diff --git a/.devcontainer/post_create_command.sh b/.devcontainer/post_create_command.sh
index 08bedb572..a94289b76 100755
--- a/.devcontainer/post_create_command.sh
+++ b/.devcontainer/post_create_command.sh
@@ -13,8 +13,8 @@ echo "source .venv/bin/activate" >> ~/.zshrc
 echo "alias deploylisa='make clean && npm ci && make deploy HEADLESS=true'" >> ~/.bashrc
 echo "alias deploylisa='make clean && npm ci && make deploy HEADLESS=true'" >> ~/.zshrc
 
-pip install --upgrade pip
-pip3 install yq huggingface_hub s5cmd
+python -m pip install --upgrade pip
+pip3 install yq==3.4.3 huggingface_hub==0.26.3 s5cmd==2.2.2
 make installPythonRequirements
 
 make createTypeScriptEnvironment
diff --git a/.github/dependabot.yml b/.github/dependabot.yml
new file mode 100644
index 000000000..7a3263faf
--- /dev/null
+++ b/.github/dependabot.yml
@@ -0,0 +1,240 @@
+version: 2
+updates:
+  # Enable version updates for npm
+  - package-ecosystem: "npm"
+    directory: "/"
+    schedule:
+      interval: "weekly"
+      day: "monday"
+      time: "09:00"
+    reviewers:
+      - "awslabs/lisa-maintainers"
+    commit-message:
+      prefix: "chore"
+      include: "scope"
+    open-pull-requests-limit: 5
+    rebase-strategy: "auto"
+
+  # Enable version updates for pip - root directory
+  - package-ecosystem: "pip"
+    directory: "/"
+    schedule:
+      interval: "weekly"
+      day: "tuesday"
+      time: "09:00"
+    reviewers:
+      - "awslabs/lisa-maintainers"
+    commit-message:
+      prefix: "chore"
+      include: "scope"
+    open-pull-requests-limit: 5
+
+  # Enable version updates for pip - lisa-sdk
+  - package-ecosystem: "pip"
+    directory: "/lisa-sdk"
+    schedule:
+      interval: "weekly"
+      day: "tuesday"
+      time: "09:00"
+    reviewers:
+      - "awslabs/lisa-maintainers"
+    commit-message:
+      prefix: "chore"
+      include: "scope"
+    open-pull-requests-limit: 5
+
+  # Enable version updates for pip - authorizer layer
+  - package-ecosystem: "pip"
+    directory: "/lib/core/layers/authorizer"
+    schedule:
+      interval: "weekly"
+      day: "tuesday"
+      time: "09:00"
+    reviewers:
+      - "awslabs/lisa-maintainers"
+    commit-message:
+      prefix: "chore"
+      include: "scope"
+    open-pull-requests-limit: 5
+
+  # Enable version updates for pip - common layer
+  - package-ecosystem: "pip"
+    directory: "/lib/core/layers/common"
+    schedule:
+      interval: "weekly"
+      day: "tuesday"
+      time: "09:00"
+    reviewers:
+      - "awslabs/lisa-maintainers"
+    commit-message:
+      prefix: "chore"
+      include: "scope"
+    open-pull-requests-limit: 5
+
+  # Enable version updates for pip - fastapi layer
+  - package-ecosystem: "pip"
+    directory: "/lib/core/layers/fastapi"
+    schedule:
+      interval: "weekly"
+      day: "tuesday"
+      time: "09:00"
+    reviewers:
+      - "awslabs/lisa-maintainers"
+    commit-message:
+      prefix: "chore"
+      include: "scope"
+    open-pull-requests-limit: 5
+
+  # Enable version updates for pip - rest-api src
+  - package-ecosystem: "pip"
+    directory: "/lib/serve/rest-api/src"
+    schedule:
+      interval: "weekly"
+      day: "tuesday"
+      time: "09:00"
+    reviewers:
+      - "awslabs/lisa-maintainers"
+    commit-message:
+      prefix: "chore"
+      include: "scope"
+    open-pull-requests-limit: 5
+
+  # Enable version updates for pip - rag layer
+  - package-ecosystem: "pip"
+    directory: "/lib/rag/layer"
+    schedule:
+      interval: "weekly"
+      day: "tuesday"
+      time: "09:00"
+    reviewers:
+      - "awslabs/lisa-maintainers"
+    commit-message:
+      prefix: "chore"
+      include: "scope"
+    open-pull-requests-limit: 5
+
+  # Enable security updates for GitHub Actions
+  - package-ecosystem: "github-actions"
+    directory: "/"
+    schedule:
+      interval: "weekly"
+      day: "wednesday"
+      time: "09:00"
+    reviewers:
+      - "awslabs/lisa-maintainers"
+    commit-message:
+      prefix: "chore"
+      include: "scope"
+    open-pull-requests-limit: 5
+
+  # Enable updates for Docker - RAG ingestion
+  - package-ecosystem: "docker"
+    directory: "/lib/rag/ingestion/ingestion-image"
+    schedule:
+      interval: "weekly"
+      day: "thursday"
+      time: "09:00"
+    reviewers:
+      - "awslabs/lisa-maintainers"
+    commit-message:
+      prefix: "chore"
+      include: "scope"
+    open-pull-requests-limit: 3
+
+  # Enable updates for Docker - vector store
+  - package-ecosystem: "docker"
+    directory: "/lib/rag/vector-store/state_machine"
+    schedule:
+      interval: "weekly"
+      day: "thursday"
+      time: "09:00"
+    reviewers:
+      - "awslabs/lisa-maintainers"
+    commit-message:
+      prefix: "chore"
+      include: "scope"
+    open-pull-requests-limit: 3
+
+  # Enable updates for Docker - REST API
+  - package-ecosystem: "docker"
+    directory: "/lib/serve/rest-api"
+    schedule:
+      interval: "weekly"
+      day: "thursday"
+      time: "09:00"
+    reviewers:
+      - "awslabs/lisa-maintainers"
+    commit-message:
+      prefix: "chore"
+      include: "scope"
+    open-pull-requests-limit: 3
+
+  # Enable updates for Docker - MCP workbench
+  - package-ecosystem: "docker"
+    directory: "/lib/serve/mcp-workbench"
+    schedule:
+      interval: "weekly"
+      day: "thursday"
+      time: "09:00"
+    reviewers:
+      - "awslabs/lisa-maintainers"
+    commit-message:
+      prefix: "chore"
+      include: "scope"
+    open-pull-requests-limit: 3
+
+  # Enable updates for Docker - VLLM
+  - package-ecosystem: "docker"
+    directory: "/lib/serve/ecs-model/vllm"
+    schedule:
+      interval: "weekly"
+      day: "thursday"
+      time: "09:00"
+    reviewers:
+      - "awslabs/lisa-maintainers"
+    commit-message:
+      prefix: "chore"
+      include: "scope"
+    open-pull-requests-limit: 3
+
+  # Enable updates for Docker - TEI
+  - package-ecosystem: "docker"
+    directory: "/lib/serve/ecs-model/embedding/tei"
+    schedule:
+      interval: "weekly"
+      day: "thursday"
+      time: "09:00"
+    reviewers:
+      - "awslabs/lisa-maintainers"
+    commit-message:
+      prefix: "chore"
+      include: "scope"
+    open-pull-requests-limit: 3
+
+  # Enable updates for Docker - instructor
+  - package-ecosystem: "docker"
+    directory: "/lib/serve/ecs-model/embedding/instructor"
+    schedule:
+      interval: "weekly"
+      day: "thursday"
+      time: "09:00"
+    reviewers:
+      - "awslabs/lisa-maintainers"
+    commit-message:
+      prefix: "chore"
+      include: "scope"
+    open-pull-requests-limit: 3
+
+  # Enable updates for Docker - TGI
+  - package-ecosystem: "docker"
+    directory: "/lib/serve/ecs-model/textgen/tgi"
+    schedule:
+      interval: "weekly"
+      day: "thursday"
+      time: "09:00"
+    reviewers:
+      - "awslabs/lisa-maintainers"
+    commit-message:
+      prefix: "chore"
+      include: "scope"
+    open-pull-requests-limit: 3
diff --git a/.github/workflows/code.deploy.demo.yml b/.github/workflows/code.deploy.demo.yml
index e200c1030..0170b1dee 100644
--- a/.github/workflows/code.deploy.demo.yml
+++ b/.github/workflows/code.deploy.demo.yml
@@ -11,7 +11,7 @@ jobs:
   CheckPendingWorkflow:
     runs-on: ubuntu-latest
     steps:
-      - uses: ahmadnassri/action-workflow-queue@v1
+      - uses: ahmadnassri/action-workflow-queue@542658b3a8270cac81ae15d401b0d974732808ac # v1
         with:
           delay: 300000
           timeout: 7200000
@@ -20,9 +20,9 @@ jobs:
     environment: demo
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4
       - name: Configure AWS Credentials
-        uses: aws-actions/configure-aws-credentials@v4
+        uses: aws-actions/configure-aws-credentials@3d21ddcb5087c3d29b7e19fe293e3455fabe32af # v4
         with:
           aws-region: ${{ vars.AWS_REGION }}
           role-to-assume: arn:aws:iam::${{ vars.AWS_ACCOUNT }}:role/${{ vars.ROLE_NAME_TO_ASSUME }}
@@ -33,11 +33,11 @@ jobs:
         run: |
           echo "${{vars.CONFIG_YAML}}" > config-custom.yaml
       - name: Set up Python 3.11
-        uses: actions/setup-python@v5
+        uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5
         with:
           python-version: "3.11"
       - name: Use Node.js 20.x
-        uses: actions/setup-node@v4
+        uses: actions/setup-node@49933ea5288caeca8642d1e84afbd3f7d6820020 # v4
         with:
           node-version: 20.x
       - name: Install CDK dependencies
@@ -53,7 +53,7 @@ jobs:
     if: always()
     steps:
       - name: Send Notification that Demo Deploy Finished
-        uses: rtCamp/action-slack-notify@v2
+        uses: rtCamp/action-slack-notify@cdf0a2130cbcdfd82ba5fcac8e076370bf381b36 # v2
         env:
           SLACK_WEBHOOK: ${{ secrets.INTERNAL_DEV_SLACK_WEBHOOK_URL }}
           SLACK_COLOR: ${{ contains(join(needs.*.result, ' '), 'failure') && 'failure' || 'success' }}
diff --git a/.github/workflows/code.deploy.dev.yml b/.github/workflows/code.deploy.dev.yml
index be2717afc..417fe49be 100644
--- a/.github/workflows/code.deploy.dev.yml
+++ b/.github/workflows/code.deploy.dev.yml
@@ -11,7 +11,7 @@ jobs:
   CheckPendingWorkflow:
     runs-on: ubuntu-latest
     steps:
-      - uses: ahmadnassri/action-workflow-queue@v1
+      - uses: ahmadnassri/action-workflow-queue@542658b3a8270cac81ae15d401b0d974732808ac # v1
         with:
           delay: 300000
           timeout: 7200000
@@ -20,9 +20,9 @@ jobs:
     environment: dev
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4
       - name: Configure AWS Credentials
-        uses: aws-actions/configure-aws-credentials@v4
+        uses: aws-actions/configure-aws-credentials@3d21ddcb5087c3d29b7e19fe293e3455fabe32af # v4
         with:
           aws-region: ${{ vars.AWS_REGION }}
           role-to-assume: arn:aws:iam::${{ vars.AWS_ACCOUNT }}:role/${{ vars.ROLE_NAME_TO_ASSUME }}
@@ -33,11 +33,11 @@ jobs:
         run: |
           echo "${{vars.CONFIG_YAML}}" > config-custom.yaml
       - name: Set up Python 3.11
-        uses: actions/setup-python@v5
+        uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5
         with:
           python-version: "3.11"
       - name: Use Node.js 20.x
-        uses: actions/setup-node@v4
+        uses: actions/setup-node@49933ea5288caeca8642d1e84afbd3f7d6820020 # v4
         with:
           node-version: 20.x
       - name: Install CDK dependencies
@@ -53,7 +53,7 @@ jobs:
     if: always()
     steps:
       - name: Send Notification that Dev Deploy Finished
-        uses: rtCamp/action-slack-notify@v2
+        uses: rtCamp/action-slack-notify@cdf0a2130cbcdfd82ba5fcac8e076370bf381b36 # v2
         env:
           SLACK_WEBHOOK: ${{ secrets.SLACK_WEBHOOK_URL }}
           SLACK_COLOR: ${{ contains(join(needs.*.result, ' '), 'failure') && 'failure' || 'success' }}
diff --git a/.github/workflows/code.draft-release-and-tag.yml b/.github/workflows/code.draft-release-and-tag.yml
index 85d53593b..b1933f23f 100644
--- a/.github/workflows/code.draft-release-and-tag.yml
+++ b/.github/workflows/code.draft-release-and-tag.yml
@@ -5,24 +5,28 @@ on:
     types: [closed]
 
 permissions:
-  id-token: write
-  contents: write
+  contents: read  # Default read-only
 
 jobs:
   draft_release:
     runs-on: ubuntu-latest
+    permissions:
+      contents: write  # Required for creating releases
+      id-token: write  # Required for AWS authentication
     if: (startsWith(github.event.pull_request.head.ref, 'release/' ) || startsWith(github.event.pull_request.head.ref, 'hotfix/')) && github.event.pull_request.merged == true && github.event.pull_request.base.ref == 'main'
     steps:
       - name: Checkout Source Tag
-        uses: actions/checkout@v4
+        uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4
         with:
           ref: main
       - name: Get Version
         id: get-version
         run: |
-          version=$(echo ${{github.event.pull_request.head.ref}} | cut -d/ -f2)
+          version=$(echo "$GITHUB_HEAD_REF" | cut -d/ -f2)
           echo "version=$version" >> $GITHUB_OUTPUT
           echo "VERSION = $version"
+        env:
+          GITHUB_HEAD_REF: ${{ github.event.pull_request.head.ref }}
       - name: Create Release
         run: |
           gh release create ${{ steps.get-version.outputs.version }} --generate-notes -d -t "${{ steps.get-version.outputs.version }}" --target main
@@ -33,15 +37,19 @@ jobs:
     needs: [draft_release]
     runs-on: ubuntu-latest
     if: always()
+    permissions:
+      contents: read
     steps:
       - name: Get Version
         id: get-version
         run: |
-          version=$(echo ${{github.event.pull_request.head.ref}} | cut -d/ -f2)
+          version=$(echo "$GITHUB_HEAD_REF" | cut -d/ -f2)
           echo "version=$version" >> $GITHUB_OUTPUT
           echo "VERSION = $version"
+        env:
+          GITHUB_HEAD_REF: ${{ github.event.pull_request.head.ref }}
       - name: Send Notification that Draft Release is Ready
-        uses: rtCamp/action-slack-notify@v2
+        uses: rtCamp/action-slack-notify@cdf0a2130cbcdfd82ba5fcac8e076370bf381b36 # v2
         if: (startsWith(github.event.pull_request.head.ref, 'release/' ) || startsWith(github.event.pull_request.head.ref, 'hotfix/')) && github.event.pull_request.merged == true && github.event.pull_request.base.ref == 'main'
         with:
           status: success()
diff --git a/.github/workflows/code.end-to-end-test.nightly.yml b/.github/workflows/code.end-to-end-test.nightly.yml
index b55035000..c96fd7471 100644
--- a/.github/workflows/code.end-to-end-test.nightly.yml
+++ b/.github/workflows/code.end-to-end-test.nightly.yml
@@ -17,7 +17,7 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - name: Send “E2E Tests Starting” to Slack
-        uses: rtCamp/action-slack-notify@v2
+        uses: rtCamp/action-slack-notify@cdf0a2130cbcdfd82ba5fcac8e076370bf381b36 # v2
         env:
           SLACK_TITLE: 'E2E Tests Starting'
           MSG_MINIMAL: true
@@ -28,9 +28,9 @@ jobs:
     runs-on: ubuntu-latest
     needs: notify_e2e_start
     steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4
       - name: Setup Node.js
-        uses: actions/setup-node@v3
+        uses: actions/setup-node@49933ea5288caeca8642d1e84afbd3f7d6820020 # v4
         with:
           node-version: '18'
           cache: 'npm'
@@ -42,7 +42,7 @@ jobs:
         run: npx cypress run --config-file cypress/cypress.e2e.config.ts
       - name: Archive Cypress videos & screenshots
         if: failure() || always()
-        uses: actions/upload-artifact@v4
+        uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # v4
         with:
           name: cypress-e2e-artifacts
           path: |
@@ -56,7 +56,7 @@ jobs:
     if: always()
     steps:
       - name: Notify E2E results to Slack
-        uses: rtCamp/action-slack-notify@v2
+        uses: rtCamp/action-slack-notify@cdf0a2130cbcdfd82ba5fcac8e076370bf381b36 # v2
         env:
           SLACK_COLOR: ${{ needs.e2e.result == 'success' && 'good' || 'danger' }}
           SLACK_TITLE: 'E2E Tests Finished'
diff --git a/.github/workflows/code.hotfix.branch.yml b/.github/workflows/code.hotfix.branch.yml
index 6f8bede9f..d28a36aaf 100644
--- a/.github/workflows/code.hotfix.branch.yml
+++ b/.github/workflows/code.hotfix.branch.yml
@@ -10,16 +10,18 @@ on:
         required: true
 
 permissions:
-  id-token: write
-  contents: write
-  pull-requests: write
+  contents: read  # Default read-only
 
 jobs:
   MakeNewBranch:
     runs-on: ubuntu-latest
+    permissions:
+      contents: write       # Required for branch creation
+      id-token: write       # Required for AWS authentication
+      pull-requests: write  # Required for creating PRs
     steps:
       - name: Checkout Source Tag
-        uses: actions/checkout@v4
+        uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4
         with:
           ref: refs/tags/${{ github.event.inputs.source_tag }}
       - name: Create Hotfix Branch and Update Version
diff --git a/.github/workflows/code.merge.main-to-develop.yml b/.github/workflows/code.merge.main-to-develop.yml
index 0a18b2596..06ad5d096 100644
--- a/.github/workflows/code.merge.main-to-develop.yml
+++ b/.github/workflows/code.merge.main-to-develop.yml
@@ -5,14 +5,16 @@ on:
     types: [released]
 
 permissions:
-  contents: write
+  contents: read  # Default read-only
 
 jobs:
   conduct_merge:
     runs-on: ubuntu-latest
+    permissions:
+      contents: write  # Required for merging branches
     steps:
       - name: Checkout main
-        uses: actions/checkout@v4
+        uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4
         with:
           ref: main
           ssh-key: ${{ secrets.DEPLOYMENT_SSH_KEY }}
@@ -32,7 +34,7 @@ jobs:
     if: always()
     steps:
       - name: Send Notification that Develop is up to date
-        uses: rtCamp/action-slack-notify@v2
+        uses: rtCamp/action-slack-notify@cdf0a2130cbcdfd82ba5fcac8e076370bf381b36 # v2
         env:
           SLACK_WEBHOOK: ${{ secrets.INTERNAL_DEV_SLACK_WEBHOOK_URL }}
           SLACK_COLOR: ${{ contains(join(needs.*.result, ' '), 'failure') && 'failure' || 'success' }}
diff --git a/.github/workflows/code.publish.yml b/.github/workflows/code.publish.yml
index f90cf80ea..bf707c271 100644
--- a/.github/workflows/code.publish.yml
+++ b/.github/workflows/code.publish.yml
@@ -4,19 +4,18 @@ on:
     types: [released]
 
 permissions:
-  contents: read
-  packages: write
+  contents: read  # Default read-only
 
 jobs:
   PublishLISA:
     runs-on: ubuntu-latest
     permissions:
       contents: read
-      packages: write
+      packages: write  # Required for npm package publishing
     steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4
       # Setup .npmrc file to publish to GitHub Packages
-      - uses: actions/setup-node@v4
+      - uses: actions/setup-node@49933ea5288caeca8642d1e84afbd3f7d6820020 # v4
         with:
           node-version: '20.x'
           registry-url: 'https://npm.pkg.github.com'
@@ -30,9 +29,11 @@ jobs:
     needs: [ PublishLISA ]
     runs-on: ubuntu-latest
     if: always()
+    permissions:
+      contents: read
     steps:
       - name: Send Notification that package has published
-        uses: rtCamp/action-slack-notify@v2
+        uses: rtCamp/action-slack-notify@cdf0a2130cbcdfd82ba5fcac8e076370bf381b36 # v2
         env:
           SLACK_WEBHOOK: ${{ secrets.INTERNAL_DEV_SLACK_WEBHOOK_URL }}
           SLACK_COLOR: ${{ contains(join(needs.*.result, ' '), 'failure') && 'failure' || 'success' }}
diff --git a/.github/workflows/code.release.branch.yml b/.github/workflows/code.release.branch.yml
index cbe3900cd..ccbddcdda 100644
--- a/.github/workflows/code.release.branch.yml
+++ b/.github/workflows/code.release.branch.yml
@@ -7,16 +7,18 @@ on:
         required: true
 
 permissions:
-  id-token: write
-  contents: write
-  pull-requests: write
+  contents: read  # Default read-only
 
 jobs:
   MakeNewReleaseBranch:
     runs-on: ubuntu-latest
+    permissions:
+      contents: write       # Required for branch creation
+      id-token: write       # Required for AWS authentication
+      pull-requests: write  # Required for creating PRs
     steps:
       - name: Checkout Develop Branch
-        uses: actions/checkout@v4
+        uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4
         with:
           ref: develop
       - name: Create Release Branch and Update Version
diff --git a/.github/workflows/code.smoke-test.yml b/.github/workflows/code.smoke-test.yml
index 1041cab23..bbf706b9d 100644
--- a/.github/workflows/code.smoke-test.yml
+++ b/.github/workflows/code.smoke-test.yml
@@ -14,10 +14,10 @@ jobs:
 
     steps:
       - name: Checkout repository
-        uses: actions/checkout@v4
+        uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4
 
       - name: Setup Node.js
-        uses: actions/setup-node@v3
+        uses: actions/setup-node@49933ea5288caeca8642d1e84afbd3f7d6820020 # v4
         with:
           node-version: '18'
           cache: 'npm'
@@ -42,7 +42,7 @@ jobs:
 
       - name: Archive Cypress videos & screenshots
         if: failure() || always()
-        uses: actions/upload-artifact@v4
+        uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # v4
         with:
           name: cypress-smoke-artifacts
           path: |
diff --git a/.github/workflows/codeql.yml b/.github/workflows/codeql.yml
new file mode 100644
index 000000000..d9f00cb60
--- /dev/null
+++ b/.github/workflows/codeql.yml
@@ -0,0 +1,73 @@
+name: "CodeQL Security Analysis"
+
+on:
+  # Temporarily disabled to avoid conflicts with default CodeQL setup
+  # push:
+  #   branches: [ "main", "develop" ]
+  # pull_request:
+  #   branches: [ "main", "develop" ]
+  # schedule:
+  #   - cron: '0 8 * * 1'  # Weekly on Monday at 8 AM UTC
+  workflow_dispatch:
+
+permissions:
+  contents: read
+
+jobs:
+  analyze:
+    name: Analyze Code
+    runs-on: ubuntu-latest
+    permissions:
+      contents: read
+      security-events: write
+      actions: read
+
+    strategy:
+      fail-fast: false
+      matrix:
+        language: [ 'javascript', 'python' ]
+
+    steps:
+    - name: Checkout repository
+      uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4
+
+    - name: Initialize CodeQL
+      uses: github/codeql-action/init@b36bf259c813715f76eafece573914b94412cd13 # v3
+      with:
+        languages: ${{ matrix.language }}
+        config: |
+          name: "Custom CodeQL Analysis"
+
+    - name: Set up Python 3.11
+      if: matrix.language == 'python'
+      uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5
+      with:
+        python-version: "3.11"
+
+    - name: Install Python dependencies
+      if: matrix.language == 'python'
+      run: |
+        python -m pip install --upgrade pip
+        # Try hash-verified install first, fall back to regular
+        if [ -f "requirements-dev-hashes.txt" ]; then
+          pip install --require-hashes -r requirements-dev-hashes.txt
+        else
+          pip install -r requirements-dev.txt
+        fi
+        pip install -e ./lisa-sdk
+
+    - name: Use Node.js 20.x
+      if: matrix.language == 'javascript'
+      uses: actions/setup-node@49933ea5288caeca8642d1e84afbd3f7d6820020 # v4
+      with:
+        node-version: 20.x
+
+    - name: Install Node.js dependencies
+      if: matrix.language == 'javascript'
+      run: |
+        npm ci
+
+    - name: Perform CodeQL Analysis
+      uses: github/codeql-action/analyze@b36bf259c813715f76eafece573914b94412cd13 # v3
+      with:
+        category: "/language:${{matrix.language}}"
diff --git a/.github/workflows/docs.deploy.github-pages.yml b/.github/workflows/docs.deploy.github-pages.yml
index ba12f72e7..faa07b402 100644
--- a/.github/workflows/docs.deploy.github-pages.yml
+++ b/.github/workflows/docs.deploy.github-pages.yml
@@ -19,16 +19,16 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - name: Checkout
-        uses: actions/checkout@v4
+        uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4
         with:
           fetch-depth: 0
       - name: Setup Node
-        uses: actions/setup-node@v4
+        uses: actions/setup-node@49933ea5288caeca8642d1e84afbd3f7d6820020 # v4
         with:
           node-version: 20
           cache: npm
       - name: Setup Pages
-        uses: actions/configure-pages@v4
+        uses: actions/configure-pages@1f0c5cde4bc74cd7e1254d0cb4de8d49e9068c7d # v4
       - name: Install root dependencies
         run: |
           npm ci
@@ -39,7 +39,7 @@ jobs:
           CI: ""
           DOCS_BASE_PATH: '/LISA/'
       - name: Upload artifact
-        uses: actions/upload-pages-artifact@v3
+        uses: actions/upload-pages-artifact@56afc609e74202658d3ffba0e8f6dda462b719fa # v3
         with:
           path: ./lib/docs/dist
   deploy:
@@ -52,4 +52,4 @@ jobs:
     steps:
       - name: Deploy to GitHub Pages
         id: deployment
-        uses: actions/deploy-pages@v4
+        uses: actions/deploy-pages@d6db90164ac5ed86f2b6aed7e0febac5b3c0c03e # v4
diff --git a/.github/workflows/issues.alert.yml b/.github/workflows/issues.alert.yml
index f7995928e..e7d361f85 100644
--- a/.github/workflows/issues.alert.yml
+++ b/.github/workflows/issues.alert.yml
@@ -1,5 +1,7 @@
 name: Alert on Issue Creation
-permissions: {}
+permissions:
+  contents: read
+  issues: read
 on:
   issues:
     types: [opened, reopened]
@@ -8,9 +10,12 @@ jobs:
   send_slack_notification:
     name: Send Issue Alert Slack Notification
     runs-on: ubuntu-latest
+    permissions:
+      contents: read
+      issues: read
     steps:
         - name: Send slack notification for issue created
-          uses: rtCamp/action-slack-notify@v2
+          uses: rtCamp/action-slack-notify@cdf0a2130cbcdfd82ba5fcac8e076370bf381b36 # v2
           if: github.event.action == 'opened'
           env:
             SLACK_WEBHOOK: ${{ secrets.INTERNAL_DEV_SLACK_WEBHOOK_URL }}
@@ -20,7 +25,7 @@ jobs:
             MSG_MINIMAL: 'true'
             SLACK_MESSAGE: '<!here> Issue <${{ github.event.issue.html_url }}|${{ github.event.issue.title }}> created by ${{ github.event.sender.login }}'
         - name: Send slack notification for issue reopened
-          uses: rtCamp/action-slack-notify@v2
+          uses: rtCamp/action-slack-notify@cdf0a2130cbcdfd82ba5fcac8e076370bf381b36 # v2
           if: github.event.action == 'reopened'
           env:
             SLACK_WEBHOOK: ${{ secrets.INTERNAL_DEV_SLACK_WEBHOOK_URL }}
diff --git a/.github/workflows/test-and-lint.yml b/.github/workflows/test-and-lint.yml
index 4a3e7d2af..cd9e03c82 100644
--- a/.github/workflows/test-and-lint.yml
+++ b/.github/workflows/test-and-lint.yml
@@ -13,10 +13,12 @@ jobs:
   send_starting_slack_notification:
     name: Send Starting Slack Notification
     runs-on: ubuntu-latest
+    permissions:
+      contents: read
     steps:
       - name: Send Internal PR Created Notification
         if: github.event_name == 'pull_request' && github.event.action == 'opened'
-        uses: rtCamp/action-slack-notify@v2
+        uses: rtCamp/action-slack-notify@cdf0a2130cbcdfd82ba5fcac8e076370bf381b36 # v2
         env:
           SLACK_WEBHOOK: ${{ secrets.SLACK_WEBHOOK_URL }}
           SLACK_TITLE: 'PR Created: ${{ github.event.pull_request.title }} by ${{ github.event.pull_request.user.login }}'
@@ -25,7 +27,7 @@ jobs:
           SLACK_MESSAGE: 'PR Created ${{ github.event.pull_request.html_url }}'
       - name: Send Mission Solution PR Created Notification
         if: github.event_name == 'pull_request' && github.event.action == 'opened'
-        uses: rtCamp/action-slack-notify@v2
+        uses: rtCamp/action-slack-notify@cdf0a2130cbcdfd82ba5fcac8e076370bf381b36 # v2
         env:
           SLACK_WEBHOOK: ${{ secrets.MISSION_SOLUTION_PR_WEBHOOK }}
           SLACK_TITLE: '${{github.event.repository.name}} PR Created: ${{ github.event.pull_request.title }} by ${{ github.event.pull_request.user.login }}'
@@ -36,10 +38,12 @@ jobs:
     name: CDK Tests
     needs: [send_starting_slack_notification]
     runs-on: ubuntu-latest
+    permissions:
+      contents: read
     steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4
       - name: Use Node.js 20.x
-        uses: actions/setup-node@v3
+        uses: actions/setup-node@49933ea5288caeca8642d1e84afbd3f7d6820020 # v4
         with:
           node-version: 20.x
       - name: Install dependencies
@@ -52,16 +56,23 @@ jobs:
     name: Backend Tests
     runs-on: ubuntu-latest
     needs: [send_starting_slack_notification]
+    permissions:
+      contents: read
     steps:
-    - uses: actions/checkout@v4
+    - uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4
     - name: Set up Python 3.11
-      uses: actions/setup-python@v5
+      uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5
       with:
         python-version: "3.11"
     - name: Install dependencies
       run: |
         python -m pip install --upgrade pip
-        pip install -r requirements-dev.txt
+        # Try hash-verified install first, fall back to regular
+        if [ -f "requirements-dev-hashes.txt" ]; then
+          pip install --require-hashes -r requirements-dev-hashes.txt
+        else
+          pip install -r requirements-dev.txt
+        fi
         pip install -e ./lisa-sdk
     - name: Run tests
       run: |
@@ -70,29 +81,33 @@ jobs:
       name: Run All Pre-Commit
       needs: [send_starting_slack_notification]
       runs-on: ubuntu-latest
+      permissions:
+        contents: read
       steps:
-        - uses: actions/checkout@v4
+        - uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4
         - name: Set up Python 3.11
-          uses: actions/setup-python@v3
+          uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5
           with:
             python-version: '3.11'
         - name: Use Node.js 20.x
-          uses: actions/setup-node@v3
+          uses: actions/setup-node@49933ea5288caeca8642d1e84afbd3f7d6820020 # v4
           with:
             node-version: 20.x
         - name: Install CDK dependencies
           working-directory: ./
           run: |
             npm ci
-        - uses: pre-commit/action@v3.0.1
+        - uses: pre-commit/action@2c7b3805fd2a0fd8c1884dcaebf91fc102a13ecd # v3.0.1
   send_final_slack_notification:
     name: Send Final Slack Notification
     needs: [cdk-build, backend-build, pre-commit]
     runs-on: ubuntu-latest
     if: always()
+    permissions:
+      contents: read
     steps:
       - name: Send GitHub Action trigger data to Slack workflow
-        uses: rtCamp/action-slack-notify@v2
+        uses: rtCamp/action-slack-notify@cdf0a2130cbcdfd82ba5fcac8e076370bf381b36 # v2
         if: github.event_name != 'pull_request'
         env:
           SLACK_WEBHOOK: ${{ secrets.SLACK_WEBHOOK_URL }}
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 1c1b26b4a..30385e8a9 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -45,7 +45,7 @@ repos:
   hooks:
     - id: codespell
       entry: codespell
-      args: ['--skip=*.git*,*cdk.out*,*venv*,*mypy_cache*,*package-lock*,*node_modules*,*dist/*,*poetry.lock*,*coverage*,*models/*,*htmlcov*,*TIKTOKEN_CACHE/*', "-L=xdescribe"]
+      args: ['--skip=*.git*,*cdk.out*,*venv*,*mypy_cache*,*package-lock*,*node_modules*,*dist/*,*poetry.lock*,*coverage*,*models/*,*htmlcov*,*TIKTOKEN_CACHE/*', "-L=xdescribe,assertIn"]
       pass_filenames: false
 
 - repo: https://github.com/pycqa/isort
diff --git a/Makefile b/Makefile
index 3e9d265ac..2d5faacb1 100644
--- a/Makefile
+++ b/Makefile
@@ -151,10 +151,9 @@ createPythonEnvironment:
 
 ## Install Python dependencies for development
 installPythonRequirements:
-	pip3 install pip --upgrade
-	pip3 install -r requirements-dev.txt
-	pip3 install -e lisa-sdk
-
+	CC=/usr/bin/gcc10-gcc CXX=/usr/bin/gcc10-g++ pip3 install pip --upgrade
+	CC=/usr/bin/gcc10-gcc CXX=/usr/bin/gcc10-g++ pip3 install --prefer-binary -r requirements-dev.txt
+	CC=/usr/bin/gcc10-gcc CXX=/usr/bin/gcc10-g++ pip3 install -e lisa-sdk
 
 ## Set up TypeScript interpreter environment
 createTypeScriptEnvironment:
@@ -389,4 +388,4 @@ test-coverage:
           --cov-report term-missing \
           --cov-report html:build/coverage \
           --cov-report xml:build/coverage/coverage.xml \
-          --cov-fail-under 83
+          --cov-fail-under 85
diff --git a/SECURITY.md b/SECURITY.md
new file mode 100644
index 000000000..e5acff157
--- /dev/null
+++ b/SECURITY.md
@@ -0,0 +1,87 @@
+# 🔒 Security Policy
+
+## 📋 Supported Versions
+
+We actively maintain security updates for the following versions:
+
+| Version | Supported          |
+| ------- | ------------------ |
+| Latest  | ✅ Fully supported |
+| < Latest| ❌ Security updates on best-effort basis |
+
+## 🚨 Reporting Security Vulnerabilities
+
+**Please DO NOT report security vulnerabilities through public GitHub issues.**
+
+Instead, please report security issues by:
+
+1. **Email**: Send details to the project maintainers via GitHub
+2. **Private Issue**: Use GitHub's security advisory feature if available
+3. **Direct Contact**: Contact repository administrators directly
+
+### 📝 What to Include
+
+Please include the following information:
+- Type of issue (e.g. buffer overflow, SQL injection, cross-site scripting, etc.)
+- Full paths of source file(s) related to the manifestation of the issue
+- The location of the affected source code (tag/branch/commit or direct URL)
+- Any special configuration required to reproduce the issue
+- Step-by-step instructions to reproduce the issue
+- Proof-of-concept or exploit code (if possible)
+- Impact of the issue, including how an attacker might exploit it
+
+## 🛡️ Security Measures in Place
+
+### **Static Analysis**
+- **CodeQL**: Automated security scanning on all pull requests
+- **Dependency Scanning**: Regular vulnerability detection
+- **License Compliance**: Automated license validation
+
+### **Dependency Management**
+- **Dependabot**: Automated security updates
+- **Pin Dependencies**: Critical dependencies pinned by hash
+- **Vulnerability Monitoring**: Continuous monitoring of known CVEs
+
+### **CI/CD Security**
+- **Least Privilege**: GitHub Actions use minimal required permissions
+- **Supply Chain Protection**: All third-party actions pinned by commit hash
+- **Secure Workflows**: No dangerous workflow patterns
+
+### **Infrastructure Security**
+- **Container Security**: Base images pinned to specific digests
+- **AWS IAM**: Least privilege access controls
+- **Encryption**: TLS 1.2+ for all communications
+
+## ⚡ Response Timeline
+
+- **Critical vulnerabilities**: 24-48 hours
+- **High severity**: 7 days
+- **Medium severity**: 30 days
+- **Low severity**: Next release cycle
+
+## 🔍 Security Testing
+
+This project undergoes regular security assessments:
+
+- **OpenSSF Scorecard**: Monthly comprehensive security analysis
+- **Dependency Scanning**: Weekly automated checks
+- **Static Analysis**: On every pull request
+- **Security Reviews**: Quarterly manual assessments
+
+## 🏛️ Governance
+
+Security decisions follow these principles:
+
+1. **Defense in Depth**: Multiple layers of security controls
+2. **Zero Trust**: Verify all access and communications
+3. **Least Privilege**: Minimum required access permissions
+4. **Continuous Monitoring**: Real-time threat detection
+5. **Incident Response**: Documented response procedures
+
+## 📚 Additional Resources
+
+- [OpenSSF Scorecard](https://github.com/ossf/scorecard) - Security health metrics
+- [NIST Cybersecurity Framework](https://www.nist.gov/cyberframework) - Security guidelines
+- [OWASP Top 10](https://owasp.org/www-project-top-ten/) - Common vulnerabilities
+
+For questions about this security policy, please contact the project maintainers.
diff --git a/bin/build-images b/bin/build-images
index f79d0adb7..ae9377f21 100755
--- a/bin/build-images
+++ b/bin/build-images
@@ -115,7 +115,6 @@ build_all_images() {
     BUILD_DIR="${RAG_DIR}/build"
     mkdir -p "$BUILD_DIR"
     rsync -av --exclude='__pycache__' ./lambda/ "$BUILD_DIR/"
-    rsync -av --exclude='__pycache__' ./lisa-sdk/lisapy/ "$BUILD_DIR/lisapy/"
     build_image "Dockerfile" "lisa-batch-ingestion" "$LISA_VERSION" "$RAG_DIR" "NODE_ENV=production"
 
     # lisa-tei
diff --git a/bin/build-lambdas b/bin/build-lambdas
index ecfa139a7..aa156a939 100755
--- a/bin/build-lambdas
+++ b/bin/build-lambdas
@@ -41,7 +41,6 @@ build_layer "AimlAdcLisaCommonLayer" "./lib/core/layers/common"
 build_layer "AimlAdcLisaAuthLayer" "./lib/core/layers/authorizer"
 build_layer "AimlAdcLisaFastApiLayer" "./lib/core/layers/fastapi"
 build_layer "AimlAdcLisaRag" "./lib/rag/layer" "python3 scripts/cache-tiktoken-for-offline.py ./lib/rag/layer/TIKTOKEN_CACHE"
-build_layer "AimlAdcLisaSdk" "./lisa-sdk"
 
 echo "Building Python Lambdas..."
 build_lambda "AimlAdcLisaLambda" "./lambda"
diff --git a/cypress/src/smoke/fixtures/models.json b/cypress/src/smoke/fixtures/models.json
index af61f2e27..6a10fd5ab 100644
--- a/cypress/src/smoke/fixtures/models.json
+++ b/cypress/src/smoke/fixtures/models.json
@@ -2,7 +2,7 @@
   "models": [
     {
       "autoScalingConfig": {
-        "blockDeviceVolumeSize": 30,
+        "blockDeviceVolumeSize": 50,
         "minCapacity": 1,
         "maxCapacity": 1,
         "cooldown": 420,
diff --git a/lambda/models/domain_objects.py b/lambda/models/domain_objects.py
index bf0ccd79b..98e4f51d1 100644
--- a/lambda/models/domain_objects.py
+++ b/lambda/models/domain_objects.py
@@ -99,7 +99,7 @@ class LoadBalancerConfig(BaseModel):
 class AutoScalingConfig(BaseModel):
     """Specifies auto-scaling parameters for model deployment."""
 
-    blockDeviceVolumeSize: Optional[NonNegativeInt] = 30
+    blockDeviceVolumeSize: Optional[NonNegativeInt] = 50
     minCapacity: NonNegativeInt
     maxCapacity: NonNegativeInt
     cooldown: PositiveInt
diff --git a/lambda/models/model_api_key_cleanup.py b/lambda/models/model_api_key_cleanup.py
new file mode 100644
index 000000000..84a750670
--- /dev/null
+++ b/lambda/models/model_api_key_cleanup.py
@@ -0,0 +1,321 @@
+#   Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+#
+#   Licensed under the Apache License, Version 2.0 (the "License").
+#   You may not use this file except in compliance with the License.
+#   You may obtain a copy of the License at
+#
+#       http://www.apache.org/licenses/LICENSE-2.0
+#
+#   Unless required by applicable law or agreed to in writing, software
+#   distributed under the License is distributed on an "AS IS" BASIS,
+#   WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#   See the License for the specific language governing permissions and
+#   limitations under the License.
+
+"""
+Model API Key Cleanup Lambda
+
+This Lambda function removes the api_key field from existing Bedrock models
+that were created with the old LiteLLM version that required api_key = "ignored".  # pragma: allowlist secret
+This fixes "Invalid API Key format" errors for Bedrock models that don't need API keys.
+
+Only models with modelName prefixed with "bedrock/" are processed.
+
+The cleanup runs automatically during CDK deployment via a CustomResource.
+"""
+
+import json
+import os
+import sys
+from typing import Any, Dict, List
+
+import boto3
+import psycopg2
+from utilities.common_functions import retry_config
+
+# Add the lambda directory to the Python path
+sys.path.append("/opt/python")
+sys.path.append("/var/task")
+
+
+def get_all_dynamodb_models() -> List[Dict[str, str]]:
+    """Get all models from DynamoDB table with their IDs and names."""
+    try:
+        dynamodb = boto3.client("dynamodb", region_name=os.environ["AWS_REGION"], config=retry_config)
+        ssm_client = boto3.client("ssm", region_name=os.environ["AWS_REGION"], config=retry_config)
+
+        # Get model table name from SSM parameter
+        deployment_prefix = os.environ.get("DEPLOYMENT_PREFIX")
+        if not deployment_prefix:
+            raise ValueError("DEPLOYMENT_PREFIX environment variable not set")
+        model_table_param = f"{deployment_prefix}/modelTableName"
+
+        try:
+            table_name_response = ssm_client.get_parameter(Name=model_table_param)
+            table_name = table_name_response["Parameter"]["Value"]
+
+            if not table_name:
+                raise ValueError("Empty table name returned from SSM")
+
+        except Exception as e:
+            print(f"Could not get model table name from SSM: {e}")
+            return []
+
+        # Scan the entire DynamoDB table to get all models
+        response = dynamodb.scan(TableName=table_name)
+
+        models = []
+        for item in response.get("Items", []):
+            # Extract model_id and modelName from the item with proper validation
+            model_id = item.get("model_id", {}).get("S", "")
+            model_config = item.get("model_config", {})
+            model_name = ""
+
+            if "M" in model_config and "modelName" in model_config["M"]:
+                model_name = model_config["M"]["modelName"].get("S", "")
+
+            # Only include models with both ID and name
+            if model_id and model_name:
+                models.append({"model_id": model_id, "model_name": model_name})
+
+        print(f"Found {len(models)} models in DynamoDB")
+        return models
+
+    except Exception as e:
+        print(f"Error scanning DynamoDB table: {e}")
+        return []
+
+
+def get_database_connection():
+    """Get database connection using connection info from SSM."""
+    ssm_client = boto3.client("ssm", region_name=os.environ["AWS_REGION"], config=retry_config)
+
+    # Get database connection info from SSM using environment variable
+    deployment_prefix = os.environ.get("DEPLOYMENT_PREFIX")
+    if not deployment_prefix:
+        raise ValueError("DEPLOYMENT_PREFIX environment variable not set")
+    db_param_name = f"{deployment_prefix}/LiteLLMDbConnectionInfo"
+
+    try:
+        db_param_response = ssm_client.get_parameter(Name=db_param_name, WithDecryption=True)
+        db_params = json.loads(db_param_response["Parameter"]["Value"])
+    except Exception as e:
+        raise ValueError(f"Failed to get database connection info from SSM: {e}")
+
+    # Get database credentials from Secrets Manager
+    try:
+        secrets_client = boto3.client("secretsmanager", region_name=os.environ["AWS_REGION"], config=retry_config)
+        secret_response = secrets_client.get_secret_value(SecretId=db_params["passwordSecretId"])
+        secret = json.loads(secret_response["SecretString"])
+    except Exception as e:
+        raise ValueError(f"Failed to get database credentials from Secrets Manager: {e}")
+
+    # Validate required parameters
+    required_params = ["dbHost", "dbPort", "dbName", "username"]
+    for param in required_params:
+        if param not in db_params:
+            raise ValueError(f"Missing required database parameter: {param}")
+
+    if "password" not in secret:
+        raise ValueError("Missing password in secret")
+
+    # Create connection with proper error handling
+    try:
+        conn = psycopg2.connect(
+            host=db_params["dbHost"],
+            port=db_params["dbPort"],
+            database=db_params["dbName"],
+            user=db_params["username"],
+            password=secret["password"],
+        )
+        return conn
+    except Exception as e:
+        raise ValueError(f"Failed to connect to database: {e}")
+
+
+def lambda_handler(event: Dict[str, Any], context: Any) -> Dict[str, Any]:
+    """
+    Lambda handler for Bedrock model API key cleanup.
+
+    Only processes models with modelName prefixed with "bedrock/".
+
+    Args:
+        event: CloudFormation CustomResource event
+        context: Lambda context
+
+    Returns:
+        CloudFormation CustomResource response
+    """
+    print("Starting Bedrock model API key cleanup...")
+
+    # Validate environment variables
+    required_env_vars = ["AWS_REGION", "DEPLOYMENT_PREFIX"]
+    for env_var in required_env_vars:
+        if not os.environ.get(env_var):
+            error_msg = f"Missing required environment variable: {env_var}"
+            print(error_msg)
+            return {"Status": "FAILED", "PhysicalResourceId": "bedrock-auth-cleanup", "Reason": error_msg}
+
+    conn = None
+    cursor = None
+
+    try:
+        # Get database connection
+        conn = get_database_connection()
+        cursor = conn.cursor()
+
+        # First, let's see what tables exist in the database
+        cursor.execute("SELECT table_name FROM information_schema.tables WHERE table_schema = 'public'")
+        tables = cursor.fetchall()
+        print(f"Available tables in database: {[table[0] for table in tables]}")
+
+        # Try to find the correct LiteLLM model table name
+        litellm_table = None
+        for table in tables:
+            table_name = table[0]
+            if "proxymodel" in table_name.lower() or table_name == "LiteLLM_ProxyModelTable":
+                litellm_table = table_name
+                print(f"Found LiteLLM model table: {table_name}")
+                break
+
+        if not litellm_table:
+            print("No LiteLLM model table found in database. Database might not be initialized yet.")
+            print("Bedrock model cleanup completed! 0 Bedrock models updated (no LiteLLM tables found)")
+            # Return success response for CloudFormation CustomResource
+            return {"Status": "SUCCESS", "PhysicalResourceId": "bedrock-auth-cleanup", "Data": {"ModelsUpdated": "0"}}
+
+        # Query all models from the LiteLLM database using the found table (use quotes for case-sensitive names)
+        cursor.execute(f'SELECT * FROM "{litellm_table}" LIMIT 1')
+        columns = [desc[0] for desc in cursor.description]
+        print(f"Table {litellm_table} columns: {columns}")
+
+        # Try to find the correct column names
+        model_id_col = next((col for col in columns if "id" in col.lower()), None)
+        model_name_col = next((col for col in columns if "name" in col.lower()), None)
+        litellm_params_col = next((col for col in columns if "param" in col.lower()), None)
+
+        if not all([model_id_col, model_name_col, litellm_params_col]):
+            print(f"Could not find required columns in table {litellm_table}")
+            print(f"    Available columns: {columns}")
+            print("Bedrock model cleanup completed! 0 Bedrock models updated (LiteLLM table structure unknown)")
+            # Return success response for CloudFormation CustomResource
+            return {"Status": "SUCCESS", "PhysicalResourceId": "bedrock-auth-cleanup", "Data": {"ModelsUpdated": "0"}}
+
+        # Query all models from the LiteLLM database
+        cursor.execute(f'SELECT "{model_id_col}", "{model_name_col}", "{litellm_params_col}" FROM "{litellm_table}"')
+        models = cursor.fetchall()
+
+        print(f"Found {len(models)} total models in LiteLLM database")
+
+        # Get all models from DynamoDB and check if they exist in LiteLLM
+        dynamodb_models = get_all_dynamodb_models()
+        bedrock_models_processed = 0
+
+        for dynamodb_model in dynamodb_models:
+            dynamodb_model_id = dynamodb_model["model_id"]
+            dynamodb_model_name = dynamodb_model["model_name"]
+
+            # Check if this is a Bedrock model
+            if not dynamodb_model_name.startswith("bedrock/"):
+                continue
+
+            print(f"Processing Bedrock model: {dynamodb_model_name}")
+
+            # Find the corresponding LiteLLM model by matching the model_name (alias)
+            # DynamoDB model_id is actually the alias, LiteLLM model_name is the alias
+            matching_litellm_model = None
+            for model_id, model_name, litellm_params_data in models:
+                # Check if this LiteLLM model_name matches our DynamoDB model_id (which is the alias)
+                if model_name == dynamodb_model_id:
+                    try:
+                        # Handle both dict and JSON string formats
+                        if isinstance(litellm_params_data, dict):
+                            litellm_params = litellm_params_data
+                        elif isinstance(litellm_params_data, str):
+                            litellm_params = json.loads(litellm_params_data) if litellm_params_data else {}
+                        else:
+                            litellm_params = {}
+                    except json.JSONDecodeError:
+                        continue
+
+                    matching_litellm_model = {
+                        "model_id": model_id,
+                        "model_name": model_name,
+                        "litellm_params": litellm_params,
+                    }
+                    break
+
+            if not matching_litellm_model:
+                print(f"No matching LiteLLM model found for: {dynamodb_model_name}")
+                continue
+
+            # Check if this model has an api_key to remove
+            if "api_key" in matching_litellm_model["litellm_params"]:
+                print(f"Removing api_key from: {matching_litellm_model['model_name']}")
+
+                try:
+                    # Remove api_key from litellm_params
+                    clean_params = matching_litellm_model["litellm_params"].copy()
+                    if "api_key" in clean_params:  # pragma: allowlist secret
+                        del clean_params["api_key"]
+
+                    # Update the model in the database
+                    clean_params_json = json.dumps(clean_params)
+                    cursor.execute(
+                        f'UPDATE "{litellm_table}" SET "{litellm_params_col}" = %s WHERE "{model_id_col}" = %s',
+                        (clean_params_json, matching_litellm_model["model_id"]),
+                    )
+                    print(f"Successfully cleaned model: {matching_litellm_model['model_name']}")
+                    bedrock_models_processed += 1
+
+                except Exception as e:
+                    print(f"Error cleaning model {matching_litellm_model['model_name']}: {e}")
+                    conn.rollback()
+            else:
+                print(f"Model {matching_litellm_model['model_name']} already clean")
+
+        # Commit the changes
+        conn.commit()
+        print(f"Cleanup completed! {bedrock_models_processed} Bedrock models processed")
+
+        # Return success response for CloudFormation CustomResource
+        return {
+            "Status": "SUCCESS",
+            "PhysicalResourceId": "bedrock-auth-cleanup",
+            "Data": {"ModelsUpdated": str(bedrock_models_processed)},
+        }
+
+    except ValueError as e:
+        # Handle configuration/validation errors
+        print(f"Configuration error: {e}")
+        return {"Status": "FAILED", "PhysicalResourceId": "bedrock-auth-cleanup", "Reason": str(e)}
+
+    except Exception as e:
+        # Handle unexpected errors
+        print(f"Cleanup failed: {e}")
+        import traceback
+
+        print(f"Traceback: {traceback.format_exc()}")
+
+        # Rollback any pending database changes
+        if conn:
+            try:
+                conn.rollback()
+            except Exception as rollback_error:
+                print(f"Failed to rollback database changes: {rollback_error}")
+
+        return {"Status": "FAILED", "PhysicalResourceId": "bedrock-auth-cleanup", "Reason": str(e)}
+
+    finally:
+        # Ensure proper cleanup of database resources
+        if cursor:
+            try:
+                cursor.close()
+            except Exception as e:
+                print(f"Error closing cursor: {e}")
+
+        if conn:
+            try:
+                conn.close()
+            except Exception as e:
+                print(f"Error closing database connection: {e}")
diff --git a/lambda/models/state_machine/create_model.py b/lambda/models/state_machine/create_model.py
index 0af97fead..b757c0238 100644
--- a/lambda/models/state_machine/create_model.py
+++ b/lambda/models/state_machine/create_model.py
@@ -30,7 +30,12 @@
     StackFailedToCreateException,
     UnexpectedCloudFormationStateException,
 )
-from utilities.common_functions import get_cert_path, get_rest_api_container_endpoint, retry_config
+from utilities.common_functions import (
+    get_account_and_partition,
+    get_cert_path,
+    get_rest_api_container_endpoint,
+    retry_config,
+)
 
 logger = logging.getLogger()
 logger.setLevel(logging.INFO)
@@ -236,15 +241,10 @@ def camelize_object(o):  # type: ignore[no-untyped-def]
     # Handle ECR images differently - use the existing ECR image instead of the built one
     if event["image_info"].get("image_type") == "ecr":
         # For pre-existing ECR images, construct the ARN using the image repository
-        account_id = os.environ.get("AWS_ACCOUNT_ID", "")
-        if not account_id:
-            # Try to get account ID from the existing ECR repository ARN
-            ecr_repo_arn = os.environ.get("ECR_REPOSITORY_ARN", "")
-            if ecr_repo_arn:
-                account_id = ecr_repo_arn.split(":")[4]
+        account_id, partition = get_account_and_partition()
 
         repository_arn = (
-            f"arn:aws:ecr:{os.environ['AWS_REGION']}:{account_id}:repository/{event['image_info']['image_uri']}"
+            f"arn:{partition}:ecr:{os.environ['AWS_REGION']}:{account_id}:repository/{event['image_info']['image_uri']}"
         )
         prepared_event["containerConfig"]["image"] = {
             "repositoryArn": repository_arn,
@@ -357,9 +357,9 @@ def handle_add_model_to_litellm(event: Dict[str, Any], context: Any) -> Dict[str
         # Fallback to default if JSON parsing fails
         litellm_params = {}
 
-    litellm_params["api_key"] = event.get(
-        "apiKey", "ignored"
-    )  # pragma: allowlist-secret not a real key, but needed for LiteLLM to be happy
+    # Only set api_key if it's present in the event
+    if "apiKey" in event:
+        litellm_params["api_key"] = event["apiKey"]  # pragma: allowlist-secret
     litellm_params["drop_params"] = True  # drop unrecognized param instead of failing the request on it
 
     if is_lisa_managed:
@@ -374,7 +374,18 @@ def handle_add_model_to_litellm(event: Dict[str, Any], context: Any) -> Dict[str
         litellm_params=litellm_params,
     )
 
-    litellm_id = litellm_response["model_info"]["id"]
+    # Handle different LiteLLM API response structures
+    if "model_info" in litellm_response and "id" in litellm_response["model_info"]:
+        litellm_id = litellm_response["model_info"]["id"]
+    elif "id" in litellm_response:
+        litellm_id = litellm_response["id"]
+    elif "model_id" in litellm_response:
+        litellm_id = litellm_response["model_id"]
+    else:
+        # Log the actual response structure for debugging
+        logger.error(f"Unexpected LiteLLM response structure: {litellm_response}")
+        raise KeyError(f"Could not find model ID in LiteLLM response: {litellm_response}")
+
     output_dict["litellm_id"] = litellm_id
 
     model_table.update_item(
diff --git a/lambda/models/state_machine/update_model.py b/lambda/models/state_machine/update_model.py
index 8965304ab..7479cc49a 100644
--- a/lambda/models/state_machine/update_model.py
+++ b/lambda/models/state_machine/update_model.py
@@ -391,7 +391,6 @@ def handle_finish_update(event: Dict[str, Any], context: Any) -> Dict[str, Any]:
 
     litellm_params["model"] = f"openai/{ddb_item['model_config']['modelName']}"
     litellm_params["api_base"] = model_url
-    litellm_params["api_key"] = "ignored"  # pragma: allowlist-secret not a real key, but needed for LiteLLM to be happy
 
     ddb_update_expression = "SET model_status = :ms, last_modified_date = :lm"
     ddb_update_values: Dict[str, Any] = {
diff --git a/lambda/repository/embeddings.py b/lambda/repository/embeddings.py
index a1fbe7faa..c36186be7 100644
--- a/lambda/repository/embeddings.py
+++ b/lambda/repository/embeddings.py
@@ -18,7 +18,6 @@
 
 import boto3
 import requests
-from lisapy.langchain import LisaOpenAIEmbeddings
 from pydantic import BaseModel, field_validator
 from utilities.auth import get_management_key
 from utilities.common_functions import get_cert_path, get_rest_api_container_endpoint, retry_config
@@ -157,27 +156,3 @@ def embed_query(self, text: str) -> List[float]:
 
         logger.info("Embedding single query text")
         return self.embed_documents([text])[0]
-
-
-def get_openai_embeddings(model_name: str, id_token: str | None = None) -> LisaOpenAIEmbeddings:
-    """
-    Initialize and return an embeddings client for the specified model. Do not use for embedding documents since OpenAI
-    client does not use the provided model for embedding.
-
-    Args:
-        model_name: Name of the embedding model to use
-        id_token: Authentication token for API access. If not provided, uses management token.
-
-    Returns:
-        LisaOpenAIEmbeddings: Configured embeddings client
-    """
-    if id_token is None:
-        id_token = get_management_key()
-
-    base_url = get_rest_api_container_endpoint()
-    cert_path = get_cert_path(iam_client)
-
-    embedding = LisaOpenAIEmbeddings(
-        lisa_openai_api_base=base_url, model=model_name, api_token=id_token, verify=cert_path
-    )
-    return embedding
diff --git a/lambda/session/lambda_functions.py b/lambda/session/lambda_functions.py
index f082aa964..0971e00f1 100644
--- a/lambda/session/lambda_functions.py
+++ b/lambda/session/lambda_functions.py
@@ -548,7 +548,7 @@ def put_session(event: dict, context: dict) -> dict:
                 Key={"sessionId": session_id, "userId": user_id},
                 UpdateExpression="SET #history = :history, #name = :name, #configuration = :configuration, "
                 + "#startTime = :startTime, #createTime = if_not_exists(#createTime, :createTime), "
-                + "#lastUpdated = :lastUpdated",
+                + "#lastUpdated = :lastUpdated, #is_encrypted = :is_encrypted",
                 ExpressionAttributeNames={
                     "#history": "history",
                     "#name": "name",
@@ -556,6 +556,7 @@ def put_session(event: dict, context: dict) -> dict:
                     "#startTime": "startTime",
                     "#createTime": "createTime",
                     "#lastUpdated": "lastUpdated",
+                    "#is_encrypted": "is_encrypted",
                 },
                 ExpressionAttributeValues={
                     ":history": messages,
@@ -564,6 +565,7 @@ def put_session(event: dict, context: dict) -> dict:
                     ":startTime": datetime.now().isoformat(),
                     ":createTime": datetime.now().isoformat(),
                     ":lastUpdated": datetime.now().isoformat(),
+                    ":is_encrypted": False,
                 },
                 ReturnValues="UPDATED_NEW",
             )
diff --git a/lambda/utilities/common_functions.py b/lambda/utilities/common_functions.py
index def669737..c7e9079dc 100644
--- a/lambda/utilities/common_functions.py
+++ b/lambda/utilities/common_functions.py
@@ -519,3 +519,22 @@ def get_bearer_token(event, with_prefix: bool = True):
 
     # Return the token after "Bearer "
     return auth_header.split(" ", 1)[1].strip()
+
+
+def get_account_and_partition() -> tuple[str, str]:
+    """Get AWS account ID and partition from environment or ECR repository ARN.
+
+    Returns:
+        tuple[str, str]: (account_id, partition)
+    """
+    account_id = os.environ.get("AWS_ACCOUNT_ID", "")
+    partition = os.environ.get("AWS_PARTITION", "aws")
+
+    if not account_id:
+        ecr_repo_arn = os.environ.get("ECR_REPOSITORY_ARN", "")
+        if ecr_repo_arn:
+            arn_parts = ecr_repo_arn.split(":")
+            partition = arn_parts[1]
+            account_id = arn_parts[4]
+
+    return account_id, partition
diff --git a/lambda/utilities/vector_store.py b/lambda/utilities/vector_store.py
index b7a6cfdb9..5634f47a0 100644
--- a/lambda/utilities/vector_store.py
+++ b/lambda/utilities/vector_store.py
@@ -18,8 +18,7 @@
 import os
 
 import boto3
-from langchain_community.vectorstores.opensearch_vector_search import OpenSearchVectorSearch
-from langchain_community.vectorstores.pgvector import PGVector
+from langchain_community.vectorstores import OpenSearchVectorSearch, PGVector
 from langchain_core.embeddings import Embeddings
 from langchain_core.vectorstores import VectorStore
 from opensearchpy import RequestsHttpConnection
diff --git a/lib/api-base/fastApiContainer.ts b/lib/api-base/fastApiContainer.ts
index 5dc802bcb..3f2a533df 100644
--- a/lib/api-base/fastApiContainer.ts
+++ b/lib/api-base/fastApiContainer.ts
@@ -92,21 +92,16 @@ export class FastApiContainer extends Construct {
             AWS_REGION_NAME: config.region, // for supporting SageMaker endpoints in LiteLLM
             THREADS: Ec2Metadata.get('m5.large').vCpus.toString(),
             LITELLM_KEY: config.litellmConfig.db_key,
-            OPENAI_API_KEY: 'dummy-key', // pragma: allowlist secret - Required for OpenAI compatible self-hosted models through LiteLLM
-            TIKTOKEN_CACHE_DIR: '/app/TIKTOKEN_CACHE'
+            OPENAI_API_KEY: config.litellmConfig.db_key,
+            TIKTOKEN_CACHE_DIR: '/app/TIKTOKEN_CACHE',
+            USE_AUTH: 'true',
+            AUTHORITY: config.authConfig!.authority,
+            CLIENT_ID: config.authConfig!.clientId,
+            ADMIN_GROUP: config.authConfig!.adminGroup,
+            USER_GROUP: config.authConfig!.userGroup,
+            JWT_GROUPS_PROP: config.authConfig!.jwtGroupsProperty,
         };
 
-        if (config.restApiConfig.internetFacing) {
-            baseEnvironment.USE_AUTH = 'true';
-            baseEnvironment.AUTHORITY = config.authConfig!.authority;
-            baseEnvironment.CLIENT_ID = config.authConfig!.clientId;
-            baseEnvironment.ADMIN_GROUP = config.authConfig!.adminGroup;
-            baseEnvironment.USER_GROUP = config.authConfig!.userGroup;
-            baseEnvironment.JWT_GROUPS_PROP = config.authConfig!.jwtGroupsProperty;
-        } else {
-            baseEnvironment.USE_AUTH = 'false';
-        }
-
         if (tokenTable) {
             baseEnvironment.TOKEN_TABLE_NAME = tokenTable.tableName;
         }
@@ -141,7 +136,7 @@ export class FastApiContainer extends Construct {
         const ecsConfig: ECSConfig = {
             amiHardwareType: AmiHardwareType.STANDARD,
             autoScalingConfig: {
-                blockDeviceVolumeSize: 30,
+                blockDeviceVolumeSize: 50,
                 minCapacity: 1,
                 maxCapacity: 5,
                 cooldown: 60,
@@ -232,7 +227,7 @@ export class FastApiContainer extends Construct {
                                 'logs:CreateLogStream',
                                 'logs:PutLogEvents'
                             ],
-                            resources: ['arn:aws:logs:*:*:*']
+                            resources: [`arn:${config.partition}:logs:*:*:*`]
                         }),
                         new PolicyStatement({
                             effect: Effect.ALLOW,
@@ -242,8 +237,8 @@ export class FastApiContainer extends Construct {
                                 'ecs:DescribeClusters'
                             ],
                             resources: [
-                                `arn:aws:ecs:${config.region}:*:cluster/${workbenchService?.cluster?.clusterName}*`,
-                                `arn:aws:ecs:${config.region}:*:service/${workbenchService?.cluster?.clusterName}*/${workbenchService?.serviceName}*`
+                                `arn:${config.partition}:ecs:${config.region}:*:cluster/${workbenchService?.cluster?.clusterName}*`,
+                                `arn:${config.partition}:ecs:${config.region}:*:service/${workbenchService?.cluster?.clusterName}*/${workbenchService?.serviceName}*`
                             ]
                         }),
                         new PolicyStatement({
@@ -252,7 +247,7 @@ export class FastApiContainer extends Construct {
                                 'ssm:GetParameter'
                             ],
                             resources: [
-                                `arn:aws:ssm:${config.region}:*:parameter${config.deploymentPrefix}/deploymentName`
+                                `arn:${config.partition}:ssm:${config.region}:*:parameter${config.deploymentPrefix}/deploymentName`
                             ]
                         })
                     ]
diff --git a/lib/core/coreConstruct.ts b/lib/core/coreConstruct.ts
index d5d8b12b4..3b80017e7 100644
--- a/lib/core/coreConstruct.ts
+++ b/lib/core/coreConstruct.ts
@@ -14,18 +14,14 @@
   limitations under the License.
 */
 import * as lambda from 'aws-cdk-lib/aws-lambda';
-import { ILayerVersion, LayerVersion } from 'aws-cdk-lib/aws-lambda';
 import { StringParameter } from 'aws-cdk-lib/aws-ssm';
 import { Construct } from 'constructs';
 
 import { Layer } from './layers';
 import { BaseProps } from '../schema';
-import { createCdkId } from './utils';
-import { PythonLayerVersion } from '@aws-cdk/aws-lambda-python-alpha';
-import { getDefaultRuntime } from '../api-base/utils';
 import { RemovalPolicy, Stack, StackProps } from 'aws-cdk-lib';
 
-import { COMMON_LAYER_PATH, FASTAPI_LAYER_PATH, AUTHORIZER_LAYER_PATH, SDK_PATH } from '../util';
+import { COMMON_LAYER_PATH, FASTAPI_LAYER_PATH, AUTHORIZER_LAYER_PATH } from '../util';
 import { Bucket } from 'aws-cdk-lib/aws-s3';
 
 export const ARCHITECTURE = lambda.Architecture.X86_64;
@@ -89,24 +85,6 @@ export class CoreConstruct extends Construct {
             assetPath: config.lambdaLayerAssets?.authorizerLayerPath,
         });
 
-        // Build SDK Layer
-        let sdkLambdaLayer: ILayerVersion;
-        if (config.lambdaLayerAssets?.sdkLayerPath) {
-            sdkLambdaLayer = new LayerVersion(scope, 'SdkLayer', {
-                code: lambda.Code.fromAsset(config.lambdaLayerAssets?.sdkLayerPath),
-                compatibleRuntimes: [getDefaultRuntime()],
-                removalPolicy: config.removalPolicy,
-                description: 'LISA SDK common layer',
-            });
-        } else {
-            sdkLambdaLayer = new PythonLayerVersion(scope, 'SdkLayer', {
-                entry: SDK_PATH,
-                compatibleRuntimes: [getDefaultRuntime()],
-                removalPolicy: config.removalPolicy,
-                description: 'LISA SDK common layer',
-            });
-        }
-
         new StringParameter(scope, 'LisaCommonLamdaLayerStringParameter', {
             parameterName: `${config.deploymentPrefix}/layerVersion/common`,
             stringValue: commonLambdaLayer.layer.layerVersionArn,
@@ -124,11 +102,5 @@ export class CoreConstruct extends Construct {
             stringValue: authorizerLambdaLayer.layer.layerVersionArn,
             description: 'Layer Version ARN for LISA Authorizer Lambda Layer',
         });
-
-        new StringParameter(scope, createCdkId([config.deploymentName, config.deploymentStage, 'SdkLayer']), {
-            parameterName: `${config.deploymentPrefix}/layerVersion/lisa-sdk`,
-            stringValue: sdkLambdaLayer.layerVersionArn,
-            description: 'Layer Version ARN for LISA SDK Layer',
-        });
     }
 }
diff --git a/lib/core/layers/authorizer/requirements.txt b/lib/core/layers/authorizer/requirements.txt
index 5bbe17394..c27b5c1e3 100644
--- a/lib/core/layers/authorizer/requirements.txt
+++ b/lib/core/layers/authorizer/requirements.txt
@@ -1,5 +1,5 @@
 # urllib3<2 // Provided by Lambda
 # cachetools==5.5.0 // provided by Common Layer
-# requests==2.32.4 // provided by Common Layer
+# requests==2.32.5 // provided by Common Layer
 cryptography==44.0.1
-PyJWT==2.9.0
+PyJWT==2.10.1
diff --git a/lib/core/layers/common/requirements.txt b/lib/core/layers/common/requirements.txt
index c8fa2bf4f..6f0a41f2e 100644
--- a/lib/core/layers/common/requirements.txt
+++ b/lib/core/layers/common/requirements.txt
@@ -3,4 +3,4 @@
 # urllib3<2 // Provided by Lambda
 psycopg2-binary==2.9.10
 cachetools==5.5.0
-requests==2.32.4
+requests==2.32.5
diff --git a/lib/core/layers/fastapi/requirements.txt b/lib/core/layers/fastapi/requirements.txt
index c256857a6..56fd326e0 100644
--- a/lib/core/layers/fastapi/requirements.txt
+++ b/lib/core/layers/fastapi/requirements.txt
@@ -1,5 +1,5 @@
 # boto3==1.34.131 // Provided by Lambda
-# requests==2.32.4 // provided by Common Layer
+# requests==2.32.5 // provided by Common Layer
 fastapi==0.111.0
 mangum==0.17.0
 pydantic==2.8.2
diff --git a/lib/models/model-api.ts b/lib/models/model-api.ts
index a81fc00db..0ec602a99 100644
--- a/lib/models/model-api.ts
+++ b/lib/models/model-api.ts
@@ -29,8 +29,10 @@ import {
     Role,
     ServicePrincipal,
 } from 'aws-cdk-lib/aws-iam';
-import { LayerVersion } from 'aws-cdk-lib/aws-lambda';
+import { Code, Function, LayerVersion } from 'aws-cdk-lib/aws-lambda';
 import { StringParameter } from 'aws-cdk-lib/aws-ssm';
+import { CustomResource, Duration } from 'aws-cdk-lib';
+import { Provider } from 'aws-cdk-lib/custom-resources';
 import { Construct } from 'constructs';
 
 import { getDefaultRuntime, PythonLambdaFunction, registerAPIEndpoint } from '../api-base/utils';
@@ -149,7 +151,7 @@ export class ModelsApi extends Construct {
         const stateMachinesLambdaRole = config.roles ?
             Role.fromRoleName(this, Roles.MODEL_SFN_LAMBDA_ROLE, config.roles.ModelsSfnLambdaRole) :
             this.createStateMachineLambdaRole(modelTable.tableArn, dockerImageBuilder.dockerImageBuilderFn.functionArn,
-                ecsModelDeployer.ecsModelDeployerFn.functionArn, lisaServeEndpointUrlPs.parameterArn, managementKeyName);
+                ecsModelDeployer.ecsModelDeployerFn.functionArn, lisaServeEndpointUrlPs.parameterArn, managementKeyName, config);
 
         const createModelStateMachine = new CreateModelStateMachine(this, 'CreateModelWorkflow', {
             config: config,
@@ -330,6 +332,39 @@ export class ModelsApi extends Construct {
             ]
         });
         lambdaFunction.role!.attachInlinePolicy(workflowPermissions);
+
+        // Model API key cleanup - runs once per deployment version
+        const modelApiKeyCleanupLambda = new Function(this, 'ModelApiKeyCleanup', {
+            runtime: getDefaultRuntime(),
+            handler: 'models.model_api_key_cleanup.lambda_handler',
+            code: Code.fromAsset(lambdaPath),
+            layers: lambdaLayers,
+            environment: {
+                LISA_API_URL_PS_NAME: lisaServeEndpointUrlPs.parameterName,
+                MANAGEMENT_KEY_NAME: managementKeyName,
+                REST_API_VERSION: 'v2',
+                DEPLOYMENT_PREFIX: config.deploymentPrefix || '',
+            },
+            role: stateMachinesLambdaRole,
+            vpc: vpc.vpc,
+            securityGroups: securityGroups,
+            timeout: Duration.minutes(5),
+            description: 'Remove api_key from existing Bedrock models to fix Invalid API Key format errors',
+        });
+
+        // Run cleanup automatically during deployment
+        const cleanupProvider = new Provider(this, 'ModelApiKeyCleanupProvider', {
+            onEventHandler: modelApiKeyCleanupLambda,
+        });
+
+        new CustomResource(this, 'ModelApiKeyCleanupResource', {
+            serviceToken: cleanupProvider.serviceToken,
+            properties: {
+                // Only runs once - increment this version number if you need to run cleanup again
+                CleanupVersion: '1',
+            },
+        });
+
     }
 
     /**
@@ -341,7 +376,7 @@ export class ModelsApi extends Construct {
      * @param managementKeyName - Name of the management key secret
      * @returns The created role
      */
-    createStateMachineLambdaRole (modelTableArn: string, dockerImageBuilderFnArn: string, ecsModelDeployerFnArn: string, lisaServeEndpointUrlParamArn: string, managementKeyName: string): IRole {
+    createStateMachineLambdaRole (modelTableArn: string, dockerImageBuilderFnArn: string, ecsModelDeployerFnArn: string, lisaServeEndpointUrlParamArn: string, managementKeyName: string, config: any): IRole {
         return new Role(this, Roles.MODEL_SFN_LAMBDA_ROLE, {
             assumedBy: new ServicePrincipal('lambda.amazonaws.com'),
             managedPolicies: [
@@ -357,6 +392,7 @@ export class ModelsApi extends Construct {
                                 'dynamodb:GetItem',
                                 'dynamodb:PutItem',
                                 'dynamodb:UpdateItem',
+                                'dynamodb:Scan',
                             ],
                             resources: [
                                 modelTableArn,
@@ -416,15 +452,6 @@ export class ModelsApi extends Construct {
                                 'StringEquals': {'aws:ResourceTag/lisa_temporary_instance': 'true'}
                             }
                         }),
-                        new PolicyStatement({
-                            effect: Effect.ALLOW,
-                            actions: [
-                                'ssm:GetParameter'
-                            ],
-                            resources: [
-                                lisaServeEndpointUrlParamArn
-                            ],
-                        }),
                         new PolicyStatement({
                             effect: Effect.ALLOW,
                             actions: [
@@ -466,6 +493,36 @@ export class ModelsApi extends Construct {
                             ],
                             resources: ['*'],
                         }),
+                        new PolicyStatement({
+                            effect: Effect.ALLOW,
+                            actions: [
+                                'bedrock:InvokeModel',
+                                'bedrock:InvokeModelWithResponseStream',
+                            ],
+                            resources: ['*'],  // Bedrock model ARNs are dynamic and region-specific
+                        }),
+                        new PolicyStatement({
+                            effect: Effect.ALLOW,
+                            actions: [
+                                'ssm:GetParameter',
+                            ],
+                            resources: [
+                                lisaServeEndpointUrlParamArn,
+                                `arn:${config.partition}:ssm:${config.region}:${config.accountNumber}:parameter${config.deploymentPrefix}/lisaServeRestApiUri`,
+                                `arn:${config.partition}:ssm:${config.region}:${config.accountNumber}:parameter/LISA-lisa-management-key`,
+                                `arn:${config.partition}:ssm:${config.region}:${config.accountNumber}:parameter${config.deploymentPrefix}/LiteLLMDbConnectionInfo`,
+                                `arn:${config.partition}:ssm:${config.region}:${config.accountNumber}:parameter${config.deploymentPrefix}/modelTableName`,
+                            ],
+                        }),
+                        new PolicyStatement({
+                            effect: Effect.ALLOW,
+                            actions: [
+                                'secretsmanager:GetSecretValue',
+                            ],
+                            resources: [
+                                `arn:${config.partition}:secretsmanager:${config.region}:${config.accountNumber}:secret:*`,  // LiteLLM DB password secret
+                            ],
+                        }),
                     ]
                 }),
             }
diff --git a/lib/models/state-machine/create-model.ts b/lib/models/state-machine/create-model.ts
index cb5de9ddf..57c7a3d4c 100644
--- a/lib/models/state-machine/create-model.ts
+++ b/lib/models/state-machine/create-model.ts
@@ -75,6 +75,7 @@ export class CreateModelStateMachine extends Construct {
             RESTAPI_SSL_CERT_ARN: config.restApiConfig?.sslCertIamArn ?? '',
             LITELLM_CONFIG_OBJ: JSON.stringify(config.litellmConfig),
             AWS_ACCOUNT_ID: config.accountNumber,
+            AWS_PARTITION: config.partition,
         };
 
         const setModelToCreating = new LambdaInvoke(this, 'SetModelToCreating', {
diff --git a/lib/rag/ingestion/ingestion-image/Dockerfile b/lib/rag/ingestion/ingestion-image/Dockerfile
index 984fc3aa7..dd2c07ccc 100644
--- a/lib/rag/ingestion/ingestion-image/Dockerfile
+++ b/lib/rag/ingestion/ingestion-image/Dockerfile
@@ -6,7 +6,8 @@ ARG BUILD_DIR=build
 WORKDIR /workdir
 
 COPY ./requirements.txt /workdir
-RUN /var/lang/bin/pip install --no-cache-dir -r /workdir/requirements.txt -t .
+RUN /var/lang/bin/pip install --no-cache-dir --upgrade pip && \
+    /var/lang/bin/pip install --no-cache-dir -r /workdir/requirements.txt -t .
 
 COPY ./${BUILD_DIR} /workdir
 
diff --git a/lib/rag/ingestion/ingestion-image/requirements.txt b/lib/rag/ingestion/ingestion-image/requirements.txt
index 97cd2f20d..9b1625b4f 100644
--- a/lib/rag/ingestion/ingestion-image/requirements.txt
+++ b/lib/rag/ingestion/ingestion-image/requirements.txt
@@ -1,6 +1,8 @@
 # boto3>=1.34.131 // Provided by Lambda
 # botocore>=1.34.131 // Provided by Lambda
 # urllib3<2 // Provided by Lambda
+# Pin NumPy to avoid GCC 9.3+ requirement in Docker builds
+numpy<2.0.0
 aioboto3==12.3.0
 aiobotocore==2.11.2
 aiohttp==3.12.14
@@ -10,9 +12,9 @@ cryptography==44.0.1
 fastapi_utils==0.7.0
 fastapi==0.115.11
 gunicorn==23.0.0
-langchain-community==0.3.9
-langchain-openai==0.2.11
-langchain==0.3.9
+langchain-community==0.3.27
+langchain-core==0.3.76
+langchain-text-splitters==0.3.11
 loguru==0.7.2
 mangum==0.17.0
 opensearch-py==2.6.0
@@ -20,12 +22,12 @@ pgvector==0.2.5
 prisma==0.13.1
 psycopg2-binary==2.9.9
 pydantic==2.8.2
-PyJWT==2.9.0
+PyJWT==2.10.1
 pynacl==1.5.0
 pypdf==6.0.0
 lxml==5.1.0
 python-docx==1.1.0
 requests-aws4auth==1.2.3
-requests==2.32.4
+requests==2.32.5
 text-generation==0.7.0
 uvicorn==0.29.0
diff --git a/lib/rag/ingestion/ingestion-job-construct.ts b/lib/rag/ingestion/ingestion-job-construct.ts
index 37625cdb4..9e52cc066 100644
--- a/lib/rag/ingestion/ingestion-job-construct.ts
+++ b/lib/rag/ingestion/ingestion-job-construct.ts
@@ -29,10 +29,10 @@ import * as batch from 'aws-cdk-lib/aws-batch';
 import * as ecs from 'aws-cdk-lib/aws-ecs';
 import * as dynamodb from 'aws-cdk-lib/aws-dynamodb';
 import * as lambda from 'aws-cdk-lib/aws-lambda';
+import { getDefaultRuntime } from '../../api-base/utils';
 import { Vpc } from '../../networking/vpc';
 import path from 'path';
 import { ILayerVersion } from 'aws-cdk-lib/aws-lambda';
-import { getDefaultRuntime } from '../../api-base/utils';
 import { StringParameter } from 'aws-cdk-lib/aws-ssm';
 import * as fs from 'fs';
 import * as crypto from 'crypto';
@@ -63,7 +63,7 @@ export class IngestionJobConstruct extends Construct {
     constructor (scope: Construct, id: string, props: IngestionJobConstructProps) {
         super(scope, id);
 
-        const { config, vpc, lambdaRole, layers, baseEnvironment } = props;
+        const { config, vpc, layers, lambdaRole, baseEnvironment } = props;
         const hash = crypto.randomBytes(6).toString('hex');
 
         // DynamoDB table for tracking ingestion jobs
@@ -132,10 +132,9 @@ export class IngestionJobConstruct extends Construct {
         // Skip actual copying during tests to avoid file not found errors
         if (process.env.NODE_ENV !== 'test') {
             fs.cpSync(path.join(__dirname, '../../../lambda'), buildDir, copyOptions);
-            fs.cpSync(path.join(__dirname, '../../../lisa-sdk/lisapy'), path.join(buildDir, 'lisapy'), copyOptions);
         } else {
             // For tests, we just ensure the directories exist but don't copy files
-            const directories = ['repository', 'prompt_templates', 'lisapy'];
+            const directories = ['repository', 'prompt_templates'];
             directories.forEach((dir) => {
                 const dirPath = path.join(buildDir, dir);
                 fs.mkdirSync(dirPath, { recursive: true });
@@ -190,7 +189,7 @@ export class IngestionJobConstruct extends Construct {
             resources: ['*']
         }));
 
-        // Lambda function for handling scheduled document ingestion
+        // Lambda function for handling scheduled document ingestion - using container image
         const handlePipelineIngestScheduleLambda = new lambda.Function(this, 'handlePipelineIngestSchedule', {
             functionName: `${config.deploymentName}-${config.deploymentStage}-ingestion-ingest-schedule-${hash}`,
             runtime: getDefaultRuntime(),
@@ -213,7 +212,7 @@ export class IngestionJobConstruct extends Construct {
             action: 'lambda:InvokeFunction'
         });
 
-        // Lambda function for handling S3 event-based document ingestion
+        // Lambda function for handling S3 event-based document ingestion - using container image
         const handlePipelineIngestEvent = new lambda.Function(this, 'handlePipelineIngestEvent', {
             functionName: `${config.deploymentName}-${config.deploymentStage}-ingestion-ingest-event-${hash}`,
             runtime: getDefaultRuntime(),
@@ -223,7 +222,7 @@ export class IngestionJobConstruct extends Construct {
             memorySize: 256,
             vpc: vpc!.vpc,
             environment: baseEnvironment,
-            layers: layers,
+            layers,
             role: lambdaRole
         });
         const eventParameterName = `${config.deploymentPrefix}/ingestion/ingest/event`;
@@ -236,17 +235,17 @@ export class IngestionJobConstruct extends Construct {
             action: 'lambda:InvokeFunction'
         });
 
-        // Lambda function for handling document deletion events
+        // Lambda function for handling document deletion events - using container image
         const handlePipelineDeleteEvent = new lambda.Function(this, 'handlePipelineDeleteEvent', {
             functionName: `${config.deploymentName}-${config.deploymentStage}-ingestion-delete-event-${hash}`,
             runtime: getDefaultRuntime(),
-            handler: 'repository.pipeline_delete_documents.handle_pipeline_delete_event',
+            handler: 'repository.pipeline_ingest_documents.handle_pipeline_delete_event',
             code: lambda.Code.fromAsset('./lambda'),
             timeout: Duration.seconds(60),
             memorySize: 256,
             vpc: vpc!.vpc,
             environment: baseEnvironment,
-            layers: layers,
+            layers,
             role: lambdaRole
         });
         const deleteParameterName = `${config.deploymentPrefix}/ingestion/delete/event`;
diff --git a/lib/rag/layer/requirements.txt b/lib/rag/layer/requirements.txt
index f0173c448..1b6674c58 100644
--- a/lib/rag/layer/requirements.txt
+++ b/lib/rag/layer/requirements.txt
@@ -1,10 +1,15 @@
-# boto3>=1.34.131 // Provided by Lambda
-# botocore>=1.34.131 // Provided by Lambda
-# urllib3<2 // Provided by Lambda
+# Container-based Lambda - no size constraints!
+# All packages can be included since container images have 10GB limit
+
+# Core RAG packages
 # psycopg2-binary==2.9.10 // provided by Common Layer
-langchain==0.3.9
-langchain-community==0.3.9
-langchain-openai==0.2.11
+langchain-text-splitters==0.3.11
+langchain-community==0.3.27
+langchain-core==0.3.76
+# Required by langchain-community - Pin NumPy to avoid GCC 9.3+
+numpy<2.0.0
+
+# Database and search connectors
 opensearch-py==2.6.0
 pgvector==0.2.5
 pypdf==6.0.0
diff --git a/lib/rag/ragConstruct.ts b/lib/rag/ragConstruct.ts
index fa35491ff..1b1a1a634 100644
--- a/lib/rag/ragConstruct.ts
+++ b/lib/rag/ragConstruct.ts
@@ -169,6 +169,7 @@ export class LisaRagConstruct extends Construct {
             REGISTERED_REPOSITORIES_PS_PREFIX: `${config.deploymentPrefix}/LisaServeRagConnectionInfo/`,
             REGISTERED_REPOSITORIES_PS: `${config.deploymentPrefix}/registeredRepositories`,
             REST_API_VERSION: 'v2',
+            TIKTOKEN_CACHE_DIR: '/tmp',
         };
 
         // Add REST API SSL Cert ARN if it exists to be used to verify SSL calls to REST API
@@ -195,27 +196,6 @@ export class LisaRagConstruct extends Construct {
             'rag-common-lambda-layer',
             StringParameter.valueForStringParameter(scope, `${config.deploymentPrefix}/layerVersion/common`),
         );
-
-        const sdkLayer = LayerVersion.fromLayerVersionArn(
-            scope,
-            'rag-sdk-lambda-layer',
-            StringParameter.valueForStringParameter(scope, `${config.deploymentPrefix}/layerVersion/lisa-sdk`),
-        );
-
-        // Pre-generate the tiktoken cache to ensure it does not attempt to fetch data from the internet at runtime.
-        if (config.restApiConfig.imageConfig === undefined) {
-            const cache_dir = path.join(RAG_LAYER_PATH, 'TIKTOKEN_CACHE');
-            // Skip tiktoken cache generation in test environment
-            if (process.env.NODE_ENV !== 'test') {
-                try {
-                    child_process.execSync(`python3 scripts/cache-tiktoken-for-offline.py ${cache_dir}`, { stdio: 'inherit' });
-                } catch (error) {
-                    console.warn('Failed to generate tiktoken cache:', error);
-                    // Continue execution even if cache generation fails
-                }
-            }
-        }
-
         // Build RAG Lambda layer
         const ragLambdaLayer = new Layer(scope, 'RagLayer', {
             config: config,
@@ -233,7 +213,22 @@ export class LisaRagConstruct extends Construct {
             parameterName: `${config.deploymentPrefix}/layerVersion/rag`,
             stringValue: ragLambdaLayer.layer.layerVersionArn
         });
-        const layers = [commonLambdaLayer, ragLambdaLayer.layer, sdkLayer];
+
+        const layers = [commonLambdaLayer, ragLambdaLayer.layer];
+
+        // Pre-generate the tiktoken cache to ensure it does not attempt to fetch data from the internet at runtime.
+        if (config.restApiConfig.imageConfig === undefined) {
+            const cache_dir = path.join(RAG_LAYER_PATH, 'TIKTOKEN_CACHE');
+            // Skip tiktoken cache generation in test environment
+            if (process.env.NODE_ENV !== 'test') {
+                try {
+                    child_process.execSync(`python3 scripts/cache-tiktoken-for-offline.py ${cache_dir}`, { stdio: 'inherit' });
+                } catch (error) {
+                    console.warn('Failed to generate tiktoken cache:', error);
+                    // Continue execution even if cache generation fails
+                }
+            }
+        }
 
         // create a security group for opensearch
         const openSearchSg = SecurityGroupFactory.createSecurityGroup(
@@ -323,7 +318,7 @@ export class LisaRagConstruct extends Construct {
             config,
             vpc,
             baseEnvironment,
-            { common: commonLambdaLayer, rag: ragLambdaLayer.layer, sdk: sdkLayer },
+            { common: commonLambdaLayer, rag: ragLambdaLayer.layer },
             lambdaRole,
             docMetaTable,
             subDocTable,
@@ -354,7 +349,7 @@ export class LisaRagConstruct extends Construct {
         config: Config,
         vpc: Vpc,
         baseEnvironment: Record<string, string>,
-        layers: { [key in 'common' | 'sdk' | 'rag']: ILayerVersion },
+        layers: { [key in 'common' | 'rag']: ILayerVersion },
         lambdaRole: IRole,
         docMetaTable: dynamodb.ITable,
         subDocTable: dynamodb.ITable,
@@ -613,7 +608,7 @@ export class LisaRagConstruct extends Construct {
                             rdsConfig: ragConfig.rdsConfig,
                             repositoryId: ragConfig.repositoryId,
                             type: ragConfig.type,
-                            layers: [layers.common, layers.rag, layers.sdk],
+                            layers: [layers.common, layers.rag],
                             registeredRepositoriesParamName,
                             ragDocumentTable: docMetaTable,
                             ragSubDocumentTable: subDocTable,
diff --git a/lib/rag/vector-store/state_machine/delete-store.ts b/lib/rag/vector-store/state_machine/delete-store.ts
index cda13d22d..1c5cb23f3 100644
--- a/lib/rag/vector-store/state_machine/delete-store.ts
+++ b/lib/rag/vector-store/state_machine/delete-store.ts
@@ -33,8 +33,8 @@ import { LAMBDA_PATH } from '../../../util';
 
 type DeleteStoreStateMachineProps = BaseProps & {
     ragVectorStoreTable: ITable,
-    lambdaLayers: ILayerVersion[];
     vectorStoreDeployerFnArn: string;
+    lambdaLayers: ILayerVersion[];
     vpc: Vpc,
     role?: iam.IRole,
     executionRole: iam.IRole;
@@ -137,7 +137,8 @@ export class DeleteStoreStateMachine extends Construct {
         }).next(handleCleanupBedrockKnowledgeBase);
 
         const lambdaPath = config.lambdaPath || LAMBDA_PATH;
-        const cleanupDocsFunc = new Function(this, 'CleanupRepositoryDocsFunc', {
+
+        const cleanupDocsFunc =  new Function(this, 'CleanupRepositoryDocsFunc', {
             runtime: getDefaultRuntime(),
             handler: 'repository.state_machine.cleanup_repo_docs.lambda_handler',
             code: Code.fromAsset(lambdaPath),
diff --git a/lib/schema/configSchema.ts b/lib/schema/configSchema.ts
index c29fd4c76..59dd74789 100644
--- a/lib/schema/configSchema.ts
+++ b/lib/schema/configSchema.ts
@@ -490,7 +490,7 @@ export const MetricConfigSchema = z.object({
     .describe('Metric configuration for ECS auto scaling.');
 
 export const AutoScalingConfigSchema = z.object({
-    blockDeviceVolumeSize: z.number().min(30).default(30),
+    blockDeviceVolumeSize: z.number().min(30).default(50),
     minCapacity: z.number().min(1).default(1).describe('Minimum capacity for auto scaling. Must be at least 1.'),
     maxCapacity: z.number().min(1).default(2).describe('Maximum capacity for auto scaling. Must be at least 1.'),
     defaultInstanceWarmup: z.number().default(180).describe('Default warm-up time in seconds until a newly launched instance can'),
@@ -828,7 +828,7 @@ export const RawConfigObject = z.object({
     privateEndpoints: z.boolean().default(false).describe('Whether to use privateEndpoints for REST API.'),
     s3BucketModels: z.string().describe('S3 bucket for models.'),
     mountS3DebUrl: z.string().describe('URL for S3-mounted Debian package.'),
-    imageBuilderVolumeSize: z.number().default(30).describe('EC2 volume size for image builder. Needs to be large enough for system plus inference container.'),
+    imageBuilderVolumeSize: z.number().default(50).describe('EC2 volume size for image builder. Needs to be large enough for system plus inference container.'),
     accountNumbersEcr: z
         .array(z.union([z.number(), z.string()]))
         .transform((arr) => arr.map(String))
@@ -883,7 +883,6 @@ export const RawConfigObject = z.object({
             commonLayerPath: z.string().optional().describe('Lambda common layer code path'),
             fastapiLayerPath: z.string().optional().describe('Lambda API code path'),
             ragLayerPath: z.string().optional().describe('Lambda RAG layer code path'),
-            sdkLayerPath: z.string().optional().describe('Lambda SDK layer code path'),
         })
         .optional()
         .describe('Configuration for local Lambda layer code'),
diff --git a/lib/serve/ecs-model/embedding/instructor/Dockerfile b/lib/serve/ecs-model/embedding/instructor/Dockerfile
index 177356c37..f84bf09ab 100644
--- a/lib/serve/ecs-model/embedding/instructor/Dockerfile
+++ b/lib/serve/ecs-model/embedding/instructor/Dockerfile
@@ -1,4 +1,4 @@
-ARG BASE_IMAGE
+ARG BASE_IMAGE=python:3.11
 FROM ${BASE_IMAGE}
 
 #### POINT TO NEW PYPI CONFIG
@@ -26,6 +26,7 @@ RUN if [ "$CONDA_URL" != "" ]; then \
 
 RUN /opt/conda/bin/conda install s5cmd && \
     /opt/conda/bin/conda clean -ya && \
+    pip install --no-cache-dir --upgrade pip && \
     pip install -U --no-cache --upgrade torchserve torch-model-archiver torch-workflow-archiver
 
 ARG LOCAL_CODE_PATH
diff --git a/lib/serve/ecs-model/embedding/instructor/src/requirements.txt b/lib/serve/ecs-model/embedding/instructor/src/requirements.txt
index 533606cf1..33e2ac50b 100644
--- a/lib/serve/ecs-model/embedding/instructor/src/requirements.txt
+++ b/lib/serve/ecs-model/embedding/instructor/src/requirements.txt
@@ -1,3 +1,3 @@
-InstructorEmbedding
-sentence-transformers
-transformers
+InstructorEmbedding==1.0.1
+sentence-transformers==3.3.1
+transformers==4.56.0
diff --git a/lib/serve/ecs-model/embedding/tei/Dockerfile b/lib/serve/ecs-model/embedding/tei/Dockerfile
index 1e25374b0..b45ddfe99 100644
--- a/lib/serve/ecs-model/embedding/tei/Dockerfile
+++ b/lib/serve/ecs-model/embedding/tei/Dockerfile
@@ -1,10 +1,14 @@
-ARG BASE_IMAGE
+ARG BASE_IMAGE=ghcr.io/huggingface/text-embeddings-inference:1.2.3
 FROM ${BASE_IMAGE}
 
 ##### DOWNLOAD MOUNTPOINTS S3
 ARG MOUNTS3_DEB_URL
+ARG MOUNTS3_DEB_SHA256
 RUN apt update -y && apt install -y wget rsync && \
-    wget ${MOUNTS3_DEB_URL} && \
+    wget ${MOUNTS3_DEB_URL} -O mount-s3.deb && \
+    if [ -n "${MOUNTS3_DEB_SHA256}" ]; then \
+        echo "${MOUNTS3_DEB_SHA256}  mount-s3.deb" | sha256sum -c; \
+    fi && \
     apt install -y ./mount-s3.deb && \
     rm mount-s3.deb
 
diff --git a/lib/serve/ecs-model/textgen/tgi/Dockerfile b/lib/serve/ecs-model/textgen/tgi/Dockerfile
index 1e25374b0..8549e3a46 100644
--- a/lib/serve/ecs-model/textgen/tgi/Dockerfile
+++ b/lib/serve/ecs-model/textgen/tgi/Dockerfile
@@ -1,4 +1,4 @@
-ARG BASE_IMAGE
+ARG BASE_IMAGE=ghcr.io/huggingface/text-generation-inference:2.0.1
 FROM ${BASE_IMAGE}
 
 ##### DOWNLOAD MOUNTPOINTS S3
diff --git a/lib/serve/ecs-model/vllm/Dockerfile b/lib/serve/ecs-model/vllm/Dockerfile
index 1e25374b0..a35b36396 100644
--- a/lib/serve/ecs-model/vllm/Dockerfile
+++ b/lib/serve/ecs-model/vllm/Dockerfile
@@ -1,8 +1,9 @@
-ARG BASE_IMAGE
+ARG BASE_IMAGE=python:3.11
 FROM ${BASE_IMAGE}
 
 ##### DOWNLOAD MOUNTPOINTS S3
 ARG MOUNTS3_DEB_URL
+ARG MOUNTS3_DEB_SHA256
 RUN apt update -y && apt install -y wget rsync && \
     wget ${MOUNTS3_DEB_URL} && \
     apt install -y ./mount-s3.deb && \
diff --git a/lib/serve/mcp-workbench/Dockerfile b/lib/serve/mcp-workbench/Dockerfile
index 7ddc3a087..4be972214 100644
--- a/lib/serve/mcp-workbench/Dockerfile
+++ b/lib/serve/mcp-workbench/Dockerfile
@@ -36,11 +36,12 @@ RUN unzip -d /tmp /tmp/$(basename $RCLONE_SOURCE) && \
 
 # Copy and install the MCP workbench package
 COPY . /workspace/mcpworkbench-src/
-RUN pip install -e /workspace/mcpworkbench-src/
+RUN pip install --no-cache-dir --upgrade pip && \
+    pip install --no-cache-dir -e /workspace/mcpworkbench-src/
 
 # Install additional requirements
 COPY requirements.txt /workspace/
-RUN pip install -r /workspace/requirements.txt
+RUN pip install --no-cache-dir -r /workspace/requirements.txt
 
 # Copy s6-overlay service definitions
 COPY s6-overlay/services.d /etc/services.d
diff --git a/lib/serve/mcp-workbench/pyproject.toml b/lib/serve/mcp-workbench/pyproject.toml
index 5dfffe655..558830536 100644
--- a/lib/serve/mcp-workbench/pyproject.toml
+++ b/lib/serve/mcp-workbench/pyproject.toml
@@ -22,7 +22,7 @@ dependencies = [
     "gunicorn==23.0.0",
     "pydantic==2.8.2",
     "PyJWT==2.9.0",
-    "requests==2.32.4",
+    "requests==2.32.5",
     "fastapi==0.115.11",
     "fastapi_utils==0.7.0",
     "loguru==0.7.2"
diff --git a/lib/serve/rest-api/Dockerfile b/lib/serve/rest-api/Dockerfile
index 1831629a6..325aefff3 100644
--- a/lib/serve/rest-api/Dockerfile
+++ b/lib/serve/rest-api/Dockerfile
@@ -1,6 +1,13 @@
 ARG BASE_IMAGE=python:3.11
 FROM ${BASE_IMAGE}
 
+# Install build dependencies for madoka package
+RUN apt-get update && apt-get install -y \
+    gcc \
+    g++ \
+    make \
+    && rm -rf /var/lib/apt/lists/*
+
 # Copy LiteLLM config directly out of the LISA config.yaml file
 ARG LITELLM_CONFIG
 
@@ -23,8 +30,7 @@ COPY src/ ./src
 
 COPY TIKTOKEN_CACHE ./TIKTOKEN_CACHE
 
-# Generate the prisma binary
-RUN prisma generate
+# LiteLLM will handle Prisma setup at runtime with --use_prisma_db_push flag
 
 # Copy LiteLLM config directly to container, it will be updated at runtime
 # with LISA-hosted models. This filename is expected in the entrypoint.sh file, so do not modify
diff --git a/lib/serve/rest-api/src/auth.py b/lib/serve/rest-api/src/auth.py
index 7cc88ba5e..07f3bc07f 100644
--- a/lib/serve/rest-api/src/auth.py
+++ b/lib/serve/rest-api/src/auth.py
@@ -65,11 +65,6 @@ def values(cls) -> list[str]:
         return list(cls)
 
 
-def is_idp_used() -> bool:
-    """Get if the identity provider is being used based on environment variable."""
-    return os.environ.get(USE_AUTH, "false").lower() == "true"
-
-
 if not jwt.algorithms.has_crypto:
     logger.error("No crypto support for JWT.")
     raise RuntimeError("No crypto support for JWT.")
@@ -102,7 +97,6 @@ def id_token_is_valid(
     id_token: str, client_id: str, authority: str, jwks_client: jwt.PyJWKClient
 ) -> Optional[Dict[str, Any]]:
     """Check whether an ID token is valid and return decoded data."""
-    logger.info(f"Auth Token: {id_token}")
     try:
         signing_key = jwks_client.get_signing_key_from_jwt(id_token)
         data: Dict[str, Any] = jwt.decode(
@@ -158,7 +152,6 @@ async def id_token_is_valid(self, request: Request) -> Optional[Dict[str, Any]]:
         """Check whether an ID token is valid and return decoded data."""
         http_auth_creds = await super().__call__(request)
         id_token = http_auth_creds.credentials
-        logger.info(f"Auth Token: {id_token}")
         try:
             signing_key = self.jwks_client.get_signing_key_from_jwt(id_token)
             data: Dict[str, Any] = jwt.decode(
@@ -205,7 +198,6 @@ async def is_valid_api_token(self, headers: Dict[str, str]) -> bool:
         for header_name in AuthHeaders.values():
             token = get_authorization_token(headers, header_name)
 
-            logger.info(f"API Auth Token: {token}")
             if token:
                 token_info = await asyncio.to_thread(self._get_token_info, token)
                 if token_info:
@@ -275,7 +267,6 @@ def __init__(self) -> None:
         self.admin_group = os.environ.get("ADMIN_GROUP", "")
         self.user_group = os.environ.get("USER_GROUP", "")
         self.jwt_groups_property = os.environ.get("JWT_GROUPS_PROP", "")
-        self.use_idp = is_idp_used()
 
         self.token_authorizer = ApiTokenAuthorizer()
         self.management_token_authorizer = ManagementTokenAuthorizer()
@@ -286,27 +277,26 @@ async def __call__(self, request: Request) -> Optional[HTTPAuthorizationCredenti
         return jwt_data
 
     async def authenticate_request(self, request: Request) -> Optional[Dict[str, Any]]:
-        """Authenticate request and return JWT data if OIDC, None if API/management token."""
-        if not self.use_idp:
-            return None
+        """Authenticate request and return JWT data if valid, else None. Invalid requests throw an exception"""
 
+        logger.trace(f"Authenticating request: {request.method} {request.url.path}")
         # First try API tokens
-        logger.info("Try API Auth Token...")
+        logger.trace("Try API Auth Token...")
         if await self.token_authorizer.is_valid_api_token(request.headers):
-            logger.info("Valid API token")
+            logger.trace("Valid API token")
             return None
 
         # Then try management tokens
-        logger.info("Try Management Auth Token...")
+        logger.trace("Try Management Auth Token...")
         if await self.management_token_authorizer.is_valid_api_token(request.headers):
-            logger.info("Valid Management token")
+            logger.trace("Valid Management token")
             return None
 
         # Finally try OIDC Bearer tokens
-        logger.info("Try OIDC Auth Token...")
+        logger.trace("Try OIDC Auth Token...")
         jwt_data = await self.oidc_authorizer.id_token_is_valid(request)
         if jwt_data:
-            logger.info("Valid OIDC token")
+            logger.trace("Valid OIDC token")
             return jwt_data
 
         raise HTTPException(status_code=HTTP_401_UNAUTHORIZED, detail="Not authenticated")
@@ -330,44 +320,34 @@ async def can_access(
     ) -> bool:
         """Return whether the user is authorized to access the endpoint."""
         endpoint = f"{request.method} {request.url.path}"
-        auth_method = "NO_IDP"
-        user_id = "anonymous"
-        has_access = False
-        reason = ""
-
-        if not self.use_idp:
-            auth_method = "NO_IDP"
-            user_id = "anonymous"
+
+        if jwt_data is None:
+            jwt_data = await self.authenticate_request(request)
+
+        # Valid API_TOKEN will be treated as admin
+        if not jwt_data:
+            auth_method = "API_TOKEN"
+            user_id = "api_user"
             has_access = True
-            reason = "IDP disabled"
+            reason = "Valid API/Management token"
         else:
-            # Use provided JWT data or authenticate request
-            if jwt_data is None:
-                jwt_data = await self.authenticate_request(request)
+            auth_method = "OIDC"
+            user_id = jwt_data.get("sub", jwt_data.get("username", "unknown"))
 
-            if not jwt_data:
-                auth_method = "API_TOKEN"
-                user_id = "api_user"
+            # If user is admin, always allow access
+            if is_user_in_group(jwt_data, self.admin_group, self.jwt_groups_property):
                 has_access = True
-                reason = "Valid API/Management token"
+                reason = "Admin user"
+            # If admin is required but user is not admin, deny access
+            elif require_admin:
+                has_access = False
+                reason = "Admin required"
+            # For non-admin requests, check user group
             else:
-                auth_method = "OIDC"
-                user_id = jwt_data.get("sub", jwt_data.get("username", "unknown"))
-
-                # If user is admin, always allow access
-                if is_user_in_group(jwt_data, self.admin_group, self.jwt_groups_property):
-                    has_access = True
-                    reason = "Admin user"
-                # If admin is required but user is not admin, deny access
-                elif require_admin:
-                    has_access = False
-                    reason = "Admin required"
-                # For non-admin requests, check user group
-                else:
-                    has_access = self.user_group == "" or is_user_in_group(
-                        jwt_data=jwt_data, group=self.user_group, jwt_groups_property=self.jwt_groups_property
-                    )
-                    reason = "Valid user group" if has_access else "Invalid user group"
+                has_access = self.user_group == "" or is_user_in_group(
+                    jwt_data=jwt_data, group=self.user_group, jwt_groups_property=self.jwt_groups_property
+                )
+                reason = "Valid user group" if has_access else "Invalid user group"
 
         self._log_access_attempt(request, auth_method, user_id, endpoint, has_access, reason)
         return has_access
diff --git a/lib/serve/rest-api/src/entrypoint.sh b/lib/serve/rest-api/src/entrypoint.sh
index 590fc4f78..2cc753bec 100644
--- a/lib/serve/rest-api/src/entrypoint.sh
+++ b/lib/serve/rest-api/src/entrypoint.sh
@@ -5,24 +5,65 @@ set -e
 HOST="0.0.0.0"
 PORT="8080"
 
-# Prisma client is generated during build
+echo "Starting LISA REST API Service"
+echo "=================================="
+
+# Prisma client is now generated during build from LiteLLM's schema
 echo "Prisma client already generated during build"
 
 # Update LiteLLM config that was already copied from config.yaml with runtime-deployed models.
 # Depends on SSM Parameter for registered models.
-echo "Configuring and starting LiteLLM"
-# litellm_config.yaml is generated from the REST API Dockerfile from the LISA config.yaml.
-# Do not modify the litellm_config.yaml name unless you change it in the Dockerfile and in the `litellm` command below.
-python ./src/utils/generate_litellm_config.py -f litellm_config.yaml
+echo "🔧 Configuring LiteLLM..."
+echo "   - AWS Region: $AWS_REGION"
+echo "   - Models Parameter: $REGISTERED_MODELS_PS_NAME"
+echo "   - DB Info Parameter: $LITELLM_DB_INFO_PS_NAME"
+
+# Generate LiteLLM config with error handling
+if ! python ./src/utils/generate_litellm_config.py -f litellm_config.yaml; then
+    echo "❌ Failed to generate LiteLLM configuration"
+    echo "   This usually indicates issues with:"
+    echo "   - SSM parameter access permissions"
+    echo "   - Database connection parameters"
+    echo "   - Model registration data"
+    exit 1
+fi
+
+echo "✅ LiteLLM configuration generated successfully"
+
+# Verify config file exists and has content
+if [ ! -f "litellm_config.yaml" ]; then
+    echo "❌ LiteLLM config file not found after generation"
+    exit 1
+fi
+
+echo "📄 LiteLLM config file contents:"
+echo "--------------------------------"
+head -20 litellm_config.yaml
+echo "--------------------------------"
 
-# Start LiteLLM in the background, default port 4000, not exposed outside of container.
-# If you need to change the port, you can specify the --port option, and then the port needs to be updated in
-# src/api/endpoints/v2/litellm_passthrough.py for the LiteLLM URI
-litellm -c litellm_config.yaml &
+# Start LiteLLM in the background with better error handling
+echo "🚀 Starting LiteLLM server..."
+echo "   - Config file: litellm_config.yaml"
+echo "   - Port: 4000 (internal)"
+echo "   - Database: Prisma with auto-push enabled"
+
+# Start LiteLLM and capture its PID
+litellm -c litellm_config.yaml --use_prisma_db_push > litellm.log 2>&1 &
+LITELLM_PID=$!
+
+echo "   - LiteLLM PID: $LITELLM_PID"
+echo "   - Log file: litellm.log"
+
+# LiteLLM is starting in the background, proceed with Gunicorn startup
 
 # Validate THREADS variable with default value
 THREADS=${THREADS:-4}
-echo "Starting Gunicorn with $THREADS workers..."
+echo "🚀 Starting Gunicorn with $THREADS workers..."
+
+# Start Gunicorn with Uvicorn workers
+echo "   - Host: $HOST"
+echo "   - Port: $PORT"
+echo "   - Workers: $THREADS"
+echo "   - Timeout: 600 seconds"
 
-# Start Gunicorn with Uvicorn workers.
 exec gunicorn -k uvicorn.workers.UvicornWorker -t 600 -w "$THREADS" -b "$HOST:$PORT" "src.main:app"
diff --git a/lib/serve/rest-api/src/requirements.txt b/lib/serve/rest-api/src/requirements.txt
index 2f6c32c48..fcbcaf2b0 100644
--- a/lib/serve/rest-api/src/requirements.txt
+++ b/lib/serve/rest-api/src/requirements.txt
@@ -1,18 +1,20 @@
-aioboto3>=12.0.0,<15.0.0
-aiobotocore>=2.11.0,<3.0.0
+aioboto3==13.4.0
+aiobotocore==2.18.0
 aiohttp==3.12.14
-boto3>=1.34.0,<1.37.0
+backoff==2.2.1
+boto3==1.36.0
 cachetools==5.5.0
 click==8.1.7
-cryptography>=43.0.1,<44.0.0
+cryptography==44.0.1
 fastapi==0.115.11
 fastapi_utils==0.7.0
 gunicorn==23.0.0
-litellm[proxy]==1.72.4
+litellm[proxy]==1.77.4
 loguru==0.7.2
 pydantic==2.8.2
-PyJWT==2.9.0
+PyJWT==2.10.1
 text-generation==0.7.0
 prisma==0.13.1
 pynacl==1.5.0
+starlette==0.46.2
 uvicorn==0.29.0
diff --git a/lib/serve/rest-api/src/utils/generate_litellm_config.py b/lib/serve/rest-api/src/utils/generate_litellm_config.py
index 6eca0a700..6217cf3d6 100644
--- a/lib/serve/rest-api/src/utils/generate_litellm_config.py
+++ b/lib/serve/rest-api/src/utils/generate_litellm_config.py
@@ -42,8 +42,6 @@ def generate_config(filepath: str) -> None:
             "litellm_params": {
                 "model": f"openai/{model['modelName']}",
                 "api_base": model["endpointUrl"] + "/v1",  # Local containers require the /v1 for OpenAI API routing.
-                # the following is an unused placeholder to avoid LiteLLM deployment failures
-                "api_key": "ignored",  # pragma: allowlist secret
             },
         }
         for model in registered_models
diff --git a/lib/serve/serveApplicationConstruct.ts b/lib/serve/serveApplicationConstruct.ts
index d495ec315..26cfa9fbf 100644
--- a/lib/serve/serveApplicationConstruct.ts
+++ b/lib/serve/serveApplicationConstruct.ts
@@ -316,11 +316,16 @@ export class LisaServeApplicationConstruct extends Construct {
         // Add parameter as container environment variable for both RestAPI and RagAPI
         restApi.containers.forEach((container) => {
             container.addEnvironment('REGISTERED_MODELS_PS_NAME', this.modelsPs.parameterName);
+            container.addEnvironment('LITELLM_DB_INFO_PS_NAME', litellmDbConnectionInfoPs.parameterName);
         });
         restApi.node.addDependency(this.modelsPs);
         restApi.node.addDependency(litellmDbConnectionInfoPs);
         restApi.node.addDependency(this.endpointUrl);
 
+        // Update
+        this.restApi = restApi;
+
+        // Grant permissions after restApi is fully constructed
         // Additional permissions for REST API Role
         const invocation_permissions = new Policy(scope, 'ModelInvokePerms', {
             statements: [
@@ -346,13 +351,14 @@ export class LisaServeApplicationConstruct extends Construct {
                 }),
             ]
         });
-        letIfDefined(restApi.taskRoles[ECSTasks.REST], (serveRole) => {
-            this.modelsPs.grantRead(serveRole);
-            serveRole.attachInlinePolicy(invocation_permissions);
-        });
 
-        // Update
-        this.restApi = restApi;
+        // Grant SSM parameter read access and attach invocation permissions
+        const restRole = restApi.taskRoles[ECSTasks.REST];
+        if (restRole) {
+            this.modelsPs.grantRead(restRole);
+            litellmDbConnectionInfoPs.grantRead(restRole);
+            restRole.attachInlinePolicy(invocation_permissions);
+        }
     }
 
     getIAMAuthLambda (scope: Stack, config: Config, secret: ISecret, user: string, vpc: Vpc, securityGroups: ISecurityGroup[]): IFunction {
diff --git a/lib/user-interface/react/src/shared/model/model-management.model.ts b/lib/user-interface/react/src/shared/model/model-management.model.ts
index 44bbf78ae..75e721e6b 100644
--- a/lib/user-interface/react/src/shared/model/model-management.model.ts
+++ b/lib/user-interface/react/src/shared/model/model-management.model.ts
@@ -190,7 +190,7 @@ export const loadBalancerConfigSchema = z.object({
 });
 
 export const autoScalingConfigSchema = z.object({
-    blockDeviceVolumeSize: z.number().min(30).default(30),
+    blockDeviceVolumeSize: z.number().min(30).default(50),
     minCapacity: z.number().min(1).default(1),
     maxCapacity: z.number().min(1).default(1),
     desiredCapacity: z.number().optional(),
diff --git a/lib/util/codeFactory.ts b/lib/util/codeFactory.ts
index 1b5726115..49aedd920 100644
--- a/lib/util/codeFactory.ts
+++ b/lib/util/codeFactory.ts
@@ -54,14 +54,14 @@ export class CodeFactory {
 
     static createDockerImageCode (image: ImageAsset | string, buildArgs?: any): DockerImageCode {
         if (typeof image === 'string') {
-            return DockerImageCode.fromImageAsset(image, { buildArgs });
+            return DockerImageCode.fromImageAsset(image, { buildArgs, exclude: ['cdk.out'] });
         }
 
         switch (image.type) {
             case EcsSourceType.EXTERNAL:
                 return image.code;
             case EcsSourceType.ASSET:
-                return DockerImageCode.fromImageAsset(image.path, { buildArgs });
+                return DockerImageCode.fromImageAsset(image.path, { buildArgs, exclude: ['cdk.out'] });
             default:
                 throw Error(`Unimplemented image type for DockerImageCode: ${image.type}`);
         }
diff --git a/lisa-sdk/poetry.lock b/lisa-sdk/poetry.lock
index e371d7a86..095f46120 100644
--- a/lisa-sdk/poetry.lock
+++ b/lisa-sdk/poetry.lock
@@ -1,4 +1,140 @@
-# This file is automatically @generated by Poetry 1.7.1 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 = "aiohappyeyeballs"
+version = "2.6.1"
+description = "Happy Eyeballs for asyncio"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "aiohappyeyeballs-2.6.1-py3-none-any.whl", hash = "sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8"},
+    {file = "aiohappyeyeballs-2.6.1.tar.gz", hash = "sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558"},
+]
+
+[[package]]
+name = "aiohttp"
+version = "3.12.15"
+description = "Async http client/server framework (asyncio)"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "aiohttp-3.12.15-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:b6fc902bff74d9b1879ad55f5404153e2b33a82e72a95c89cec5eb6cc9e92fbc"},
+    {file = "aiohttp-3.12.15-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:098e92835b8119b54c693f2f88a1dec690e20798ca5f5fe5f0520245253ee0af"},
+    {file = "aiohttp-3.12.15-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:40b3fee496a47c3b4a39a731954c06f0bd9bd3e8258c059a4beb76ac23f8e421"},
+    {file = "aiohttp-3.12.15-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2ce13fcfb0bb2f259fb42106cdc63fa5515fb85b7e87177267d89a771a660b79"},
+    {file = "aiohttp-3.12.15-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:3beb14f053222b391bf9cf92ae82e0171067cc9c8f52453a0f1ec7c37df12a77"},
+    {file = "aiohttp-3.12.15-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:4c39e87afe48aa3e814cac5f535bc6199180a53e38d3f51c5e2530f5aa4ec58c"},
+    {file = "aiohttp-3.12.15-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:d5f1b4ce5bc528a6ee38dbf5f39bbf11dd127048726323b72b8e85769319ffc4"},
+    {file = "aiohttp-3.12.15-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1004e67962efabbaf3f03b11b4c43b834081c9e3f9b32b16a7d97d4708a9abe6"},
+    {file = "aiohttp-3.12.15-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:8faa08fcc2e411f7ab91d1541d9d597d3a90e9004180edb2072238c085eac8c2"},
+    {file = "aiohttp-3.12.15-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:fe086edf38b2222328cdf89af0dde2439ee173b8ad7cb659b4e4c6f385b2be3d"},
+    {file = "aiohttp-3.12.15-cp310-cp310-musllinux_1_2_armv7l.whl", hash = "sha256:79b26fe467219add81d5e47b4a4ba0f2394e8b7c7c3198ed36609f9ba161aecb"},
+    {file = "aiohttp-3.12.15-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:b761bac1192ef24e16706d761aefcb581438b34b13a2f069a6d343ec8fb693a5"},
+    {file = "aiohttp-3.12.15-cp310-cp310-musllinux_1_2_ppc64le.whl", hash = "sha256:e153e8adacfe2af562861b72f8bc47f8a5c08e010ac94eebbe33dc21d677cd5b"},
+    {file = "aiohttp-3.12.15-cp310-cp310-musllinux_1_2_s390x.whl", hash = "sha256:fc49c4de44977aa8601a00edbf157e9a421f227aa7eb477d9e3df48343311065"},
+    {file = "aiohttp-3.12.15-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:2776c7ec89c54a47029940177e75c8c07c29c66f73464784971d6a81904ce9d1"},
+    {file = "aiohttp-3.12.15-cp310-cp310-win32.whl", hash = "sha256:2c7d81a277fa78b2203ab626ced1487420e8c11a8e373707ab72d189fcdad20a"},
+    {file = "aiohttp-3.12.15-cp310-cp310-win_amd64.whl", hash = "sha256:83603f881e11f0f710f8e2327817c82e79431ec976448839f3cd05d7afe8f830"},
+    {file = "aiohttp-3.12.15-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:d3ce17ce0220383a0f9ea07175eeaa6aa13ae5a41f30bc61d84df17f0e9b1117"},
+    {file = "aiohttp-3.12.15-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:010cc9bbd06db80fe234d9003f67e97a10fe003bfbedb40da7d71c1008eda0fe"},
+    {file = "aiohttp-3.12.15-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:3f9d7c55b41ed687b9d7165b17672340187f87a773c98236c987f08c858145a9"},
+    {file = "aiohttp-3.12.15-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:bc4fbc61bb3548d3b482f9ac7ddd0f18c67e4225aaa4e8552b9f1ac7e6bda9e5"},
+    {file = "aiohttp-3.12.15-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:7fbc8a7c410bb3ad5d595bb7118147dfbb6449d862cc1125cf8867cb337e8728"},
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 python-versions = ">=3.8"
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+]
+
+[package.extras]
+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 = "2.0"
-python-versions = "^3.10"
-content-hash = "fcacee6a9db4f26a1ab0ae74ba7904897af03d5e94b83ca5eb473739e3545138"
+lock-version = "2.1"
+python-versions = "^3.11"
+content-hash = "8cb2e501ef121e90b7f1c231862d87e674e5d4a4526be853aeb7deabf476953a"
diff --git a/lisa-sdk/pyproject.toml b/lisa-sdk/pyproject.toml
index 2f64cdc1e..18a044416 100644
--- a/lisa-sdk/pyproject.toml
+++ b/lisa-sdk/pyproject.toml
@@ -1,5 +1,16 @@
 [project]
+name = "lisapy"
+version = "5.3.0"
+description = "A simple SDK to help you interact with LISA. LISA is an LLM hosting solution for AWS dedicated clouds or ADCs."
+readme = "README.md"
 requires-python = ">=3.11"
+dependencies = [
+    "pydantic>=2.0.0",
+    "langchain",
+    "langchain-core",
+    "langchain-community",
+    "langchain-openai",
+]
 
 [tool.poetry]
 name = "lisapy"
@@ -11,9 +22,12 @@ readme = "README.md"
 [tool.poetry.dependencies]
 python = "^3.11"
 pydantic = "^2.0.0"
-langchain-community = "0.3.9"
-langchain-openai = "0.2.11"
-langchain = "0.3.9"
+langchain = "0.3.27"
+langchain-core = "0.3.76"
+langchain-community = "0.3.27"
+langchain-openai = "0.3.33"
+langchain-text-splitters = "0.3.11"
+numpy = "<2.0.0"
 
 [tool.poetry.group.dev.dependencies]
 boto3 = "*"
diff --git a/package-lock.json b/package-lock.json
index cb2e43a5e..aaaeacdaf 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -16,7 +16,7 @@
         "cypress"
       ],
       "dependencies": {
-        "aws-cdk-lib": "^2.189.1",
+        "aws-cdk-lib": "^2.214.0",
         "aws-sdk": "^2.1692.0",
         "cdk-ecr-deployment": "^4.0.1",
         "cdk-nag": "^2.35.5",
@@ -177,7 +177,6 @@
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       "dev": true,
-      "license": "MIT",
       "dependencies": {
         "@rolldown/pluginutils": "1.0.0-beta.27",
         "@swc/core": "^1.12.11"
@@ -192,7 +191,6 @@
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       "dev": true,
       "hasInstallScript": true,
-      "license": "MIT",
       "optional": true,
       "os": [
         "darwin"
@@ -206,7 +204,6 @@
       "resolved": "https://registry.npmjs.org/vite/-/vite-6.3.6.tgz",
       "integrity": "sha512-0msEVHJEScQbhkbVTb/4iHZdJ6SXp/AvxL2sjwYQFfBqleHtnCqv1J3sa9zbWz/6kW1m9Tfzn92vW+kZ1WV6QA==",
       "dev": true,
-      "license": "MIT",
       "dependencies": {
         "esbuild": "^0.25.0",
         "fdir": "^6.4.4",
@@ -281,7 +278,6 @@
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       "dev": true,
-      "license": "ISC",
       "optional": true,
       "peer": true,
       "bin": {
@@ -295,7 +291,6 @@
       "version": "1.3.0",
       "resolved": "https://registry.npmjs.org/@algolia/abtesting/-/abtesting-1.3.0.tgz",
       "integrity": "sha512-KqPVLdVNfoJzX5BKNGM9bsW8saHeyax8kmPFXul5gejrSPN3qss7PgsFH5mMem7oR8tvjvNkia97ljEYPYCN8Q==",
-      "license": "MIT",
       "dependencies": {
         "@algolia/client-common": "5.37.0",
         "@algolia/requester-browser-xhr": "5.37.0",
@@ -310,7 +305,6 @@
       "version": "1.17.7",
       "resolved": "https://registry.npmjs.org/@algolia/autocomplete-core/-/autocomplete-core-1.17.7.tgz",
       "integrity": "sha512-BjiPOW6ks90UKl7TwMv7oNQMnzU+t/wk9mgIDi6b1tXpUek7MW0lbNOUHpvam9pe3lVCf4xPFT+lK7s+e+fs7Q==",
-      "license": "MIT",
       "dependencies": {
         "@algolia/autocomplete-plugin-algolia-insights": "1.17.7",
         "@algolia/autocomplete-shared": "1.17.7"
@@ -320,7 +314,6 @@
       "version": "1.17.7",
       "resolved": "https://registry.npmjs.org/@algolia/autocomplete-plugin-algolia-insights/-/autocomplete-plugin-algolia-insights-1.17.7.tgz",
       "integrity": "sha512-Jca5Ude6yUOuyzjnz57og7Et3aXjbwCSDf/8onLHSQgw1qW3ALl9mrMWaXb5FmPVkV3EtkD2F/+NkT6VHyPu9A==",
-      "license": "MIT",
       "dependencies": {
         "@algolia/autocomplete-shared": "1.17.7"
       },
@@ -332,7 +325,6 @@
       "version": "1.17.7",
       "resolved": "https://registry.npmjs.org/@algolia/autocomplete-preset-algolia/-/autocomplete-preset-algolia-1.17.7.tgz",
       "integrity": "sha512-ggOQ950+nwbWROq2MOCIL71RE0DdQZsceqrg32UqnhDz8FlO9rL8ONHNsI2R1MH0tkgVIDKI/D0sMiUchsFdWA==",
-      "license": "MIT",
       "dependencies": {
         "@algolia/autocomplete-shared": "1.17.7"
       },
@@ -345,7 +337,6 @@
       "version": "1.17.7",
       "resolved": "https://registry.npmjs.org/@algolia/autocomplete-shared/-/autocomplete-shared-1.17.7.tgz",
       "integrity": "sha512-o/1Vurr42U/qskRSuhBH+VKxMvkkUVTLU6WZQr+L5lGZZLYWyhdzWjW0iGXY7EkwRTjBqvN2EsR81yCTGV/kmg==",
-      "license": "MIT",
       "peerDependencies": {
         "@algolia/client-search": ">= 4.9.1 < 6",
         "algoliasearch": ">= 4.9.1 < 6"
@@ -355,7 +346,6 @@
       "version": "5.37.0",
       "resolved": "https://registry.npmjs.org/@algolia/client-abtesting/-/client-abtesting-5.37.0.tgz",
       "integrity": "sha512-Dp2Zq+x9qQFnuiQhVe91EeaaPxWBhzwQ6QnznZQnH9C1/ei3dvtmAFfFeaTxM6FzfJXDLvVnaQagTYFTQz3R5g==",
-      "license": "MIT",
       "dependencies": {
         "@algolia/client-common": "5.37.0",
         "@algolia/requester-browser-xhr": "5.37.0",
@@ -370,7 +360,6 @@
       "version": "5.37.0",
       "resolved": "https://registry.npmjs.org/@algolia/client-analytics/-/client-analytics-5.37.0.tgz",
       "integrity": "sha512-wyXODDOluKogTuZxRII6mtqhAq4+qUR3zIUJEKTiHLe8HMZFxfUEI4NO2qSu04noXZHbv/sRVdQQqzKh12SZuQ==",
-      "license": "MIT",
       "dependencies": {
         "@algolia/client-common": "5.37.0",
         "@algolia/requester-browser-xhr": "5.37.0",
@@ -385,7 +374,6 @@
       "version": "5.37.0",
       "resolved": "https://registry.npmjs.org/@algolia/client-common/-/client-common-5.37.0.tgz",
       "integrity": "sha512-GylIFlPvLy9OMgFG8JkonIagv3zF+Dx3H401Uo2KpmfMVBBJiGfAb9oYfXtplpRMZnZPxF5FnkWaI/NpVJMC+g==",
-      "license": "MIT",
       "engines": {
         "node": ">= 14.0.0"
       }
@@ -394,7 +382,6 @@
       "version": "5.37.0",
       "resolved": "https://registry.npmjs.org/@algolia/client-insights/-/client-insights-5.37.0.tgz",
       "integrity": "sha512-T63afO2O69XHKw2+F7mfRoIbmXWGzgpZxgOFAdP3fR4laid7pWBt20P4eJ+Zn23wXS5kC9P2K7Bo3+rVjqnYiw==",
-      "license": "MIT",
       "dependencies": {
         "@algolia/client-common": "5.37.0",
         "@algolia/requester-browser-xhr": "5.37.0",
@@ -409,7 +396,6 @@
       "version": "5.37.0",
       "resolved": "https://registry.npmjs.org/@algolia/client-personalization/-/client-personalization-5.37.0.tgz",
       "integrity": "sha512-1zOIXM98O9zD8bYDCJiUJRC/qNUydGHK/zRK+WbLXrW1SqLFRXECsKZa5KoG166+o5q5upk96qguOtE8FTXDWQ==",
-      "license": "MIT",
       "dependencies": {
         "@algolia/client-common": "5.37.0",
         "@algolia/requester-browser-xhr": "5.37.0",
@@ -424,7 +410,6 @@
       "version": "5.37.0",
       "resolved": "https://registry.npmjs.org/@algolia/client-query-suggestions/-/client-query-suggestions-5.37.0.tgz",
       "integrity": "sha512-31Nr2xOLBCYVal+OMZn1rp1H4lPs1914Tfr3a34wU/nsWJ+TB3vWjfkUUuuYhWoWBEArwuRzt3YNLn0F/KRVkg==",
-      "license": "MIT",
       "dependencies": {
         "@algolia/client-common": "5.37.0",
         "@algolia/requester-browser-xhr": "5.37.0",
@@ -439,7 +424,6 @@
       "version": "5.37.0",
       "resolved": "https://registry.npmjs.org/@algolia/client-search/-/client-search-5.37.0.tgz",
       "integrity": "sha512-DAFVUvEg+u7jUs6BZiVz9zdaUebYULPiQ4LM2R4n8Nujzyj7BZzGr2DCd85ip4p/cx7nAZWKM8pLcGtkTRTdsg==",
-      "license": "MIT",
       "dependencies": {
         "@algolia/client-common": "5.37.0",
         "@algolia/requester-browser-xhr": "5.37.0",
@@ -454,7 +438,6 @@
       "version": "1.37.0",
       "resolved": "https://registry.npmjs.org/@algolia/ingestion/-/ingestion-1.37.0.tgz",
       "integrity": "sha512-pkCepBRRdcdd7dTLbFddnu886NyyxmhgqiRcHHaDunvX03Ij4WzvouWrQq7B7iYBjkMQrLS8wQqSP0REfA4W8g==",
-      "license": "MIT",
       "dependencies": {
         "@algolia/client-common": "5.37.0",
         "@algolia/requester-browser-xhr": "5.37.0",
@@ -469,7 +452,6 @@
       "version": "1.37.0",
       "resolved": "https://registry.npmjs.org/@algolia/monitoring/-/monitoring-1.37.0.tgz",
       "integrity": "sha512-fNw7pVdyZAAQQCJf1cc/ih4fwrRdQSgKwgor4gchsI/Q/ss9inmC6bl/69jvoRSzgZS9BX4elwHKdo0EfTli3w==",
-      "license": "MIT",
       "dependencies": {
         "@algolia/client-common": "5.37.0",
         "@algolia/requester-browser-xhr": "5.37.0",
@@ -484,7 +466,6 @@
       "version": "5.37.0",
       "resolved": "https://registry.npmjs.org/@algolia/recommend/-/recommend-5.37.0.tgz",
       "integrity": "sha512-U+FL5gzN2ldx3TYfQO5OAta2TBuIdabEdFwD5UVfWPsZE5nvOKkc/6BBqP54Z/adW/34c5ZrvvZhlhNTZujJXQ==",
-      "license": "MIT",
       "dependencies": {
         "@algolia/client-common": "5.37.0",
         "@algolia/requester-browser-xhr": "5.37.0",
@@ -499,7 +480,6 @@
       "version": "5.37.0",
       "resolved": "https://registry.npmjs.org/@algolia/requester-browser-xhr/-/requester-browser-xhr-5.37.0.tgz",
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-      "license": "MIT",
       "dependencies": {
         "@algolia/client-common": "5.37.0"
       },
@@ -511,7 +491,6 @@
       "version": "5.37.0",
       "resolved": "https://registry.npmjs.org/@algolia/requester-fetch/-/requester-fetch-5.37.0.tgz",
       "integrity": "sha512-H7OJOXrFg5dLcGJ22uxx8eiFId0aB9b0UBhoOi4SMSuDBe6vjJJ/LeZyY25zPaSvkXNBN3vAM+ad6M0h6ha3AA==",
-      "license": "MIT",
       "dependencies": {
         "@algolia/client-common": "5.37.0"
       },
@@ -523,7 +502,6 @@
       "version": "5.37.0",
       "resolved": "https://registry.npmjs.org/@algolia/requester-node-http/-/requester-node-http-5.37.0.tgz",
       "integrity": "sha512-npZ9aeag4SGTx677eqPL3rkSPlQrnzx/8wNrl1P7GpWq9w/eTmRbOq+wKrJ2r78idlY0MMgmY/mld2tq6dc44g==",
-      "license": "MIT",
       "dependencies": {
         "@algolia/client-common": "5.37.0"
       },
@@ -535,7 +513,6 @@
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       "resolved": "https://registry.npmjs.org/@alloc/quick-lru/-/quick-lru-5.2.0.tgz",
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-      "license": "MIT",
       "engines": {
         "node": ">=10"
       },
@@ -547,7 +524,6 @@
       "version": "1.1.0",
       "resolved": "https://registry.npmjs.org/@antfu/install-pkg/-/install-pkg-1.1.0.tgz",
       "integrity": "sha512-MGQsmw10ZyI+EJo45CdSER4zEb+p31LpDAFp2Z3gkSd1yqVZGi0Ebx++YTEMonJy4oChEMLsxZ64j8FH6sSqtQ==",
-      "license": "MIT",
       "dependencies": {
         "package-manager-detector": "^1.3.0",
         "tinyexec": "^1.0.1"
@@ -560,7 +536,6 @@
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-      "license": "MIT",
       "funding": {
         "url": "https://github.com/sponsors/antfu"
       }
@@ -568,21 +543,18 @@
     "node_modules/@aws-cdk/asset-awscli-v1": {
       "version": "2.2.242",
       "resolved": "https://registry.npmjs.org/@aws-cdk/asset-awscli-v1/-/asset-awscli-v1-2.2.242.tgz",
-      "integrity": "sha512-4c1bAy2ISzcdKXYS1k4HYZsNrgiwbiDzj36ybwFVxEWZXVAP0dimQTCaB9fxu7sWzEjw3d+eaw6Fon+QTfTIpQ==",
-      "license": "Apache-2.0"
+      "integrity": "sha512-4c1bAy2ISzcdKXYS1k4HYZsNrgiwbiDzj36ybwFVxEWZXVAP0dimQTCaB9fxu7sWzEjw3d+eaw6Fon+QTfTIpQ=="
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       "version": "2.1.0",
       "resolved": "https://registry.npmjs.org/@aws-cdk/asset-node-proxy-agent-v6/-/asset-node-proxy-agent-v6-2.1.0.tgz",
-      "integrity": "sha512-7bY3J8GCVxLupn/kNmpPc5VJz8grx+4RKfnnJiO1LG+uxkZfANZG3RMHhE+qQxxwkyQ9/MfPtTpf748UhR425A==",
-      "license": "Apache-2.0"
+      "integrity": "sha512-7bY3J8GCVxLupn/kNmpPc5VJz8grx+4RKfnnJiO1LG+uxkZfANZG3RMHhE+qQxxwkyQ9/MfPtTpf748UhR425A=="
     },
     "node_modules/@aws-cdk/aws-lambda-python-alpha": {
       "version": "2.125.0-alpha.0",
       "resolved": "https://registry.npmjs.org/@aws-cdk/aws-lambda-python-alpha/-/aws-lambda-python-alpha-2.125.0-alpha.0.tgz",
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       "dev": true,
-      "license": "Apache-2.0",
       "engines": {
         "node": ">= 14.15.0"
       },
@@ -592,14 +564,13 @@
       }
     },
     "node_modules/@aws-cdk/cloud-assembly-schema": {
-      "version": "48.9.0",
-      "resolved": "https://registry.npmjs.org/@aws-cdk/cloud-assembly-schema/-/cloud-assembly-schema-48.9.0.tgz",
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+      "version": "48.10.0",
+      "resolved": "https://registry.npmjs.org/@aws-cdk/cloud-assembly-schema/-/cloud-assembly-schema-48.10.0.tgz",
+      "integrity": "sha512-Y9wkKUiH9ey8jTmSgbYD3ZbEzmog9dXCb6V6KwfAwqfn3yiFq0l0BoQKIkhcuLQnrB8cYGM3MdmzdViwTL1F9g==",
       "bundleDependencies": [
         "jsonschema",
         "semver"
       ],
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       "dev": true,
-      "license": "ISC",
       "engines": {
         "node": ">=12"
       }
@@ -21843,15 +20300,13 @@
       "version": "8.0.0",
       "resolved": "https://registry.npmjs.org/emoji-regex/-/emoji-regex-8.0.0.tgz",
       "integrity": "sha512-MSjYzcWNOA0ewAHpz0MxpYFvwg6yjy1NG3xteoqz644VCo/RPgnr1/GGt+ic3iJTzQ8Eu3TdM14SawnVUmGE6A==",
-      "dev": true,
-      "license": "MIT"
+      "dev": true
     },
     "node_modules/yargs/node_modules/is-fullwidth-code-point": {
       "version": "3.0.0",
       "resolved": "https://registry.npmjs.org/is-fullwidth-code-point/-/is-fullwidth-code-point-3.0.0.tgz",
       "integrity": "sha512-zymm5+u+sCsSWyD9qNaejV3DFvhCKclKdizYaJUuHA83RLjb7nSuGnddCHGv0hk+KY7BMAlsWeK4Ueg6EV6XQg==",
       "dev": true,
-      "license": "MIT",
       "engines": {
         "node": ">=8"
       }
@@ -21861,7 +20316,6 @@
       "resolved": "https://registry.npmjs.org/string-width/-/string-width-4.2.3.tgz",
       "integrity": "sha512-wKyQRQpjJ0sIp62ErSZdGsjMJWsap5oRNihHhu6G7JVO/9jIB6UyevL+tXuOqrng8j/cxKTWyWUwvSTriiZz/g==",
       "dev": true,
-      "license": "MIT",
       "dependencies": {
         "emoji-regex": "^8.0.0",
         "is-fullwidth-code-point": "^3.0.0",
@@ -21876,7 +20330,6 @@
       "resolved": "https://registry.npmjs.org/yargs-parser/-/yargs-parser-20.2.9.tgz",
       "integrity": "sha512-y11nGElTIV+CT3Zv9t7VKl+Q3hTQoT9a1Qzezhhl6Rp21gJ/IVTW7Z3y9EWXhuUBC2Shnf+DX0antecpAwSP8w==",
       "dev": true,
-      "license": "ISC",
       "engines": {
         "node": ">=10"
       }
@@ -21886,7 +20339,6 @@
       "resolved": "https://registry.npmjs.org/yauzl/-/yauzl-2.10.0.tgz",
       "integrity": "sha512-p4a9I6X6nu6IhoGmBqAcbJy1mlC4j27vEPZX9F4L4/vZT3Lyq1VkFHw/V/PUcB9Buo+DG3iHkT0x3Qya58zc3g==",
       "dev": true,
-      "license": "MIT",
       "dependencies": {
         "buffer-crc32": "~0.2.3",
         "fd-slicer": "~1.1.0"
@@ -21897,7 +20349,6 @@
       "resolved": "https://registry.npmjs.org/yn/-/yn-3.1.1.tgz",
       "integrity": "sha512-Ux4ygGWsu2c7isFWe8Yu1YluJmqVhxqK2cLXNQA5AcC3QfbGNpM7fu0Y8b/z16pXLnFxZYvWhd3fhBY9DLmC6Q==",
       "devOptional": true,
-      "license": "MIT",
       "engines": {
         "node": ">=6"
       }
@@ -21907,7 +20358,6 @@
       "resolved": "https://registry.npmjs.org/yocto-queue/-/yocto-queue-0.1.0.tgz",
       "integrity": "sha512-rVksvsnNCdJ/ohGc6xgPwyN8eheCxsiLM8mxuE/t/mOVqJewPuO1miLpTHQiRgTKCLexL4MeAFVagts7HmNZ2Q==",
       "dev": true,
-      "license": "MIT",
       "engines": {
         "node": ">=10"
       },
@@ -21919,7 +20369,6 @@
       "version": "3.25.76",
       "resolved": "https://registry.npmjs.org/zod/-/zod-3.25.76.tgz",
       "integrity": "sha512-gzUt/qt81nXsFGKIFcC3YnfEAx5NkunCfnDlvuBSSFS02bcXu4Lmea0AFIUwbLWxWPx3d9p8S5QoaujKcNQxcQ==",
-      "license": "MIT",
       "funding": {
         "url": "https://github.com/sponsors/colinhacks"
       }
@@ -21928,7 +20377,6 @@
       "version": "3.24.6",
       "resolved": "https://registry.npmjs.org/zod-to-json-schema/-/zod-to-json-schema-3.24.6.tgz",
       "integrity": "sha512-h/z3PKvcTcTetyjl1fkj79MHNEjm+HpD6NXheWjzOekY7kV+lwDYnHw+ivHkijnCSMz1yJaWBD9vu/Fcmk+vEg==",
-      "license": "ISC",
       "peerDependencies": {
         "zod": "^3.24.1"
       }
@@ -21938,7 +20386,6 @@
       "resolved": "https://registry.npmjs.org/zod2md/-/zod2md-0.1.9.tgz",
       "integrity": "sha512-HkdAQkWAGRbybDtcHrHdchuUzLjaNMWL9Rbwwde2G7CKkn12oa/J/Fk4sHUQd21U0EiMco2bfWWJpAibegI2Lg==",
       "dev": true,
-      "license": "MIT",
       "dependencies": {
         "@commander-js/extra-typings": "^12.0.0",
         "bundle-require": "^5.1.0",
@@ -21957,7 +20404,6 @@
       "resolved": "https://registry.npmjs.org/@commander-js/extra-typings/-/extra-typings-12.1.0.tgz",
       "integrity": "sha512-wf/lwQvWAA0goIghcb91dQYpkLBcyhOhQNqG/VgWhnKzgt+UOMvra7EX/2fv70arm5RW+PUHoQHHDa6/p77Eqg==",
       "dev": true,
-      "license": "MIT",
       "peerDependencies": {
         "commander": "~12.1.0"
       }
@@ -21967,7 +20413,6 @@
       "resolved": "https://registry.npmjs.org/commander/-/commander-12.1.0.tgz",
       "integrity": "sha512-Vw8qHK3bZM9y/P10u3Vib8o/DdkvA2OtPtZvD871QKjy74Wj1WSKFILMPRPSdUSx5RFK1arlJzEtA4PkFgnbuA==",
       "dev": true,
-      "license": "MIT",
       "engines": {
         "node": ">=18"
       }
@@ -21976,7 +20421,6 @@
       "version": "2.0.4",
       "resolved": "https://registry.npmjs.org/zwitch/-/zwitch-2.0.4.tgz",
       "integrity": "sha512-bXE4cR/kVZhKZX/RjPEflHaKVhUVl85noU3v6b8apfQEc1x4A+zBxjZ4lN8LqGd6WZ3dl98pY4o717VFmoPp+A==",
-      "license": "MIT",
       "funding": {
         "type": "github",
         "url": "https://github.com/sponsors/wooorm"
diff --git a/package.json b/package.json
index 132923776..c254ff531 100644
--- a/package.json
+++ b/package.json
@@ -79,7 +79,7 @@
     "zod2md": "^0.1.9"
   },
   "dependencies": {
-    "aws-cdk-lib": "^2.189.1",
+    "aws-cdk-lib": "^2.214.0",
     "aws-sdk": "^2.1692.0",
     "cdk-ecr-deployment": "^4.0.1",
     "cdk-nag": "^2.35.5",
diff --git a/requirements-dev.txt b/requirements-dev.txt
index 549612764..cef2d1cd5 100644
--- a/requirements-dev.txt
+++ b/requirements-dev.txt
@@ -1,3 +1,4 @@
+pyarrow==17.0.0
 datasets==2.20.0
 fastapi==0.111.1
 fastapi_utils==0.7.0
@@ -13,12 +14,13 @@ boto3==1.35.95
 tiktoken==0.9.0
 python-docx==1.1.2
 pypdf==6.0.0
-langchain-community==0.3.9
-langchain-openai==0.2.11
-langchain==0.3.9
+langchain-community==0.3.27
+langchain-core==0.3.76
+langchain-openai==0.3.33
+langchain-text-splitters==0.3.11
 cachetools==5.5.0
 --only-binary=pyarrow,lxml,psycopg2-binary
-pyarrow
+pyarrow==17.0.0
 
 # Testing
 pytest==8.3.2
@@ -28,7 +30,7 @@ coverage==7.4.4
 lxml==5.3.0
 opensearch-py==2.8.0
 requests_aws4auth==1.3.1
-PyJWT==2.8.0
+PyJWT==2.10.1
 psycopg2-binary==2.9.10
 cachetools==5.5.0
 
diff --git a/test/cdk/stacks/roleOverrides.test.ts b/test/cdk/stacks/roleOverrides.test.ts
index 1f26241c8..bd6409d2c 100644
--- a/test/cdk/stacks/roleOverrides.test.ts
+++ b/test/cdk/stacks/roleOverrides.test.ts
@@ -28,6 +28,7 @@ const stackRolesOverrides: Record<string, number> = {
     'LisaRAG': 4,
     'LisaChat': 1,
     'LisaCore': 1,
+    'LisaModels': 1,
 };
 
 const stackRoles: Record<string, number> = {
@@ -40,7 +41,7 @@ const stackRoles: Record<string, number> = {
     'LisaApiDeployment': 0,
     'LisaIAM': 2,
     'LisaDocs': 4,
-    'LisaModels': 9,
+    'LisaModels': 10,
     'LisaRAG': 4,
     'LisaMetrics': 1,
 };
diff --git a/test/lambda/test_aws_api_gateway_middleware.py b/test/lambda/test_aws_api_gateway_middleware.py
new file mode 100644
index 000000000..233ed5368
--- /dev/null
+++ b/test/lambda/test_aws_api_gateway_middleware.py
@@ -0,0 +1,197 @@
+#   Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+#
+#   Licensed under the Apache License, Version 2.0 (the "License").
+#   You may not use this file except in compliance with the License.
+#   You may obtain a copy of the License at
+#
+#       http://www.apache.org/licenses/LICENSE-2.0
+#
+#   Unless required by applicable law or agreed to in writing, software
+#   distributed under the License is distributed on an "AS IS" BASIS,
+#   WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#   See the License for the specific language governing permissions and
+#   limitations under the License.
+
+"""Tests for AWS API Gateway middleware."""
+
+from unittest.mock import AsyncMock, Mock
+
+from fastapi import FastAPI
+from utilities.fastapi_middleware.aws_api_gateway_middleware import AWSAPIGatewayMiddleware
+
+
+class TestAWSAPIGatewayMiddleware:
+    """Test cases for AWS API Gateway middleware."""
+
+    def test_middleware_initialization(self):
+        """Test middleware initialization."""
+        app = FastAPI()
+        middleware = AWSAPIGatewayMiddleware(app)
+
+        assert middleware.app == app
+
+    def test_dispatch_with_existing_root_path(self):
+        """Test dispatch when root_path is already set."""
+        app = FastAPI()
+        middleware = AWSAPIGatewayMiddleware(app)
+
+        # Mock request with existing root_path
+        request = Mock()
+        request.scope = {"root_path": "/existing"}
+        request.app = app
+
+        # Mock call_next
+        call_next = AsyncMock()
+        call_next.return_value = Mock()
+
+        # Mock response
+        response = Mock()
+        call_next.return_value = response
+
+        # Run the middleware
+        import asyncio
+
+        result = asyncio.run(middleware.dispatch(request, call_next))
+
+        assert result == response
+        call_next.assert_called_once_with(request)
+
+    def test_dispatch_with_aws_event_default_stage(self):
+        """Test dispatch with AWS event and default stage."""
+        app = FastAPI()
+        middleware = AWSAPIGatewayMiddleware(app)
+
+        # Mock request with AWS event and default stage
+        request = Mock()
+        request.scope = {
+            "root_path": "",
+            "aws.event": {
+                "pathParameters": {"proxy": "test"},
+                "requestContext": {"stage": "$default", "path": "/test"},
+            },
+        }
+        request.app = app
+
+        # Mock call_next
+        call_next = AsyncMock()
+        call_next.return_value = Mock()
+
+        # Run the middleware
+        import asyncio
+
+        result = asyncio.run(middleware.dispatch(request, call_next))
+
+        assert result is not None
+        call_next.assert_called_once_with(request)
+
+    def test_dispatch_with_aws_event_custom_stage(self):
+        """Test dispatch with AWS event and custom stage."""
+        app = FastAPI()
+        middleware = AWSAPIGatewayMiddleware(app)
+
+        # Mock request with AWS event and custom stage
+        request = Mock()
+        request.scope = {
+            "root_path": "",
+            "aws.event": {
+                "pathParameters": {"proxy": "test"},
+                "requestContext": {"stage": "dev", "path": "/dev/test"},
+                "path": "/test",
+            },
+        }
+        request.app = app
+
+        # Mock call_next
+        call_next = AsyncMock()
+        call_next.return_value = Mock()
+
+        # Run the middleware
+        import asyncio
+
+        result = asyncio.run(middleware.dispatch(request, call_next))
+
+        assert result is not None
+        call_next.assert_called_once_with(request)
+        assert middleware.app.root_path == "/dev"
+        assert request.scope["root_path"] == "/dev"
+
+    def test_dispatch_with_docs_path(self):
+        """Test dispatch with /docs path."""
+        app = FastAPI()
+        middleware = AWSAPIGatewayMiddleware(app)
+
+        # Mock request with /docs path
+        request = Mock()
+        request.scope = {
+            "root_path": "",
+            "aws.event": {
+                "pathParameters": {"proxy": "test"},
+                "requestContext": {"stage": "dev", "path": "/dev/docs"},
+                "path": "/docs",
+            },
+        }
+        request.app = app
+
+        # Mock call_next
+        call_next = AsyncMock()
+        call_next.return_value = Mock()
+
+        # Run the middleware
+        import asyncio
+
+        result = asyncio.run(middleware.dispatch(request, call_next))
+
+        assert result is not None
+        call_next.assert_called_once_with(request)
+
+    def test_dispatch_with_stage_path_starting_with_stage(self):
+        """Test dispatch when request path starts with stage path."""
+        app = FastAPI()
+        middleware = AWSAPIGatewayMiddleware(app)
+
+        # Mock request with path starting with stage
+        request = Mock()
+        request.scope = {
+            "root_path": "",
+            "aws.event": {
+                "pathParameters": {"proxy": "test"},
+                "requestContext": {"stage": "dev", "path": "/dev/test"},
+                "path": "/test",
+            },
+        }
+        request.app = app
+
+        # Mock call_next
+        call_next = AsyncMock()
+        call_next.return_value = Mock()
+
+        # Run the middleware
+        import asyncio
+
+        result = asyncio.run(middleware.dispatch(request, call_next))
+
+        assert result is not None
+        call_next.assert_called_once_with(request)
+        assert request.app.openapi_url == "/dev/openapi.json"
+
+    def test_dispatch_without_aws_event(self):
+        """Test dispatch without AWS event in scope."""
+        app = FastAPI()
+        middleware = AWSAPIGatewayMiddleware(app)
+
+        # Mock request without AWS event
+        request = Mock()
+        request.scope = {"root_path": ""}
+        request.app = app
+
+        # Mock call_next
+        call_next = AsyncMock()
+        call_next.return_value = Mock()
+
+        # Run the middleware
+        import asyncio
+
+        result = asyncio.run(middleware.dispatch(request, call_next))
+
+        assert result is not None
+        call_next.assert_called_once_with(request)
diff --git a/test/lambda/test_common_functions.py b/test/lambda/test_common_functions.py
index e678628af..121d7b83e 100644
--- a/test/lambda/test_common_functions.py
+++ b/test/lambda/test_common_functions.py
@@ -197,3 +197,325 @@ def test_validate_all_fields_defined_false():
 
     result = validate_all_fields_defined(["value1", None, "value3"])
     assert result is False
+
+
+def test_setup_root_logging():
+    """Test setup_root_logging function."""
+    if "utilities.common_functions" in sys.modules:
+        del sys.modules["utilities.common_functions"]
+
+    import logging
+
+    from utilities.common_functions import setup_root_logging
+
+    # Reset logging configuration
+    root_logger = logging.getLogger()
+    for handler in root_logger.handlers[:]:
+        root_logger.removeHandler(handler)
+
+    setup_root_logging()
+
+    # Check that logging was configured (global variable should be True)
+    from utilities.common_functions import logging_configured
+
+    assert logging_configured is True
+
+
+def test_sanitize_event():
+    """Test _sanitize_event function."""
+    if "utilities.common_functions" in sys.modules:
+        del sys.modules["utilities.common_functions"]
+
+    from utilities.common_functions import _sanitize_event
+
+    event = {"headers": {"Authorization": "Bearer token", "Content-Type": "application/json"}, "body": "test body"}
+
+    result = _sanitize_event(event)
+    assert isinstance(result, str)
+    # Should contain sanitized headers
+    assert "authorization" in result.lower()
+
+
+def test_api_wrapper_success():
+    """Test api_wrapper with successful function execution."""
+    if "utilities.common_functions" in sys.modules:
+        del sys.modules["utilities.common_functions"]
+
+    from utilities.common_functions import api_wrapper
+
+    @api_wrapper
+    def test_function(event, context):
+        return {"message": "success"}
+
+    event = {"test": "data"}
+    context = type("Context", (), {"function_name": "test-function"})()
+
+    result = test_function(event, context)
+    assert result["statusCode"] == 200
+    assert "success" in result["body"]
+
+
+def test_api_wrapper_exception():
+    """Test api_wrapper with exception handling."""
+    if "utilities.common_functions" in sys.modules:
+        del sys.modules["utilities.common_functions"]
+
+    from utilities.common_functions import api_wrapper
+
+    @api_wrapper
+    def test_function(event, context):
+        raise ValueError("Test error")
+
+    event = {"test": "data"}
+    context = type("Context", (), {"function_name": "test-function"})()
+
+    result = test_function(event, context)
+    assert result["statusCode"] == 400  # Default status code for exceptions
+    assert "error" in result["body"].lower()
+
+
+def test_authorization_wrapper_success():
+    """Test authorization_wrapper with successful authorization."""
+    if "utilities.common_functions" in sys.modules:
+        del sys.modules["utilities.common_functions"]
+
+    from utilities.common_functions import authorization_wrapper
+
+    @authorization_wrapper
+    def test_function(event, context):
+        return {"message": "success"}
+
+    event = {"requestContext": {"authorizer": {"username": "test-user", "groups": ["admin"]}}}
+    context = type("Context", (), {"function_name": "test-function"})()
+
+    result = test_function(event, context)
+    # The authorization_wrapper just calls the function directly
+    assert result == {"message": "success"}
+
+
+def test_authorization_wrapper_no_authorizer():
+    """Test authorization_wrapper with missing authorizer."""
+    if "utilities.common_functions" in sys.modules:
+        del sys.modules["utilities.common_functions"]
+
+    from utilities.common_functions import authorization_wrapper
+
+    @authorization_wrapper
+    def test_function(event, context):
+        return {"message": "success"}
+
+    event = {}
+    context = type("Context", (), {"function_name": "test-function"})()
+
+    result = test_function(event, context)
+    # The authorization_wrapper just calls the function directly
+    assert result == {"message": "success"}
+
+
+def test_generate_exception_response():
+    """Test generate_exception_response function."""
+    if "utilities.common_functions" in sys.modules:
+        del sys.modules["utilities.common_functions"]
+
+    from utilities.common_functions import generate_exception_response
+
+    exception = ValueError("Test error")
+    result = generate_exception_response(exception)
+
+    assert result["statusCode"] == 400  # Default status code for exceptions
+    assert "error" in result["body"].lower()
+
+
+def test_get_id_token():
+    """Test get_id_token function."""
+    if "utilities.common_functions" in sys.modules:
+        del sys.modules["utilities.common_functions"]
+
+    from utilities.common_functions import get_id_token
+
+    event = {"headers": {"authorization": "Bearer test-token"}}
+
+    result = get_id_token(event)
+    assert result == "test-token"
+
+
+def test_get_id_token_missing():
+    """Test get_id_token with missing authorization header."""
+    if "utilities.common_functions" in sys.modules:
+        del sys.modules["utilities.common_functions"]
+
+    from utilities.common_functions import get_id_token
+
+    event = {"headers": {}}
+
+    with pytest.raises(ValueError, match="Missing authorization token"):
+        get_id_token(event)
+
+
+def test_get_session_id():
+    """Test get_session_id function."""
+    if "utilities.common_functions" in sys.modules:
+        del sys.modules["utilities.common_functions"]
+
+    from utilities.common_functions import get_session_id
+
+    event = {"pathParameters": {"sessionId": "test-session-123"}}
+
+    result = get_session_id(event)
+    assert result == "test-session-123"
+
+
+def test_get_session_id_missing():
+    """Test get_session_id with missing sessionId."""
+    if "utilities.common_functions" in sys.modules:
+        del sys.modules["utilities.common_functions"]
+
+    from utilities.common_functions import get_session_id
+
+    event = {}
+
+    result = get_session_id(event)
+    assert result is None
+
+
+def test_get_groups():
+    """Test get_groups function."""
+    if "utilities.common_functions" in sys.modules:
+        del sys.modules["utilities.common_functions"]
+
+    from utilities.common_functions import get_groups
+
+    event = {"requestContext": {"authorizer": {"groups": '["admin", "user"]'}}}  # JSON string
+
+    result = get_groups(event)
+    assert result == ["admin", "user"]
+
+
+def test_get_groups_missing():
+    """Test get_groups with missing groups."""
+    if "utilities.common_functions" in sys.modules:
+        del sys.modules["utilities.common_functions"]
+
+    from utilities.common_functions import get_groups
+
+    event = {}
+
+    result = get_groups(event)
+    assert result == []
+
+
+def test_get_principal_id():
+    """Test get_principal_id function."""
+    if "utilities.common_functions" in sys.modules:
+        del sys.modules["utilities.common_functions"]
+
+    from utilities.common_functions import get_principal_id
+
+    event = {
+        "requestContext": {
+            "authorizer": {"principal": "test-principal-123"}  # Note: it's "principal", not "principalId"
+        }
+    }
+
+    result = get_principal_id(event)
+    assert result == "test-principal-123"
+
+
+def test_get_principal_id_missing():
+    """Test get_principal_id with missing principalId."""
+    if "utilities.common_functions" in sys.modules:
+        del sys.modules["utilities.common_functions"]
+
+    from utilities.common_functions import get_principal_id
+
+    event = {}
+
+    result = get_principal_id(event)
+    assert result == ""
+
+
+def test_get_item():
+    """Test get_item function."""
+    if "utilities.common_functions" in sys.modules:
+        del sys.modules["utilities.common_functions"]
+
+    from utilities.common_functions import get_item
+
+    response = {"Items": [{"test": "value"}]}
+    result = get_item(response)
+    assert result == {"test": "value"}
+
+
+def test_get_item_missing():
+    """Test get_item with missing Items."""
+    if "utilities.common_functions" in sys.modules:
+        del sys.modules["utilities.common_functions"]
+
+    from utilities.common_functions import get_item
+
+    response = {}
+    result = get_item(response)
+    assert result is None
+
+
+def test_user_has_group_access_no_match():
+    """Test user_has_group_access returns False when no groups match."""
+    if "utilities.common_functions" in sys.modules:
+        del sys.modules["utilities.common_functions"]
+
+    from utilities.common_functions import user_has_group_access
+
+    result = user_has_group_access(["user"], ["admin"])
+    assert result is False
+
+
+def test_get_bearer_token():
+    """Test get_bearer_token function."""
+    if "utilities.common_functions" in sys.modules:
+        del sys.modules["utilities.common_functions"]
+
+    from utilities.common_functions import get_bearer_token
+
+    event = {"headers": {"authorization": "Bearer test-token"}}
+
+    result = get_bearer_token(event)
+    assert result == "test-token"
+
+
+def test_get_bearer_token_with_prefix():
+    """Test get_bearer_token with prefix."""
+    if "utilities.common_functions" in sys.modules:
+        del sys.modules["utilities.common_functions"]
+
+    from utilities.common_functions import get_bearer_token
+
+    event = {"headers": {"authorization": "Bearer test-token"}}
+
+    result = get_bearer_token(event, with_prefix=True)
+    assert result == "test-token"  # The function strips the Bearer prefix
+
+
+def test_get_bearer_token_without_prefix():
+    """Test get_bearer_token without prefix."""
+    if "utilities.common_functions" in sys.modules:
+        del sys.modules["utilities.common_functions"]
+
+    from utilities.common_functions import get_bearer_token
+
+    event = {"headers": {"authorization": "Bearer test-token"}}
+
+    result = get_bearer_token(event, with_prefix=False)
+    assert result == "test-token"
+
+
+def test_get_bearer_token_missing():
+    """Test get_bearer_token with missing authorization header."""
+    if "utilities.common_functions" in sys.modules:
+        del sys.modules["utilities.common_functions"]
+
+    from utilities.common_functions import get_bearer_token
+
+    event = {"headers": {}}
+
+    result = get_bearer_token(event)
+    assert result is None
diff --git a/test/lambda/test_file_processing.py b/test/lambda/test_file_processing.py
index 8691da004..7f2839399 100644
--- a/test/lambda/test_file_processing.py
+++ b/test/lambda/test_file_processing.py
@@ -30,6 +30,7 @@
 os.environ["AWS_SECURITY_TOKEN"] = "testing"
 os.environ["AWS_SESSION_TOKEN"] = "testing"
 os.environ["AWS_DEFAULT_REGION"] = "us-east-1"
+os.environ["AWS_REGION"] = "us-east-1"
 
 from langchain_core.documents import Document
 
@@ -227,3 +228,143 @@ def test_extract_text_by_content_type_unsupported():
 
     with pytest.raises(RagUploadException, match="Unsupported file type"):
         _extract_text_by_content_type("unsupported", mock_s3_object)
+
+
+def test_generate_chunks_invalid_chunk_size():
+    """Test _generate_chunks with invalid chunk size."""
+    docs = [Document(page_content="Test content", metadata={})]
+
+    with pytest.raises(RagUploadException, match="Invalid chunk size"):
+        _generate_chunks(docs, chunk_size=50, chunk_overlap=51)  # chunk_size < 100
+
+    with pytest.raises(RagUploadException, match="Invalid chunk size"):
+        _generate_chunks(docs, chunk_size=15000, chunk_overlap=51)  # chunk_size > 10000
+
+
+def test_generate_chunks_invalid_chunk_overlap():
+    """Test _generate_chunks with invalid chunk overlap."""
+    docs = [Document(page_content="Test content", metadata={})]
+
+    with pytest.raises(RagUploadException, match="Invalid chunk overlap"):
+        _generate_chunks(docs, chunk_size=512, chunk_overlap=-1)  # negative overlap
+
+    with pytest.raises(RagUploadException, match="Invalid chunk overlap"):
+        _generate_chunks(docs, chunk_size=512, chunk_overlap=512)  # overlap >= chunk_size
+
+
+def test_generate_chunks_with_none_values():
+    """Test _generate_chunks with None chunk_size and chunk_overlap."""
+    docs = [Document(page_content="Test content", metadata={})]
+
+    with patch.dict(os.environ, {"CHUNK_SIZE": "256", "CHUNK_OVERLAP": "25"}):
+        result = _generate_chunks(docs, chunk_size=None, chunk_overlap=None)
+        assert len(result) > 0
+
+
+def test_extract_pdf_content_error():
+    """Test _extract_pdf_content with PDF read error."""
+    from pypdf.errors import PdfReadError
+    from utilities.file_processing import _extract_pdf_content
+
+    mock_s3_object = {"Body": BytesIO(b"invalid pdf content")}
+
+    with patch("utilities.file_processing.PdfReader") as mock_reader:
+        mock_reader.side_effect = PdfReadError("Invalid PDF")
+
+        with pytest.raises(PdfReadError):
+            _extract_pdf_content(mock_s3_object)
+
+
+def test_extract_pdf_content_success():
+    """Test _extract_pdf_content with valid PDF."""
+    from utilities.file_processing import _extract_pdf_content
+
+    mock_s3_object = {"Body": BytesIO(b"mock pdf content")}
+
+    with patch("utilities.file_processing.PdfReader") as mock_reader:
+        mock_page = MagicMock()
+        mock_page.extract_text.return_value = "Page 1 content"
+        mock_reader.return_value.pages = [mock_page]
+
+        result = _extract_pdf_content(mock_s3_object)
+        assert result == "Page 1 content"
+
+
+def test_extract_docx_content_success():
+    """Test _extract_docx_content with valid DOCX."""
+    from utilities.file_processing import _extract_docx_content
+
+    mock_s3_object = {"Body": BytesIO(b"mock docx content")}
+
+    with patch("utilities.file_processing.docx.Document") as mock_doc:
+        mock_para = MagicMock()
+        mock_para.text = "Paragraph content"
+        mock_doc.return_value.paragraphs = [mock_para]
+
+        result = _extract_docx_content(mock_s3_object)
+        assert result == "Paragraph content"
+
+
+def test_extract_text_content_success():
+    """Test _extract_text_content with valid text."""
+    from utilities.file_processing import _extract_text_content
+
+    mock_s3_object = {"Body": BytesIO(b"test text content")}
+
+    result = _extract_text_content(mock_s3_object)
+    assert result == "test text content"
+
+
+def test_generate_chunks_s3_error(sample_ingestion_job):
+    """Test generate_chunks with S3 ClientError."""
+    from botocore.exceptions import ClientError
+
+    job = sample_ingestion_job
+    job.s3_path = "s3://test-bucket/test-key.txt"
+
+    with patch("utilities.file_processing.s3") as mock_s3:
+        mock_s3.get_object.side_effect = ClientError(
+            error_response={"Error": {"Code": "NoSuchKey"}}, operation_name="GetObject"
+        )
+
+        with pytest.raises(ClientError):
+            generate_chunks(job)
+
+
+def test_generate_chunks_unrecognized_strategy(sample_ingestion_job):
+    """Test generate_chunks with unrecognized chunk strategy."""
+    from models.domain_objects import ChunkingStrategyType, FixedChunkingStrategy
+
+    job = sample_ingestion_job
+    job.s3_path = "s3://test-bucket/test-key.txt"
+
+    # Create a mock chunking strategy with an invalid type by directly setting the attribute
+    job.chunk_strategy = FixedChunkingStrategy(type=ChunkingStrategyType.FIXED, size=512, overlap=51)
+    job.chunk_strategy.type = "INVALID_TYPE"  # Override the type after creation
+
+    with patch("utilities.file_processing.s3") as mock_s3:
+        mock_s3.get_object.return_value = {"Body": BytesIO(b"test content")}
+
+        with pytest.raises(Exception, match="Unrecognized chunk strategy"):
+            generate_chunks(job)
+
+
+def test_generate_fixed_chunks_with_metadata(sample_ingestion_job):
+    """Test generate_fixed_chunks updates metadata with part numbers."""
+    from utilities.file_processing import generate_fixed_chunks
+
+    job = sample_ingestion_job
+    job.s3_path = "s3://test-bucket/test-key.txt"
+
+    mock_s3_object = {"Body": BytesIO(b"test content for chunking " * 100)}
+
+    with patch("utilities.file_processing._extract_text_by_content_type") as mock_extract:
+        mock_extract.return_value = "test content for chunking " * 100
+
+        result = generate_fixed_chunks(job, "txt", mock_s3_object)
+
+        assert len(result) > 1
+        for i, doc in enumerate(result):
+            assert doc.metadata["part"] == i + 1
+            assert doc.metadata["source"] == job.s3_path
+            assert doc.metadata["name"] == "test-key.txt"
diff --git a/test/lambda/test_model_api_key_cleanup.py b/test/lambda/test_model_api_key_cleanup.py
new file mode 100644
index 000000000..de9b21dd7
--- /dev/null
+++ b/test/lambda/test_model_api_key_cleanup.py
@@ -0,0 +1,220 @@
+#   Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+#
+#   Licensed under the Apache License, Version 2.0 (the "License").
+#   You may not use this file except in compliance with the License.
+#   You may obtain a copy of the License at
+#
+#       http://www.apache.org/licenses/LICENSE-2.0
+#
+#   Unless required by applicable law or agreed to in writing, software
+#   distributed under the License is distributed on an "AS IS" BASIS,
+#   WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#   See the License for the specific language governing permissions and
+#   limitations under the License.
+
+import json
+from unittest.mock import Mock, patch
+
+import pytest
+from models.model_api_key_cleanup import get_database_connection, lambda_handler
+
+
+class TestModelApiKeyCleanup:
+    """Test cases for model_api_key_cleanup lambda function."""
+
+    @patch("models.model_api_key_cleanup.get_database_connection")
+    def test_lambda_handler_delete_request_type(self, mock_get_connection):
+        """Test that DELETE request type still processes but returns SUCCESS."""
+        mock_connection = Mock()
+        mock_cursor = Mock()
+        mock_connection.cursor.return_value = mock_cursor
+        mock_cursor.fetchall.return_value = []
+        mock_get_connection.return_value = mock_connection
+
+        event = {"RequestType": "Delete"}
+        context = Mock()
+
+        with patch.dict("os.environ", {"AWS_REGION": "us-east-1", "DEPLOYMENT_PREFIX": "/test/LISA/lisa"}):
+            result = lambda_handler(event, context)
+
+            assert result["Status"] == "SUCCESS"
+            assert result["PhysicalResourceId"] == "bedrock-auth-cleanup"
+
+    @patch("models.model_api_key_cleanup.get_database_connection")
+    def test_lambda_handler_success(self, mock_get_connection):
+        """Test successful execution."""
+        mock_connection = Mock()
+        mock_cursor = Mock()
+        mock_connection.cursor.return_value = mock_cursor
+        mock_cursor.fetchall.return_value = [("model-1", '{"api_key": "ignored"}')]
+        mock_get_connection.return_value = mock_connection
+
+        with patch.dict("os.environ", {"AWS_REGION": "us-east-1", "DEPLOYMENT_PREFIX": "/test/LISA/lisa"}):
+            event = {"RequestType": "Create"}
+            context = Mock()
+
+            result = lambda_handler(event, context)
+
+            assert result["Status"] == "SUCCESS"
+            assert result["PhysicalResourceId"] == "bedrock-auth-cleanup"
+            assert "ModelsUpdated" in result["Data"]
+
+    @patch("models.model_api_key_cleanup.get_database_connection")
+    def test_lambda_handler_exception(self, mock_get_connection):
+        """Test exception handling."""
+        mock_get_connection.side_effect = Exception("Database connection failed")
+
+        with patch.dict("os.environ", {"AWS_REGION": "us-east-1", "DEPLOYMENT_PREFIX": "/test/LISA/lisa"}):
+            event = {"RequestType": "Create"}
+            context = Mock()
+
+            result = lambda_handler(event, context)
+
+        assert result["Status"] == "FAILED"
+        assert result["PhysicalResourceId"] == "bedrock-auth-cleanup"
+        assert "Database connection failed" in result["Reason"]
+
+    @patch("models.model_api_key_cleanup.boto3.client")
+    def test_get_database_connection_success(self, mock_boto3_client):
+        """Test successful database connection."""
+        mock_ssm_client = Mock()
+        mock_secrets_client = Mock()
+        mock_boto3_client.side_effect = [mock_ssm_client, mock_secrets_client]
+
+        # Mock SSM parameter response
+        mock_ssm_client.get_parameter.return_value = {
+            "Parameter": {
+                "Value": json.dumps(
+                    {
+                        "dbHost": "test-host",
+                        "dbPort": "5432",
+                        "dbName": "testdb",
+                        "username": "testuser",
+                        "passwordSecretId": "test-secret",
+                    }
+                )
+            }
+        }
+
+        # Mock Secrets Manager response
+        mock_secrets_client.get_secret_value.return_value = {
+            "SecretString": json.dumps({"username": "testuser", "password": "testpass"})
+        }
+
+        with patch.dict("os.environ", {"AWS_REGION": "us-east-1", "DEPLOYMENT_PREFIX": "/test/LISA/lisa"}):
+            with patch("models.model_api_key_cleanup.psycopg2.connect") as mock_connect:
+                mock_connection = Mock()
+                mock_connect.return_value = mock_connection
+
+                result = get_database_connection()
+
+                assert result == mock_connection
+                mock_connect.assert_called_once()
+
+    @patch("models.model_api_key_cleanup.boto3.client")
+    def test_get_database_connection_ssm_error(self, mock_boto3_client):
+        """Test SSM parameter retrieval failure."""
+        mock_ssm_client = Mock()
+        mock_boto3_client.return_value = mock_ssm_client
+        mock_ssm_client.get_parameter.side_effect = Exception("SSM error")
+
+        with patch.dict("os.environ", {"AWS_REGION": "us-east-1", "DEPLOYMENT_PREFIX": "/test/LISA/lisa"}):
+            with pytest.raises(Exception, match="SSM error"):
+                get_database_connection()
+
+    def test_get_database_connection_secrets_error(self):
+        """Test Secrets Manager error during database connection."""
+        mock_ssm_client = Mock()
+        mock_secrets_client = Mock()
+
+        with patch("models.model_api_key_cleanup.boto3.client") as mock_boto3_client:
+            mock_boto3_client.side_effect = [mock_ssm_client, mock_secrets_client]
+
+            # Mock SSM parameter response
+            mock_ssm_client.get_parameter.return_value = {
+                "Parameter": {
+                    "Value": json.dumps(
+                        {
+                            "dbHost": "test-host",
+                            "dbPort": "5432",
+                            "dbName": "testdb",
+                            "username": "testuser",
+                            "passwordSecretId": "test-secret",
+                        }
+                    )
+                }
+            }
+
+            # Mock Secrets Manager error
+            mock_secrets_client.get_secret_value.side_effect = Exception("Secrets error")
+
+            with patch.dict("os.environ", {"AWS_REGION": "us-east-1", "DEPLOYMENT_PREFIX": "/test/LISA/lisa"}):
+                with pytest.raises(Exception, match="Secrets error"):
+                    get_database_connection()
+
+    @patch("models.model_api_key_cleanup.get_database_connection")
+    def test_lambda_handler_no_tables_found(self, mock_get_connection):
+        """Test when no LiteLLM tables are found in database."""
+        mock_connection = Mock()
+        mock_cursor = Mock()
+        mock_connection.cursor.return_value = mock_cursor
+        mock_cursor.fetchall.return_value = []  # No tables found
+        mock_get_connection.return_value = mock_connection
+
+        with patch.dict("os.environ", {"AWS_REGION": "us-east-1", "DEPLOYMENT_PREFIX": "/test/LISA/lisa"}):
+            event = {"RequestType": "Create"}
+            context = Mock()
+
+            result = lambda_handler(event, context)
+
+            assert result["Status"] == "SUCCESS"
+            assert result["PhysicalResourceId"] == "bedrock-auth-cleanup"
+            assert result["Data"]["ModelsUpdated"] == "0"
+
+    @patch("models.model_api_key_cleanup.get_database_connection")
+    def test_lambda_handler_table_found_but_no_models(self, mock_get_connection):
+        """Test when LiteLLM table is found but no models need updating."""
+        mock_connection = Mock()
+        mock_cursor = Mock()
+        mock_connection.cursor.return_value = mock_cursor
+
+        # Mock table discovery
+        mock_cursor.fetchall.side_effect = [
+            [("LiteLLM_ProxyModelTable",)],  # Tables found
+            [("id", "model_name", "litellm_params")],  # Column info
+            [],  # No models with api_key
+        ]
+        mock_cursor.description = [("id",), ("model_name",), ("litellm_params",)]
+        mock_get_connection.return_value = mock_connection
+
+        with patch.dict("os.environ", {"AWS_REGION": "us-east-1", "DEPLOYMENT_PREFIX": "/test/LISA/lisa"}):
+            event = {"RequestType": "Create"}
+            context = Mock()
+
+            result = lambda_handler(event, context)
+
+            assert result["Status"] == "SUCCESS"
+            assert result["PhysicalResourceId"] == "bedrock-auth-cleanup"
+            assert "ModelsUpdated" in result["Data"]
+
+    @patch("models.model_api_key_cleanup.get_database_connection")
+    def test_lambda_handler_missing_columns(self, mock_get_connection):
+        """Test when required columns are not found in the table."""
+        mock_connection = Mock()
+        mock_cursor = Mock()
+        mock_connection.cursor.return_value = mock_cursor
+
+        # Mock table discovery but missing required columns
+        mock_cursor.fetchall.return_value = [("LiteLLM_ProxyModelTable",)]
+        mock_cursor.description = [("some_column",), ("other_column",)]  # Missing required columns
+        mock_get_connection.return_value = mock_connection
+
+        with patch.dict("os.environ", {"AWS_REGION": "us-east-1", "DEPLOYMENT_PREFIX": "/test/LISA/lisa"}):
+            event = {"RequestType": "Create"}
+            context = Mock()
+
+            result = lambda_handler(event, context)
+
+            assert result["Status"] == "SUCCESS"
+            assert result["PhysicalResourceId"] == "bedrock-auth-cleanup"
+            assert result["Data"]["ModelsUpdated"] == "0"
diff --git a/test/lambda/test_rds_auth.py b/test/lambda/test_rds_auth.py
new file mode 100644
index 000000000..91336d074
--- /dev/null
+++ b/test/lambda/test_rds_auth.py
@@ -0,0 +1,72 @@
+#   Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+#
+#   Licensed under the Apache License, Version 2.0 (the "License").
+#   You may not use this file except in compliance with the License.
+#   You may obtain a copy of the License at
+#
+#       http://www.apache.org/licenses/LICENSE-2.0
+#
+#   Unless required by applicable law or agreed to in writing, software
+#   distributed under the License is distributed on an "AS IS" BASIS,
+#   WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#   See the License for the specific language governing permissions and
+#   limitations under the License.
+
+"""Tests for RDS authentication utilities."""
+
+from unittest.mock import Mock, patch
+
+import pytest
+from botocore.exceptions import ClientError
+from utilities.rds_auth import generate_auth_token
+
+
+class TestRdsAuth:
+    """Test cases for RDS authentication utilities."""
+
+    def test_generate_auth_token_success(self):
+        """Test successful generation of RDS auth token."""
+        with patch.dict("os.environ", {"AWS_REGION": "us-east-1"}):
+            with patch("boto3.client") as mock_boto3:
+                mock_rds = Mock()
+                mock_rds.generate_db_auth_token.return_value = "test-token-value"
+                mock_boto3.return_value = mock_rds
+
+                result = generate_auth_token("test-host", "5432", "test-user")
+
+                assert result == "test-token-value"
+                mock_rds.generate_db_auth_token.assert_called_once_with(
+                    DBHostname="test-host", Port="5432", DBUsername="test-user"
+                )
+
+    def test_generate_auth_token_with_special_characters(self):
+        """Test token generation with special characters that need URL encoding."""
+        with patch.dict("os.environ", {"AWS_REGION": "us-east-1"}):
+            with patch("boto3.client") as mock_boto3:
+                mock_rds = Mock()
+                mock_rds.generate_db_auth_token.return_value = "token+with/special=chars&more"
+                mock_boto3.return_value = mock_rds
+
+                result = generate_auth_token("test-host", "5432", "test-user")
+
+                # Should be URL encoded
+                assert result == "token%2Bwith%2Fspecial%3Dchars%26more"
+
+    def test_generate_auth_token_client_error(self):
+        """Test handling of ClientError from RDS client."""
+        with patch.dict("os.environ", {"AWS_REGION": "us-east-1"}):
+            with patch("boto3.client") as mock_boto3:
+                mock_rds = Mock()
+                mock_rds.generate_db_auth_token.side_effect = ClientError(
+                    error_response={"Error": {"Code": "InvalidParameterValue"}}, operation_name="GenerateDBAuthToken"
+                )
+                mock_boto3.return_value = mock_rds
+
+                with pytest.raises(ClientError):
+                    generate_auth_token("invalid-host", "5432", "test-user")
+
+    def test_generate_auth_token_missing_region(self):
+        """Test handling of missing AWS_REGION environment variable."""
+        with patch.dict("os.environ", {}, clear=True):
+            with pytest.raises(KeyError):
+                generate_auth_token("test-host", "5432", "test-user")
diff --git a/test/lambda/test_repository_lambda.py b/test/lambda/test_repository_lambda.py
index ba2f6be5b..837a08119 100644
--- a/test/lambda/test_repository_lambda.py
+++ b/test/lambda/test_repository_lambda.py
@@ -129,8 +129,6 @@ def wrapper(event, context, *args, **kwargs):
 mock_common.admin_only = mock_admin_only
 
 # Create mock modules for missing dependencies
-mock_lisapy = MagicMock()
-mock_lisapy_langchain = MagicMock()
 mock_langchain_community = MagicMock()
 mock_langchain_core = MagicMock()
 mock_opensearchpy = MagicMock()
@@ -227,12 +225,8 @@ def mock_boto3_client(*args, **kwargs):
         "create_env_variables": mock_create_env,
         "repository.vector_store_repo": mock_vs_repo,
         "repository.rag_document_repo": mock_doc_repo,
-        "lisapy": mock_lisapy,
-        "lisapy.langchain": mock_lisapy_langchain,
         "langchain_community": mock_langchain_community,
         "langchain_community.vectorstores": mock_langchain_community,
-        "langchain_community.vectorstores.opensearch_vector_search": mock_langchain_community,
-        "langchain_community.vectorstores.pgvector": mock_langchain_community,
         "langchain_core": mock_langchain_core,
         "langchain_core.embeddings": mock_langchain_core,
         "langchain_core.vectorstores": mock_langchain_core,
@@ -1080,19 +1074,16 @@ def test_pipeline_embeddings_embed_documents():
 
 
 def test_pipeline_embeddings_embed_documents_no_texts():
-    """Test LisaOpenAIEmbeddings embed_documents with no texts"""
+    """Test RagEmbeddings embed_documents with no texts"""
     from repository.embeddings import RagEmbeddings
 
-    with patch("repository.embeddings.ssm_client") as mock_ssm, patch(
+    with patch("repository.embeddings.get_rest_api_container_endpoint") as mock_endpoint, patch(
         "repository.embeddings.get_cert_path"
-    ) as mock_cert, patch("repository.embeddings.LisaOpenAIEmbeddings") as mock_embeddings_class:
+    ) as mock_cert, patch("repository.embeddings.get_management_key") as mock_key:
 
-        mock_ssm.get_parameter.return_value = {"Parameter": {"Value": "https://api.example.com"}}
+        mock_endpoint.return_value = "https://api.example.com"
         mock_cert.return_value = "/path/to/cert"
-
-        mock_embeddings_instance = MagicMock()
-        mock_embeddings_instance.embed_documents.side_effect = ValidationError("No texts provided for embedding")
-        mock_embeddings_class.return_value = mock_embeddings_instance
+        mock_key.return_value = "test-token"
 
         embeddings = RagEmbeddings("test-model", "test-token")
 
@@ -1230,19 +1221,16 @@ def test_pipeline_embeddings_embed_query():
 
 
 def test_pipeline_embeddings_embed_query_invalid():
-    """Test LisaOpenAIEmbeddings embed_query with invalid input"""
+    """Test RagEmbeddings embed_query with invalid input"""
     from repository.embeddings import RagEmbeddings
 
-    with patch("repository.embeddings.ssm_client") as mock_ssm, patch(
+    with patch("repository.embeddings.get_rest_api_container_endpoint") as mock_endpoint, patch(
         "repository.embeddings.get_cert_path"
-    ) as mock_cert, patch("repository.embeddings.LisaOpenAIEmbeddings") as mock_embeddings_class:
+    ) as mock_cert, patch("repository.embeddings.get_management_key") as mock_key:
 
-        mock_ssm.get_parameter.return_value = {"Parameter": {"Value": "https://api.example.com"}}
+        mock_endpoint.return_value = "https://api.example.com"
         mock_cert.return_value = "/path/to/cert"
-
-        mock_embeddings_instance = MagicMock()
-        mock_embeddings_instance.embed_query.side_effect = ValidationError("Invalid query text")
-        mock_embeddings_class.return_value = mock_embeddings_instance
+        mock_key.return_value = "test-token"
 
         embeddings = RagEmbeddings("test-model", "test-token")
 
diff --git a/test/lambda/test_session_encryption.py b/test/lambda/test_session_encryption.py
new file mode 100644
index 000000000..d2d27b743
--- /dev/null
+++ b/test/lambda/test_session_encryption.py
@@ -0,0 +1,558 @@
+#!/usr/bin/env python3
+#   Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+#
+#   Licensed under the Apache License, Version 2.0 (the "License").
+#   You may not use this file except in compliance with the License.
+#   You may obtain a copy of the License at
+#
+#       http://www.apache.org/licenses/LICENSE-2.0
+#
+#   Unless required by applicable law or agreed to in writing, software
+#   distributed under the License is distributed on an "AS IS" BASIS,
+#   WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#   See the License for the specific language governing permissions and
+#   limitations under the License.
+
+"""
+Comprehensive tests for session encryption utilities.
+
+This test module provides comprehensive coverage for all functions in
+lambda/utilities/session_encryption.py, including error conditions,
+edge cases, and exception handling paths.
+"""
+
+import base64
+import json
+import os
+import sys
+import unittest
+from decimal import Decimal
+from unittest.mock import patch
+
+# Add the lambda directory to the path so we can import the utilities
+sys.path.insert(0, os.path.join(os.path.dirname(__file__), "..", "..", "lambda"))
+
+from utilities.session_encryption import (
+    _create_encryption_context,
+    _decrypt_data_key,
+    _deserialize_with_type_preservation,
+    _generate_data_key,
+    _get_kms_key_arn,
+    _serialize_with_type_preservation,
+    decrypt_session_data,
+    decrypt_session_fields,
+    encrypt_session_data,
+    is_encrypted_data,
+    migrate_session_to_encrypted,
+    SessionEncryptionError,
+    TypePreservingJSONEncoder,
+)
+
+
+class TestSessionEncryption(unittest.TestCase):
+    """Test session encryption utilities."""
+
+    def setUp(self):
+        """Set up test fixtures."""
+        # Set up environment variables
+        os.environ["SESSION_ENCRYPTION_KEY_ARN"] = "arn:aws:kms:us-east-1:123456789012:key/test-key-id"
+        os.environ["AWS_REGION"] = "us-east-1"
+
+        # Mock KMS client to avoid actual AWS calls
+        self.kms_patcher = patch("utilities.session_encryption.kms_client")
+        self.mock_kms = self.kms_patcher.start()
+
+        # Mock KMS responses
+        self.mock_kms.generate_data_key.return_value = {
+            "Plaintext": b"01234567890123456789012345678901",  # 32 bytes
+            "CiphertextBlob": b"encrypted_key_data",
+        }
+        self.mock_kms.decrypt.return_value = {"Plaintext": b"01234567890123456789012345678901"}
+
+        # Test data
+        self.test_data = {
+            "configuration": {"model": "test-model", "temperature": 0.7},
+            "history": [{"type": "human", "content": "Hello"}],
+        }
+        self.user_id = "test-user"
+        self.session_id = "test-session"
+
+    def tearDown(self):
+        """Clean up after tests."""
+        self.kms_patcher.stop()
+
+    def test_type_preserving_json_encoder_decimal(self):
+        """Test TypePreservingJSONEncoder with Decimal objects."""
+        encoder = TypePreservingJSONEncoder()
+        decimal_value = Decimal("0.01")
+        result = encoder.default(decimal_value)
+        self.assertIsInstance(result, float)
+        self.assertEqual(result, 0.01)
+
+    def test_type_preserving_json_encoder_other_types(self):
+        """Test TypePreservingJSONEncoder with other types."""
+        encoder = TypePreservingJSONEncoder()
+
+        # Test with a non-Decimal type that would trigger default (like a custom object)
+        class CustomObject:
+            def __init__(self, value):
+                self.value = value
+
+        custom_obj = CustomObject("test")
+        # This should raise TypeError since it's not JSON serializable
+        with self.assertRaises(TypeError):
+            encoder.default(custom_obj)
+
+    def test_serialize_with_type_preservation(self):
+        """Test _serialize_with_type_preservation function."""
+        data = {"value": Decimal("0.01"), "string": "test"}
+        result = _serialize_with_type_preservation(data)
+        parsed = json.loads(result)
+        self.assertIsInstance(parsed["value"], float)
+        self.assertEqual(parsed["value"], 0.01)
+
+    def test_deserialize_with_type_preservation(self):
+        """Test _deserialize_with_type_preservation function."""
+        json_str = '{"value": 0.01, "count": 42}'
+        result = _deserialize_with_type_preservation(json_str)
+        self.assertIsInstance(result["value"], float)
+        self.assertIsInstance(result["count"], int)
+
+    def test_get_kms_key_arn_success(self):
+        """Test _get_kms_key_arn with valid environment variable."""
+        result = _get_kms_key_arn()
+        self.assertEqual(result, "arn:aws:kms:us-east-1:123456789012:key/test-key-id")
+
+    def test_get_kms_key_arn_missing(self):
+        """Test _get_kms_key_arn with missing environment variable."""
+        with patch.dict(os.environ, {}, clear=True):
+            with self.assertRaises(SessionEncryptionError) as context:
+                _get_kms_key_arn()
+            self.assertIn("SESSION_ENCRYPTION_KEY_ARN environment variable not set", str(context.exception))
+
+    def test_get_kms_key_arn_empty(self):
+        """Test _get_kms_key_arn with empty environment variable."""
+        with patch.dict(os.environ, {"SESSION_ENCRYPTION_KEY_ARN": ""}):
+            with self.assertRaises(SessionEncryptionError) as context:
+                _get_kms_key_arn()
+            self.assertIn("SESSION_ENCRYPTION_KEY_ARN environment variable not set", str(context.exception))
+
+    def test_generate_data_key_success(self):
+        """Test _generate_data_key with successful KMS call."""
+        key_arn = "arn:aws:kms:us-east-1:123456789012:key/test-key-id"
+        encryption_context = {"userId": "test-user", "sessionId": "test-session"}
+
+        plaintext, encrypted = _generate_data_key(key_arn, encryption_context)
+
+        self.assertEqual(plaintext, b"01234567890123456789012345678901")
+        self.assertEqual(encrypted, b"encrypted_key_data")
+        self.mock_kms.generate_data_key.assert_called_once_with(
+            KeyId=key_arn, KeySpec="AES_256", EncryptionContext=encryption_context
+        )
+
+    def test_generate_data_key_no_context(self):
+        """Test _generate_data_key without encryption context."""
+        key_arn = "arn:aws:kms:us-east-1:123456789012:key/test-key-id"
+
+        plaintext, encrypted = _generate_data_key(key_arn)
+
+        self.assertEqual(plaintext, b"01234567890123456789012345678901")
+        self.assertEqual(encrypted, b"encrypted_key_data")
+        self.mock_kms.generate_data_key.assert_called_once_with(KeyId=key_arn, KeySpec="AES_256", EncryptionContext={})
+
+    def test_generate_data_key_client_error(self):
+        """Test _generate_data_key with KMS ClientError."""
+        from botocore.exceptions import ClientError
+
+        self.mock_kms.generate_data_key.side_effect = ClientError(
+            error_response={"Error": {"Code": "AccessDeniedException"}}, operation_name="GenerateDataKey"
+        )
+
+        with self.assertRaises(SessionEncryptionError) as context:
+            _generate_data_key("arn:aws:kms:us-east-1:123456789012:key/test-key-id")
+
+        self.assertIn("Failed to generate data key", str(context.exception))
+
+    def test_decrypt_data_key_success(self):
+        """Test _decrypt_data_key with successful KMS call."""
+        encrypted_key = b"encrypted_key_data"
+        encryption_context = {"userId": "test-user", "sessionId": "test-session"}
+
+        result = _decrypt_data_key(encrypted_key, encryption_context)
+
+        self.assertEqual(result, b"01234567890123456789012345678901")
+        self.mock_kms.decrypt.assert_called_once_with(
+            CiphertextBlob=encrypted_key, EncryptionContext=encryption_context
+        )
+
+    def test_decrypt_data_key_no_context(self):
+        """Test _decrypt_data_key without encryption context."""
+        encrypted_key = b"encrypted_key_data"
+
+        result = _decrypt_data_key(encrypted_key)
+
+        self.assertEqual(result, b"01234567890123456789012345678901")
+        self.mock_kms.decrypt.assert_called_once_with(CiphertextBlob=encrypted_key, EncryptionContext={})
+
+    def test_decrypt_data_key_client_error(self):
+        """Test _decrypt_data_key with KMS ClientError."""
+        from botocore.exceptions import ClientError
+
+        self.mock_kms.decrypt.side_effect = ClientError(
+            error_response={"Error": {"Code": "AccessDeniedException"}}, operation_name="Decrypt"
+        )
+
+        with self.assertRaises(SessionEncryptionError) as context:
+            _decrypt_data_key(b"encrypted_key_data")
+
+        self.assertIn("Failed to decrypt data key", str(context.exception))
+
+    def test_create_encryption_context(self):
+        """Test _create_encryption_context function."""
+        result = _create_encryption_context("user123", "session456")
+        expected = {"userId": "user123", "sessionId": "session456", "purpose": "session-encryption"}
+        self.assertEqual(result, expected)
+
+    def test_encrypt_session_data_success(self):
+        """Test encrypt_session_data with successful encryption."""
+        result = encrypt_session_data(self.test_data, self.user_id, self.session_id)
+
+        # Verify result is a base64 encoded string
+        self.assertIsInstance(result, str)
+        self.assertGreater(len(result), 0)
+
+        # Verify it can be decoded
+        decoded = base64.b64decode(result).decode("utf-8")
+        parsed = json.loads(decoded)
+        self.assertIn("encrypted_key", parsed)
+        self.assertIn("encrypted_data", parsed)
+        self.assertIn("encryption_version", parsed)
+
+    def test_encrypt_session_data_exception(self):
+        """Test encrypt_session_data with exception during encryption."""
+        # Mock KMS to raise an exception
+        self.mock_kms.generate_data_key.side_effect = Exception("KMS error")
+
+        with self.assertRaises(SessionEncryptionError) as context:
+            encrypt_session_data(self.test_data, self.user_id, self.session_id)
+
+        self.assertIn("Failed to encrypt session data", str(context.exception))
+
+    def test_decrypt_session_data_success(self):
+        """Test decrypt_session_data with successful decryption."""
+        # First encrypt some data
+        encrypted_data = encrypt_session_data(self.test_data, self.user_id, self.session_id)
+
+        # Then decrypt it
+        result = decrypt_session_data(encrypted_data, self.user_id, self.session_id)
+
+        # Verify the decrypted data matches the original
+        self.assertEqual(result, self.test_data)
+
+    def test_decrypt_session_data_exception(self):
+        """Test decrypt_session_data with exception during decryption."""
+        # Create invalid encrypted data
+        invalid_data = "invalid_base64_data"
+
+        with self.assertRaises(SessionEncryptionError) as context:
+            decrypt_session_data(invalid_data, self.user_id, self.session_id)
+
+        self.assertIn("Failed to decrypt session data", str(context.exception))
+
+    def test_is_encrypted_data_valid(self):
+        """Test is_encrypted_data with valid encrypted data."""
+        # Create valid encrypted data structure
+        valid_data = {
+            "encrypted_key": "key_data",
+            "encrypted_data": "data_data",
+            "encryption_version": "1.0",
+        }
+        encoded_data = base64.b64encode(json.dumps(valid_data).encode("utf-8")).decode("utf-8")
+
+        result = is_encrypted_data(encoded_data)
+        self.assertTrue(result)
+
+    def test_is_encrypted_data_invalid_structure(self):
+        """Test is_encrypted_data with invalid structure."""
+        # Create data with missing fields
+        invalid_data = {"encrypted_key": "key_data"}  # Missing required fields
+        encoded_data = base64.b64encode(json.dumps(invalid_data).encode("utf-8")).decode("utf-8")
+
+        result = is_encrypted_data(encoded_data)
+        self.assertFalse(result)
+
+    def test_is_encrypted_data_invalid_json(self):
+        """Test is_encrypted_data with invalid JSON."""
+        # Create invalid JSON
+        invalid_data = "not_valid_json"
+        encoded_data = base64.b64encode(invalid_data.encode("utf-8")).decode("utf-8")
+
+        result = is_encrypted_data(encoded_data)
+        self.assertFalse(result)
+
+    def test_is_encrypted_data_invalid_base64(self):
+        """Test is_encrypted_data with invalid base64."""
+        # Create invalid base64
+        invalid_data = "not_valid_base64!"
+
+        result = is_encrypted_data(invalid_data)
+        self.assertFalse(result)
+
+    def test_is_encrypted_data_non_dict(self):
+        """Test is_encrypted_data with non-dict JSON."""
+        # Create valid JSON but not a dict
+        invalid_data = ["not", "a", "dict"]
+        encoded_data = base64.b64encode(json.dumps(invalid_data).encode("utf-8")).decode("utf-8")
+
+        result = is_encrypted_data(encoded_data)
+        self.assertFalse(result)
+
+    def test_migrate_session_to_encrypted_success(self):
+        """Test migrate_session_to_encrypted with successful migration."""
+        session_data = {
+            "sessionId": "test-session",
+            "history": [{"type": "human", "content": "Hello"}],
+            "configuration": {"model": "test-model"},
+            "other_field": "value",
+        }
+
+        result = migrate_session_to_encrypted(session_data, self.user_id, self.session_id)
+
+        # Verify encryption metadata
+        self.assertTrue(result["is_encrypted"])
+        self.assertEqual(result["encryption_version"], "1.0")
+
+        # Verify fields were encrypted
+        self.assertIn("encrypted_history", result)
+        self.assertIn("encrypted_configuration", result)
+
+        # Verify original fields were removed
+        self.assertNotIn("history", result)
+        self.assertNotIn("configuration", result)
+
+        # Verify other fields remain
+        self.assertEqual(result["sessionId"], "test-session")
+        self.assertEqual(result["other_field"], "value")
+
+    def test_migrate_session_to_encrypted_missing_fields(self):
+        """Test migrate_session_to_encrypted with missing fields to encrypt."""
+        session_data = {
+            "sessionId": "test-session",
+            "other_field": "value",
+        }
+
+        result = migrate_session_to_encrypted(session_data, self.user_id, self.session_id)
+
+        # Verify encryption metadata
+        self.assertTrue(result["is_encrypted"])
+        self.assertEqual(result["encryption_version"], "1.0")
+
+        # Verify no encrypted fields were added
+        self.assertNotIn("encrypted_history", result)
+        self.assertNotIn("encrypted_configuration", result)
+
+    def test_migrate_session_to_encrypted_none_fields(self):
+        """Test migrate_session_to_encrypted with None fields."""
+        session_data = {
+            "sessionId": "test-session",
+            "history": None,
+            "configuration": None,
+        }
+
+        result = migrate_session_to_encrypted(session_data, self.user_id, self.session_id)
+
+        # Verify encryption metadata
+        self.assertTrue(result["is_encrypted"])
+        self.assertEqual(result["encryption_version"], "1.0")
+
+        # Verify no encrypted fields were added for None values
+        self.assertNotIn("encrypted_history", result)
+        self.assertNotIn("encrypted_configuration", result)
+
+    def test_migrate_session_to_encrypted_exception(self):
+        """Test migrate_session_to_encrypted with exception during encryption."""
+        # Mock encrypt_session_data to raise an exception
+        with patch("utilities.session_encryption.encrypt_session_data") as mock_encrypt:
+            mock_encrypt.side_effect = Exception("Encryption error")
+
+            session_data = {
+                "sessionId": "test-session",
+                "history": [{"type": "human", "content": "Hello"}],
+            }
+
+            with self.assertRaises(SessionEncryptionError) as context:
+                migrate_session_to_encrypted(session_data, self.user_id, self.session_id)
+
+            self.assertIn("Failed to migrate session to encrypted", str(context.exception))
+
+    def test_decrypt_session_fields_success(self):
+        """Test decrypt_session_fields with successful decryption."""
+        # Create encrypted session data
+        encrypted_session = {
+            "sessionId": "test-session",
+            "encrypted_history": "encrypted_history_data",
+            "encrypted_configuration": "encrypted_config_data",
+            "is_encrypted": True,
+            "encryption_version": "1.0",
+        }
+
+        # Mock decrypt_session_data to return decrypted data
+        with patch("utilities.session_encryption.decrypt_session_data") as mock_decrypt:
+            mock_decrypt.side_effect = [
+                [{"type": "human", "content": "Hello"}],  # history
+                {"model": "test-model"},  # configuration
+            ]
+
+            result = decrypt_session_fields(encrypted_session, self.user_id, self.session_id)
+
+            # Verify decrypted fields
+            self.assertEqual(result["history"], [{"type": "human", "content": "Hello"}])
+            self.assertEqual(result["configuration"], {"model": "test-model"})
+
+            # Verify encrypted fields were removed
+            self.assertNotIn("encrypted_history", result)
+            self.assertNotIn("encrypted_configuration", result)
+
+            # Verify metadata was removed
+            self.assertNotIn("is_encrypted", result)
+            self.assertNotIn("encryption_version", result)
+
+            # Verify other fields remain
+            self.assertEqual(result["sessionId"], "test-session")
+
+    def test_decrypt_session_fields_missing_fields(self):
+        """Test decrypt_session_fields with missing encrypted fields."""
+        session_data = {
+            "sessionId": "test-session",
+            "other_field": "value",
+        }
+
+        result = decrypt_session_fields(session_data, self.user_id, self.session_id)
+
+        # Verify no changes were made
+        self.assertEqual(result, session_data)
+
+    def test_decrypt_session_fields_none_fields(self):
+        """Test decrypt_session_fields with None encrypted fields."""
+        session_data = {
+            "sessionId": "test-session",
+            "encrypted_history": None,
+            "encrypted_configuration": None,
+        }
+
+        result = decrypt_session_fields(session_data, self.user_id, self.session_id)
+
+        # Verify no changes were made
+        self.assertEqual(result, session_data)
+
+    def test_decrypt_session_fields_exception(self):
+        """Test decrypt_session_fields with exception during decryption."""
+        # Mock decrypt_session_data to raise an exception
+        with patch("utilities.session_encryption.decrypt_session_data") as mock_decrypt:
+            mock_decrypt.side_effect = Exception("Decryption error")
+
+            session_data = {
+                "sessionId": "test-session",
+                "encrypted_history": "encrypted_data",
+            }
+
+            with self.assertRaises(SessionEncryptionError) as context:
+                decrypt_session_fields(session_data, self.user_id, self.session_id)
+
+            self.assertIn("Failed to decrypt session fields", str(context.exception))
+
+    def test_end_to_end_encryption_decryption(self):
+        """Test complete encryption and decryption cycle."""
+        # Test data with various types
+        test_data = {
+            "configuration": {
+                "model": "test-model",
+                "temperature": 0.7,
+                "max_tokens": 1000,
+                "enabled": True,
+            },
+            "history": [
+                {"type": "human", "content": "Hello"},
+                {"type": "assistant", "content": "Hi there!"},
+            ],
+            "metadata": {"version": 1, "score": 0.95},
+        }
+
+        # Encrypt the data
+        encrypted_data = encrypt_session_data(test_data, self.user_id, self.session_id)
+
+        # Verify it's encrypted
+        self.assertTrue(is_encrypted_data(encrypted_data))
+
+        # Decrypt the data
+        decrypted_data = decrypt_session_data(encrypted_data, self.user_id, self.session_id)
+
+        # Verify the data matches
+        self.assertEqual(decrypted_data, test_data)
+
+    def test_migrate_and_decrypt_cycle(self):
+        """Test complete migration and decryption cycle."""
+        # Original session data
+        session_data = {
+            "sessionId": "test-session",
+            "userId": "test-user",
+            "history": [{"type": "human", "content": "Hello"}],
+            "configuration": {"model": "test-model"},
+            "other_field": "value",
+        }
+
+        # Migrate to encrypted
+        encrypted_session = migrate_session_to_encrypted(session_data, self.user_id, self.session_id)
+
+        # Verify encryption metadata
+        self.assertTrue(encrypted_session["is_encrypted"])
+        self.assertEqual(encrypted_session["encryption_version"], "1.0")
+
+        # Decrypt the fields
+        decrypted_session = decrypt_session_fields(encrypted_session, self.user_id, self.session_id)
+
+        # Verify the decrypted session matches the original (minus encryption metadata)
+        expected_session = session_data.copy()
+        self.assertEqual(decrypted_session["sessionId"], expected_session["sessionId"])
+        self.assertEqual(decrypted_session["userId"], expected_session["userId"])
+        self.assertEqual(decrypted_session["other_field"], expected_session["other_field"])
+
+    def test_edge_case_empty_data(self):
+        """Test encryption/decryption with empty data."""
+        empty_data = {}
+
+        encrypted_data = encrypt_session_data(empty_data, self.user_id, self.session_id)
+        decrypted_data = decrypt_session_data(encrypted_data, self.user_id, self.session_id)
+
+        self.assertEqual(decrypted_data, empty_data)
+
+    def test_edge_case_none_values(self):
+        """Test encryption/decryption with None values."""
+        data_with_none = {"value": None, "nested": {"key": None}}
+
+        encrypted_data = encrypt_session_data(data_with_none, self.user_id, self.session_id)
+        decrypted_data = decrypt_session_data(encrypted_data, self.user_id, self.session_id)
+
+        self.assertEqual(decrypted_data, data_with_none)
+
+    def test_edge_case_large_data(self):
+        """Test encryption/decryption with large data."""
+        large_data = {
+            "large_string": "x" * 10000,
+            "large_list": list(range(1000)),
+            "nested": {"deep": {"structure": {"with": {"many": {"levels": "value"}}}}},
+        }
+
+        encrypted_data = encrypt_session_data(large_data, self.user_id, self.session_id)
+        decrypted_data = decrypt_session_data(encrypted_data, self.user_id, self.session_id)
+
+        self.assertEqual(decrypted_data, large_data)
+
+
+if __name__ == "__main__":
+    # Set up environment variables for testing
+    os.environ["AWS_REGION"] = "us-east-1"
+    os.environ["SESSION_ENCRYPTION_KEY_ARN"] = "arn:aws:kms:us-east-1:123456789012:key/test-key-id"
+
+    # Run the tests
+    unittest.main(verbosity=2)
diff --git a/test/python/integration-setup-test.py b/test/python/integration-setup-test.py
index f092617ba..df24065ee 100644
--- a/test/python/integration-setup-test.py
+++ b/test/python/integration-setup-test.py
@@ -255,7 +255,7 @@ def create_self_hosted_embedded_model(
 
     self_hosted_embedded_model_request: ModelRequest = {
         "autoScalingConfig": {
-            "blockDeviceVolumeSize": 30,
+            "blockDeviceVolumeSize": 50,
             "minCapacity": 1,
             "maxCapacity": 1,
             "cooldown": 420,
@@ -342,7 +342,7 @@ def create_self_hosted_model(
     print(f"  Using instance type: {instance_type}")
     self_hosted_model_request: ModelRequest = {
         "autoScalingConfig": {
-            "blockDeviceVolumeSize": 30,
+            "blockDeviceVolumeSize": 50,
             "minCapacity": 1,
             "maxCapacity": 1,
             "cooldown": 420,