadata["_collection_name"] = collection_name
+            return
+
+        tenant_id = document.metadata.get("tenant_id")
+        if tenant_id:
+            tenant_space = self._access_service.tenant_space(str(tenant_id))
+            self._annotate_document_space(document, tenant_space, collection_name)
+            return
+
+        space_ids = {space.id: space for space in spaces}
+        global_space_id = self._access_service.global_space().id
+        if global_space_id in space_ids:
+            self._annotate_document_space(document, space_ids[global_space_id], collection_name)
+        else:
+            document.metadata["_collection_name"] = collection_name
+
+    @staticmethod
+    def _dedupe_documents(documents: list[Document]) -> list[Document]:
+        deduped: list[Document] = []
+        seen: set[str] = set()
+        for document in documents:
+            key = str(document.metadata.get("id") or document.page_content)
+            if key in seen:
+                continue
+            seen.add(key)
+            deduped.append(document)
+        return deduped
 
     async def asearch(self, query: str, search_kwargs: dict, filter_kwargs: dict | None = None) -> list[Document]:
         """
@@ -102,27 +311,99 @@ async def asearch(self, query: str, search_kwargs: dict, filter_kwargs: dict | N
             A list of documents that match the search query and filters, including related documents.
         """
         try:
-            tenant_id = get_tenant_id()
-            if tenant_id:
-                filter_kwargs = filter_kwargs or {}
-                filter_kwargs["tenant_id"] = tenant_id
-
-            search_params = self._search_kwargs_builder(search_kwargs=search_kwargs, filter_kwargs=filter_kwargs)
-
-            retriever = self._vectorstore.as_retriever(query=query, search_kwargs=search_params)
-
-            results = await retriever.ainvoke(query)
-            related_results = []
+            spaces = self._resolve_read_scope()
+            if not spaces:
+                return []
+
+            if self._collection_router.strategy == "single":
+                collection_name = self._collection_router.default_collection_name
+                acl_filter = self._build_single_strategy_acl_filter(spaces)
+                search_params = self._search_kwargs_builder(
+                    search_kwargs=search_kwargs, filter_kwargs=filter_kwargs, acl_filter=acl_filter
+                )
+                results = await self._asearch_collection(collection_name=collection_name, query=query, search_params=search_params)
+                for result in results:
+                    self._annotate_single_mode_document(result, spaces=spaces, collection_name=collection_name)
+
+                related_results: list[Document] = []
+                for result in results:
+                    related_results.extend(
+                        self._get_related(
+                            result.metadata.get("related", []),
+                            collection_name=collection_name,
+                            acl_filter=acl_filter,
+                        )
+                    )
+                for result in related_results:
+                    self._annotate_single_mode_document(result, spaces=spaces, collection_name=collection_name)
+                return self._dedupe_documents(results + related_results)
+
+            search_tasks: list[asyncio.Task[list[Document]]] = []
+            task_spaces: list[tuple[KnowledgeSpace, str]] = []
+            for space in spaces:
+                collection_name = self._collection_router.collection_for_space(space)
+                if not self._collection_exists(collection_name):
+                    continue
+                space_condition = models.FieldCondition(
+                    key="metadata.space_id",
+                    match=models.MatchValue(value=space.id),
+                )
+                search_params = self._search_kwargs_builder(
+                    search_kwargs=search_kwargs,
+                    filter_kwargs=filter_kwargs,
+                    extra_conditions=[space_condition],
+                )
+                search_tasks.append(
+                    asyncio.create_task(
+                        self._asearch_collection(collection_name=collection_name, query=query, search_params=search_params)
+                    )
+                )
+                task_spaces.append((space, collection_name))
+
+            if not search_tasks:
+                return []
+
+            grouped_results = await asyncio.gather(*search_tasks)
+            results: list[Document] = []
+            related_results: list[Document] = []
+            for (space, collection_name), docs in zip(task_spaces, grouped_results):
+                for result in docs:
+                    self._annotate_document_space(result, space=space, collection_name=collection_name)
+                results.extend(docs)
+
+                scope_filter = models.Filter(
+                    must=[
+                        models.FieldCondition(
+                            key="metadata.space_id",
+                            match=models.MatchValue(value=space.id),
+                        )
+                    ]
+                )
+                space_related_results: list[Document] = []
+                for result in docs:
+                    space_related_results.extend(
+                        self._get_related(
+                            result.metadata.get("related", []),
+                            collection_name=collection_name,
+                            acl_filter=scope_filter,
+                        )
+                    )
+                for result in space_related_results:
+                    self._annotate_document_space(result, space=space, collection_name=collection_name)
+                related_results.extend(space_related_results)
 
-            for res in results:
-                related_results += self._get_related(res.metadata["related"])
-            return results + related_results
+            return self._dedupe_documents(results + related_results)
 
         except Exception:
             logger.exception("Search failed")
             raise
 
-    def get_specific_document(self, document_id: str) -> list[Document]:
+    def get_specific_document(
+        self,
+        document_id: str,
+        collection_name: str | None = None,
+        acl_filter: models.Filter | None = None,
+    ) -> list[Document]:
         """
         Retrieve a specific document from the vector database using the document ID.
 
@@ -130,6 +411,10 @@ def get_specific_document(self, document_id: str) -> list[Document]:
         ----------
         document_id : str
             The ID of the document to retrieve.
+        collection_name : str, optional
+            Collection to query. Defaults to currently configured default collection.
+        acl_filter : models.Filter, optional
+            Additional ACL filter to ensure related-document expansion does not bypass scope checks.
 
         Returns
         -------
@@ -137,53 +422,110 @@ def get_specific_document(self, document_id: str) -> list[Document]:
             A list containing the requested document as a Document object. If the document is not found,
             an empty list is returned.
         """
-        requested = self._vectorstore.client.scroll(
-            collection_name=self._vectorstore.collection_name,
-            scroll_filter=Filter(
-                must=[
-                    FieldCondition(
-                        key="metadata.id",
-                        match=MatchValue(value=document_id),
-                    )
-                ]
-            ),
-        )
-        if not requested:
+        target_collections = self._resolve_document_lookup_collections(collection_name=collection_name)
+        if not target_collections:
             return []
-        # convert to Document
-        return [
-            (
-                Document(
-                    page_content=search_result.payload["page_content"],
-                    metadata=search_result.payload["metadata"],
+
+        results: list[Document] = []
+        for target_collection in target_collections:
+            if not self._collection_exists(target_collection):
+                continue
+
+            must_conditions: list[models.Condition] = [
+                FieldCondition(
+                    key="metadata.id",
+                    match=MatchValue(value=document_id),
                 )
+            ]
+            if acl_filter:
+                must_conditions.append(acl_filter)
+
+            requested = self._vectorstore.client.scroll(
+                collection_name=target_collection,
+                scroll_filter=Filter(must=must_conditions),
             )
-            for search_result in requested[0]
-        ]
+            points = requested[0] if requested else []
+            for search_result in points:
+                metadata = search_result.payload.get("metadata", {})
+                if isinstance(metadata, dict):
+                    metadata = dict(metadata)
+                else:
+                    metadata = {"raw_metadata": metadata}
+                metadata.setdefault("_collection_name", target_collection)
+                results.append(
+                    Document(
+                        page_content=search_result.payload["page_content"],
+                        metadata=metadata,
+                    )
+                )
 
-    def get_documents_by_ids(self, document_ids: list[str]) -> list[Document]:
-        """Batch fetch multiple documents by their IDs.
+        if collection_name is None:
+            return self._dedupe_documents(results)
+        return results
 
-        Parameters
-        ----------
-        document_ids : list[str]
-            A list of document IDs to retrieve.
+    def _resolve_document_lookup_collections(self, collection_name: str | None) -> list[str]:
+        """Resolve candidate collections for document-id lookup."""
+        if collection_name:
+            return [collection_name]
 
-        Returns
-        -------
-        list[Document]
-            A list of found documents. Missing IDs are ignored.
-        """
+        if self._collection_router.strategy == "single":
+            return [self._vectorstore.collection_name]
+
+        try:
+            spaces = self._resolve_read_scope()
+        except Exception:
+            logger.exception("Failed to resolve readable scope for document lookup.")
+            return []
+
+        collections: list[str] = []
+        seen: set[str] = set()
+        for space in spaces:
+            target_collection = self._collection_router.collection_for_space(space)
+            if target_collection in seen:
+                continue
+            seen.add(target_collection)
+            collections.append(target_collection)
+        return collections
+
+    def get_documents_by_ids(
+        self,
+        document_ids: list[str],
+        collection_name: str | None = None,
+        acl_filter: models.Filter | None = None,
+    ) -> list[Document]:
+        """Batch fetch multiple documents by their IDs."""
         if not document_ids:
             return []
-        # Scroll with OR semantics: build multiple FieldConditions
-        # Qdrant Python client doesn't support direct OR via 'should' in Filter shortcuts,
-        # but we can perform multiple scrolls as a fallback if needed.
-        # For efficiency, attempt a single scroll per id chunk (keep it simple for now).
+
         results: list[Document] = []
         for doc_id in document_ids:
-            results.extend(self.get_specific_document(doc_id))
-        return results
+            results.extend(
+                self.get_specific_document(document_id=doc_id, collection_name=collection_name, acl_filter=acl_filter)
+            )
+        return self._dedupe_documents(results)
+
+    def _stamp_visibility_metadata(self, doc: Document, target_space: KnowledgeSpace, principal: Principal | None) -> None:
+        visibility = DocumentVisibilityMetadata(
+            visibility=target_space.type,
+            tenant_id=target_space.tenant_id if target_space.type == KnowledgeSpaceType.TENANT else None,
+            domain_id=target_space.domain_id,
+            space_id=target_space.id,
+            owner_tenant_id=principal.tenant_id if principal else None,
+        )
+        doc.metadata["visibility"] = visibility.visibility.value
+        doc.metadata["space_id"] = visibility.space_id
+        doc.metadata["space_type"] = target_space.type.value
+        doc.metadata["owner_tenant_id"] = visibility.owner_tenant_id
+
+        if visibility.tenant_id:
+            doc.metadata["tenant_id"] = visibility.tenant_id
+        else:
+            doc.metadata.pop("tenant_id", None)
+
+        if visibility.domain_id:
+            doc.metadata["domain_id"] = visibility.domain_id
+        else:
+            doc.metadata.pop("domain_id", None)
 
     def upload(self, documents: list[Document]) -> None:
         """
@@ -198,12 +540,16 @@ def upload(self, documents: list[Document]) -> None:
         -------
         None
         """
-        tenant_id = get_tenant_id()
-        if tenant_id:
-            for doc in documents:
-                doc.metadata["tenant_id"] = tenant_id
+        target_space = self._resolve_upload_target()
+        principal = get_principal()
+        collection_name = self._collection_router.collection_for_space(target_space)
+        vectorstore = self._get_vectorstore_for_collection(collection_name, create_if_missing=True)
 
-        self._vectorstore.add_documents(documents)
+        for doc in documents:
+            self._stamp_visibility_metadata(doc=doc, target_space=target_space, principal=principal)
+            doc.metadata["_collection_name"] = collection_name
+
+        vectorstore.add_documents(documents)
 
     def delete(self, delete_request: dict) -> None:
         """
@@ -212,35 +558,43 @@ def delete(self, delete_request: dict) -> None:
         Parameters
         ----------
         delete_request : dict
-            A dictionary containing the conditions to match the points to be deleted. Each key-value pair
-            represents a field and its corresponding value to match.
+            A dictionary containing the conditions to match the points to be deleted.
 
         Returns
         -------
         None
         """
-        tenant_id = get_tenant_id()
-        if tenant_id:
-            delete_request["tenant_id"] = tenant_id
-
-        filter_conditions = [
-            models.FieldCondition(
-                key="metadata." + key,
-                match=models.MatchValue(value=value),
+        delete_scope = self._resolve_delete_scope()
+
+        if self._collection_router.strategy == "single":
+            acl_filter = self._build_single_strategy_acl_filter(delete_scope)
+            merged_filter = self._merge_filters(filter_kwargs=delete_request, acl_filter=acl_filter)
+            if merged_filter is None:
+                raise ValueError("No delete filter generated.")
+
+            points_selector = models.FilterSelector(filter=merged_filter)
+            self._vectorstore.client.delete(
+                collection_name=self._settings.collection_name,
+                points_selector=points_selector,
             )
-            for key, value in delete_request.items()
-        ]
-
-        points_selector = models.FilterSelector(
-            filter=models.Filter(
-                must=filter_conditions,
+            return
+
+        for space in delete_scope:
+            collection_name = self._collection_router.collection_for_space(space)
+            if not self._collection_exists(collection_name):
+                continue
+            space_condition = models.FieldCondition(
+                key="metadata.space_id",
+                match=models.MatchValue(value=space.id),
+            )
+            merged_filter = self._merge_filters(filter_kwargs=delete_request, extra_conditions=[space_condition])
+            if merged_filter is None:
+                continue
+            points_selector = models.FilterSelector(filter=merged_filter)
+            self._vectorstore.client.delete(
+                collection_name=collection_name,
+                points_selector=points_selector,
             )
-        )
-
-        self._vectorstore.client.delete(
-            collection_name=self._settings.collection_name,
-            points_selector=points_selector,
-        )
 
     def get_collections(self) -> list[str]:
         """
@@ -253,8 +607,19 @@ def get_collections(self) -> list[str]:
         """
         return self._vectorstore.client.get_collections().collections
 
-    def _get_related(self, related_ids: list[str]) -> list[Document]:
-        result = []
-        for document_id in related_ids:
-            result += self.get_specific_document(document_id)
+    def _get_related(
+        self,
+        related_ids: list[str],
+        collection_name: str | None = None,
+        acl_filter: models.Filter | None = None,
+    ) -> list[Document]:
+        result: list[Document] = []
+        for document_id in related_ids or []:
+            result.extend(
+                self.get_specific_document(
+                    document_id=document_id,
+                    collection_name=collection_name,
+                    acl_filter=acl_filter,
+                )
+            )
         return result
diff --git a/libs/rag-core-api/src/rag_core_api/knowledge_spaces/__init__.py b/libs/rag-core-api/src/rag_core_api/knowledge_spaces/__init__.py
new file mode 100644
index 00000000..77d9792e
--- /dev/null
+++ b/libs/rag-core-api/src/rag_core_api/knowledge_spaces/__init__.py
@@ -0,0 +1,21 @@
+"""Knowledge spaces package."""
+
+from rag_core_api.knowledge_spaces.access_service import (
+    KnowledgeSpaceAccessDeniedError,
+    KnowledgeSpaceAccessService,
+)
+from rag_core_api.knowledge_spaces.collection_router import KnowledgeSpaceCollectionRouter
+from rag_core_api.knowledge_spaces.models import (
+    DocumentVisibilityMetadata,
+    KnowledgeSpace,
+    KnowledgeSpaceType,
+)
+
+__all__ = [
+    "KnowledgeSpace",
+    "KnowledgeSpaceType",
+    "DocumentVisibilityMetadata",
+    "KnowledgeSpaceAccessService",
+    "KnowledgeSpaceAccessDeniedError",
+    "KnowledgeSpaceCollectionRouter",
+]
diff --git a/libs/rag-core-api/src/rag_core_api/knowledge_spaces/access_service.py b/libs/rag-core-api/src/rag_core_api/knowledge_spaces/access_service.py
new file mode 100644
index 00000000..92ff931f
--- /dev/null
+++ b/libs/rag-core-api/src/rag_core_api/knowledge_spaces/access_service.py
@@ -0,0 +1,214 @@
+"""Authorization and scope resolution for knowledge spaces."""
+
+from __future__ import annotations
+
+import json
+import logging
+from pathlib import Path
+
+from rag_core_api.impl.settings.knowledge_space_settings import KnowledgeSpaceSettings
+from rag_core_api.knowledge_spaces.models import KnowledgeSpace, KnowledgeSpaceType
+from rag_core_lib.principal import Principal
+
+logger = logging.getLogger(__name__)
+
+
+class KnowledgeSpaceAccessDeniedError(PermissionError):
+    """Raised when a caller requests an unauthorized knowledge space."""
+
+
+class KnowledgeSpaceAccessService:
+    """Resolves readable/writable knowledge spaces for a principal."""
+
+    def __init__(self, settings: KnowledgeSpaceSettings):
+        self._settings = settings
+        self._state_file = Path(settings.knowledge_spaces_state_file) if settings.knowledge_spaces_state_file else None
+        self._state_file_mtime_ns: int | None = None
+        self._disabled_space_ids: set[str] = set()
+
+    @staticmethod
+    def _enabled_value(value: object) -> bool:
+        if isinstance(value, bool):
+            return value
+        if value is None:
+            return True
+        return str(value).strip().lower() in {"1", "true", "yes", "on"}
+
+    def _refresh_disabled_spaces(self) -> None:
+        if self._state_file is None:
+            self._disabled_space_ids = set()
+            self._state_file_mtime_ns = None
+            return
+        try:
+            if not self._state_file.exists():
+                self._disabled_space_ids = set()
+                self._state_file_mtime_ns = None
+                return
+
+            mtime_ns = self._state_file.stat().st_mtime_ns
+            if self._state_file_mtime_ns == mtime_ns:
+                return
+
+            parsed = json.loads(self._state_file.read_text())
+            raw_spaces = parsed.get("spaces", {}) if isinstance(parsed, dict) else {}
+            spaces = raw_spaces if isinstance(raw_spaces, dict) else {}
+            disabled: set[str] = set()
+            for space_id, payload in spaces.items():
+                if not isinstance(payload, dict):
+                    continue
+                if not self._enabled_value(payload.get("enabled", True)):
+                    disabled.add(str(space_id))
+
+            self._disabled_space_ids = disabled
+            self._state_file_mtime_ns = mtime_ns
+        except Exception:
+            logger.exception("Failed loading knowledge-space state from '%s'.", self._state_file)
+
+    def _filter_enabled_spaces(self, spaces: list[KnowledgeSpace]) -> list[KnowledgeSpace]:
+        self._refresh_disabled_spaces()
+        return [space for space in spaces if space.enabled and space.id not in self._disabled_space_ids]
+
+    def tenant_space(self, tenant_id: str) -> KnowledgeSpace:
+        """Build tenant-private knowledge space."""
+        return KnowledgeSpace(
+            id=self._settings.tenant_space_id(tenant_id),
+            type=KnowledgeSpaceType.TENANT,
+            tenant_id=tenant_id,
+            display_name=f"Tenant {tenant_id}",
+            enabled=True,
+        )
+
+    def shared_domain_space(self, domain_id: str) -> KnowledgeSpace:
+        """Build domain-shared knowledge space."""
+        return KnowledgeSpace(
+            id=self._settings.shared_domain_space_id(domain_id),
+            type=KnowledgeSpaceType.SHARED_DOMAIN,
+            domain_id=domain_id,
+            display_name=f"Shared ({domain_id})",
+            enabled=True,
+        )
+
+    def global_space(self) -> KnowledgeSpace:
+        """Build global knowledge space."""
+        return KnowledgeSpace(
+            id=self._settings.global_space_id(),
+            type=KnowledgeSpaceType.GLOBAL,
+            display_name="Global",
+            enabled=True,
+        )
+
+    @staticmethod
+    def _dedupe(values: list[str]) -> list[str]:
+        seen: set[str] = set()
+        deduped: list[str] = []
+        for value in values:
+            if value and value not in seen:
+                seen.add(value)
+                deduped.append(value)
+        return deduped
+
+    def _tenant_ids_for_read(self, principal: Principal) -> list[str]:
+        tenant_ids = self._dedupe([principal.tenant_id] + principal.allowed_tenant_ids)
+        return [tenant_id for tenant_id in tenant_ids if tenant_id]
+
+    def _domain_ids_for_read(self, principal: Principal) -> list[str]:
+        return [domain_id for domain_id in self._dedupe(principal.allowed_domain_ids) if domain_id]
+
+    def resolve_readable_spaces(self, principal: Principal | None) -> list[KnowledgeSpace]:
+        """Resolve all spaces readable by the principal."""
+        if principal is None or principal.is_anonymous:
+            return self._filter_enabled_spaces([self.global_space()])
+
+        spaces = [self.tenant_space(tenant_id) for tenant_id in self._tenant_ids_for_read(principal)]
+        spaces.extend(self.shared_domain_space(domain_id) for domain_id in self._domain_ids_for_read(principal))
+        spaces.append(self.global_space())
+        return self._filter_enabled_spaces(spaces)
+
+    def resolve_writable_spaces(self, principal: Principal | None) -> list[KnowledgeSpace]:
+        """Resolve all spaces writable by the principal."""
+        if principal is None or principal.is_anonymous:
+            return []
+
+        spaces: list[KnowledgeSpace] = []
+        if principal.tenant_id:
+            spaces.append(self.tenant_space(principal.tenant_id))
+        if principal.can_write_shared_domain:
+            spaces.extend(self.shared_domain_space(domain_id) for domain_id in self._domain_ids_for_read(principal))
+        if principal.can_write_global:
+            spaces.append(self.global_space())
+        return self._filter_enabled_spaces(spaces)
+
+    def _normalize_target_alias(self, principal: Principal | None, space_id: str | None) -> str | None:
+        if space_id is None:
+            return None
+        normalized = space_id.strip()
+        if not normalized:
+            return None
+        if normalized in {"tenant", "my_tenant"} and principal and principal.tenant_id:
+            return self._settings.tenant_space_id(principal.tenant_id)
+        if normalized == "global":
+            return self._settings.global_space_id()
+        return normalized
+
+    def resolve_effective_scope(
+        self, principal: Principal | None, requested_scope_ids: list[str] | None
+    ) -> list[KnowledgeSpace]:
+        """Resolve effective readable scope = requested scope ∩ readable scope."""
+        readable_spaces = self.resolve_readable_spaces(principal)
+        if not requested_scope_ids:
+            return readable_spaces
+
+        readable_map = {space.id: space for space in readable_spaces}
+        normalized_requested = self._dedupe(
+            [self._normalize_target_alias(principal, requested) for requested in requested_scope_ids]
+        )
+        normalized_requested = [requested for requested in normalized_requested if requested]
+        if not normalized_requested:
+            return readable_spaces
+
+        disallowed = [requested for requested in normalized_requested if requested not in readable_map]
+        if disallowed:
+            raise KnowledgeSpaceAccessDeniedError(
+                f"Requested scope {', '.join(disallowed)} is not readable for this principal."
+            )
+        return [readable_map[space_id] for space_id in normalized_requested]
+
+    def resolve_upload_target(self, principal: Principal | None, target_space_id: str | None) -> KnowledgeSpace:
+        """Resolve and authorize upload target; defaults to tenant space."""
+        writable_spaces = self.resolve_writable_spaces(principal)
+        if not writable_spaces:
+            raise KnowledgeSpaceAccessDeniedError("No writable knowledge spaces available.")
+
+        writable_map = {space.id: space for space in writable_spaces}
+        normalized_target = self._normalize_target_alias(principal, target_space_id)
+
+        if normalized_target:
+            if normalized_target not in writable_map:
+                raise KnowledgeSpaceAccessDeniedError(
+                    f"Upload target {normalized_target} is not writable for this principal."
+                )
+            return writable_map[normalized_target]
+
+        if principal and principal.tenant_id:
+            default_tenant_space = self._settings.tenant_space_id(principal.tenant_id)
+            if default_tenant_space in writable_map:
+                return writable_map[default_tenant_space]
+
+        return writable_spaces[0]
+
+    def resolve_delete_scope(self, principal: Principal | None, target_space_id: str | None) -> list[KnowledgeSpace]:
+        """Resolve writable delete scope; optional explicit target narrows scope."""
+        writable_spaces = self.resolve_writable_spaces(principal)
+        if not writable_spaces:
+            raise KnowledgeSpaceAccessDeniedError("No writable knowledge spaces available.")
+
+        normalized_target = self._normalize_target_alias(principal, target_space_id)
+        if not normalized_target:
+            return writable_spaces
+
+        writable_map = {space.id: space for space in writable_spaces}
+        if normalized_target not in writable_map:
+            raise KnowledgeSpaceAccessDeniedError(
+                f"Delete target {normalized_target} is not writable for this principal."
+            )
+        return [writable_map[normalized_target]]
diff --git a/libs/rag-core-api/src/rag_core_api/knowledge_spaces/collection_router.py b/libs/rag-core-api/src/rag_core_api/knowledge_spaces/collection_router.py
new file mode 100644
index 00000000..8cafbca3
--- /dev/null
+++ b/libs/rag-core-api/src/rag_core_api/knowledge_spaces/collection_router.py
@@ -0,0 +1,46 @@
+"""Mapping between logical knowledge spaces and physical vector collections."""
+
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
+from rag_core_api.impl.settings.knowledge_space_settings import KnowledgeSpaceSettings
+from rag_core_api.knowledge_spaces.models import KnowledgeSpace, KnowledgeSpaceType
+
+if TYPE_CHECKING:
+    from rag_core_api.impl.settings.vector_db_settings import VectorDatabaseSettings
+
+
+class KnowledgeSpaceCollectionRouter:
+    """Resolves physical collection names for logical knowledge spaces."""
+
+    def __init__(self, settings: KnowledgeSpaceSettings, vector_settings: "VectorDatabaseSettings"):
+        self._settings = settings
+        self._vector_settings = vector_settings
+
+    @property
+    def strategy(self) -> str:
+        """Return selected multitenancy collection strategy."""
+        return self._settings.collection_strategy
+
+    @property
+    def default_collection_name(self) -> str:
+        """Return default collection configured for single strategy."""
+        return self._vector_settings.collection_name
+
+    def collection_for_space(self, space: KnowledgeSpace) -> str:
+        """Map space to physical collection name based on strategy."""
+        if self._settings.collection_strategy == "single":
+            return self._vector_settings.collection_name
+
+        if space.type == KnowledgeSpaceType.TENANT:
+            if not space.tenant_id:
+                raise ValueError("Tenant knowledge space requires tenant_id.")
+            return self._settings.tenant_collection_template.format(tenant_id=space.tenant_id)
+        if space.type == KnowledgeSpaceType.SHARED_DOMAIN:
+            if not space.domain_id:
+                raise ValueError("Shared-domain knowledge space requires domain_id.")
+            return self._settings.shared_domain_collection_template.format(domain_id=space.domain_id)
+        if space.type == KnowledgeSpaceType.GLOBAL:
+            return self._settings.global_collection_name
+        raise ValueError(f"Unknown knowledge space type: {space.type}")
diff --git a/libs/rag-core-api/src/rag_core_api/knowledge_spaces/models.py b/libs/rag-core-api/src/rag_core_api/knowledge_spaces/models.py
new file mode 100644
index 00000000..4da857e8
--- /dev/null
+++ b/libs/rag-core-api/src/rag_core_api/knowledge_spaces/models.py
@@ -0,0 +1,36 @@
+"""Knowledge space domain models."""
+
+from __future__ import annotations
+
+from enum import StrEnum
+
+from pydantic import BaseModel
+
+
+class KnowledgeSpaceType(StrEnum):
+    """Logical knowledge space types."""
+
+    TENANT = "tenant"
+    SHARED_DOMAIN = "shared_domain"
+    GLOBAL = "global"
+
+
+class KnowledgeSpace(BaseModel):
+    """Logical knowledge space definition."""
+
+    id: str
+    type: KnowledgeSpaceType
+    domain_id: str | None = None
+    tenant_id: str | None = None
+    display_name: str
+    enabled: bool = True
+
+
+class DocumentVisibilityMetadata(BaseModel):
+    """Metadata fields stored on vector documents for ACL and attribution."""
+
+    visibility: KnowledgeSpaceType
+    tenant_id: str | None = None
+    domain_id: str | None = None
+    space_id: str
+    owner_tenant_id: str | None = None
diff --git a/libs/rag-core-api/src/rag_core_api/models/chat_history.py b/libs/rag-core-api/src/rag_core_api/models/chat_history.py
index e667ad13..0ceaebb2 100644
--- a/libs/rag-core-api/src/rag_core_api/models/chat_history.py
+++ b/libs/rag-core-api/src/rag_core_api/models/chat_history.py
@@ -1,37 +1,37 @@
 # coding: utf-8
 
 """
-STACKIT RAG
+    STACKIT RAG
 
-The perfect rag solution.
+    The perfect rag solution.
 
-The version of the OpenAPI document: 1.0.0
-Generated by OpenAPI Generator (https://openapi-generator.tech)
+    The version of the OpenAPI document: 1.0.0
+    Generated by OpenAPI Generator (https://openapi-generator.tech)
 
-Do not edit the class manually.
+    Do not edit the class manually.
 """  # noqa: E501
 
 
 from __future__ import annotations
-
-import json
 import pprint
 import re  # noqa: F401
-from typing import Any, ClassVar, Dict, List
+import json
 
-from pydantic import BaseModel, ConfigDict
 
-from rag_core_api.models.chat_history_message import ChatHistoryMessage
 
+
+from pydantic import BaseModel, ConfigDict
+from typing import Any, ClassVar, Dict, List
+from rag_core_api.models.chat_history_message import ChatHistoryMessage
 try:
     from typing import Self
 except ImportError:
     from typing_extensions import Self
 
-
 class ChatHistory(BaseModel):
-    """ """  # noqa: E501
-
+    """
+    
+    """ # noqa: E501
     messages: List[ChatHistoryMessage]
     __properties: ClassVar[List[str]] = ["messages"]
 
@@ -41,13 +41,15 @@ class ChatHistory(BaseModel):
         "protected_namespaces": (),
     }
 
+
     def to_str(self) -> str:
         """Returns the string representation of the model using alias"""
         return pprint.pformat(self.model_dump(by_alias=True))
 
     def to_json(self) -> str:
         """Returns the JSON representation of the model using alias"""
-        return self.model_dump_json(by_alias=True, exclude_unset=True)
+        # TODO: pydantic v2: use .model_dump_json(by_alias=True, exclude_unset=True) instead
+        return json.dumps(self.to_dict())
 
     @classmethod
     def from_json(cls, json_str: str) -> Self:
@@ -66,7 +68,8 @@ def to_dict(self) -> Dict[str, Any]:
         """
         _dict = self.model_dump(
             by_alias=True,
-            exclude={},
+            exclude={
+            },
             exclude_none=True,
         )
         # override the default output from pydantic by calling `to_dict()` of each item in messages (list)
@@ -75,7 +78,7 @@ def to_dict(self) -> Dict[str, Any]:
             for _item in self.messages:
                 if _item:
                     _items.append(_item.to_dict())
-            _dict["messages"] = _items
+            _dict['messages'] = _items
         return _dict
 
     @classmethod
@@ -87,13 +90,9 @@ def from_dict(cls, obj: Dict) -> Self:
         if not isinstance(obj, dict):
             return cls.model_validate(obj)
 
-        _obj = cls.model_validate(
-            {
-                "messages": (
-                    [ChatHistoryMessage.from_dict(_item) for _item in obj.get("messages")]
-                    if obj.get("messages") is not None
-                    else None
-                )
-            }
-        )
+        _obj = cls.model_validate({
+            "messages": [ChatHistoryMessage.from_dict(_item) for _item in obj.get("messages")] if obj.get("messages") is not None else None
+        })
         return _obj
+
+
diff --git a/libs/rag-core-api/src/rag_core_api/models/chat_history_message.py b/libs/rag-core-api/src/rag_core_api/models/chat_history_message.py
index 4ca55f59..2596e510 100644
--- a/libs/rag-core-api/src/rag_core_api/models/chat_history_message.py
+++ b/libs/rag-core-api/src/rag_core_api/models/chat_history_message.py
@@ -1,37 +1,37 @@
 # coding: utf-8
 
 """
-STACKIT RAG
+    STACKIT RAG
 
-The perfect rag solution.
+    The perfect rag solution.
 
-The version of the OpenAPI document: 1.0.0
-Generated by OpenAPI Generator (https://openapi-generator.tech)
+    The version of the OpenAPI document: 1.0.0
+    Generated by OpenAPI Generator (https://openapi-generator.tech)
 
-Do not edit the class manually.
+    Do not edit the class manually.
 """  # noqa: E501
 
 
 from __future__ import annotations
-
-import json
 import pprint
 import re  # noqa: F401
-from typing import Any, ClassVar, Dict, List
+import json
 
-from pydantic import BaseModel, ConfigDict, StrictStr
 
-from rag_core_api.models.chat_role import ChatRole
 
+
+from pydantic import BaseModel, ConfigDict, StrictStr
+from typing import Any, ClassVar, Dict, List
+from rag_core_api.models.chat_role import ChatRole
 try:
     from typing import Self
 except ImportError:
     from typing_extensions import Self
 
-
 class ChatHistoryMessage(BaseModel):
-    """ """  # noqa: E501
-
+    """
+    
+    """ # noqa: E501
     role: ChatRole
     message: StrictStr
     __properties: ClassVar[List[str]] = ["role", "message"]
@@ -42,13 +42,15 @@ class ChatHistoryMessage(BaseModel):
         "protected_namespaces": (),
     }
 
+
     def to_str(self) -> str:
         """Returns the string representation of the model using alias"""
         return pprint.pformat(self.model_dump(by_alias=True))
 
     def to_json(self) -> str:
         """Returns the JSON representation of the model using alias"""
-        return self.model_dump_json(by_alias=True, exclude_unset=True)
+        # TODO: pydantic v2: use .model_dump_json(by_alias=True, exclude_unset=True) instead
+        return json.dumps(self.to_dict())
 
     @classmethod
     def from_json(cls, json_str: str) -> Self:
@@ -67,7 +69,8 @@ def to_dict(self) -> Dict[str, Any]:
         """
         _dict = self.model_dump(
             by_alias=True,
-            exclude={},
+            exclude={
+            },
             exclude_none=True,
         )
         return _dict
@@ -81,5 +84,10 @@ def from_dict(cls, obj: Dict) -> Self:
         if not isinstance(obj, dict):
             return cls.model_validate(obj)
 
-        _obj = cls.model_validate({"role": obj.get("role"), "message": obj.get("message")})
+        _obj = cls.model_validate({
+            "role": obj.get("role"),
+            "message": obj.get("message")
+        })
         return _obj
+
+
diff --git a/libs/rag-core-api/src/rag_core_api/models/chat_request.py b/libs/rag-core-api/src/rag_core_api/models/chat_request.py
index f8188397..6ae7a854 100644
--- a/libs/rag-core-api/src/rag_core_api/models/chat_request.py
+++ b/libs/rag-core-api/src/rag_core_api/models/chat_request.py
@@ -1,37 +1,37 @@
 # coding: utf-8
 
 """
-STACKIT RAG
+    STACKIT RAG
 
-The perfect rag solution.
+    The perfect rag solution.
 
-The version of the OpenAPI document: 1.0.0
-Generated by OpenAPI Generator (https://openapi-generator.tech)
+    The version of the OpenAPI document: 1.0.0
+    Generated by OpenAPI Generator (https://openapi-generator.tech)
 
-Do not edit the class manually.
+    Do not edit the class manually.
 """  # noqa: E501
 
 
 from __future__ import annotations
-
-import json
 import pprint
 import re  # noqa: F401
-from typing import Any, ClassVar, Dict, List, Optional
+import json
 
-from pydantic import BaseModel, ConfigDict, StrictStr
 
-from rag_core_api.models.chat_history import ChatHistory
 
+
+from pydantic import BaseModel, ConfigDict, StrictStr
+from typing import Any, ClassVar, Dict, List, Optional
+from rag_core_api.models.chat_history import ChatHistory
 try:
     from typing import Self
 except ImportError:
     from typing_extensions import Self
 
-
 class ChatRequest(BaseModel):
-    """ """  # noqa: E501
-
+    """
+    
+    """ # noqa: E501
     history: Optional[ChatHistory] = None
     message: StrictStr
     __properties: ClassVar[List[str]] = ["history", "message"]
@@ -42,13 +42,15 @@ class ChatRequest(BaseModel):
         "protected_namespaces": (),
     }
 
+
     def to_str(self) -> str:
         """Returns the string representation of the model using alias"""
         return pprint.pformat(self.model_dump(by_alias=True))
 
     def to_json(self) -> str:
         """Returns the JSON representation of the model using alias"""
-        return self.model_dump_json(by_alias=True, exclude_unset=True)
+        # TODO: pydantic v2: use .model_dump_json(by_alias=True, exclude_unset=True) instead
+        return json.dumps(self.to_dict())
 
     @classmethod
     def from_json(cls, json_str: str) -> Self:
@@ -67,12 +69,13 @@ def to_dict(self) -> Dict[str, Any]:
         """
         _dict = self.model_dump(
             by_alias=True,
-            exclude={},
+            exclude={
+            },
             exclude_none=True,
         )
         # override the default output from pydantic by calling `to_dict()` of history
         if self.history:
-            _dict["history"] = self.history.to_dict()
+            _dict['history'] = self.history.to_dict()
         return _dict
 
     @classmethod
@@ -84,10 +87,10 @@ def from_dict(cls, obj: Dict) -> Self:
         if not isinstance(obj, dict):
             return cls.model_validate(obj)
 
-        _obj = cls.model_validate(
-            {
-                "history": (ChatHistory.from_dict(obj.get("history")) if obj.get("history") is not None else None),
-                "message": obj.get("message"),
-            }
-        )
+        _obj = cls.model_validate({
+            "history": ChatHistory.from_dict(obj.get("history")) if obj.get("history") is not None else None,
+            "message": obj.get("message")
+        })
         return _obj
+
+
diff --git a/libs/rag-core-api/src/rag_core_api/models/chat_response.py b/libs/rag-core-api/src/rag_core_api/models/chat_response.py
index 8cde12c2..0fd91643 100644
--- a/libs/rag-core-api/src/rag_core_api/models/chat_response.py
+++ b/libs/rag-core-api/src/rag_core_api/models/chat_response.py
@@ -1,37 +1,37 @@
 # coding: utf-8
 
 """
-STACKIT RAG
+    STACKIT RAG
 
-The perfect rag solution.
+    The perfect rag solution.
 
-The version of the OpenAPI document: 1.0.0
-Generated by OpenAPI Generator (https://openapi-generator.tech)
+    The version of the OpenAPI document: 1.0.0
+    Generated by OpenAPI Generator (https://openapi-generator.tech)
 
-Do not edit the class manually.
+    Do not edit the class manually.
 """  # noqa: E501
 
 
 from __future__ import annotations
-
-import json
 import pprint
 import re  # noqa: F401
-from typing import Any, ClassVar, Dict, List
+import json
 
-from pydantic import BaseModel, ConfigDict, Field, StrictStr
 
-from rag_core_api.models.information_piece import InformationPiece
 
+
+from pydantic import BaseModel, ConfigDict, Field, StrictStr
+from typing import Any, ClassVar, Dict, List
+from rag_core_api.models.information_piece import InformationPiece
 try:
     from typing import Self
 except ImportError:
     from typing_extensions import Self
 
-
 class ChatResponse(BaseModel):
-    """ """  # noqa: E501
-
+    """
+    
+    """ # noqa: E501
     answer: StrictStr
     finish_reason: StrictStr = Field(description="    ")
     citations: List[InformationPiece]
@@ -43,13 +43,15 @@ class ChatResponse(BaseModel):
         "protected_namespaces": (),
     }
 
+
     def to_str(self) -> str:
         """Returns the string representation of the model using alias"""
         return pprint.pformat(self.model_dump(by_alias=True))
 
     def to_json(self) -> str:
         """Returns the JSON representation of the model using alias"""
-        return self.model_dump_json(by_alias=True, exclude_unset=True)
+        # TODO: pydantic v2: use .model_dump_json(by_alias=True, exclude_unset=True) instead
+        return json.dumps(self.to_dict())
 
     @classmethod
     def from_json(cls, json_str: str) -> Self:
@@ -68,7 +70,8 @@ def to_dict(self) -> Dict[str, Any]:
         """
         _dict = self.model_dump(
             by_alias=True,
-            exclude={},
+            exclude={
+            },
             exclude_none=True,
         )
         # override the default output from pydantic by calling `to_dict()` of each item in citations (list)
@@ -77,7 +80,7 @@ def to_dict(self) -> Dict[str, Any]:
             for _item in self.citations:
                 if _item:
                     _items.append(_item.to_dict())
-            _dict["citations"] = _items
+            _dict['citations'] = _items
         return _dict
 
     @classmethod
@@ -89,15 +92,11 @@ def from_dict(cls, obj: Dict) -> Self:
         if not isinstance(obj, dict):
             return cls.model_validate(obj)
 
-        _obj = cls.model_validate(
-            {
-                "answer": obj.get("answer"),
-                "finish_reason": obj.get("finish_reason"),
-                "citations": (
-                    [SourceDocument.from_dict(_item) for _item in obj.get("citations")]
-                    if obj.get("citations") is not None
-                    else None
-                ),
-            }
-        )
+        _obj = cls.model_validate({
+            "answer": obj.get("answer"),
+            "finish_reason": obj.get("finish_reason"),
+            "citations": [InformationPiece.from_dict(_item) for _item in obj.get("citations")] if obj.get("citations") is not None else None
+        })
         return _obj
+
+
diff --git a/libs/rag-core-api/src/rag_core_api/models/chat_role.py b/libs/rag-core-api/src/rag_core_api/models/chat_role.py
index 0fe1221a..fdeba776 100644
--- a/libs/rag-core-api/src/rag_core_api/models/chat_role.py
+++ b/libs/rag-core-api/src/rag_core_api/models/chat_role.py
@@ -1,24 +1,25 @@
 # coding: utf-8
 
 """
-STACKIT RAG
+    STACKIT RAG
 
-The perfect rag solution.
+    The perfect rag solution.
 
-The version of the OpenAPI document: 1.0.0
-Generated by OpenAPI Generator (https://openapi-generator.tech)
+    The version of the OpenAPI document: 1.0.0
+    Generated by OpenAPI Generator (https://openapi-generator.tech)
 
-Do not edit the class manually.
+    Do not edit the class manually.
 """  # noqa: E501
 
 
 from __future__ import annotations
-
 import json
 import pprint
 import re  # noqa: F401
 from enum import Enum
 
+
+
 try:
     from typing import Self
 except ImportError:
@@ -26,15 +27,19 @@
 
 
 class ChatRole(str, Enum):
-    """ """
+    """
+    
+    """
 
     """
     allowed enum values
     """
-    USER = "user"
-    ASSISTANT = "assistant"
+    USER = 'user'
+    ASSISTANT = 'assistant'
 
     @classmethod
     def from_json(cls, json_str: str) -> Self:
         """Create an instance of ChatRole from a JSON string"""
         return cls(json.loads(json_str))
+
+
diff --git a/libs/rag-core-api/src/rag_core_api/models/content_type.py b/libs/rag-core-api/src/rag_core_api/models/content_type.py
index 8f234eb1..d960ef08 100644
--- a/libs/rag-core-api/src/rag_core_api/models/content_type.py
+++ b/libs/rag-core-api/src/rag_core_api/models/content_type.py
@@ -1,24 +1,25 @@
 # coding: utf-8
 
 """
-STACKIT RAG
+    STACKIT RAG
 
-The perfect rag solution.
+    The perfect rag solution.
 
-The version of the OpenAPI document: 1.0.0
-Generated by OpenAPI Generator (https://openapi-generator.tech)
+    The version of the OpenAPI document: 1.0.0
+    Generated by OpenAPI Generator (https://openapi-generator.tech)
 
-Do not edit the class manually.
+    Do not edit the class manually.
 """  # noqa: E501
 
 
 from __future__ import annotations
-
 import json
 import pprint
 import re  # noqa: F401
 from enum import Enum
 
+
+
 try:
     from typing import Self
 except ImportError:
@@ -26,17 +27,21 @@
 
 
 class ContentType(str, Enum):
-    """ """
+    """
+    
+    """
 
     """
     allowed enum values
     """
-    TEXT = "TEXT"
-    IMAGE = "IMAGE"
-    TABLE = "TABLE"
-    SUMMARY = "SUMMARY"
+    TEXT = 'TEXT'
+    IMAGE = 'IMAGE'
+    TABLE = 'TABLE'
+    SUMMARY = 'SUMMARY'
 
     @classmethod
     def from_json(cls, json_str: str) -> Self:
         """Create an instance of ContentType from a JSON string"""
         return cls(json.loads(json_str))
+
+
diff --git a/libs/rag-core-api/src/rag_core_api/models/delete_request.py b/libs/rag-core-api/src/rag_core_api/models/delete_request.py
index f1fcb237..376c022a 100644
--- a/libs/rag-core-api/src/rag_core_api/models/delete_request.py
+++ b/libs/rag-core-api/src/rag_core_api/models/delete_request.py
@@ -1,37 +1,37 @@
 # coding: utf-8
 
 """
-STACKIT RAG
+    STACKIT RAG
 
-The perfect rag solution.
+    The perfect rag solution.
 
-The version of the OpenAPI document: 1.0.0
-Generated by OpenAPI Generator (https://openapi-generator.tech)
+    The version of the OpenAPI document: 1.0.0
+    Generated by OpenAPI Generator (https://openapi-generator.tech)
 
-Do not edit the class manually.
+    Do not edit the class manually.
 """  # noqa: E501
 
 
 from __future__ import annotations
-
-import json
 import pprint
 import re  # noqa: F401
-from typing import Any, ClassVar, Dict, List, Optional
+import json
 
-from pydantic import BaseModel, ConfigDict
 
-from rag_core_api.models.key_value_pair import KeyValuePair
 
+
+from pydantic import BaseModel, ConfigDict
+from typing import Any, ClassVar, Dict, List, Optional
+from rag_core_api.models.key_value_pair import KeyValuePair
 try:
     from typing import Self
 except ImportError:
     from typing_extensions import Self
 
-
 class DeleteRequest(BaseModel):
-    """ """  # noqa: E501
-
+    """
+    
+    """ # noqa: E501
     metadata: Optional[List[KeyValuePair]] = None
     __properties: ClassVar[List[str]] = ["metadata"]
 
@@ -41,13 +41,15 @@ class DeleteRequest(BaseModel):
         "protected_namespaces": (),
     }
 
+
     def to_str(self) -> str:
         """Returns the string representation of the model using alias"""
         return pprint.pformat(self.model_dump(by_alias=True))
 
     def to_json(self) -> str:
         """Returns the JSON representation of the model using alias"""
-        return self.model_dump_json(by_alias=True, exclude_unset=True)
+        # TODO: pydantic v2: use .model_dump_json(by_alias=True, exclude_unset=True) instead
+        return json.dumps(self.to_dict())
 
     @classmethod
     def from_json(cls, json_str: str) -> Self:
@@ -66,7 +68,8 @@ def to_dict(self) -> Dict[str, Any]:
         """
         _dict = self.model_dump(
             by_alias=True,
-            exclude={},
+            exclude={
+            },
             exclude_none=True,
         )
         # override the default output from pydantic by calling `to_dict()` of each item in metadata (list)
@@ -75,7 +78,7 @@ def to_dict(self) -> Dict[str, Any]:
             for _item in self.metadata:
                 if _item:
                     _items.append(_item.to_dict())
-            _dict["metadata"] = _items
+            _dict['metadata'] = _items
         return _dict
 
     @classmethod
@@ -87,13 +90,9 @@ def from_dict(cls, obj: Dict) -> Self:
         if not isinstance(obj, dict):
             return cls.model_validate(obj)
 
-        _obj = cls.model_validate(
-            {
-                "metadata": (
-                    [KeyValuePair.from_dict(_item) for _item in obj.get("metadata")]
-                    if obj.get("metadata") is not None
-                    else None
-                )
-            }
-        )
+        _obj = cls.model_validate({
+            "metadata": [KeyValuePair.from_dict(_item) for _item in obj.get("metadata")] if obj.get("metadata") is not None else None
+        })
         return _obj
+
+
diff --git a/libs/rag-core-api/src/rag_core_api/models/extra_models.py b/libs/rag-core-api/src/rag_core_api/models/extra_models.py
index f0588d2a..a3a283fb 100644
--- a/libs/rag-core-api/src/rag_core_api/models/extra_models.py
+++ b/libs/rag-core-api/src/rag_core_api/models/extra_models.py
@@ -2,7 +2,6 @@
 
 from pydantic import BaseModel
 
-
 class TokenModel(BaseModel):
     """Defines a token model."""
 
diff --git a/libs/rag-core-api/src/rag_core_api/models/information_piece.py b/libs/rag-core-api/src/rag_core_api/models/information_piece.py
index 280b29a3..14531de0 100644
--- a/libs/rag-core-api/src/rag_core_api/models/information_piece.py
+++ b/libs/rag-core-api/src/rag_core_api/models/information_piece.py
@@ -1,43 +1,39 @@
 # coding: utf-8
 
 """
-STACKIT RAG
+    STACKIT RAG
 
-The perfect rag solution.
+    The perfect rag solution.
 
-The version of the OpenAPI document: 1.0.0
-Generated by OpenAPI Generator (https://openapi-generator.tech)
+    The version of the OpenAPI document: 1.0.0
+    Generated by OpenAPI Generator (https://openapi-generator.tech)
 
-Do not edit the class manually.
+    Do not edit the class manually.
 """  # noqa: E501
 
 
 from __future__ import annotations
-
-import json
 import pprint
 import re  # noqa: F401
-from typing import Any, ClassVar, Dict, List
+import json
+
 
-from pydantic import BaseModel, ConfigDict, Field, StrictStr
 
+
+from pydantic import BaseModel, ConfigDict, Field, StrictStr
+from typing import Any, ClassVar, Dict, List
 from rag_core_api.models.content_type import ContentType
 from rag_core_api.models.key_value_pair import KeyValuePair
-
 try:
     from typing import Self
 except ImportError:
     from typing_extensions import Self
 
-
 class InformationPiece(BaseModel):
     """
     Uploading a json with chunks and metadata.
-    """  # noqa: E501
-
-    metadata: List[KeyValuePair] = Field(
-        description="The metadata of the documents that are stored in the vectordatabase."
-    )
+    """ # noqa: E501
+    metadata: List[KeyValuePair] = Field(description="The metadata of the documents that are stored in the vectordatabase.")
     page_content: StrictStr = Field(description="The content of the document")
     type: ContentType
     __properties: ClassVar[List[str]] = ["metadata", "page_content", "type"]
@@ -48,13 +44,15 @@ class InformationPiece(BaseModel):
         "protected_namespaces": (),
     }
 
+
     def to_str(self) -> str:
         """Returns the string representation of the model using alias"""
         return pprint.pformat(self.model_dump(by_alias=True))
 
     def to_json(self) -> str:
         """Returns the JSON representation of the model using alias"""
-        return self.model_dump_json(by_alias=True, exclude_unset=True)
+        # TODO: pydantic v2: use .model_dump_json(by_alias=True, exclude_unset=True) instead
+        return json.dumps(self.to_dict())
 
     @classmethod
     def from_json(cls, json_str: str) -> Self:
@@ -73,7 +71,8 @@ def to_dict(self) -> Dict[str, Any]:
         """
         _dict = self.model_dump(
             by_alias=True,
-            exclude={},
+            exclude={
+            },
             exclude_none=True,
         )
         # override the default output from pydantic by calling `to_dict()` of each item in metadata (list)
@@ -82,7 +81,7 @@ def to_dict(self) -> Dict[str, Any]:
             for _item in self.metadata:
                 if _item:
                     _items.append(_item.to_dict())
-            _dict["metadata"] = _items
+            _dict['metadata'] = _items
         return _dict
 
     @classmethod
@@ -94,15 +93,11 @@ def from_dict(cls, obj: Dict) -> Self:
         if not isinstance(obj, dict):
             return cls.model_validate(obj)
 
-        _obj = cls.model_validate(
-            {
-                "metadata": (
-                    [KeyValuePair.from_dict(_item) for _item in obj.get("metadata")]
-                    if obj.get("metadata") is not None
-                    else None
-                ),
-                "page_content": obj.get("page_content"),
-                "type": obj.get("type"),
-            }
-        )
+        _obj = cls.model_validate({
+            "metadata": [KeyValuePair.from_dict(_item) for _item in obj.get("metadata")] if obj.get("metadata") is not None else None,
+            "page_content": obj.get("page_content"),
+            "type": obj.get("type")
+        })
         return _obj
+
+
diff --git a/libs/rag-core-api/src/rag_core_api/models/key_value_pair.py b/libs/rag-core-api/src/rag_core_api/models/key_value_pair.py
index de6d7bd4..d984afa1 100644
--- a/libs/rag-core-api/src/rag_core_api/models/key_value_pair.py
+++ b/libs/rag-core-api/src/rag_core_api/models/key_value_pair.py
@@ -1,37 +1,36 @@
 # coding: utf-8
 
 """
-STACKIT RAG
+    STACKIT RAG
 
-The perfect rag solution.
+    The perfect rag solution.
 
-The version of the OpenAPI document: 1.0.0
-Generated by OpenAPI Generator (https://openapi-generator.tech)
+    The version of the OpenAPI document: 1.0.0
+    Generated by OpenAPI Generator (https://openapi-generator.tech)
 
-Do not edit the class manually.
+    Do not edit the class manually.
 """  # noqa: E501
 
 
 from __future__ import annotations
-
-import json
 import pprint
 import re  # noqa: F401
-from typing import Any, ClassVar, Dict, List
+import json
+
+
 
-from pydantic import BaseModel, ConfigDict, Field, StrictStr
 
+from pydantic import BaseModel, ConfigDict, Field, StrictStr
+from typing import Any, ClassVar, Dict, List
 try:
     from typing import Self
 except ImportError:
     from typing_extensions import Self
 
-
 class KeyValuePair(BaseModel):
     """
     The key value pair.
-    """  # noqa: E501
-
+    """ # noqa: E501
     key: StrictStr
     value: StrictStr = Field(description="    ")
     __properties: ClassVar[List[str]] = ["key", "value"]
@@ -42,13 +41,15 @@ class KeyValuePair(BaseModel):
         "protected_namespaces": (),
     }
 
+
     def to_str(self) -> str:
         """Returns the string representation of the model using alias"""
         return pprint.pformat(self.model_dump(by_alias=True))
 
     def to_json(self) -> str:
         """Returns the JSON representation of the model using alias"""
-        return self.model_dump_json(by_alias=True, exclude_unset=True)
+        # TODO: pydantic v2: use .model_dump_json(by_alias=True, exclude_unset=True) instead
+        return json.dumps(self.to_dict())
 
     @classmethod
     def from_json(cls, json_str: str) -> Self:
@@ -67,7 +68,8 @@ def to_dict(self) -> Dict[str, Any]:
         """
         _dict = self.model_dump(
             by_alias=True,
-            exclude={},
+            exclude={
+            },
             exclude_none=True,
         )
         return _dict
@@ -81,5 +83,10 @@ def from_dict(cls, obj: Dict) -> Self:
         if not isinstance(obj, dict):
             return cls.model_validate(obj)
 
-        _obj = cls.model_validate({"key": obj.get("key"), "value": obj.get("value")})
+        _obj = cls.model_validate({
+            "key": obj.get("key"),
+            "value": obj.get("value")
+        })
         return _obj
+
+
diff --git a/libs/rag-core-api/tests/auth_fix_test.py b/libs/rag-core-api/tests/auth_fix_test.py
index 870ea93b..dfa4e86e 100644
--- a/libs/rag-core-api/tests/auth_fix_test.py
+++ b/libs/rag-core-api/tests/auth_fix_test.py
@@ -1,49 +1,65 @@
 import pytest
 from unittest.mock import MagicMock, patch
+
 from rag_core_api.auth import AuthMiddleware
-import jwt
+
 
 @pytest.fixture
 def auth_middleware():
     app = MagicMock()
     return AuthMiddleware(app)
 
+
 def test_get_jwks_for_issuer_url_replacement(auth_middleware):
+    auth_middleware._trusted_issuers = {"http://keycloak.rag.localhost/auth/realms/rag"}
     with patch("rag_core_api.auth.requests.get") as mock_get:
         mock_response = MagicMock()
         mock_response.json.return_value = {"keys": []}
         mock_get.return_value = mock_response
-        
+
         auth_middleware._get_jwks_for_issuer("http://keycloak.rag.localhost/auth/realms/rag")
-        
+
         # Verify that the URL was replaced
-        mock_get.assert_called_with("http://rag-keycloak-http:80/auth/realms/rag/protocol/openid-connect/certs", timeout=5)
+        mock_get.assert_called_with(
+            "http://rag-keycloak-http:80/auth/realms/rag/protocol/openid-connect/certs",
+            timeout=5,
+        )
+
+
+def test_get_jwks_for_issuer_rejects_untrusted_issuer(auth_middleware):
+    auth_middleware._trusted_issuers = {"http://trusted.example/realms/rag"}
+    with patch("rag_core_api.auth.requests.get") as mock_get:
+        with pytest.raises(ValueError):
+            auth_middleware._get_jwks_for_issuer("http://evil.example/realms/rag")
+    mock_get.assert_not_called()
+
 
 def test_decode_with_jwks_leeway(auth_middleware):
     token = "mock_token"
-    with patch("rag_core_api.auth.jwt.get_unverified_header") as mock_header, \
-         patch("rag_core_api.auth.jwt.decode") as mock_decode, \
-         patch("rag_core_api.auth.jwt.algorithms.get_default_algorithms") as mock_alg, \
-         patch("rag_core_api.auth.keycloak_openid") as mock_keycloak:
-        
+    auth_middleware._trusted_issuers = {"mock_issuer"}
+    with (
+        patch("rag_core_api.auth.jwt.get_unverified_header") as mock_header,
+        patch("rag_core_api.auth.jwt.decode") as mock_decode,
+        patch("rag_core_api.auth.jwt.algorithms.get_default_algorithms") as mock_alg,
+    ):
         mock_header.return_value = {"alg": "RS256", "kid": "mock_kid"}
         # First decode for payload
         mock_decode.side_effect = [
-            {"iss": "mock_issuer"}, # payload
-            {"sub": "user"} # final decode
+            {"iss": "mock_issuer"},  # payload
+            {"sub": "user", "iss": "mock_issuer"},  # final decode
         ]
-        
+
         # Mock JWKS fetch
         auth_middleware._get_jwks_for_issuer = MagicMock(return_value={"keys": [{"kid": "mock_kid"}]})
         # Mock default JWKS to avoid error
         auth_middleware._get_jwks = MagicMock(return_value={"keys": []})
-        
+
         # Mock algorithm
         mock_algo_instance = MagicMock()
         mock_alg.return_value = {"RS256": mock_algo_instance}
-        
+
         auth_middleware._decode_with_jwks(token)
-        
+
         # Verify leeway was passed to the second decode call
         call_args = mock_decode.call_args_list[1]
         _, kwargs = call_args
diff --git a/libs/rag-core-api/tests/auth_test.py b/libs/rag-core-api/tests/auth_test.py
index fa6aa1b7..7d1a6a1c 100644
--- a/libs/rag-core-api/tests/auth_test.py
+++ b/libs/rag-core-api/tests/auth_test.py
@@ -1,58 +1,91 @@
 import pytest
 from unittest.mock import MagicMock, patch
-from fastapi import Request, HTTPException
-from rag_core_api.auth import AuthMiddleware
-from rag_core_lib.context import clear_tenant_id, get_tenant_id
 
+from fastapi import HTTPException, Request
 
-@pytest.fixture
-def auth_middleware():
-    app = MagicMock()
-    return AuthMiddleware(app)
+from rag_core_api.auth import AuthMiddleware
+from rag_core_lib.context import (
+    clear_principal,
+    clear_requested_space_ids,
+    clear_target_space_id,
+    clear_tenant_id,
+    get_principal,
+    get_tenant_id,
+)
 
 
 @pytest.fixture(autouse=True)
-def reset_tenant_context():
+def reset_context():
+    clear_principal()
+    clear_requested_space_ids()
+    clear_target_space_id()
     clear_tenant_id()
     yield
+    clear_principal()
+    clear_requested_space_ids()
+    clear_target_space_id()
     clear_tenant_id()
 
 
+@pytest.fixture
+def auth_middleware(monkeypatch):
+    monkeypatch.delenv("ALLOW_ANONYMOUS_CHAT", raising=False)
+    app = MagicMock()
+    return AuthMiddleware(app)
+
+
 @pytest.mark.asyncio
 async def test_auth_middleware_success(auth_middleware):
     request = MagicMock(spec=Request)
     request.method = "GET"
-    request.url.path = "/api/chat"
+    request.url.path = "/chat/session-1"
     request.headers = {"Authorization": "Bearer valid_token"}
 
-    async def mock_security_call(req):
+    async def mock_security_call(_request):
         return MagicMock(credentials="valid_token")
 
+    observed = {}
+
     with patch.object(auth_middleware, "security", side_effect=mock_security_call), patch.object(
-        auth_middleware, "_decode_with_jwks", return_value={"preferred_username": "user", "tenant_id": "tenant-a"}
+        auth_middleware,
+        "_decode_with_jwks",
+        return_value={
+            "preferred_username": "user",
+            "tenant_id": "tenant-a",
+            "allowed_tenant_ids": ["tenant-a", "tenant-b"],
+            "allowed_domain_ids": ["finance"],
+            "can_write_shared_domain": True,
+        },
     ):
-        async def call_next(req):
+
+        async def call_next(_request):
+            observed["tenant_id"] = get_tenant_id()
+            observed["principal"] = get_principal()
             return "response"
 
         await auth_middleware.dispatch(request, call_next)
 
-    assert get_tenant_id() == "tenant-a"
+    assert observed["tenant_id"] == "tenant-a"
+    assert observed["principal"] is not None
+    assert observed["principal"].allowed_tenant_ids == ["tenant-a", "tenant-b"]
+    assert observed["principal"].allowed_domain_ids == ["finance"]
 
 
 @pytest.mark.asyncio
 async def test_auth_middleware_missing_tenant_claim(auth_middleware):
     request = MagicMock(spec=Request)
     request.method = "GET"
-    request.url.path = "/api/chat"
+    request.url.path = "/chat/session-2"
     request.headers = {"Authorization": "Bearer valid_token"}
 
-    async def mock_security_call(req):
+    async def mock_security_call(_request):
         return MagicMock(credentials="valid_token")
 
     with patch.object(auth_middleware, "security", side_effect=mock_security_call), patch.object(
         auth_middleware, "_decode_with_jwks", return_value={"preferred_username": "user"}
     ):
-        async def call_next(req):
+
+        async def call_next(_request):
             return "response"
 
         with pytest.raises(HTTPException) as excinfo:
@@ -60,28 +93,78 @@ async def call_next(req):
 
     assert excinfo.value.status_code == 403
     assert "tenant_id" in excinfo.value.detail
-    assert get_tenant_id() is None
 
 
 @pytest.mark.asyncio
 async def test_auth_middleware_invalid_token(auth_middleware):
     request = MagicMock(spec=Request)
     request.method = "GET"
-    request.url.path = "/api/chat"
+    request.url.path = "/chat/session-3"
     request.headers = {"Authorization": "Bearer invalid_token"}
 
-    async def mock_security_call(req):
+    async def mock_security_call(_request):
         return MagicMock(credentials="invalid_token")
 
     with patch.object(auth_middleware, "security", side_effect=mock_security_call), patch.object(
         auth_middleware, "_decode_with_jwks", side_effect=Exception("Invalid token")
-    ), patch.object(
-        auth_middleware, "_decode_with_pem", side_effect=Exception("Invalid token")
-    ):
-        async def call_next(req):
+    ), patch.object(auth_middleware, "_decode_with_pem", side_effect=Exception("Invalid token")):
+
+        async def call_next(_request):
             return "response"
 
         with pytest.raises(HTTPException) as excinfo:
             await auth_middleware.dispatch(request, call_next)
 
     assert excinfo.value.status_code == 401
+
+
+@pytest.mark.asyncio
+async def test_auth_middleware_allows_anonymous_chat_when_enabled(monkeypatch):
+    monkeypatch.setenv("ALLOW_ANONYMOUS_CHAT", "true")
+    middleware = AuthMiddleware(MagicMock())
+    request = MagicMock(spec=Request)
+    request.method = "GET"
+    request.url.path = "/chat/session-4"
+    request.headers = {}
+
+    async def mock_security_call(_request):
+        return None
+
+    observed = {}
+
+    with patch.object(middleware, "security", side_effect=mock_security_call):
+
+        async def call_next(_request):
+            observed["principal"] = get_principal()
+            return "response"
+
+        await middleware.dispatch(request, call_next)
+
+    assert observed["principal"] is not None
+    assert observed["principal"].is_anonymous is True
+
+
+@pytest.mark.asyncio
+async def test_auth_middleware_allows_anonymous_chat_on_api_prefix_when_enabled(monkeypatch):
+    monkeypatch.setenv("ALLOW_ANONYMOUS_CHAT", "true")
+    middleware = AuthMiddleware(MagicMock())
+    request = MagicMock(spec=Request)
+    request.method = "GET"
+    request.url.path = "/api/chat/session-5"
+    request.headers = {}
+
+    async def mock_security_call(_request):
+        return None
+
+    observed = {}
+
+    with patch.object(middleware, "security", side_effect=mock_security_call):
+
+        async def call_next(_request):
+            observed["principal"] = get_principal()
+            return "response"
+
+        await middleware.dispatch(request, call_next)
+
+    assert observed["principal"] is not None
+    assert observed["principal"].is_anonymous is True
diff --git a/libs/rag-core-api/tests/knowledge_space_access_service_test.py b/libs/rag-core-api/tests/knowledge_space_access_service_test.py
new file mode 100644
index 00000000..2cb892d7
--- /dev/null
+++ b/libs/rag-core-api/tests/knowledge_space_access_service_test.py
@@ -0,0 +1,157 @@
+import json
+
+import pytest
+
+from rag_core_api.impl.settings.knowledge_space_settings import KnowledgeSpaceSettings
+from rag_core_api.knowledge_spaces.access_service import (
+    KnowledgeSpaceAccessDeniedError,
+    KnowledgeSpaceAccessService,
+)
+from rag_core_lib.principal import Principal, PrincipalType
+
+
+def _principal() -> Principal:
+    return Principal(
+        principal_type=PrincipalType.AUTHENTICATED,
+        subject="user-a",
+        tenant_id="tenant-a",
+        allowed_tenant_ids=["tenant-a", "tenant-b"],
+        allowed_domain_ids=["finance", "hr"],
+        can_write_shared_domain=True,
+        can_write_global=True,
+        token_claims={},
+    )
+
+
+def test_anonymous_principal_reads_global_only():
+    service = KnowledgeSpaceAccessService(KnowledgeSpaceSettings())
+    spaces = service.resolve_readable_spaces(Principal.anonymous())
+    assert [space.id for space in spaces] == ["shared_global"]
+
+
+def test_effective_scope_intersection():
+    service = KnowledgeSpaceAccessService(KnowledgeSpaceSettings())
+    principal = _principal()
+    effective = service.resolve_effective_scope(principal, ["tenant_tenant-b", "shared_global"])
+    assert [space.id for space in effective] == ["tenant_tenant-b", "shared_global"]
+
+
+def test_effective_scope_rejects_unauthorized_space():
+    service = KnowledgeSpaceAccessService(KnowledgeSpaceSettings())
+    principal = _principal()
+    with pytest.raises(KnowledgeSpaceAccessDeniedError):
+        service.resolve_effective_scope(principal, ["tenant_other"])
+
+
+def test_upload_target_defaults_to_my_tenant():
+    service = KnowledgeSpaceAccessService(KnowledgeSpaceSettings())
+    principal = _principal()
+    target = service.resolve_upload_target(principal, None)
+    assert target.id == "tenant_tenant-a"
+
+
+def test_upload_target_requires_permission():
+    service = KnowledgeSpaceAccessService(KnowledgeSpaceSettings())
+    principal = Principal(
+        principal_type=PrincipalType.AUTHENTICATED,
+        subject="user-b",
+        tenant_id="tenant-b",
+        allowed_tenant_ids=["tenant-b"],
+        allowed_domain_ids=[],
+        can_write_shared_domain=False,
+        can_write_global=False,
+        token_claims={},
+    )
+    with pytest.raises(KnowledgeSpaceAccessDeniedError):
+        service.resolve_upload_target(principal, "shared_global")
+
+
+def test_disabled_spaces_are_excluded_from_read_and_write(tmp_path):
+    state_file = tmp_path / "knowledge-spaces-state.json"
+    state_file.write_text(
+        json.dumps(
+            {
+                "spaces": {
+                    "tenant_tenant-a": {"enabled": False},
+                    "shared_finance": {"enabled": False},
+                }
+            }
+        )
+    )
+
+    service = KnowledgeSpaceAccessService(
+        KnowledgeSpaceSettings(knowledge_spaces_state_file=str(state_file))
+    )
+    principal = _principal()
+
+    readable_ids = [space.id for space in service.resolve_readable_spaces(principal)]
+    assert "tenant_tenant-a" not in readable_ids
+    assert "shared_finance" not in readable_ids
+    assert "tenant_tenant-b" in readable_ids
+    assert "shared_hr" in readable_ids
+    assert "shared_global" in readable_ids
+
+    writable_ids = [space.id for space in service.resolve_writable_spaces(principal)]
+    assert "tenant_tenant-a" not in writable_ids
+    assert "shared_finance" not in writable_ids
+    assert "shared_hr" in writable_ids
+    assert "shared_global" in writable_ids
+
+
+def test_effective_scope_rejects_disabled_space(tmp_path):
+    state_file = tmp_path / "knowledge-spaces-state.json"
+    state_file.write_text(
+        json.dumps(
+            {
+                "spaces": {
+                    "shared_finance": {"enabled": False},
+                }
+            }
+        )
+    )
+
+    service = KnowledgeSpaceAccessService(
+        KnowledgeSpaceSettings(knowledge_spaces_state_file=str(state_file))
+    )
+    principal = _principal()
+    with pytest.raises(KnowledgeSpaceAccessDeniedError):
+        service.resolve_effective_scope(principal, ["shared_finance"])
+
+
+def test_explicit_upload_target_rejects_disabled_space(tmp_path):
+    state_file = tmp_path / "knowledge-spaces-state.json"
+    state_file.write_text(
+        json.dumps(
+            {
+                "spaces": {
+                    "tenant_tenant-a": {"enabled": False},
+                }
+            }
+        )
+    )
+
+    service = KnowledgeSpaceAccessService(
+        KnowledgeSpaceSettings(knowledge_spaces_state_file=str(state_file))
+    )
+    principal = _principal()
+    with pytest.raises(KnowledgeSpaceAccessDeniedError):
+        service.resolve_upload_target(principal, "my_tenant")
+
+
+def test_anonymous_has_no_read_scope_if_global_disabled(tmp_path):
+    state_file = tmp_path / "knowledge-spaces-state.json"
+    state_file.write_text(
+        json.dumps(
+            {
+                "spaces": {
+                    "shared_global": {"enabled": False},
+                }
+            }
+        )
+    )
+
+    service = KnowledgeSpaceAccessService(
+        KnowledgeSpaceSettings(knowledge_spaces_state_file=str(state_file))
+    )
+    spaces = service.resolve_readable_spaces(Principal.anonymous())
+    assert spaces == []
diff --git a/libs/rag-core-api/tests/knowledge_space_settings_test.py b/libs/rag-core-api/tests/knowledge_space_settings_test.py
new file mode 100644
index 00000000..eb7fec06
--- /dev/null
+++ b/libs/rag-core-api/tests/knowledge_space_settings_test.py
@@ -0,0 +1,82 @@
+import pytest
+from pydantic import ValidationError
+from types import SimpleNamespace
+
+from rag_core_api.impl.settings.knowledge_space_settings import KnowledgeSpaceSettings
+from rag_core_api.knowledge_spaces.collection_router import KnowledgeSpaceCollectionRouter
+from rag_core_api.knowledge_spaces.models import KnowledgeSpace, KnowledgeSpaceType
+
+
+def test_knowledge_space_settings_defaults():
+    settings = KnowledgeSpaceSettings()
+    assert settings.collection_strategy == "single"
+    assert settings.tenant_collection_template == "tenant_{tenant_id}"
+    assert settings.shared_domain_collection_template == "shared_{domain_id}"
+    assert settings.global_collection_name == "shared_global"
+    assert settings.knowledge_spaces_state_file == "infrastructure/rag/knowledge-spaces-state.json"
+    assert settings.enable_space_selector_in_chat is False
+    assert settings.enable_upload_sharing_target is False
+
+
+def test_invalid_tenant_template_rejected(monkeypatch):
+    monkeypatch.setenv("MULTITENANCY_TENANT_COLLECTION_TEMPLATE", "tenant_{foo}")
+    with pytest.raises(ValidationError):
+        KnowledgeSpaceSettings()
+
+
+def test_invalid_shared_template_rejected(monkeypatch):
+    monkeypatch.setenv("MULTITENANCY_SHARED_DOMAIN_COLLECTION_TEMPLATE", "shared_{foo}")
+    with pytest.raises(ValidationError):
+        KnowledgeSpaceSettings()
+
+
+def test_invalid_global_collection_name_rejected(monkeypatch):
+    monkeypatch.setenv("MULTITENANCY_GLOBAL_COLLECTION_NAME", "{global}")
+    with pytest.raises(ValidationError):
+        KnowledgeSpaceSettings()
+
+
+def test_collection_router_uses_default_collection_in_single_strategy():
+    knowledge_settings = KnowledgeSpaceSettings(collection_strategy="single")
+    vector_settings = SimpleNamespace(collection_name="rag-db")
+    router = KnowledgeSpaceCollectionRouter(settings=knowledge_settings, vector_settings=vector_settings)
+
+    space = KnowledgeSpace(
+        id="tenant_tenant-a",
+        type=KnowledgeSpaceType.TENANT,
+        tenant_id="tenant-a",
+        display_name="Tenant tenant-a",
+        enabled=True,
+    )
+    assert router.collection_for_space(space) == "rag-db"
+
+
+def test_collection_router_uses_templates_for_hybrid_strategy():
+    knowledge_settings = KnowledgeSpaceSettings(collection_strategy="hybrid")
+    vector_settings = SimpleNamespace(collection_name="rag-db")
+    router = KnowledgeSpaceCollectionRouter(settings=knowledge_settings, vector_settings=vector_settings)
+
+    tenant_space = KnowledgeSpace(
+        id="tenant_tenant-a",
+        type=KnowledgeSpaceType.TENANT,
+        tenant_id="tenant-a",
+        display_name="Tenant tenant-a",
+        enabled=True,
+    )
+    domain_space = KnowledgeSpace(
+        id="shared_finance",
+        type=KnowledgeSpaceType.SHARED_DOMAIN,
+        domain_id="finance",
+        display_name="Shared finance",
+        enabled=True,
+    )
+    global_space = KnowledgeSpace(
+        id="shared_global",
+        type=KnowledgeSpaceType.GLOBAL,
+        display_name="Global",
+        enabled=True,
+    )
+
+    assert router.collection_for_space(tenant_space) == "tenant_tenant-a"
+    assert router.collection_for_space(domain_space) == "shared_finance"
+    assert router.collection_for_space(global_space) == "shared_global"
diff --git a/libs/rag-core-api/tests/qdrant_database_test.py b/libs/rag-core-api/tests/qdrant_database_test.py
index a1002b33..23441029 100644
--- a/libs/rag-core-api/tests/qdrant_database_test.py
+++ b/libs/rag-core-api/tests/qdrant_database_test.py
@@ -1,29 +1,156 @@
 import pytest
 from unittest.mock import MagicMock
-from rag_core_api.impl.vector_databases.qdrant_database import QdrantDatabase
+
 from langchain_core.documents import Document
 
-def test_qdrant_database_upload_uses_add_documents():
+from rag_core_api.impl.vector_databases.qdrant_database import QdrantDatabase
+from rag_core_api.knowledge_spaces.models import KnowledgeSpace, KnowledgeSpaceType
+from rag_core_lib.context import clear_principal, clear_target_space_id
+
+
+@pytest.fixture(autouse=True)
+def reset_context():
+    clear_principal()
+    clear_target_space_id()
+    yield
+    clear_principal()
+    clear_target_space_id()
+
+
+def test_qdrant_database_upload_uses_add_documents_and_stamps_visibility_metadata():
     # Mock dependencies
     mock_settings = MagicMock()
+    mock_settings.validate_collection_config = False
+    mock_settings.retrieval_mode = MagicMock()
+    mock_settings.collection_name = "rag-db"
     mock_embedder = MagicMock()
     mock_sparse_embedder = MagicMock()
     mock_vectorstore = MagicMock()
-    
+    mock_vectorstore.collection_name = "rag-db"
+
+    mock_access_service = MagicMock()
+    mock_access_service.resolve_upload_target.return_value = KnowledgeSpace(
+        id="tenant_tenant-a",
+        type=KnowledgeSpaceType.TENANT,
+        tenant_id="tenant-a",
+        display_name="Tenant tenant-a",
+        enabled=True,
+    )
+    mock_collection_router = MagicMock()
+    mock_collection_router.collection_for_space.return_value = "rag-db"
+    mock_collection_router.strategy = "single"
+    mock_collection_router.default_collection_name = "rag-db"
+
     db = QdrantDatabase(
         settings=mock_settings,
         embedder=mock_embedder,
         sparse_embedder=mock_sparse_embedder,
-        vectorstore=mock_vectorstore
+        vectorstore=mock_vectorstore,
+        access_service=mock_access_service,
+        collection_router=mock_collection_router,
     )
-    
+
     documents = [Document(page_content="test", metadata={})]
-    
+
     # Call upload
     db.upload(documents)
-    
+
     # Verify add_documents was called
     mock_vectorstore.add_documents.assert_called_once_with(documents)
-    
-    # Verify from_documents was NOT called
-    assert not mock_vectorstore.from_documents.called
+    assert documents[0].metadata["visibility"] == KnowledgeSpaceType.TENANT.value
+    assert documents[0].metadata["space_id"] == "tenant_tenant-a"
+    assert documents[0].metadata["tenant_id"] == "tenant-a"
+
+
+def test_single_strategy_acl_filter_contains_legacy_tenant_fallback():
+    mock_settings = MagicMock()
+    mock_settings.validate_collection_config = False
+    mock_settings.retrieval_mode = MagicMock()
+    mock_settings.collection_name = "rag-db"
+    mock_vectorstore = MagicMock()
+    mock_vectorstore.collection_name = "rag-db"
+
+    db = QdrantDatabase(
+        settings=mock_settings,
+        embedder=MagicMock(),
+        sparse_embedder=MagicMock(),
+        vectorstore=mock_vectorstore,
+        access_service=MagicMock(),
+        collection_router=MagicMock(),
+    )
+
+    acl_filter = db._build_single_strategy_acl_filter(
+        [
+            KnowledgeSpace(
+                id="tenant_tenant-a",
+                type=KnowledgeSpaceType.TENANT,
+                tenant_id="tenant-a",
+                display_name="Tenant tenant-a",
+                enabled=True,
+            )
+        ]
+    )
+
+    tenant_conditions = [condition for condition in acl_filter.should if condition.key == "metadata.tenant_id"]
+    assert tenant_conditions
+    assert tenant_conditions[0].match.value == "tenant-a"
+
+
+def test_get_documents_by_ids_resolves_across_scope_collections_in_hybrid_strategy():
+    mock_settings = MagicMock()
+    mock_settings.validate_collection_config = False
+    mock_settings.retrieval_mode = MagicMock()
+    mock_settings.collection_name = "rag-db"
+    mock_embedder = MagicMock()
+    mock_sparse_embedder = MagicMock()
+    mock_vectorstore = MagicMock()
+    mock_vectorstore.collection_name = "rag-db"
+
+    tenant_space = KnowledgeSpace(
+        id="tenant_tenant-a",
+        type=KnowledgeSpaceType.TENANT,
+        tenant_id="tenant-a",
+        display_name="Tenant tenant-a",
+        enabled=True,
+    )
+    shared_space = KnowledgeSpace(
+        id="shared_finance",
+        type=KnowledgeSpaceType.SHARED_DOMAIN,
+        domain_id="finance",
+        display_name="Shared finance",
+        enabled=True,
+    )
+
+    mock_collection_router = MagicMock()
+    mock_collection_router.strategy = "hybrid"
+    mock_collection_router.default_collection_name = "rag-db"
+    mock_collection_router.collection_for_space.side_effect = lambda space: space.id
+
+    db = QdrantDatabase(
+        settings=mock_settings,
+        embedder=mock_embedder,
+        sparse_embedder=mock_sparse_embedder,
+        vectorstore=mock_vectorstore,
+        access_service=MagicMock(),
+        collection_router=mock_collection_router,
+    )
+    db._resolve_read_scope = MagicMock(return_value=[tenant_space, shared_space])  # noqa: SLF001
+    db._collection_exists = MagicMock(return_value=True)  # noqa: SLF001
+
+    tenant_hit = MagicMock(payload={"page_content": "tenant doc", "metadata": {"id": "doc-tenant"}})
+    shared_hit = MagicMock(payload={"page_content": "shared doc", "metadata": {"id": "doc-shared"}})
+
+    def scroll_side_effect(*, collection_name, scroll_filter):
+        document_id = scroll_filter.must[0].match.value
+        if collection_name == "tenant_tenant-a" and document_id == "doc-tenant":
+            return ([tenant_hit], None)
+        if collection_name == "shared_finance" and document_id == "doc-shared":
+            return ([shared_hit], None)
+        return ([], None)
+
+    mock_vectorstore.client.scroll.side_effect = scroll_side_effect
+
+    documents = db.get_documents_by_ids(["doc-tenant", "doc-shared"])
+
+    assert {doc.metadata["id"] for doc in documents} == {"doc-tenant", "doc-shared"}
+    assert {doc.metadata["_collection_name"] for doc in documents} == {"tenant_tenant-a", "shared_finance"}
diff --git a/libs/rag-core-lib/src/rag_core_lib/context.py b/libs/rag-core-lib/src/rag_core_lib/context.py
index c415e603..14296364 100644
--- a/libs/rag-core-lib/src/rag_core_lib/context.py
+++ b/libs/rag-core-lib/src/rag_core_lib/context.py
@@ -3,11 +3,19 @@
 from contextvars import ContextVar
 from typing import Optional
 
+from rag_core_lib.principal import Principal
+
 _tenant_id_ctx_var: ContextVar[Optional[str]] = ContextVar("tenant_id", default=None)
+_principal_ctx_var: ContextVar[Optional[Principal]] = ContextVar("principal", default=None)
+_requested_space_ids_ctx_var: ContextVar[list[str]] = ContextVar("requested_space_ids", default=[])
+_target_space_id_ctx_var: ContextVar[Optional[str]] = ContextVar("target_space_id", default=None)
 
 
 def get_tenant_id() -> Optional[str]:
     """Get the current tenant ID."""
+    principal = get_principal()
+    if principal and principal.tenant_id:
+        return principal.tenant_id
     return _tenant_id_ctx_var.get()
 
 
@@ -19,3 +27,48 @@ def set_tenant_id(tenant_id: str) -> None:
 def clear_tenant_id() -> None:
     """Clear the current tenant ID."""
     _tenant_id_ctx_var.set(None)
+
+
+def get_principal() -> Optional[Principal]:
+    """Get the current principal."""
+    return _principal_ctx_var.get()
+
+
+def set_principal(principal: Principal) -> None:
+    """Set the current principal."""
+    _principal_ctx_var.set(principal)
+
+
+def clear_principal() -> None:
+    """Clear the current principal."""
+    _principal_ctx_var.set(None)
+
+
+def get_requested_space_ids() -> list[str]:
+    """Get requested space identifiers for current request."""
+    return _requested_space_ids_ctx_var.get()
+
+
+def set_requested_space_ids(space_ids: list[str]) -> None:
+    """Set requested space identifiers for current request."""
+    _requested_space_ids_ctx_var.set(space_ids)
+
+
+def clear_requested_space_ids() -> None:
+    """Clear requested space identifiers for current request."""
+    _requested_space_ids_ctx_var.set([])
+
+
+def get_target_space_id() -> Optional[str]:
+    """Get target upload/delete space id for current request."""
+    return _target_space_id_ctx_var.get()
+
+
+def set_target_space_id(space_id: str | None) -> None:
+    """Set target upload/delete space id for current request."""
+    _target_space_id_ctx_var.set(space_id)
+
+
+def clear_target_space_id() -> None:
+    """Clear target upload/delete space id for current request."""
+    _target_space_id_ctx_var.set(None)
diff --git a/libs/rag-core-lib/src/rag_core_lib/principal.py b/libs/rag-core-lib/src/rag_core_lib/principal.py
new file mode 100644
index 00000000..d6000de0
--- /dev/null
+++ b/libs/rag-core-lib/src/rag_core_lib/principal.py
@@ -0,0 +1,39 @@
+"""Principal model shared across services."""
+
+from __future__ import annotations
+
+from enum import StrEnum
+from typing import Any
+
+from pydantic import BaseModel, Field
+
+
+class PrincipalType(StrEnum):
+    """Supported principal categories."""
+
+    AUTHENTICATED = "authenticated"
+    ANONYMOUS = "anonymous"
+
+
+class Principal(BaseModel):
+    """Resolved identity and authorization claims for a request."""
+
+    principal_type: PrincipalType = PrincipalType.AUTHENTICATED
+    subject: str | None = None
+    tenant_id: str | None = None
+    allowed_tenant_ids: list[str] = Field(default_factory=list)
+    allowed_domain_ids: list[str] = Field(default_factory=list)
+    can_write_shared_domain: bool = False
+    can_write_global: bool = False
+    token_claims: dict[str, Any] = Field(default_factory=dict)
+
+    @property
+    def is_anonymous(self) -> bool:
+        """Return whether this principal is anonymous."""
+        return self.principal_type == PrincipalType.ANONYMOUS
+
+    @classmethod
+    def anonymous(cls) -> "Principal":
+        """Build an anonymous principal."""
+        return cls(principal_type=PrincipalType.ANONYMOUS, subject="anonymous")
+
diff --git a/libs/rag-core-lib/src/rag_core_lib/principal_factory.py b/libs/rag-core-lib/src/rag_core_lib/principal_factory.py
new file mode 100644
index 00000000..5e3d0788
--- /dev/null
+++ b/libs/rag-core-lib/src/rag_core_lib/principal_factory.py
@@ -0,0 +1,51 @@
+"""Helpers for building request principals from JWT claims."""
+
+from __future__ import annotations
+
+from typing import Any
+
+from rag_core_lib.principal import Principal, PrincipalType
+
+
+def _as_list(value: Any) -> list[str]:
+    if value is None:
+        return []
+    if isinstance(value, list):
+        return [str(item) for item in value if item is not None and str(item).strip()]
+    if isinstance(value, str):
+        trimmed = value.strip()
+        if not trimmed:
+            return []
+        if "," in trimmed:
+            return [item.strip() for item in trimmed.split(",") if item.strip()]
+        return [trimmed]
+    return [str(value)]
+
+
+def _as_bool(value: Any) -> bool:
+    if isinstance(value, bool):
+        return value
+    if value is None:
+        return False
+    if isinstance(value, (int, float)):
+        return bool(value)
+    return str(value).strip().lower() in {"1", "true", "yes", "on"}
+
+
+def principal_from_claims(claims: dict[str, Any]) -> Principal:
+    """Build an authenticated principal from decoded JWT claims."""
+    tenant_id = claims.get("tenant_id")
+    allowed_tenant_ids = _as_list(claims.get("allowed_tenant_ids"))
+    if tenant_id and tenant_id not in allowed_tenant_ids:
+        allowed_tenant_ids.insert(0, str(tenant_id))
+
+    return Principal(
+        principal_type=PrincipalType.AUTHENTICATED,
+        subject=claims.get("sub") or claims.get("preferred_username"),
+        tenant_id=str(tenant_id) if tenant_id else None,
+        allowed_tenant_ids=allowed_tenant_ids,
+        allowed_domain_ids=_as_list(claims.get("allowed_domain_ids")),
+        can_write_shared_domain=_as_bool(claims.get("can_write_shared_domain")),
+        can_write_global=_as_bool(claims.get("can_write_global")),
+        token_claims=claims,
+    )
diff --git a/services/frontend/README.md b/services/frontend/README.md
index 5aa46418..0308ba62 100644
--- a/services/frontend/README.md
+++ b/services/frontend/README.md
@@ -47,7 +47,11 @@ The chat and admin apps expect Keycloak to issue tokens. Create a client for the
    - `VITE_KEYCLOAK_AUTHORITY` → `http://keycloak.rag.localhost/auth/realms/rag`
    - `VITE_KEYCLOAK_CLIENT_ID` → `rag-frontend`
 
-With these in place, the frontends will redirect unauthenticated visitors to Keycloak, handle the callback at `/callback`, and attach the access token to API calls.
+With these in place:
+
+- `admin-app` redirects unauthenticated visitors to Keycloak.
+- `chat-app` is accessible without login and attaches access token automatically when the user signs in.
+- Both apps handle the callback at `/callback`.
 
 > If you enable ingress-level Basic Auth (e.g., via `shared.config.basicAuth.enabled` in the Helm values), the browser will prompt for Basic credentials before the app can reach Keycloak, and the redirect back from Keycloak will be blocked. Keep Basic Auth **disabled** for the frontend ingress when using Keycloak, or scope Basic Auth only to the backend/API hosts.
 
@@ -63,6 +67,9 @@ The backend services use client credentials to talk to Keycloak (service account
 4. Credentials: generate/set a secret (e.g., `rag-backend-client-secret`), and keep it in sync with:
    - `backend.envs.keycloak.KEYCLOAK_CLIENT_SECRET`
    - `adminBackend.envs.keycloak.KEYCLOAK_CLIENT_SECRET` (admin-backend also uses client credentials)
+   - `backend.envs.keycloak.KEYCLOAK_ALLOWED_ISSUERS` and `adminBackend.envs.keycloak.KEYCLOAK_ALLOWED_ISSUERS`
+     should include the public realm issuer (for example `http://keycloak.rag.localhost/auth/realms/rag`)
+     and optionally the in-cluster issuer (for example `http://rag-keycloak-http:80/auth/realms/rag`)
 5. Tokens: leave defaults unless you need longer TTLs. Scope: ensure realm roles/scopes required by your APIs are assigned to this client’s service account.
 
 If the secret or client type don’t match, calls like `/api/upload_file` will fail with `invalid_client`.
@@ -131,6 +138,8 @@ To change the theme, edit `libs/ui-styles/src/tailwind.css` (Tailwind v4 + daisy
 - VITE_AUTH_USERNAME = Basic auth username used by the frontend
 - VITE_AUTH_PASSWORD = Basic auth password used by the frontend
 - VITE_CHAT_AUTH_ENABLED = Enable the auth prompt in the chat app (true/false)
+- VITE_ENABLE_SPACE_SELECTOR_IN_CHAT = Show optional knowledge-space selector in chat (true/false)
+- VITE_ENABLE_UPLOAD_SHARING_TARGET = Show optional upload target selector in admin for shared/global writes (true/false)
 
 ### UI Customization
 - VITE_BOT_NAME = The AI assistant's display name (default: "Knowledge Agent")
diff --git a/services/frontend/apps/chat-app/src/main.ts b/services/frontend/apps/chat-app/src/main.ts
index 235e0a3c..e05840ca 100644
--- a/services/frontend/apps/chat-app/src/main.ts
+++ b/services/frontend/apps/chat-app/src/main.ts
@@ -11,17 +11,11 @@ import { routes } from './routes';
 import { authService } from '@shared/auth/auth.service';
 
 export async function setupApp() {
-  // Initialize Auth
-  const user = await authService.getUser();
-  if (!user) {
-    if (window.location.pathname !== '/callback') {
-      await authService.login();
-      return;
-    } else {
-      await authService.handleCallback();
-      window.location.href = '/';
-      return;
-    }
+  // Handle OIDC callback when auth is enabled, but keep chat app accessible without login.
+  if (window.location.pathname === '/callback' && authService.isEnabled()) {
+    await authService.handleCallback();
+    window.location.href = '/';
+    return;
   }
 
   const router = createRouter({
diff --git a/services/frontend/libs/admin-app/data-access/+state/documents.store.ts b/services/frontend/libs/admin-app/data-access/+state/documents.store.ts
index 566f7aee..fe9f73db 100644
--- a/services/frontend/libs/admin-app/data-access/+state/documents.store.ts
+++ b/services/frontend/libs/admin-app/data-access/+state/documents.store.ts
@@ -34,7 +34,7 @@ export const useDocumentsStore = defineStore("chat", () => {
     }
   }
 
-  async function uploadDocument(file: File) {
+  async function uploadDocument(file: File, targetSpaceId?: string) {
     const documentData = mapToUploadDocument(file);
     uploadedDocuments.value.push(documentData);
 
@@ -45,7 +45,7 @@ export const useDocumentsStore = defineStore("chat", () => {
           progress: progress.loaded,
           isProcessing: progress.total === progress.loaded,
         });
-      });
+      }, targetSpaceId);
 
       updateUploadedDocumentData(documentData.id, {
         isCompleted: true,
@@ -73,12 +73,12 @@ export const useDocumentsStore = defineStore("chat", () => {
     }
   };
 
-  const loadConfluence = async (config: ConfluenceConfig) => {
+  const loadConfluence = async (config: ConfluenceConfig, targetSpaceId?: string) => {
     isLoadingConfluence.value = true;
     error.value = null;
     try {
       // provide confluence configuration from frontend
-      await DocumentAPI.loadConfluence(config);
+      await DocumentAPI.loadConfluence(config, targetSpaceId);
       await loadDocuments(); // Refresh the document list after uploading
     } catch (err) {
       if (axios.isAxiosError(err) && err.response && err.response.status === HTTP_STATUS.NOT_IMPLEMENTED) {
@@ -96,12 +96,12 @@ export const useDocumentsStore = defineStore("chat", () => {
     }
   };
 
-  const loadSitemap = async (config: SitemapConfig) => {
+  const loadSitemap = async (config: SitemapConfig, targetSpaceId?: string) => {
     isLoadingSitemap.value = true;
     error.value = null;
     try {
       // provide sitemap configuration from frontend
-      await DocumentAPI.loadSitemap(config);
+      await DocumentAPI.loadSitemap(config, targetSpaceId);
       await loadDocuments(); // Refresh the document list after uploading
     } catch (err) {
       if (axios.isAxiosError(err) && err.response && err.response.status === HTTP_STATUS.NOT_IMPLEMENTED) {
@@ -119,9 +119,9 @@ export const useDocumentsStore = defineStore("chat", () => {
     }
   };
 
-  const uploadDocuments = async (files: File[]) => {
+  const uploadDocuments = async (files: File[], targetSpaceId?: string) => {
     try {
-      const uploads = files.map(uploadDocument);
+      const uploads = files.map((file) => uploadDocument(file, targetSpaceId));
       await Promise.all(uploads);
       await new Promise((resolve) => setTimeout(resolve, 250)); // short delay for the user to see the progress
       await loadDocuments();
diff --git a/services/frontend/libs/admin-app/data-access/document.api.ts b/services/frontend/libs/admin-app/data-access/document.api.ts
index bd084b5b..180f8454 100644
--- a/services/frontend/libs/admin-app/data-access/document.api.ts
+++ b/services/frontend/libs/admin-app/data-access/document.api.ts
@@ -65,7 +65,11 @@ export class DocumentAPI {
         }
     }
 
-    static async uploadDocument(file: File, onUploadProgress: (progressEvent: AxiosProgressEvent) => void): Promise<null> {
+    static async uploadDocument(
+        file: File,
+        onUploadProgress: (progressEvent: AxiosProgressEvent) => void,
+        targetSpaceId?: string,
+    ): Promise<null> {
         try {
             const formData = new FormData();
             formData.append('file', file);
@@ -74,6 +78,7 @@ export class DocumentAPI {
                 headers: {
                     'Content-Type': 'multipart/form-data'
                 },
+                params: targetSpaceId ? { target_space_id: targetSpaceId } : undefined,
                 onUploadProgress
             });
 
@@ -83,7 +88,7 @@ export class DocumentAPI {
         }
     }
 
-    static async loadConfluence(config: ConfluenceConfig): Promise<void> {
+    static async loadConfluence(config: ConfluenceConfig, targetSpaceId?: string): Promise<void> {
         try {
             // convert config to list of key/value items for backend
             const payload: { key: string; value: string }[] = [
@@ -106,14 +111,18 @@ export class DocumentAPI {
             }
             // include required query parameters
             await apiClient.post<void>('/upload_source', payload, {
-                params: { source_type: 'confluence', name: config.name }
+                params: {
+                    source_type: 'confluence',
+                    name: config.name,
+                    ...(targetSpaceId ? { target_space_id: targetSpaceId } : {}),
+                }
             });
         } catch(error) {
             this.handleError(error);
         }
     }
 
-    static async loadSitemap(config: SitemapConfig): Promise<void> {
+    static async loadSitemap(config: SitemapConfig, targetSpaceId?: string): Promise<void> {
         try {
             // convert config to list of key/value items for backend
             const payload = [
@@ -158,7 +167,11 @@ export class DocumentAPI {
 
             // include required query parameters
             await apiClient.post<void>('/upload_source', payload, {
-                params: { source_type: 'sitemap', name: config.name }
+                params: {
+                    source_type: 'sitemap',
+                    name: config.name,
+                    ...(targetSpaceId ? { target_space_id: targetSpaceId } : {}),
+                }
             });
         } catch(error) {
             this.handleError(error);
diff --git a/services/frontend/libs/admin-app/feature-document/DocumentUploadContainer.vue b/services/frontend/libs/admin-app/feature-document/DocumentUploadContainer.vue
index b01ee8fd..19abac4d 100644
--- a/services/frontend/libs/admin-app/feature-document/DocumentUploadContainer.vue
+++ b/services/frontend/libs/admin-app/feature-document/DocumentUploadContainer.vue
@@ -1,8 +1,9 @@
 <script lang="ts" setup>
 import { OnyxIcon } from '@shared/ui';
 import { allowedDocumentAccepts, allowedDocumentDisplayNames, isAllowedDocumentType } from '@shared/utils';
+import { authService } from '@shared/auth/auth.service';
 import { iconCircleInformation, iconCloudArrowUp, iconGlobe, iconX } from '@sit-onyx/icons';
-import { computed, ref } from "vue";
+import { computed, onMounted, ref } from "vue";
 import { useI18n } from 'vue-i18n';
 import { useDocumentsStore } from '../data-access/+state/documents.store';
 import { UploadedDocument } from '../models/uploaded-document.model';
@@ -17,6 +18,81 @@ const isInvalidFileType = ref(false);
 const uploadMethod = ref<'file' | 'confluence' | 'sitemap'>('file');
 const allowedFileTypesLabel = allowedDocumentDisplayNames.join(', ');
 const allowedFileInputAccept = allowedDocumentAccepts.join(',');
+const uploadTargetOptions = ref<{ id: string; label: string }[]>([
+  { id: 'my_tenant', label: t('documents.targetMyTenant') },
+]);
+const selectedTargetSpaceId = ref('my_tenant');
+
+const runtimeConfig = (window as any).config || {};
+const isPlaceholder = (value: string | undefined) => !value || /^VITE_[A-Z0-9_]+$/.test(value);
+const pickValue = (...candidates: Array<string | undefined>) => candidates.find((v) => !isPlaceholder(v));
+const uploadSharingFlag = String(
+  pickValue(runtimeConfig.VITE_ENABLE_UPLOAD_SHARING_TARGET, import.meta.env.VITE_ENABLE_UPLOAD_SHARING_TARGET, 'false')
+).toLowerCase() === 'true';
+
+const showUploadTargetSelector = computed(
+  () => uploadSharingFlag && uploadTargetOptions.value.length > 1
+);
+
+const toBool = (value: unknown): boolean => {
+  if (typeof value === 'boolean') return value;
+  if (typeof value === 'number') return value !== 0;
+  if (typeof value === 'string') return ['1', 'true', 'yes', 'on'].includes(value.toLowerCase());
+  return false;
+};
+
+const toStringList = (value: unknown): string[] => {
+  if (Array.isArray(value)) {
+    return value.map((item) => String(item)).filter(Boolean);
+  }
+  if (typeof value === 'string' && value.trim().length > 0) {
+    return value.includes(',')
+      ? value.split(',').map((item) => item.trim()).filter(Boolean)
+      : [value.trim()];
+  }
+  return [];
+};
+
+const decodeJwtClaims = (token: string): Record<string, unknown> | null => {
+  try {
+    const parts = token.split('.');
+    if (parts.length < 2) return null;
+    const normalized = parts[1].replace(/-/g, '+').replace(/_/g, '/');
+    const padded = normalized.padEnd(Math.ceil(normalized.length / 4) * 4, '=');
+    return JSON.parse(atob(padded));
+  } catch {
+    return null;
+  }
+};
+
+const resolveTargetSpaceId = (): string | undefined => {
+  if (!showUploadTargetSelector.value) return undefined;
+  if (selectedTargetSpaceId.value === 'my_tenant') return undefined;
+  return selectedTargetSpaceId.value;
+};
+
+onMounted(async () => {
+  if (!uploadSharingFlag) return;
+  const token = await authService.getAccessToken();
+  if (!token) return;
+  const claims = decodeJwtClaims(token);
+  if (!claims) return;
+
+  const options: Array<{ id: string; label: string }> = [{ id: 'my_tenant', label: t('documents.targetMyTenant') }];
+  const domainIds = toStringList(claims.allowed_domain_ids);
+  if (toBool(claims.can_write_shared_domain)) {
+    for (const domainId of domainIds) {
+      options.push({
+        id: `shared_${domainId}`,
+        label: t('documents.targetSharedDomain', { domain: domainId }),
+      });
+    }
+  }
+  if (toBool(claims.can_write_global)) {
+    options.push({ id: 'shared_global', label: t('documents.targetGlobal') });
+  }
+  uploadTargetOptions.value = options;
+});
 
 
 // confluence configuration refs
@@ -48,7 +124,7 @@ const confluenceCql = ref('');
       }
 
     isInvalidFileType.value = false;
-    store.uploadDocuments(files);
+    store.uploadDocuments(files, resolveTargetSpaceId());
 }
 
 const onFileInputChange = (event: Event) => {
@@ -87,7 +163,7 @@ const handleConfluenceUpload = () => {
         url: confluenceUrl.value,
         maxPages: maxPages.value,
         cql: confluenceCql.value,
-    });
+    }, resolveTargetSpaceId());
 }
 
   const handleSitemapUpload = () => {
@@ -104,7 +180,7 @@ const handleConfluenceUpload = () => {
           headerTemplate: sitemapHeaderTemplate.value,
           parser,
           continueOnFailure: sitemapContinueOnFailure.value,
-      });
+      }, resolveTargetSpaceId());
   }
 
 const clearError = () => {
@@ -170,6 +246,16 @@ const getErrorMessage = (errorType: string) => {
                 </a>
             </div>
 
+            <div v-if="showUploadTargetSelector" class="mb-4 p-3 rounded-box border border-base-300 bg-base-100">
+                <label for="upload-target" class="font-medium text-sm">{{ t('documents.uploadTargetLabel') }}</label>
+                <select id="upload-target" v-model="selectedTargetSpaceId" class="select select-bordered w-full mt-2">
+                    <option v-for="option in uploadTargetOptions" :key="option.id" :value="option.id">
+                        {{ option.label }}
+                    </option>
+                </select>
+                <p class="text-xs opacity-60 mt-1">{{ t('documents.uploadTargetInfo') }}</p>
+            </div>
+
             <!-- File upload area -->
             <div v-if="uploadMethod === 'file'"
                 class="flex flex-col m-auto justify-center items-center w-full h-96 bg-base-100 rounded-box border border-base-300 border-dashed"
diff --git a/services/frontend/libs/chat-app/data-access/+state/chat.store.ts b/services/frontend/libs/chat-app/data-access/+state/chat.store.ts
index 9904e340..85eb93a9 100644
--- a/services/frontend/libs/chat-app/data-access/+state/chat.store.ts
+++ b/services/frontend/libs/chat-app/data-access/+state/chat.store.ts
@@ -1,8 +1,9 @@
 import { settings } from "@shared/settings";
 import { newUid } from "@shared/utils";
+import { authService } from "@shared/auth/auth.service";
 import { marked } from "marked";
 import { defineStore } from "pinia";
-import { ref } from "vue";
+import { computed, ref } from "vue";
 import { i18n } from "@i18n/chat";
 import {
   ChatDocumentModel,
@@ -14,13 +15,36 @@ import { InformationPiece } from "../../models/chat-response.model";
 import { DocumentResponseModel } from "../../models/document-response.model";
 import { ChatAPI } from "../chat.api";
 
+interface ScopeOption {
+  id: string;
+  label: string;
+}
+
 export const useChatStore = defineStore("chat", () => {
+  const SCOPE_STORAGE_KEY = "chat.scope.selection.v1";
+  const runtimeConfig = (window as any).config || {};
+  const isPlaceholder = (value: string | undefined) => !value || /^VITE_[A-Z0-9_]+$/.test(value);
+  const pickValue = (...candidates: Array<string | undefined>) => candidates.find((value) => !isPlaceholder(value));
   const conversationId = ref();
   const chatHistory = ref<ChatMessageModel[]>([]);
   const chatDocuments = ref<ChatDocumentModel[]>([]);
   const isLoading = ref(false);
   const hasError = ref(false);
   const isSourcesPanelOpen = ref(true);
+  const isAuthEnabled = ref(authService.isEnabled());
+  const isAuthenticated = ref(false);
+  const availableScopes = ref<ScopeOption[]>([{ id: "shared_global", label: "Global" }]);
+  const selectedScopeIds = ref<string[]>([]);
+  const isScopeSelectorEnabled = computed(
+    () =>
+      String(
+        pickValue(
+          runtimeConfig.VITE_ENABLE_SPACE_SELECTOR_IN_CHAT,
+          import.meta.env.VITE_ENABLE_SPACE_SELECTOR_IN_CHAT,
+          "false",
+        ),
+      ).toLowerCase() === "true",
+  );
 
   // Use the global i18n instance set up in the app
   const t = i18n.global.t;
@@ -44,6 +68,87 @@ export const useChatStore = defineStore("chat", () => {
   };
   const lastMessage = () => chatHistory.value[chatHistory.value.length - 1];
 
+  const toStringList = (value: unknown): string[] => {
+    if (Array.isArray(value)) {
+      return value.map((item) => String(item)).filter(Boolean);
+    }
+    if (typeof value === "string" && value.trim().length > 0) {
+      return value.includes(",")
+        ? value.split(",").map((item) => item.trim()).filter(Boolean)
+        : [value.trim()];
+    }
+    return [];
+  };
+
+  const persistSelectedScopes = () => {
+    localStorage.setItem(SCOPE_STORAGE_KEY, JSON.stringify(selectedScopeIds.value));
+  };
+
+  const clearPersistedScopes = () => {
+    localStorage.removeItem(SCOPE_STORAGE_KEY);
+  };
+
+  const restoreSelectedScopes = () => {
+    if (!isScopeSelectorEnabled.value) {
+      selectedScopeIds.value = [];
+      clearPersistedScopes();
+      return;
+    }
+    try {
+      const raw = localStorage.getItem(SCOPE_STORAGE_KEY);
+      if (!raw) {
+        selectedScopeIds.value = [];
+        return;
+      }
+      const parsed = JSON.parse(raw);
+      selectedScopeIds.value = Array.isArray(parsed) ? parsed.map((item) => String(item)) : [];
+    } catch {
+      selectedScopeIds.value = [];
+    }
+  };
+
+  const normalizeSelectedScopes = () => {
+    if (!isScopeSelectorEnabled.value) {
+      selectedScopeIds.value = [];
+      clearPersistedScopes();
+      return;
+    }
+    const allowed = new Set(availableScopes.value.map((scope) => scope.id));
+    selectedScopeIds.value = selectedScopeIds.value.filter((scopeId) => allowed.has(scopeId));
+    persistSelectedScopes();
+  };
+
+  const updateAvailableScopes = async () => {
+    const token = await authService.getAccessToken();
+    isAuthenticated.value = Boolean(token);
+    if (!token) {
+      availableScopes.value = [{ id: "shared_global", label: t("chat.scopeGlobal") as string }];
+      normalizeSelectedScopes();
+      return;
+    }
+
+    const claims = await authService.getAccessTokenClaims();
+    const options: ScopeOption[] = [{ id: "shared_global", label: t("chat.scopeGlobal") as string }];
+    if (claims) {
+      const tenantIds = toStringList((claims as Record<string, unknown>).allowed_tenant_ids);
+      const tenantId = (claims as Record<string, unknown>).tenant_id;
+      if (tenantId && !tenantIds.includes(String(tenantId))) {
+        tenantIds.unshift(String(tenantId));
+      }
+      for (const id of tenantIds) {
+        options.push({ id: `tenant_${id}`, label: `${t("chat.scopeTenant")} ${id}` as string });
+      }
+
+      const domainIds = toStringList((claims as Record<string, unknown>).allowed_domain_ids);
+      for (const domainId of domainIds) {
+        options.push({ id: `shared_${domainId}`, label: `${t("chat.scopeDomain")} ${domainId}` as string });
+      }
+    }
+
+    availableScopes.value = options;
+    normalizeSelectedScopes();
+  };
+
   function addHistory(prompt: { raw: string; html: string }) {
     chatHistory.value.push({
       id: newUid(),
@@ -96,7 +201,10 @@ export const useChatStore = defineStore("chat", () => {
       const promptAsMd = await marked(prompt);
       addHistory({ raw: prompt, html: promptAsMd });
 
-      const response = await ChatAPI.callInference(requestMessages);
+      const response = await ChatAPI.callInference(
+        requestMessages,
+        isScopeSelectorEnabled.value && selectedScopeIds.value.length > 0 ? selectedScopeIds.value : undefined,
+      );
 
       const textAsMd = await marked(response.answer);
       const documentsAsMd = await parseDocumentsAsMarkdown(response.citations);
@@ -126,6 +234,8 @@ export const useChatStore = defineStore("chat", () => {
 
   const initiateConversation = (id: string) => {
     conversationId.value = id;
+    restoreSelectedScopes();
+    void updateAvailableScopes();
     const initialMessage = getInitialMessage();
     chatHistory.value.push({
       id: newUid(),
@@ -148,6 +258,37 @@ export const useChatStore = defineStore("chat", () => {
     isSourcesPanelOpen.value = !isSourcesPanelOpen.value;
   };
 
+  const login = async () => {
+    await authService.login();
+  };
+
+  const logout = async () => {
+    await authService.logout();
+    selectedScopeIds.value = [];
+    clearPersistedScopes();
+    await updateAvailableScopes();
+  };
+
+  const toggleScope = (scopeId: string) => {
+    if (!isScopeSelectorEnabled.value) {
+      return;
+    }
+    if (selectedScopeIds.value.includes(scopeId)) {
+      selectedScopeIds.value = selectedScopeIds.value.filter((id) => id !== scopeId);
+    } else {
+      selectedScopeIds.value = [...selectedScopeIds.value, scopeId];
+    }
+    normalizeSelectedScopes();
+  };
+
+  const selectAllScopes = () => {
+    if (!isScopeSelectorEnabled.value) {
+      return;
+    }
+    selectedScopeIds.value = [];
+    persistSelectedScopes();
+  };
+
   return {
     chatDocuments,
     chatHistory,
@@ -155,10 +296,20 @@ export const useChatStore = defineStore("chat", () => {
     hasError,
     conversationId,
     isSourcesPanelOpen,
+    isAuthenticated,
+    isAuthEnabled,
+    isScopeSelectorEnabled,
+    availableScopes,
+    selectedScopeIds,
     callInference,
     initiateConversation,
     openSourcesPanel,
     closeSourcesPanel,
     toggleSourcesPanel,
+    toggleScope,
+    selectAllScopes,
+    login,
+    logout,
+    updateAvailableScopes,
   };
 });
diff --git a/services/frontend/libs/chat-app/data-access/chat.api.ts b/services/frontend/libs/chat-app/data-access/chat.api.ts
index 399aae46..5d9e907c 100644
--- a/services/frontend/libs/chat-app/data-access/chat.api.ts
+++ b/services/frontend/libs/chat-app/data-access/chat.api.ts
@@ -47,8 +47,22 @@ apiClient.interceptors.request.use(async (config) => {
 });
 
 export class ChatAPI {
-    static async callInference(request: ChatRequestModel): Promise<ChatResponseModel> {
-        const response = await apiClient.post<ChatResponseModel>(`/chat/${request.session_id}`, request);
+    static async callInference(request: ChatRequestModel, scope?: string[]): Promise<ChatResponseModel> {
+        const params = scope && scope.length > 0 ? { scope } : undefined;
+        const paramsSerializer = scope && scope.length > 0
+          ? {
+              serialize: (queryParams: Record<string, unknown>) => {
+                const searchParams = new URLSearchParams();
+                (queryParams.scope as string[]).forEach((scopeId) => searchParams.append("scope", scopeId));
+                return searchParams.toString();
+              },
+            }
+          : undefined;
+        const response = await apiClient.post<ChatResponseModel>(
+            `/chat/${request.session_id}`,
+            request,
+            { params, paramsSerializer }
+        );
         return response.data;
     }
 }
diff --git a/services/frontend/libs/chat-app/feature-chat/ChatView.vue b/services/frontend/libs/chat-app/feature-chat/ChatView.vue
index 43d80bab..882bca98 100644
--- a/services/frontend/libs/chat-app/feature-chat/ChatView.vue
+++ b/services/frontend/libs/chat-app/feature-chat/ChatView.vue
@@ -4,12 +4,14 @@ import ChatMessages from "../ui/ChatMessages.vue";
 import ChatDisclaimer from "./ChatDisclaimer.vue";
 import { useChatStore } from "../data-access/+state/chat.store";
 import ChatDocumentContainer from "../ui/ChatDocumentContainer.vue";
-import { onMounted } from "vue";
+import { computed, onMounted } from "vue";
 import { newUid } from "@shared/utils";
 import { iconChevronLeft, iconChevronRight } from "@sit-onyx/icons";
 import { OnyxIcon } from "@shared/ui";
 
 const chatStore = useChatStore();
+const enableScopeSelector = computed(() => chatStore.isScopeSelectorEnabled);
+const hasCustomScopeSelection = computed(() => chatStore.selectedScopeIds.length > 0);
 
 onMounted(() => chatStore.initiateConversation(newUid()));
 </script>
@@ -20,6 +22,37 @@ onMounted(() => chatStore.initiateConversation(newUid()));
     class="md:container md:mx-auto h-full p-4 flex gap-0"
   >
     <div class="flex-1 min-w-0 flex flex-col overflow-hidden">
+      <div v-if="chatStore.isAuthEnabled && !chatStore.isAuthenticated" class="mb-3 px-3 py-2 rounded-lg border border-base-300 bg-base-100 text-sm flex items-center justify-between gap-2">
+        <span>{{ $t("chat.signInHint") }}</span>
+        <button type="button" class="btn btn-xs btn-primary" @click="chatStore.login">
+          {{ $t("chat.signIn") }}
+        </button>
+      </div>
+
+      <div v-if="enableScopeSelector" class="mb-3 px-3 py-2 rounded-lg border border-base-300 bg-base-100">
+        <div class="text-xs uppercase tracking-wide opacity-60 mb-2">{{ $t("chat.scopeLabel") }}</div>
+        <div class="flex flex-wrap gap-2">
+          <button
+            type="button"
+            class="btn btn-xs"
+            :class="!hasCustomScopeSelection ? 'btn-primary' : 'btn-outline'"
+            @click="chatStore.selectAllScopes"
+          >
+            {{ $t("chat.scopeAll") }}
+          </button>
+          <button
+            v-for="scope in chatStore.availableScopes"
+            :key="scope.id"
+            type="button"
+            class="btn btn-xs"
+            :class="chatStore.selectedScopeIds.includes(scope.id) ? 'btn-primary' : 'btn-outline'"
+            @click="chatStore.toggleScope(scope.id)"
+          >
+            {{ scope.label }}
+          </button>
+        </div>
+      </div>
+
       <div class="flex-1 mb-4 overflow-hidden">
         <ChatMessages
           :messages="chatStore.chatHistory"
diff --git a/services/frontend/libs/i18n/admin/de.json b/services/frontend/libs/i18n/admin/de.json
index 367a421f..58a3f148 100644
--- a/services/frontend/libs/i18n/admin/de.json
+++ b/services/frontend/libs/i18n/admin/de.json
@@ -3,6 +3,11 @@
     "files": "Dateien",
     "uploadDocuments": "Dateien hochladen",
     "uploadDocumentsInfo": "Wählen Sie die Dateien ihrer Wahl aus und laden Sie sie hoch",
+    "uploadTargetLabel": "Upload-Ziel",
+    "uploadTargetInfo": "Standard ist Ihr Tenant. Freigegebene Ziele erscheinen nur mit passenden Schreibrechten im Token.",
+    "targetMyTenant": "Mein Tenant",
+    "targetSharedDomain": "Geteilt ({domain})",
+    "targetGlobal": "Global geteilt",
     "uploadSelectTitle": "Wählen Sie eine Datei oder ziehen Sie sie per Drag & Drop hierher",
   "uploadSelectDescription": "Sie können hochladen:",
     "uploadDocumentCompleted": "Hochgeladen",
diff --git a/services/frontend/libs/i18n/admin/en.json b/services/frontend/libs/i18n/admin/en.json
index 7ebcd4b4..90a13e06 100644
--- a/services/frontend/libs/i18n/admin/en.json
+++ b/services/frontend/libs/i18n/admin/en.json
@@ -3,6 +3,11 @@
     "files": "Files",
     "uploadDocuments": "Upload documents",
     "uploadDocumentsInfo": "Select the documents you want to upload",
+    "uploadTargetLabel": "Upload target",
+    "uploadTargetInfo": "Default is your tenant. Shared targets appear only when your token grants write access.",
+    "targetMyTenant": "My tenant",
+    "targetSharedDomain": "Shared ({domain})",
+    "targetGlobal": "Global shared",
     "uploadSelectTitle": "Select a file or drag & drop it here",
   "uploadSelectDescription": "You can upload:",
     "uploadDocumentCompleted": "Completed",
diff --git a/services/frontend/libs/i18n/chat/de.json b/services/frontend/libs/i18n/chat/de.json
index 188278ec..88598053 100644
--- a/services/frontend/libs/i18n/chat/de.json
+++ b/services/frontend/libs/i18n/chat/de.json
@@ -3,6 +3,13 @@
     "initialMessage": "Hi 👋, ich bin dein KI-Assistent {bot_name} und hier, um dich bei allen Fragen zu den bereitgestellten Dokumenten zu unterstützen!",
     "send": "Senden",
     "justAsk": "Frag mich einfach...",
+    "signIn": "Anmelden",
+    "signInHint": "Melden Sie sich an, um auf mehr Wissen zuzugreifen.",
+    "scopeLabel": "Wissensbereich",
+    "scopeAll": "Alles Verfügbare",
+    "scopeGlobal": "Global",
+    "scopeTenant": "Tenant",
+    "scopeDomain": "Geteilt",
     "sources": "Quellen",
     "documents": "Dokumente verwalten",
     "noSourcesHint": "Quelldokumente werden hier referenziert.",
diff --git a/services/frontend/libs/i18n/chat/en.json b/services/frontend/libs/i18n/chat/en.json
index 5001fef6..aec9ec0d 100644
--- a/services/frontend/libs/i18n/chat/en.json
+++ b/services/frontend/libs/i18n/chat/en.json
@@ -3,6 +3,13 @@
     "initialMessage": "Hi 👋, I’m your AI Assistant {bot_name}, here to support you with any questions regarding the provided documents!",
     "send": "Send",
     "justAsk": "How can I help you?",
+    "signIn": "Sign in",
+    "signInHint": "Sign in for more knowledge access.",
+    "scopeLabel": "Knowledge scope",
+    "scopeAll": "All accessible",
+    "scopeGlobal": "Global",
+    "scopeTenant": "Tenant",
+    "scopeDomain": "Shared",
     "sources": "Sources",
     "documents": "Manage documents",
     "noSourcesHint": "Source document references will show up here.",
diff --git a/tools/knowledge_space_admin.py b/tools/knowledge_space_admin.py
new file mode 100644
index 00000000..a6254f2f
--- /dev/null
+++ b/tools/knowledge_space_admin.py
@@ -0,0 +1,133 @@
+#!/usr/bin/env python3
+"""Operational helpers for managing logical knowledge spaces."""
+
+from __future__ import annotations
+
+import argparse
+import json
+from pathlib import Path
+from typing import Any
+
+
+def load_state(path: Path) -> dict[str, Any]:
+    if not path.exists():
+        return {"spaces": {}}
+    return json.loads(path.read_text())
+
+
+def save_state(path: Path, state: dict[str, Any]) -> None:
+    path.parent.mkdir(parents=True, exist_ok=True)
+    path.write_text(json.dumps(state, indent=2, sort_keys=True) + "\n")
+
+
+def to_bool(value: str) -> bool:
+    return value.lower() in {"1", "true", "yes", "on"}
+
+
+def to_list(value: Any) -> list[str]:
+    if isinstance(value, list):
+        return [str(item) for item in value if str(item).strip()]
+    if isinstance(value, str):
+        if "," in value:
+            return [item.strip() for item in value.split(",") if item.strip()]
+        return [value] if value.strip() else []
+    return []
+
+
+def readable_spaces_from_claims(claims: dict[str, Any]) -> list[str]:
+    spaces = ["shared_global"]
+    tenant_ids = to_list(claims.get("allowed_tenant_ids"))
+    tenant_id = claims.get("tenant_id")
+    if tenant_id and tenant_id not in tenant_ids:
+        tenant_ids.insert(0, tenant_id)
+    spaces.extend([f"tenant_{tenant}" for tenant in tenant_ids if tenant])
+    spaces.extend([f"shared_{domain}" for domain in to_list(claims.get("allowed_domain_ids")) if domain])
+    return list(dict.fromkeys(spaces))
+
+
+def writable_spaces_from_claims(claims: dict[str, Any]) -> list[str]:
+    spaces = []
+    tenant_id = claims.get("tenant_id")
+    if tenant_id:
+        spaces.append(f"tenant_{tenant_id}")
+    if to_bool(str(claims.get("can_write_shared_domain", "false"))):
+        spaces.extend([f"shared_{domain}" for domain in to_list(claims.get("allowed_domain_ids")) if domain])
+    if to_bool(str(claims.get("can_write_global", "false"))):
+        spaces.append("shared_global")
+    return list(dict.fromkeys(spaces))
+
+
+def parse_args() -> argparse.Namespace:
+    parser = argparse.ArgumentParser(description="Knowledge-space operational helper.")
+    parser.add_argument("--state-file", default="infrastructure/rag/knowledge-spaces-state.json")
+    sub = parser.add_subparsers(dest="command", required=True)
+
+    create = sub.add_parser("create-shared-domain-space")
+    create.add_argument("--domain-id", required=True)
+    create.add_argument("--display-name", default=None)
+
+    toggle = sub.add_parser("set-space-state")
+    toggle.add_argument("--space-id", required=True)
+    toggle.add_argument("--enabled", required=True, choices=["true", "false"])
+
+    sub.add_parser("list-spaces")
+
+    audit = sub.add_parser("audit-access")
+    audit.add_argument("--claims-json", required=True, help="Raw JSON string with JWT claims.")
+    return parser.parse_args()
+
+
+def main() -> int:
+    args = parse_args()
+    state_path = Path(args.state_file)
+    state = load_state(state_path)
+    spaces = state.setdefault("spaces", {})
+
+    if args.command == "create-shared-domain-space":
+        space_id = f"shared_{args.domain_id}"
+        spaces[space_id] = {
+            "id": space_id,
+            "type": "shared_domain",
+            "domain_id": args.domain_id,
+            "display_name": args.display_name or f"Shared ({args.domain_id})",
+            "enabled": True,
+        }
+        save_state(state_path, state)
+        print(json.dumps({"created": spaces[space_id]}, indent=2))
+        return 0
+
+    if args.command == "set-space-state":
+        if args.space_id not in spaces:
+            print(json.dumps({"error": f"space '{args.space_id}' not found"}, indent=2))
+            return 1
+        spaces[args.space_id]["enabled"] = args.enabled == "true"
+        save_state(state_path, state)
+        print(json.dumps({"updated": spaces[args.space_id]}, indent=2))
+        return 0
+
+    if args.command == "list-spaces":
+        print(json.dumps({"spaces": list(spaces.values())}, indent=2))
+        return 0
+
+    if args.command == "audit-access":
+        claims = json.loads(args.claims_json)
+        readable = readable_spaces_from_claims(claims)
+        writable = writable_spaces_from_claims(claims)
+        disabled = {space_id for space_id, space in spaces.items() if not space.get("enabled", True)}
+        print(
+            json.dumps(
+                {
+                    "readable_spaces": [space_id for space_id in readable if space_id not in disabled],
+                    "writable_spaces": [space_id for space_id in writable if space_id not in disabled],
+                    "disabled_spaces": sorted(disabled),
+                },
+                indent=2,
+            )
+        )
+        return 0
+
+    return 1
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())
diff --git a/tools/knowledge_space_migration.py b/tools/knowledge_space_migration.py
new file mode 100644
index 00000000..ec5dbd79
--- /dev/null
+++ b/tools/knowledge_space_migration.py
@@ -0,0 +1,178 @@
+#!/usr/bin/env python3
+"""Migrate and backfill knowledge-space collections and metadata in Qdrant."""
+
+from __future__ import annotations
+
+import argparse
+import json
+from dataclasses import dataclass
+from typing import Iterable
+
+
+def parse_csv(value: str | None) -> list[str]:
+    if not value:
+        return []
+    return [item.strip() for item in value.split(",") if item.strip()]
+
+
+def build_collection_plan(
+    strategy: str,
+    base_collection: str,
+    tenant_ids: Iterable[str],
+    domain_ids: Iterable[str],
+    tenant_template: str,
+    shared_domain_template: str,
+    global_collection: str,
+) -> list[str]:
+    collections = {base_collection}
+    if strategy == "single":
+        return sorted(collections)
+    collections.update(tenant_template.format(tenant_id=tenant_id) for tenant_id in tenant_ids)
+    collections.update(shared_domain_template.format(domain_id=domain_id) for domain_id in domain_ids)
+    collections.add(global_collection)
+    return sorted(collections)
+
+
+def infer_visibility_patch(metadata: dict) -> dict | None:
+    """Infer required visibility metadata for legacy points."""
+    if metadata.get("space_id") and metadata.get("visibility"):
+        return None
+
+    tenant_id = metadata.get("tenant_id")
+    if tenant_id:
+        return {
+            "space_id": f"tenant_{tenant_id}",
+            "visibility": "tenant",
+            "space_type": "tenant",
+            "owner_tenant_id": tenant_id,
+        }
+
+    if metadata.get("space_id") == "shared_global" or metadata.get("visibility") == "global":
+        return {
+            "space_id": "shared_global",
+            "visibility": "global",
+            "space_type": "global",
+        }
+    return None
+
+
+@dataclass
+class BackfillReport:
+    scanned: int = 0
+    patched: int = 0
+    unresolved: int = 0
+
+
+def run_backfill(client, collection_name: str, apply: bool, limit: int = 256) -> BackfillReport:
+    report = BackfillReport()
+    offset = None
+    while True:
+        points, offset = client.scroll(
+            collection_name=collection_name,
+            with_payload=True,
+            with_vectors=False,
+            offset=offset,
+            limit=limit,
+        )
+        if not points:
+            break
+
+        for point in points:
+            report.scanned += 1
+            payload = point.payload or {}
+            metadata = payload.get("metadata", {})
+            if not isinstance(metadata, dict):
+                report.unresolved += 1
+                continue
+            patch = infer_visibility_patch(metadata)
+            if not patch:
+                continue
+
+            report.patched += 1
+            if apply:
+                updated_metadata = {**metadata, **patch}
+                client.set_payload(
+                    collection_name=collection_name,
+                    points=[point.id],
+                    payload={"metadata": updated_metadata},
+                )
+
+        if offset is None:
+            break
+    return report
+
+
+def parse_args() -> argparse.Namespace:
+    parser = argparse.ArgumentParser(description="Knowledge-space migration helper for Qdrant.")
+    parser.add_argument("--qdrant-url", default="http://localhost:6333")
+    parser.add_argument("--qdrant-api-key", default=None)
+    parser.add_argument("--strategy", default="single", choices=["single", "hybrid", "isolated"])
+    parser.add_argument("--base-collection", default="rag-db")
+    parser.add_argument("--tenant-ids", default="")
+    parser.add_argument("--domain-ids", default="")
+    parser.add_argument("--tenant-collection-template", default="tenant_{tenant_id}")
+    parser.add_argument("--shared-domain-collection-template", default="shared_{domain_id}")
+    parser.add_argument("--global-collection", default="shared_global")
+    parser.add_argument("--backfill", action="store_true", help="Backfill legacy points with visibility metadata.")
+    parser.add_argument("--apply", action="store_true", help="Apply changes. Default mode is dry-run.")
+    return parser.parse_args()
+
+
+def main() -> int:
+    args = parse_args()
+    tenant_ids = parse_csv(args.tenant_ids)
+    domain_ids = parse_csv(args.domain_ids)
+
+    plan = build_collection_plan(
+        strategy=args.strategy,
+        base_collection=args.base_collection,
+        tenant_ids=tenant_ids,
+        domain_ids=domain_ids,
+        tenant_template=args.tenant_collection_template,
+        shared_domain_template=args.shared_domain_collection_template,
+        global_collection=args.global_collection,
+    )
+    print(json.dumps({"action": "collection-plan", "strategy": args.strategy, "collections": plan}, indent=2))
+
+    try:
+        from qdrant_client import QdrantClient
+    except Exception as exc:  # pragma: no cover - CLI runtime guard
+        print(f"qdrant-client is required for apply mode: {exc}")
+        return 2
+
+    client = QdrantClient(url=args.qdrant_url, api_key=args.qdrant_api_key)
+    if args.strategy != "single":
+        base_info = client.get_collection(args.base_collection)
+        for collection_name in plan:
+            if client.collection_exists(collection_name):
+                continue
+            if not args.apply:
+                print(f"[dry-run] would create collection: {collection_name}")
+                continue
+            print(f"creating collection: {collection_name}")
+            client.create_collection(
+                collection_name=collection_name,
+                vectors_config=base_info.config.params.vectors,
+                sparse_vectors_config=base_info.config.params.sparse_vectors,
+            )
+
+    if args.backfill:
+        report = run_backfill(client=client, collection_name=args.base_collection, apply=args.apply)
+        print(
+            json.dumps(
+                {
+                    "action": "backfill",
+                    "collection": args.base_collection,
+                    "apply": args.apply,
+                    "scanned": report.scanned,
+                    "patched": report.patched,
+                    "unresolved": report.unresolved,
+                },
+                indent=2,
+            )
+        )
+    return 0
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())
diff --git a/tools/tests/test_knowledge_space_admin.py b/tools/tests/test_knowledge_space_admin.py
new file mode 100644
index 00000000..bd2492bc
--- /dev/null
+++ b/tools/tests/test_knowledge_space_admin.py
@@ -0,0 +1,30 @@
+from tools.knowledge_space_admin import readable_spaces_from_claims, writable_spaces_from_claims
+
+
+def test_readable_spaces_from_claims():
+    claims = {
+        "tenant_id": "tenant-a",
+        "allowed_tenant_ids": ["tenant-b"],
+        "allowed_domain_ids": ["finance"],
+    }
+    assert readable_spaces_from_claims(claims) == [
+        "shared_global",
+        "tenant_tenant-a",
+        "tenant_tenant-b",
+        "shared_finance",
+    ]
+
+
+def test_writable_spaces_from_claims():
+    claims = {
+        "tenant_id": "tenant-a",
+        "allowed_domain_ids": ["finance", "hr"],
+        "can_write_shared_domain": True,
+        "can_write_global": True,
+    }
+    assert writable_spaces_from_claims(claims) == [
+        "tenant_tenant-a",
+        "shared_finance",
+        "shared_hr",
+        "shared_global",
+    ]
diff --git a/tools/tests/test_knowledge_space_migration.py b/tools/tests/test_knowledge_space_migration.py
new file mode 100644
index 00000000..e0ac56fa
--- /dev/null
+++ b/tools/tests/test_knowledge_space_migration.py
@@ -0,0 +1,85 @@
+from tools.knowledge_space_migration import (
+    build_collection_plan,
+    infer_visibility_patch,
+    run_backfill,
+)
+
+
+class _Point:
+    def __init__(self, point_id, payload):
+        self.id = point_id
+        self.payload = payload
+
+
+class _FakeClient:
+    def __init__(self, points):
+        self._points = points
+        self.payload_updates = []
+        self._returned = False
+
+    def scroll(self, **_kwargs):
+        if self._returned:
+            return [], None
+        self._returned = True
+        return self._points, None
+
+    def set_payload(self, **kwargs):
+        self.payload_updates.append(kwargs)
+
+
+def test_build_collection_plan_single():
+    plan = build_collection_plan(
+        strategy="single",
+        base_collection="rag-db",
+        tenant_ids=["tenant-a"],
+        domain_ids=["finance"],
+        tenant_template="tenant_{tenant_id}",
+        shared_domain_template="shared_{domain_id}",
+        global_collection="shared_global",
+    )
+    assert plan == ["rag-db"]
+
+
+def test_build_collection_plan_hybrid():
+    plan = build_collection_plan(
+        strategy="hybrid",
+        base_collection="rag-db",
+        tenant_ids=["tenant-a"],
+        domain_ids=["finance"],
+        tenant_template="tenant_{tenant_id}",
+        shared_domain_template="shared_{domain_id}",
+        global_collection="shared_global",
+    )
+    assert sorted(plan) == ["rag-db", "shared_finance", "shared_global", "tenant_tenant-a"]
+
+
+def test_infer_visibility_patch_for_legacy_tenant_payload():
+    patch = infer_visibility_patch({"tenant_id": "tenant-a"})
+    assert patch == {
+        "space_id": "tenant_tenant-a",
+        "visibility": "tenant",
+        "space_type": "tenant",
+        "owner_tenant_id": "tenant-a",
+    }
+
+
+def test_run_backfill_dry_run_reports_expected_counts():
+    points = [
+        _Point(1, {"metadata": {"tenant_id": "tenant-a"}}),
+        _Point(2, {"metadata": {"space_id": "shared_global", "visibility": "global"}}),
+        _Point(3, {"metadata": {"foo": "bar"}}),
+    ]
+    client = _FakeClient(points)
+    report = run_backfill(client=client, collection_name="rag-db", apply=False)
+    assert report.scanned == 3
+    assert report.patched == 1
+    assert report.unresolved == 0
+    assert client.payload_updates == []
+
+
+def test_run_backfill_apply_updates_payload():
+    points = [_Point(1, {"metadata": {"tenant_id": "tenant-a"}})]
+    client = _FakeClient(points)
+    report = run_backfill(client=client, collection_name="rag-db", apply=True)
+    assert report.patched == 1
+    assert len(client.payload_updates) == 1

From dc21429229a0ab5b7071018c2fe31a2d7f8ac73b Mon Sep 17 00:00:00 2001
From: Andreas Klos <andreas.klos@stackit.cloud>
Date: Thu, 12 Feb 2026 11:31:26 +0100
Subject: [PATCH 12/14] docs: Update documentation for using existing Keycloak
 deployment

---
 README.md                   |  1 +
 docs/Keycloak.md            | 24 ++++++++++++++++++++++++
 services/frontend/README.md | 11 +++++++++++
 3 files changed, 36 insertions(+)

diff --git a/README.md b/README.md
index bdb2d597..cd102f98 100644
--- a/README.md
+++ b/README.md
@@ -164,6 +164,7 @@ For further information, please consult the [Infrastructure README](./infrastruc
 
 ### Keycloak and external IdPs
 
+- **Use your existing Keycloak deployment (recommended for production)**: Disable bundled Keycloak (`features.keycloak.enabled: false`) and point frontend/backend Keycloak env vars to your external realm. Also set `KEYCLOAK_ALLOWED_ISSUERS` to exact trusted issuers.
 - **Broker Keycloak to other IdPs (recommended)**: Configure external IdPs (OIDC/SAML/social) in Keycloak, map or hardcode `tenant_id` onto the federated user, and keep the `tenant-id` client scope attached. Keycloak still issues the final token (with `tenant_id`) that the services accept.
 - **Replace Keycloak (not recommended)**: Possible only if your IdP issues OIDC JWTs with `tenant_id`, exposes JWKS in the expected path, and supports a client-credential flow to replace `KeycloakOpenID.token(...)`. This requires code/config changes; brokering is simpler.
 
diff --git a/docs/Keycloak.md b/docs/Keycloak.md
index a7347bb0..6ea3846a 100644
--- a/docs/Keycloak.md
+++ b/docs/Keycloak.md
@@ -27,6 +27,30 @@ This template assumes Keycloak is the OIDC provider that issues JWT access token
   - Internal URL for services: `http://rag-keycloak-http:80/auth/`.  
   - Public ingress: `http://keycloak.rag.localhost/auth/`.
 
+## Using an existing Keycloak deployment
+
+Using an external Keycloak is fully supported and is the recommended production setup.
+
+1) Disable the bundled Keycloak chart  
+   - In your Helm values override, set `features.keycloak.enabled: false`.
+2) Point frontends to your external realm issuer  
+   - Set `frontend.envs.vite.VITE_KEYCLOAK_AUTHORITY` to your realm issuer, for example `https://sso.example.com/realms/rag` or `https://sso.example.com/auth/realms/rag` (must match your Keycloak base path).
+   - Keep `frontend.envs.vite.VITE_KEYCLOAK_CLIENT_ID` aligned with your public SPA client (default: `rag-frontend`).
+3) Point backends to your external Keycloak base URL  
+   - Set `backend.envs.keycloak.KEYCLOAK_SERVER_URL` and `adminBackend.envs.keycloak.KEYCLOAK_SERVER_URL` to the base auth URL (for example `https://sso.example.com/` or `https://sso.example.com/auth/`).
+   - Set `KEYCLOAK_REALM_NAME`, `KEYCLOAK_CLIENT_ID`, and `KEYCLOAK_CLIENT_SECRET` for the confidential client used by backend/admin-backend (default client ID: `rag-backend`).
+4) Restrict trusted token issuers  
+   - Set `backend.envs.keycloak.KEYCLOAK_ALLOWED_ISSUERS` and `adminBackend.envs.keycloak.KEYCLOAK_ALLOWED_ISSUERS` to a comma-separated list of exact trusted `iss` values.
+   - Include every issuer format you intentionally accept (for example public ingress issuer and optional in-cluster issuer), but do not use wildcards.
+5) Keep required realm/client setup  
+   - Ensure the `tenant_id` mapper/client-scope is attached as described above.
+   - Ensure both clients exist: `rag-frontend` (public) and `rag-backend` (confidential + service account enabled).
+
+Quick validation after deployment:
+- Open login from frontend and confirm token `iss` equals one entry in `KEYCLOAK_ALLOWED_ISSUERS`.
+- Call an authenticated API and confirm no `401 Invalid token` due to issuer mismatch.
+- Confirm token includes `tenant_id`, otherwise requests will be rejected with `403`.
+
 ## Application settings that must match Keycloak
 
 - **Backend (`services/rag-backend`)**: `KEYCLOAK_SERVER_URL`, `KEYCLOAK_REALM_NAME`, `KEYCLOAK_CLIENT_ID`, `KEYCLOAK_CLIENT_SECRET`. Defaults come from Helm under `backend.envs.keycloak` and point to `rag-backend` in realm `rag`.
diff --git a/services/frontend/README.md b/services/frontend/README.md
index 0308ba62..952c132c 100644
--- a/services/frontend/README.md
+++ b/services/frontend/README.md
@@ -55,6 +55,17 @@ With these in place:
 
 > If you enable ingress-level Basic Auth (e.g., via `shared.config.basicAuth.enabled` in the Helm values), the browser will prompt for Basic credentials before the app can reach Keycloak, and the redirect back from Keycloak will be blocked. Keep Basic Auth **disabled** for the frontend ingress when using Keycloak, or scope Basic Auth only to the backend/API hosts.
 
+### Use an existing Keycloak deployment
+
+You do not need to deploy the bundled Keycloak chart.
+
+1. Set `features.keycloak.enabled: false` in your Helm values override.
+2. Set `VITE_KEYCLOAK_AUTHORITY` to your external realm issuer.
+3. Keep `VITE_KEYCLOAK_CLIENT_ID` aligned with your external public client (default `rag-frontend`).
+4. Configure backend/admin keycloak envs (`KEYCLOAK_SERVER_URL`, `KEYCLOAK_REALM_NAME`, `KEYCLOAK_CLIENT_ID`, `KEYCLOAK_CLIENT_SECRET`, `KEYCLOAK_ALLOWED_ISSUERS`) to the same external realm.
+
+For full backend + security details (trusted issuer allowlist, `tenant_id` mapper, and client setup), see [Keycloak usage](../../docs/Keycloak.md).
+
 ### Keycloak setup for backend APIs (rag-backend)
 
 The backend services use client credentials to talk to Keycloak (service account flow). Create a confidential client:

From a2f98ee8281e40f37d210e867c63369150e80f61 Mon Sep 17 00:00:00 2001
From: robodev-r2d2 <aklos.ocr@gmail.com>
Date: Fri, 13 Feb 2026 16:39:36 +0100
Subject: [PATCH 13/14] Potential fix for code scanning alert no. 24:
 Clear-text logging of sensitive information

Co-authored-by: Copilot Autofix powered by AI <62310815+github-advanced-security[bot]@users.noreply.github.com>
---
 libs/admin-api-lib/src/admin_api_lib/auth.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/libs/admin-api-lib/src/admin_api_lib/auth.py b/libs/admin-api-lib/src/admin_api_lib/auth.py
index 41314a5f..2482a765 100644
--- a/libs/admin-api-lib/src/admin_api_lib/auth.py
+++ b/libs/admin-api-lib/src/admin_api_lib/auth.py
@@ -89,7 +89,7 @@ def _configured_trusted_issuers(self) -> set[str]:
 
     def _build_trusted_issuers(self) -> set[str]:
         trusted = self._default_trusted_issuers() | self._configured_trusted_issuers()
-        logger.info("Configured trusted token issuers: %s", sorted(trusted))
+        logger.info("Configured trusted token issuers count: %d", len(trusted))
         return trusted
 
     def _is_trusted_issuer(self, issuer: str | None) -> bool:

From e0c61e8202c35cb7fcf1d94cccc340df4d59f823 Mon Sep 17 00:00:00 2001
From: Andreas Klos <andreas.klos@stackit.cloud>
Date: Fri, 13 Feb 2026 16:47:08 +0100
Subject: [PATCH 14/14] fix: Simplify logging message for JWKS signature
 failure in AuthMiddleware

---
 libs/admin-api-lib/src/admin_api_lib/auth.py | 4 +---
 1 file changed, 1 insertion(+), 3 deletions(-)

diff --git a/libs/admin-api-lib/src/admin_api_lib/auth.py b/libs/admin-api-lib/src/admin_api_lib/auth.py
index 2482a765..af417eca 100644
--- a/libs/admin-api-lib/src/admin_api_lib/auth.py
+++ b/libs/admin-api-lib/src/admin_api_lib/auth.py
@@ -231,9 +231,7 @@ def _decode_with_keys(jwks_obj, source_name: str):
                 self._assert_trusted_issuer(decoded.get("iss"))
                 return decoded
             except InvalidSignatureError as sig_err:
-                logger.info(
-                    "JWKS signature failed (kid=%s, alg=%s, source=%s), refreshing and retrying", kid, alg, name
-                )
+                logger.info("JWKS signature failed (source=%s), refreshing and retrying", name)
                 last_error = sig_err
                 try:
                     decoded = _decode_with_keys(refresher(), name + "-refreshed")