validmind · nrichers · May 2, 2026 · Apr 30, 2026 · Apr 30, 2026 · May 2, 2026
diff --git a/site/developer/_sidebar.yaml b/site/developer/_sidebar.yaml
@@ -80,6 +80,8 @@ website:
                   contents: "notebooks/how_to/data_and_datasets/dataset_inputs/**/*.ipynb"
             - section: "Metrics"
               contents: "notebooks/how_to/metrics/**/*.ipynb"
+            - section: "Qualitative text"
+              contents: "notebooks/how_to/qualitative_text/**/*.ipynb"
             - section: "Scoring"
               contents: "notebooks/how_to/scoring/**/*.ipynb"
         - text: "---"

diff --git a/site/developer/how-to/feature-overview.qmd b/site/developer/how-to/feature-overview.qmd
@@ -33,6 +33,15 @@ listing:
     image-height: "100%"
     fields: [title, description, reading-time]
     contents: "../../notebooks/how_to/metrics/**/*.ipynb"
+  - id: qualitative-text
+    type: grid
+    grid-columns: 2
+    page-size: 4
+    image-placeholder: "jupyter-logo-rectangle.svg"
+    max-description-length: 350
+    image-height: "100%"
+    fields: [title, description, reading-time]
+    contents: "../../notebooks/how_to/qualitative_text/**/*.ipynb"
   - id: scoring
     type: grid
     grid-columns: 2
@@ -65,6 +74,11 @@ Browse our range of Jupyter Notebooks demonstrating how to use the core features
 :::{#metrics}
 :::
 
+## Qualitative text
+
+:::{#qualitative-text}
+:::
+
 ## Scoring
 
 :::{#scoring}

diff --git a/site/guide/templates/_template-schema-generated.qmd b/site/guide/templates/_template-schema-generated.qmd
@@ -1,6 +1,12 @@
 <!-- Copyright © 2023-2026 ValidMind Inc. All rights reserved.
 Refer to the LICENSE file in the root of this repository for details.
-SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial -->
+SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
+
+This file is auto-generated by scripts/generate_template_schema_docs.py
+Do not edit directly. Re-run the script to update.
+
+Source: backend/src/backend/templates/documentation/model_documentation/mdd_template_schema_v5_ui.json
+-->
 
 ```{=html}
 <!DOCTYPE html>
@@ -1131,7 +1137,7 @@ SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial -->
     </div>
 
     <footer>
-        <p class="generated-by-footer">Generated using <a href="https://github.com/coveooss/json-schema-for-humans">json-schema-for-humans</a> on 2026-03-31 at 19:29:49 -0700</p>
+        <p class="generated-by-footer">Generated using <a href="https://github.com/coveooss/json-schema-for-humans">json-schema-for-humans</a> on 2026-04-28 at 19:22:39 -0700</p>
     </footer></div></body>
 </html>
 ```
diff --git a/site/notebooks.zip b/site/notebooks.zip
diff --git a/site/notebooks/how_to/qualitative_text/qualitative_text_generation.ipynb b/site/notebooks/how_to/qualitative_text/qualitative_text_generation.ipynb
diff --git a/site/notebooks/use_cases/agents/document_agentic_ai.ipynb b/site/notebooks/use_cases/agents/document_agentic_ai.ipynb
@@ -1849,7 +1849,11 @@
     "\n",
     "#### Faithfulness\n",
     "\n",
-    "Let's evaluate whether the banking agent's responses accurately reflect the information retrieved from tools. Unfaithful responses can misreport credit analysis, financial calculations, and compliance results—undermining user trust in the banking agent."
+    "Let's evaluate whether the banking agent's responses accurately reflect the information retrieved from tools. Unfaithful responses can misreport credit analysis, financial calculations, and compliance results—undermining user trust in the banking agent.\n",
+    "\n",
+    "RAGAS runs a **judge LLM** that can be much slower than your agent if it uses the same model. In your `.env`, set **`VM_RAGAS_JUDGE_MODEL`** (for example `gpt-4o-mini`) so faithfulness and other RAGAS metrics use a faster judge while **`VM_OPENAI_MODEL`** can stay tuned for the agent. RAGAS execution also respects **`VM_RAGAS_TIMEOUT`**, **`VM_RAGAS_MAX_RETRIES`**, and **`VM_RAGAS_MAX_WORKERS`** (defaults help notebook stability).\n",
+    "\n",
+    "The cell below passes **`max_eval_rows`** and **`max_response_chars`** to bound evaluation cost on long agent outputs."
    ]
   },
   {
@@ -1866,6 +1870,8 @@
     "        \"user_input_column\": [\"input\"],\n",
     "        \"response_column\": [\"banking_agent_model_prediction\"],\n",
     "        \"retrieved_contexts_column\": [\"banking_agent_model_tool_messages\"],\n",
+    "        \"max_eval_rows\": [4],\n",
+    "        \"max_response_chars\": [6000],\n",
     "    },\n",
     ").log()"
    ]

diff --git a/site/notebooks/use_cases/nlp_and_llm/rag_benchmark_demo.ipynb b/site/notebooks/use_cases/nlp_and_llm/rag_benchmark_demo.ipynb
@@ -137,7 +137,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "%pip install -q qdrant-client langchain langchain-openai sentencepiece"
+    "%pip install -q \"qdrant-client<1.10\" langchain langchain-openai sentencepiece"
    ]
   },
   {

diff --git a/site/notebooks/use_cases/nlp_and_llm/rag_documentation_demo.ipynb b/site/notebooks/use_cases/nlp_and_llm/rag_documentation_demo.ipynb
@@ -136,7 +136,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "%pip install -q qdrant-client langchain langchain-openai sentencepiece"
+    "%pip install -q \"qdrant-client<1.10\" langchain langchain-openai sentencepiece"
    ]
   },
   {

diff --git a/site/releases/2025/2025-releases.qmd b/site/releases/2025/2025-releases.qmd
@@ -0,0 +1,23 @@
+---
+# TITLE-MARKER
+title: "2025 Releases"
+date: last-modified
+categories: ["releases by year"]
+listing:
+# LISTING-MARKER
+  - id: 2025-releases
+    type: grid
+    max-description-length: 250
+    sort: "date desc"
+    fields: [title, subtitle, description]
+    contents:
+        - ./**/**.qmd
+---
+
+::: {.callout}
+Releases after April 2025 are available on the [all releases](/releases/all-releases.qmd) page.
+:::
+
+<!-- EMBED-MARKER -->
+:::{#2025-releases}
+:::
diff --git a/site/releases/_metadata.yml b/site/releases/_metadata.yml
@@ -0,0 +1,21 @@
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
+# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
+
+search: false
+
+filters:
+  - category-filter
+
+format:
+  html:
+    grid:
+      sidebar-width: 450px
+      margin-width: 300px
+    page-layout: full
+    from: markdown-smart
+    css:
+      - releases.css
+include-after-body:
+  - text: |
+      <script src="scripts/listing-filter.js"></script>
diff --git a/site/releases/_sidebar.yaml b/site/releases/_sidebar.yaml
@@ -14,11 +14,11 @@ website:
         - releases/breaking-changes-and-deprecations.qmd
         - text: "---"
         - text: "Older releases"
-        # MAKE-RELEASE-NOTES-EMBED-MARKER
-        - releases/2025/2025-apr-24/release-notes.qmd
-        - releases/2025/2025-mar-07/release-notes.qmd
-        - releases/2025/2025-jan-31/release-notes.qmd
-        # CURRENT-YEAR-END-MARKER
+        - file: releases/2025/2025-releases.qmd
+          contents:
+          - releases/2025/2025-apr-24/release-notes.qmd
+          - releases/2025/2025-mar-07/release-notes.qmd
+          - releases/2025/2025-jan-31/release-notes.qmd
         - file: releases/2024/2024-releases.qmd
           contents:
           - releases/2024/2024-dec-24/release-notes.qmd

diff --git a/site/releases/all-releases.qmd b/site/releases/all-releases.qmd
@@ -54,6 +54,8 @@ aliases:
   - /release-notes.html
 ---
 
+::: {.column-screen-inset-right}
+
 ## Current releases
 
 :::{#release-pages}
@@ -81,3 +83,5 @@ We introduced a new release notes format in April 2025 with better highlights an
 
 :::
 :::
+
+:::