diff --git a/.github/workflows/build-images.yml b/.github/workflows/build-images.yml
new file mode 100644
index 00000000..3178c66c
--- /dev/null
+++ b/.github/workflows/build-images.yml
@@ -0,0 +1,110 @@
+name: build-images
+run-name: build-images ${{ github.event.release.tag_name }}
+on:
+  release:
+    types: [published]
+
+permissions:
+  contents: read
+  packages: write
+
+jobs:
+  prepare:
+    if: ${{ github.event_name == 'release' }}
+    runs-on: ubuntu-latest
+    outputs:
+      tag: ${{ steps.release_tag.outputs.tag }}
+      version: ${{ steps.release_tag.outputs.version }}
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+      - name: Resolve release tag & version
+        id: release_tag
+        run: |
+          git fetch --tags --force
+          TAG="${{ github.event.release.tag_name }}"
+          if [ -z "$TAG" ]; then
+            echo "No Git tag found to check out" >&2
+            exit 1
+          fi
+          VER_NO_V="${TAG#v}"
+          echo "tag=$TAG" >> $GITHUB_OUTPUT
+          echo "version=$VER_NO_V" >> $GITHUB_OUTPUT
+
+  build-image:
+    needs: prepare
+    runs-on: ubuntu-latest
+    strategy:
+      fail-fast: false
+      matrix:
+        include:
+          - name: rag-backend
+            dockerfile: services/rag-backend/Dockerfile
+          - name: admin-backend
+            dockerfile: services/admin-backend/Dockerfile
+          - name: document-extractor
+            dockerfile: services/document-extractor/Dockerfile
+          - name: mcp-server
+            dockerfile: services/mcp-server/Dockerfile
+          - name: frontend
+            dockerfile: services/frontend/apps/chat-app/Dockerfile
+          - name: admin-frontend
+            dockerfile: services/frontend/apps/admin-app/Dockerfile
+    env:
+      REGISTRY: ghcr.io
+      IMAGE_NS: ${{ github.repository }}
+      VERSION: ${{ needs.prepare.outputs.version }}
+      TAG: ${{ needs.prepare.outputs.tag }}
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+      - name: Checkout release tag
+        run: git checkout "$TAG"
+      - name: Normalize IMAGE_NS to lowercase
+        run: echo "IMAGE_NS=$(echo '${{ env.IMAGE_NS }}' | tr '[:upper:]' '[:lower:]')" >> $GITHUB_ENV
+      - name: Login to GHCR
+        uses: docker/login-action@v3
+        with:
+          registry: ghcr.io
+          username: ${{ github.actor }}
+          password: ${{ secrets.PR_AUTOMATION_TOKEN }}
+      - name: Set up Buildx
+        uses: docker/setup-buildx-action@v3
+      - name: Build & push ${{ matrix.name }}
+        run: |
+          docker buildx build --push \
+            -t "$REGISTRY/$IMAGE_NS/${{ matrix.name }}:${VERSION}" \
+            -t "$REGISTRY/$IMAGE_NS/${{ matrix.name }}:latest" \
+            -f "${{ matrix.dockerfile }}" .
+      - name: Capture digest
+        run: |
+          sudo apt-get update && sudo apt-get install -y jq
+          ref="$REGISTRY/$IMAGE_NS/${{ matrix.name }}:${VERSION}"
+          digest=$(docker buildx imagetools inspect "$ref" --format '{{json .Manifest.Digest}}' | jq -r . || true)
+          jq -n --arg name "${{ matrix.name }}" --arg tag "$VERSION" --arg digest "$digest" '{($name): {tag: $tag, digest: $digest}}' > digest.json
+      - name: Upload digest artifact
+        uses: actions/upload-artifact@v4
+        with:
+          name: image-digest-${{ matrix.name }}
+          path: digest.json
+
+  collect-digests:
+    needs: [build-image]
+    runs-on: ubuntu-latest
+    steps:
+      - name: Download digest artifacts
+        uses: actions/download-artifact@v4
+        with:
+          pattern: image-digest-*
+          merge-multiple: false
+      - name: Merge digests
+        run: |
+          sudo apt-get update && sudo apt-get install -y jq
+          jq -s 'reduce .[] as $item ({}; . * $item)' image-digest-*/digest.json > image-digests.json
+      - name: Upload merged digests
+        uses: actions/upload-artifact@v4
+        with:
+          name: image-digests
+          path: image-digests.json
diff --git a/.github/workflows/bump-chart-version.yml b/.github/workflows/bump-chart-version.yml
new file mode 100644
index 00000000..db83a823
--- /dev/null
+++ b/.github/workflows/bump-chart-version.yml
@@ -0,0 +1,59 @@
+name: bump-chart-version
+on:
+  workflow_dispatch:
+    inputs:
+      chart_version:
+        description: "Chart version to set (does not touch appVersion)"
+        required: true
+        type: string
+      ref:
+        description: "Git ref to bump (default: main)"
+        required: false
+        type: string
+
+permissions:
+  contents: write
+  pull-requests: write
+
+jobs:
+  bump:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+          ref: ${{ inputs.ref || 'main' }}
+
+      - name: Setup Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: '3.13'
+
+      - name: Install deps
+        run: |
+          python -m pip install --upgrade pip
+          python -m pip install "packaging==25.0" "ruamel.yaml==0.18.6"
+
+      - name: Bump chart version only
+        env:
+          CHART_VERSION: ${{ inputs.chart_version }}
+        run: |
+          if [ -z "${CHART_VERSION}" ]; then
+            echo "chart_version input is required" >&2
+            exit 1
+          fi
+          python tools/bump_chart_versions.py --mode chart-only --chart-version "$CHART_VERSION"
+
+      - name: Open PR for chart version bump
+        uses: peter-evans/create-pull-request@v6
+        with:
+          base: main
+          branch: chore/chart-bump-${{ inputs.chart_version }}
+          title: "chore(release): bump chart version to ${{ inputs.chart_version }}"
+          body: |
+            Bump Chart.yaml version to ${{ inputs.chart_version }} (appVersion unchanged).
+          commit-message: "chore(release): bump chart version to ${{ inputs.chart_version }}"
+          add-paths: |
+            infrastructure/**/Chart.yaml
+          token: ${{ secrets.PR_AUTOMATION_TOKEN }}
+          labels: chart-bump
diff --git a/.github/workflows/create-release.yml b/.github/workflows/create-release.yml
new file mode 100644
index 00000000..49a875a0
--- /dev/null
+++ b/.github/workflows/create-release.yml
@@ -0,0 +1,68 @@
+name: create-release
+on:
+  pull_request_target:
+    types: [closed]
+    branches: [main]
+
+permissions:
+  contents: write
+
+jobs:
+  release:
+    if: >-
+      ${{
+        github.event.pull_request.merged == true &&
+        contains(github.event.pull_request.labels.*.name, 'refresh-locks')
+      }}
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+          token: ${{ secrets.PR_AUTOMATION_TOKEN }}
+
+      - name: Derive version from PR title
+        id: ver
+        run: |
+          TITLE="${{ github.event.pull_request.title }}"
+          VERSION=$(echo "$TITLE" | sed -nE 's/.*([0-9]+\.[0-9]+\.[0-9]+(\.post[0-9]+)?).*/\1/p' || true)
+          if [ -z "$VERSION" ]; then
+            echo "Could not extract version from PR title: $TITLE" >&2
+            exit 1
+          fi
+          echo "version=$VERSION" >> $GITHUB_OUTPUT
+
+      - name: Verify appVersion matches release version (clean semver)
+        env:
+          RELEASE_VERSION: ${{ steps.ver.outputs.version }}
+        run: |
+          if echo "$RELEASE_VERSION" | grep -q '\.post'; then
+            echo "Release version must be clean semver (no .post): $RELEASE_VERSION" >&2
+            exit 1
+          fi
+          APP_VERSION=$(awk '/^appVersion:/ {print $2}' infrastructure/rag/Chart.yaml | tr -d "\"'")
+          if [ -z "$APP_VERSION" ]; then
+            echo "Could not read appVersion from infrastructure/rag/Chart.yaml" >&2
+            exit 1
+          fi
+          NORMALIZED_APP_VERSION="${APP_VERSION#v}"
+          NORMALIZED_APP_VERSION="${NORMALIZED_APP_VERSION#V}"
+          if [ "$NORMALIZED_APP_VERSION" != "$RELEASE_VERSION" ]; then
+            echo "Chart appVersion ($APP_VERSION) does not match release version ($RELEASE_VERSION)" >&2
+            exit 1
+          fi
+
+      - name: Create Git tag
+        run: |
+          git config user.name "github-actions"
+          git config user.email "github-actions@github.com"
+          git tag -a "v${{ steps.ver.outputs.version }}" -m "Release v${{ steps.ver.outputs.version }}"
+          git push origin "v${{ steps.ver.outputs.version }}"
+
+      - name: Create GitHub Release
+        uses: softprops/action-gh-release@v2
+        with:
+          tag_name: v${{ steps.ver.outputs.version }}
+          name: v${{ steps.ver.outputs.version }}
+          generate_release_notes: true
+          token: ${{ secrets.PR_AUTOMATION_TOKEN }}
diff --git a/.github/workflows/lint-and-test.yml b/.github/workflows/lint-and-test.yml
index 27b26b27..00182d9b 100644
--- a/.github/workflows/lint-and-test.yml
+++ b/.github/workflows/lint-and-test.yml
@@ -12,6 +12,12 @@ env:
 
 jobs:
   changes:
+    if: >-
+      ${{
+        !contains(github.event.pull_request.labels.*.name, 'prepare-release') &&
+        !contains(github.event.pull_request.labels.*.name, 'refresh-locks') &&
+        !contains(github.event.pull_request.labels.*.name, 'chart-bump')
+      }}
     name: Detect Changes
     runs-on: ubuntu-latest
     outputs:
diff --git a/.github/workflows/prepare-release.yml b/.github/workflows/prepare-release.yml
new file mode 100644
index 00000000..19f5620b
--- /dev/null
+++ b/.github/workflows/prepare-release.yml
@@ -0,0 +1,116 @@
+name: prepare-release
+on:
+  pull_request:
+    types: [closed]
+    branches:
+      - main
+  workflow_dispatch:
+    inputs:
+      version:
+        description: "Override release version (e.g., 3.5.0.postYYYYMMDDHHMMSS). If empty, semantic-release dry-run is used."
+        required: false
+        type: string
+
+permissions:
+  contents: write
+  pull-requests: write
+
+jobs:
+  changes:
+    if: >-
+      ${{
+        github.event_name == 'workflow_dispatch' ||
+        (
+          github.event.pull_request.merged &&
+          !contains(github.event.pull_request.labels.*.name, 'prepare-release') &&
+          !contains(github.event.pull_request.labels.*.name, 'refresh-locks') &&
+          !contains(github.event.pull_request.labels.*.name, 'chart-bump')
+        )
+      }}
+    name: Detect release-relevant changes
+    runs-on: ubuntu-latest
+    outputs:
+      releasable: ${{ steps.manual.outputs.releasable || steps.filter.outputs.releasable }}
+    steps:
+      - name: Allow manual run
+        id: manual
+        if: ${{ github.event_name == 'workflow_dispatch' }}
+        run: echo "releasable=true" >> "$GITHUB_OUTPUT"
+
+      - uses: actions/checkout@v4
+        if: ${{ github.event_name == 'pull_request' }}
+        with:
+          fetch-depth: 0
+
+      - name: Filter paths
+        id: filter
+        if: ${{ github.event_name == 'pull_request' }}
+        uses: dorny/paths-filter@v2
+        with:
+          filters: |
+            releasable:
+              - 'services/**'
+              - 'libs/**'
+
+  prepare:
+    if: ${{ needs.changes.outputs.releasable == 'true' }}
+    runs-on: ubuntu-latest
+    needs: [changes]
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+
+      - name: Setup Node
+        uses: actions/setup-node@v4
+        with:
+          node-version: '25'
+
+      - name: Install semantic-release deps
+        run: npm ci
+
+      - name: verify-dependencies-integrity
+        run: npm audit signatures
+
+      - name: Compute next version (dry-run)
+        id: semrel
+        env:
+          GITHUB_TOKEN: ${{ secrets.PR_AUTOMATION_TOKEN }}
+        run: |
+          if [ -n "${{ github.event.inputs.version }}" ]; then
+            echo "version=${{ github.event.inputs.version }}" >> $GITHUB_OUTPUT
+            exit 0
+          fi
+          npx semantic-release --dry-run --no-ci | tee semrel.log
+          BASE_VERSION=$(grep -Eo "next release version is [0-9]+\.[0-9]+\.[0-9]+" semrel.log | awk '{print $5}')
+          if [ -z "$BASE_VERSION" ]; then echo "No new release required"; exit 1; fi
+          VERSION="${BASE_VERSION}.post$(date +%Y%m%d%H%M%S)"
+          echo "version=$VERSION" >> $GITHUB_OUTPUT
+
+      - name: Setup Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: '3.13'
+
+      - name: Install bump script deps
+        run: |
+          python -m pip install --upgrade pip
+          python -m pip install "tomlkit==0.13.3" "pyyaml==6.0.2" "packaging==25.0"
+
+      - name: Bump internal libs only (no service pins)
+        run: |
+          python tools/bump_pyproject_deps.py --version "${{ steps.semrel.outputs.version }}" --bump-libs
+
+      - name: Commit and open PR
+        uses: peter-evans/create-pull-request@v6
+        with:
+          branch: chore/release-${{ steps.semrel.outputs.version }}
+          title: "chore(release): prepare ${{ steps.semrel.outputs.version }}"
+          body: |
+            Prepare release ${{ steps.semrel.outputs.version }}
+            - bump internal libs versions only
+          commit-message: "chore(release): prepare ${{ steps.semrel.outputs.version }}"
+          add-paths: |
+            libs/**/pyproject.toml
+          labels: prepare-release
+          token: ${{ secrets.PR_AUTOMATION_TOKEN }}
diff --git a/.github/workflows/promote-clean-semver.yml b/.github/workflows/promote-clean-semver.yml
new file mode 100644
index 00000000..565ea9b5
--- /dev/null
+++ b/.github/workflows/promote-clean-semver.yml
@@ -0,0 +1,205 @@
+name: promote-clean-semver
+on:
+  workflow_dispatch:
+    inputs:
+      clean_version:
+        description: "Clean semver to promote (no .post)"
+        required: true
+        type: string
+      ref:
+        description: "Git ref to use (defaults to main)"
+        required: false
+        type: string
+      pre_version:
+        description: "Pre-release version (optional, for bookkeeping)"
+        required: false
+        type: string
+      dry_run:
+        description: "If true, skip publishing to PyPI (only TestPyPI)"
+        required: false
+        default: false
+        type: boolean
+
+permissions:
+  contents: write
+  pull-requests: write
+  packages: write
+
+jobs:
+  promote:
+    name: Publish clean semver, refresh locks, bump appVersion
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+          ref: ${{ inputs.ref || 'main' }}
+
+      - name: Load version metadata (workflow_run)
+        if: ${{ github.event_name == 'workflow_run' }}
+        uses: actions/download-artifact@v4
+        with:
+          name: pre-release-meta
+          github-token: ${{ secrets.GITHUB_TOKEN }}
+          run-id: ${{ github.event.workflow_run.id }}
+          path: meta
+
+      - name: Determine versions
+        id: versions
+        run: |
+          set -euo pipefail
+          CLEAN_VERSION_INPUT="${{ inputs.clean_version || '' }}"
+          if [ -f meta/version.env ]; then
+            source meta/version.env
+          fi
+          CLEAN_VERSION="${CLEAN_VERSION_INPUT:-${CLEAN_VERSION:-}}"
+          if [ -z "${CLEAN_VERSION:-}" ]; then
+            echo "CLEAN_VERSION is required (input or artifact)" >&2
+            exit 1
+          fi
+          # Allow optional leading "v" in input (e.g., v3.5.5)
+          CLEAN_VERSION="${CLEAN_VERSION#v}"
+          CLEAN_VERSION="${CLEAN_VERSION#V}"
+          CLEAN_VERSION_TAG="v${CLEAN_VERSION}"
+          if echo "$CLEAN_VERSION" | grep -q '\.post'; then
+            echo "CLEAN_VERSION must be clean semver (no .post): $CLEAN_VERSION" >&2
+            exit 1
+          fi
+          echo "clean_version=$CLEAN_VERSION" >> $GITHUB_OUTPUT
+          echo "clean_version_tag=$CLEAN_VERSION_TAG" >> $GITHUB_OUTPUT
+
+      - name: Setup Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: '3.13'
+
+      - name: Install Poetry and deps
+        run: |
+          pip install poetry==2.1.3
+          python -m pip install --upgrade pip
+          python -m pip install "tomlkit==0.13.3" "pyyaml==6.0.2" "packaging==25.0" "ruamel.yaml==0.18.6"
+
+      - name: Configure TestPyPI repository
+        run: |
+          poetry config repositories.testpypi https://test.pypi.org/legacy/
+
+      - name: Install jq
+        run: sudo apt-get update && sudo apt-get install -y jq
+
+      - name: Update internal libs and service pins to clean version
+        env:
+          VERSION: ${{ steps.versions.outputs.clean_version }}
+        run: |
+          python tools/bump_pyproject_deps.py --version "$VERSION" --bump-libs --bump-service-pins
+
+      - name: Publish clean semver to TestPyPI and PyPI (core-first)
+        env:
+          CLEAN_VERSION: ${{ steps.versions.outputs.clean_version }}
+          POETRY_HTTP_BASIC_TESTPYPI_USERNAME: __token__
+          POETRY_HTTP_BASIC_TESTPYPI_PASSWORD: ${{ secrets.TEST_PYPI_TOKEN }}
+          POETRY_PYPI_TOKEN_PYPI: ${{ secrets.PYPI_TOKEN }}
+          DRY_RUN: ${{ github.event_name == 'workflow_dispatch' && github.event.inputs.dry_run || 'false' }}
+        run: |
+          set -euo pipefail
+          if [ -z "${POETRY_HTTP_BASIC_TESTPYPI_PASSWORD:-}" ]; then
+            echo "Missing TEST_PYPI_TOKEN secret" >&2
+            exit 1
+          fi
+          if [ "${DRY_RUN:-false}" != "true" ] && [ -z "${POETRY_PYPI_TOKEN_PYPI:-}" ]; then
+            echo "Missing PYPI_TOKEN secret" >&2
+            exit 1
+          fi
+
+          source tools/publish_libs.sh
+
+          echo "Publishing clean version $CLEAN_VERSION (core-first) to TestPyPI..."
+          publish_lib "rag-core-lib" "-r testpypi" "$CLEAN_VERSION"
+          wait_for_index "rag-core-lib" "$CLEAN_VERSION" "https://test.pypi.org" "TestPyPI"
+          for lib in rag-core-api admin-api-lib extractor-api-lib; do
+            publish_lib "$lib" "-r testpypi" "$CLEAN_VERSION"
+          done
+
+          if [ "${DRY_RUN:-false}" = "true" ]; then
+            echo "Dry run enabled: skipping PyPI publish."
+          else
+            echo "Publishing clean version $CLEAN_VERSION (core-first) to PyPI..."
+            publish_lib "rag-core-lib" "" "$CLEAN_VERSION"
+            wait_for_index "rag-core-lib" "$CLEAN_VERSION" "https://pypi.org" "PyPI"
+            for lib in rag-core-api admin-api-lib extractor-api-lib; do
+              publish_lib "$lib" "" "$CLEAN_VERSION"
+            done
+          fi
+
+      - name: Clear poetry caches
+        run: |
+          poetry cache clear --all pypi -n || true
+          poetry cache clear --all testpypi -n || true
+
+      - name: Force rag-core-lib from TestPyPI for dry-run locking
+        if: ${{ github.event_name == 'workflow_dispatch' && github.event.inputs.dry_run == 'true' }}
+        run: |
+          python tools/set_rag_core_lib_testpypi_source.py
+
+      - name: Refresh lib lockfiles
+        env:
+          VERSION: ${{ steps.versions.outputs.clean_version }}
+        run: |
+          for lib in libs/rag-core-lib libs/rag-core-api libs/admin-api-lib libs/extractor-api-lib; do
+            if [ -f "$lib/pyproject.toml" ]; then
+              echo "Locking $lib"
+              (
+                cd "$lib"
+                poetry lock -v || (
+                  echo "Lock failed, clearing caches and retrying...";
+                  poetry cache clear --all pypi -n || true;
+                  poetry cache clear --all testpypi -n || true;
+                  sleep 10;
+                  poetry lock -v
+                )
+              )
+            fi
+          done
+
+      - name: Refresh service lockfiles
+        env:
+          VERSION: ${{ steps.versions.outputs.clean_version }}
+        run: |
+          for svc in services/rag-backend services/admin-backend services/document-extractor services/mcp-server; do
+            if [ -f "$svc/pyproject.toml" ]; then
+              echo "Locking $svc"
+              (
+                cd "$svc"
+                poetry lock -v || (
+                  echo "Lock failed, clearing caches and retrying...";
+                  poetry cache clear --all pypi -n || true;
+                  poetry cache clear --all testpypi -n || true;
+                  sleep 10;
+                  poetry lock -v
+                )
+              )
+            fi
+          done
+
+      - name: Bump Chart appVersion to clean version (leave chart version for manual chart publish)
+        env:
+          APP_VERSION: ${{ steps.versions.outputs.clean_version_tag }}
+        run: |
+          python tools/bump_chart_versions.py --app-version "$APP_VERSION" --mode app-only
+
+      - name: Open PR with updated locks, pins, and Chart appVersion
+        id: cpr
+        uses: peter-evans/create-pull-request@v6
+        with:
+          branch: chore/refresh-locks-${{ steps.versions.outputs.clean_version }}-${{ github.run_number }}
+          title: "chore(release): refresh service lockfiles for ${{ steps.versions.outputs.clean_version }}"
+          body: |
+            Refresh service poetry.lock files, dependency pins, and Chart appVersion for version ${{ steps.versions.outputs.clean_version }}.
+          commit-message: "chore(release): refresh service lockfiles, pins, and Chart appVersion"
+          add-paths: |
+            services/**/pyproject.toml
+            services/**/poetry.lock
+            infrastructure/**/Chart.yaml
+            libs/**/pyproject.toml
+            libs/**/poetry.lock
+          labels: refresh-locks
+          token: ${{ secrets.PR_AUTOMATION_TOKEN }}
diff --git a/.github/workflows/publish-chart-packages.yml b/.github/workflows/publish-chart-packages.yml
new file mode 100644
index 00000000..9ca793cf
--- /dev/null
+++ b/.github/workflows/publish-chart-packages.yml
@@ -0,0 +1,133 @@
+name: publish-chart-packages
+on:
+  push:
+    branches: [main]
+  workflow_dispatch:
+    inputs:
+      chart_version:
+        description: "Chart version to publish (default: read from Chart.yaml)"
+        required: false
+        type: string
+      ref:
+        description: "Git ref to package from (default: main)"
+        required: false
+        type: string
+
+permissions:
+  contents: write
+  pull-requests: read
+  packages: write
+  pages: write
+  id-token: write
+
+env:
+  OCI_REGISTRY: ghcr.io
+
+jobs:
+  gate:
+    runs-on: ubuntu-latest
+    outputs:
+      allow: ${{ steps.allow_manual.outputs.allow || steps.allow_push.outputs.allow }}
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v4
+      - name: Allow manual run
+        id: allow_manual
+        if: ${{ github.event_name == 'workflow_dispatch' }}
+        run: echo "allow=true" >> "$GITHUB_OUTPUT"
+
+      - name: Check chart-bump label on merged PR
+        id: allow_push
+        if: ${{ github.event_name == 'push' }}
+        env:
+          GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        run: |
+          python tools/allow_chart_bump.py
+
+  publish:
+    needs: gate
+    runs-on: ubuntu-latest
+    if: ${{ needs.gate.outputs.allow == 'true' }}
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+          ref: ${{ inputs.ref || 'main' }}
+
+      - name: Setup Helm
+        uses: azure/setup-helm@v4
+
+      - name: Login to GHCR for Helm OCI
+        run: echo ${{ secrets.PR_AUTOMATION_TOKEN }} | helm registry login ghcr.io -u ${{ github.actor }} --password-stdin
+
+      - name: Determine chart version
+        id: meta
+        run: |
+          set -euo pipefail
+          INPUT_VER="${{ inputs.chart_version }}"
+          FILE_VER=$(awk '/^version:/ {print $2}' infrastructure/rag/Chart.yaml | tr -d "\"'")
+          CHART_VERSION="${INPUT_VER:-$FILE_VER}"
+          if [ -z "$CHART_VERSION" ]; then
+            echo "Could not determine chart version" >&2
+            exit 1
+          fi
+          echo "chart_version=$CHART_VERSION" >> $GITHUB_OUTPUT
+
+      - name: Verify chart version matches input (if provided)
+        env:
+          INPUT_VER: ${{ inputs.chart_version }}
+          FILE_VER: ${{ steps.meta.outputs.chart_version }}
+        run: |
+          if [ -n "$INPUT_VER" ] && [ "$INPUT_VER" != "$FILE_VER" ]; then
+            echo "Chart.yaml version ($FILE_VER) does not match input $INPUT_VER" >&2
+            exit 1
+          fi
+
+      - name: Package chart
+        run: |
+          set -euo pipefail
+          CHART_DIR="infrastructure/rag"
+          mkdir -p dist
+          helm dependency update "$CHART_DIR" || true
+          helm package "$CHART_DIR" --destination dist
+          ls -la dist
+
+      - name: Push chart to GHCR (OCI)
+        env:
+          CHART_VERSION: ${{ steps.meta.outputs.chart_version }}
+        run: |
+          set -euo pipefail
+          PKG=$(ls dist/*.tgz)
+          helm show chart "$PKG" | grep -E "^version: "
+          helm push "$PKG" oci://$OCI_REGISTRY/${{ github.repository_owner }}/charts
+
+      - name: Build Helm repo index for Pages
+        env:
+          CHART_VERSION: ${{ steps.meta.outputs.chart_version }}
+        run: |
+          set -euo pipefail
+          PKG=$(ls dist/*.tgz)
+          REPO="${GITHUB_REPOSITORY#*/}"
+          BASE_URL="https://${GITHUB_REPOSITORY_OWNER}.github.io/${REPO}"
+          helm repo index dist --url "$BASE_URL"
+          echo "Index generated for $BASE_URL"
+
+      - name: Upload Pages artifact
+        uses: actions/upload-pages-artifact@v3
+        with:
+          path: dist
+
+  deploy-pages:
+    needs: publish
+    runs-on: ubuntu-latest
+    if: ${{ needs.publish.result == 'success' }}
+    permissions:
+      pages: write
+      id-token: write
+    environment:
+      name: github-pages
+      url: ${{ steps.deployment.outputs.page_url }}
+    steps:
+      - name: Deploy to GitHub Pages
+        id: deployment
+        uses: actions/deploy-pages@v4
diff --git a/.github/workflows/publish-pre-and-qa.yml b/.github/workflows/publish-pre-and-qa.yml
new file mode 100644
index 00000000..427fc05d
--- /dev/null
+++ b/.github/workflows/publish-pre-and-qa.yml
@@ -0,0 +1,275 @@
+name: publish-pre-and-qa
+on:
+  pull_request:
+    branches: [main]
+    types: [closed]
+  workflow_dispatch:
+    inputs:
+      clean_version:
+        description: "Clean semver to promote (no .post)"
+        required: true
+        type: string
+      ref:
+        description: "Git ref to use (defaults to main)"
+        required: false
+        type: string
+      pre_version:
+        description: "Pre-release version (optional, for bookkeeping)"
+        required: false
+        type: string
+      dry_run:
+        description: "If true, skip publishing to PyPI (only TestPyPI)"
+        required: false
+        default: false
+        type: boolean
+
+permissions:
+  contents: write
+  pull-requests: write
+  packages: write
+  issues: write
+
+jobs:
+  publish-pre:
+    name: Publish pre-release to TestPyPI (core-first)
+    if: ${{ github.event.pull_request.merged == true && contains(github.event.pull_request.labels.*.name, 'prepare-release') || github.event_name == 'workflow_dispatch' }}
+    runs-on: ubuntu-latest
+    outputs:
+      version: ${{ steps.ver.outputs.version }}
+      clean_version: ${{ steps.ver.outputs.clean_version }}
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+
+      - name: Derive version from PR title
+        id: ver
+        run: |
+          set -euo pipefail
+          if [ "${{ github.event_name }}" = "workflow_dispatch" ]; then
+            VERSION="${{ github.event.inputs.pre_version || '' }}"
+            if [ -n "$VERSION" ]; then
+              CLEAN_VERSION="${{ github.event.inputs.clean_version }}"
+              echo "version=$VERSION" >> $GITHUB_OUTPUT
+              echo "clean_version=$CLEAN_VERSION" >> $GITHUB_OUTPUT
+              exit 0
+            fi
+          fi
+          TITLE="${{ github.event.pull_request.title }}"
+          VERSION=$(echo "$TITLE" | sed -nE 's/.*prepare ([0-9]+\.[0-9]+\.[0-9]+(\.post[0-9]+)?).*/\1/p' || true)
+          if [ -z "$VERSION" ]; then
+            echo "Could not derive version from PR title: $TITLE" >&2
+            exit 1
+          fi
+          CLEAN_VERSION="${VERSION%%.post*}"
+          echo "version=$VERSION" >> $GITHUB_OUTPUT
+          echo "clean_version=$CLEAN_VERSION" >> $GITHUB_OUTPUT
+
+      - name: Setup Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: '3.13'
+
+      - name: Install Poetry
+        run: |
+          pip install poetry==2.1.3
+
+      - name: Configure TestPyPI repository
+        run: |
+          poetry config repositories.testpypi https://test.pypi.org/legacy/
+
+      - name: Install jq
+        run: sudo apt-get update && sudo apt-get install -y jq
+
+      - name: Publish rag-core-lib first (TestPyPI) and wait for index
+        env:
+          VERSION: ${{ steps.ver.outputs.version }}
+          POETRY_HTTP_BASIC_TESTPYPI_USERNAME: __token__
+          POETRY_HTTP_BASIC_TESTPYPI_PASSWORD: ${{ secrets.TEST_PYPI_TOKEN }}
+        run: |
+          set -euo pipefail
+          if [ -z "${POETRY_HTTP_BASIC_TESTPYPI_PASSWORD:-}" ]; then
+            echo "Missing TEST_PYPI_TOKEN secret" >&2
+            exit 1
+          fi
+          source tools/publish_libs.sh
+          publish_lib "rag-core-lib" "-r testpypi" "$VERSION"
+          wait_for_index "rag-core-lib" "$VERSION" "https://test.pypi.org" "TestPyPI"
+
+      - name: Publish remaining libs to TestPyPI
+        env:
+          VERSION: ${{ steps.ver.outputs.version }}
+          POETRY_HTTP_BASIC_TESTPYPI_USERNAME: __token__
+          POETRY_HTTP_BASIC_TESTPYPI_PASSWORD: ${{ secrets.TEST_PYPI_TOKEN }}
+        run: |
+          set -euo pipefail
+          source tools/publish_libs.sh
+          for lib in rag-core-api admin-api-lib extractor-api-lib; do
+            path="libs/$lib"
+            [ -d "$path" ] || { echo "Missing $path" >&2; exit 1; }
+            publish_lib "$lib" "-r testpypi" "$VERSION" "$path"
+          done
+
+      - name: Persist version metadata for downstream workflows
+        env:
+          VERSION: ${{ steps.ver.outputs.version }}
+          CLEAN_VERSION: ${{ steps.ver.outputs.clean_version }}
+        run: |
+          set -euo pipefail
+          mkdir -p meta
+          {
+            echo "PRE_VERSION=${VERSION}"
+            echo "CLEAN_VERSION=${CLEAN_VERSION}"
+          } > meta/version.env
+        # Upload artifact for workflow_run trigger consumption
+      - name: Upload version artifact
+        uses: actions/upload-artifact@v4
+        with:
+          name: pre-release-meta
+          path: meta/version.env
+          retention-days: 5
+
+  qa-verify:
+    name: Build QA images (${{ matrix.name }})
+    runs-on: ubuntu-latest
+    needs: publish-pre
+    if: ${{ needs.publish-pre.result == 'success' }}
+    strategy:
+      fail-fast: false
+      matrix:
+        include:
+          - name: rag-backend
+            dockerfile: services/rag-backend/Dockerfile
+            context: .
+          - name: admin-backend
+            dockerfile: services/admin-backend/Dockerfile
+            context: .
+          - name: document-extractor
+            dockerfile: services/document-extractor/Dockerfile
+            context: .
+          - name: mcp-server
+            dockerfile: services/mcp-server/Dockerfile
+            context: .
+          - name: frontend
+            dockerfile: services/frontend/apps/chat-app/Dockerfile
+            context: .
+          - name: admin-frontend
+            dockerfile: services/frontend/apps/admin-app/Dockerfile
+            context: .
+    env:
+      PRE_RELEASE_VERSION: ${{ needs.publish-pre.outputs.version }}
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+
+      - name: Validate QA secrets are present
+        run: |
+          missing=()
+          [ -z "${{ secrets.STACKIT_REGISTRY_USERNAME }}" ] && missing+=("STACKIT_REGISTRY_USERNAME")
+          [ -z "${{ secrets.STACKIT_REGISTRY_PASSWORD }}" ] && missing+=("STACKIT_REGISTRY_PASSWORD")
+          [ -z "${{ secrets.QA_IMAGE_REGISTRY }}" ] && echo "QA_IMAGE_REGISTRY not set, defaulting to registry.onstackit.cloud/qa-rag-template"
+          if [ ${#missing[@]} -gt 0 ]; then
+            echo "Missing required secrets: ${missing[*]}" >&2
+            exit 1
+          fi
+
+      - name: Set image registry and version
+        env:
+          QA_IMAGE_REGISTRY: ${{ secrets.QA_IMAGE_REGISTRY }}
+        run: |
+          IMAGE_REGISTRY="${QA_IMAGE_REGISTRY:-registry.onstackit.cloud/qa-rag-template}"
+          echo "IMAGE_REGISTRY=${IMAGE_REGISTRY}" >> "$GITHUB_ENV"
+          echo "IMAGE_TAG=${PRE_RELEASE_VERSION}" >> "$GITHUB_ENV"
+
+      - name: Set up Docker Buildx
+        uses: docker/setup-buildx-action@v3
+
+      - name: Login to STACKIT registry
+        env:
+          STACKIT_REGISTRY_USERNAME: ${{ secrets.STACKIT_REGISTRY_USERNAME }}
+          STACKIT_REGISTRY_PASSWORD: ${{ secrets.STACKIT_REGISTRY_PASSWORD }}
+        run: |
+          echo "$STACKIT_REGISTRY_PASSWORD" | docker login registry.onstackit.cloud -u "$STACKIT_REGISTRY_USERNAME" --password-stdin
+
+      - name: Build and push QA image
+        env:
+          IMAGE_REGISTRY: ${{ env.IMAGE_REGISTRY }}
+          IMAGE_TAG: ${{ env.IMAGE_TAG }}
+        run: |
+          set -euo pipefail
+          ref="$IMAGE_REGISTRY/${{ matrix.name }}:$IMAGE_TAG"
+          echo "Building and pushing $ref (Dockerfile=${{ matrix.dockerfile }} context=${{ matrix.context }})"
+          docker buildx build --platform linux/amd64 -t "$ref" -f "${{ matrix.dockerfile }}" "${{ matrix.context }}" --push
+
+  update-qa-deploy:
+    name: Update QA deployment repo
+    runs-on: ubuntu-latest
+    needs: [publish-pre, qa-verify]
+    if: ${{ needs.publish-pre.result == 'success' && needs.qa-verify.result == 'success' }}
+    env:
+      PRE_RELEASE_VERSION: ${{ needs.publish-pre.outputs.version }}
+    steps:
+      - name: Validate QA secrets are present
+        run: |
+          missing=()
+          [ -z "${{ secrets.DEPLOY_REPO_URL }}" ] && missing+=("DEPLOY_REPO_URL")
+          [ -z "${{ secrets.DEPLOY_REPO_TOKEN }}" ] && missing+=("DEPLOY_REPO_TOKEN")
+          if [ ${#missing[@]} -gt 0 ]; then
+            echo "Missing required secrets: ${missing[*]}" >&2
+            exit 1
+          fi
+
+      - name: Set image registry and version
+        env:
+          QA_IMAGE_REGISTRY: ${{ secrets.QA_IMAGE_REGISTRY }}
+        run: |
+          IMAGE_REGISTRY="${QA_IMAGE_REGISTRY:-registry.onstackit.cloud/qa-rag-template}"
+          echo "IMAGE_REGISTRY=${IMAGE_REGISTRY}" >> "$GITHUB_ENV"
+          echo "IMAGE_TAG=${PRE_RELEASE_VERSION}" >> "$GITHUB_ENV"
+
+      - name: Checkout deployment repo
+        env:
+          DEPLOY_REPO_URL: ${{ secrets.DEPLOY_REPO_URL }}
+          DEPLOY_REPO_BRANCH: ${{ secrets.DEPLOY_REPO_BRANCH || 'main' }}
+          DEPLOY_REPO_TOKEN: ${{ secrets.DEPLOY_REPO_TOKEN }}
+        run: |
+          set -euo pipefail
+          mkdir -p /tmp/deploy-repo
+          AUTH_URL="${DEPLOY_REPO_URL/https:\/\//https://${DEPLOY_REPO_TOKEN}@}"
+          git clone --depth 1 --branch "${DEPLOY_REPO_BRANCH:-main}" "$AUTH_URL" /tmp/deploy-repo
+
+      - name: Update values file in deployment repo
+        env:
+          IMAGE_REGISTRY: ${{ env.IMAGE_REGISTRY }}
+          IMAGE_TAG: ${{ env.IMAGE_TAG }}
+          DEPLOY_VALUES_FILE: ${{ secrets.DEPLOY_VALUES_FILE || 'values-qa.yaml' }}
+        run: |
+          set -euo pipefail
+          cd /tmp/deploy-repo
+          python -m pip install --quiet pyyaml
+          python "$GITHUB_WORKSPACE/tools/update_deploy_values.py" \
+            --values-file "$DEPLOY_VALUES_FILE" \
+            --image-registry "$IMAGE_REGISTRY" \
+            --image-tag "$IMAGE_TAG"
+
+      - name: Commit and push deployment repo changes
+        env:
+          DEPLOY_REPO_BRANCH: ${{ secrets.DEPLOY_REPO_BRANCH || 'main' }}
+          DEPLOY_REPO_TOKEN: ${{ secrets.DEPLOY_REPO_TOKEN }}
+          DEPLOY_REPO_URL: ${{ secrets.DEPLOY_REPO_URL }}
+          DEPLOY_GIT_USER_NAME: ${{ secrets.DEPLOY_GIT_USER_NAME || 'github-actions' }}
+          DEPLOY_GIT_USER_EMAIL: ${{ secrets.DEPLOY_GIT_USER_EMAIL || 'github-actions@users.noreply.github.com' }}
+        run: |
+          set -euo pipefail
+          cd /tmp/deploy-repo
+          git config user.name "${DEPLOY_GIT_USER_NAME}"
+          git config user.email "${DEPLOY_GIT_USER_EMAIL}"
+          git add .
+          if git diff --cached --quiet; then
+            echo "No changes to commit"
+            exit 0
+          fi
+          git commit -m "chore: update QA images to ${IMAGE_TAG}"
+          AUTH_URL="${DEPLOY_REPO_URL/https:\/\//https://${DEPLOY_REPO_TOKEN}@}"
+          git push "$AUTH_URL" "HEAD:${DEPLOY_REPO_BRANCH:-main}"
diff --git a/.github/workflows/semantic-release.yml b/.github/workflows/semantic-release.yml
deleted file mode 100644
index 4a8c44e3..00000000
--- a/.github/workflows/semantic-release.yml
+++ /dev/null
@@ -1,150 +0,0 @@
-name: semantic-release
-on:
-  workflow_dispatch:
-  push:
-  # Only trigger on merged PRs, not on every PR push
-  pull_request:
-    types: [closed]
-    branches:
-      - main
-
-permissions:
-  contents: write
-  packages: write
-
-jobs:
-  semantic-release:
-    name: semantic-release
-    runs-on: ubuntu-latest
-    # Only run on push to main, manual dispatch, or when PR is merged
-    if: github.event_name == 'workflow_dispatch' || (github.event_name == 'pull_request' && github.event.pull_request.merged == true)
-    outputs:
-      new-release-published: ${{ steps.semantic-release.outputs.new-release-published }}
-      new-release-version: ${{ steps.semantic-release.outputs.new-release-version }}
-    steps:
-      - name: checkout
-        uses: actions/checkout@v4
-        with:
-          fetch-depth: 0
-          submodules: false
-
-      - name: setup-node
-        uses: actions/setup-node@v4
-        with:
-          node-version: "22.20.0"
-
-      - name: create-archives
-        run: |
-          TEMP_DIR=$(mktemp -d)
-          tar --warning=no-file-changed \
-              --exclude=".git" \
-              --exclude="/.git" \
-              --exclude="node_modules" \
-              -czf "$TEMP_DIR/action-main-release-trials.tar.gz" .
-          zip -r "$TEMP_DIR/action-main-release-trials.zip" . \
-              -x ".git" "node_modules"
-          mv "$TEMP_DIR"/*.{tar.gz,zip} .
-          rm -rf "$TEMP_DIR"
-
-      - name: install-dependencies
-        run: npm ci
-
-      - name: verify-dependencies-integrity
-        run: npm audit signatures
-
-      - name: create-semantic-release
-        id: semantic-release
-        env:
-          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-        run: |
-          # Run semantic-release and capture the output
-          npx semantic-release > semantic-release-output.txt 2>&1 || true
-
-          # Check if a new release was published by looking for the success message
-          if grep -q "Published release" semantic-release-output.txt; then
-            echo "new-release-published=true" >> $GITHUB_OUTPUT
-
-            # Extract the version from the output
-            VERSION=$(grep "Published release" semantic-release-output.txt | sed -n 's/.*Published release \([0-9]\+\.[0-9]\+\.[0-9]\+\).*/\1/p')
-
-            if [[ -n "$VERSION" ]]; then
-              echo "new-release-version=$VERSION" >> $GITHUB_OUTPUT
-              echo "✅ New release published: $VERSION"
-            else
-              echo "❌ Could not extract version from semantic-release output"
-              exit 1
-            fi
-          else
-            echo "new-release-published=false" >> $GITHUB_OUTPUT
-            echo "ℹ️  No new release published"
-          fi
-
-  build-and-push-images:
-    name: build-and-push-images
-    runs-on: ubuntu-latest
-    needs: semantic-release
-    if: needs.semantic-release.outputs.new-release-published == 'true'
-    strategy:
-      matrix:
-        service:
-          - name: rag-backend
-            dockerfile: services/rag-backend/Dockerfile
-            image: rag-backend
-          - name: admin-backend
-            dockerfile: services/admin-backend/Dockerfile
-            image: admin-backend
-          - name: document-extractor
-            dockerfile: services/document-extractor/Dockerfile
-            image: document-extractor
-          - name: mcp-server
-            dockerfile: services/mcp-server/Dockerfile
-            image: mcp-server
-          - name: frontend
-            dockerfile: services/frontend/apps/chat-app/Dockerfile
-            image: frontend
-          - name: admin-frontend
-            dockerfile: services/frontend/apps/admin-app/Dockerfile
-            image: admin-frontend
-    steps:
-      - name: debug-job-inputs
-        run: |
-          echo "🔍 Debug: needs.semantic-release.outputs.new-release-published = ${{ needs.semantic-release.outputs.new-release-published }}"
-          echo "🔍 Debug: needs.semantic-release.outputs.new-release-version = ${{ needs.semantic-release.outputs.new-release-version }}"
-
-      - name: checkout
-        uses: actions/checkout@v4
-        with:
-          fetch-depth: 0
-          submodules: false
-
-      - name: login-to-github-container-registry
-        uses: docker/login-action@v3
-        with:
-          registry: ghcr.io
-          username: ${{ github.actor }}
-          password: ${{ secrets.GITHUB_TOKEN }}
-
-      - name: build-and-push-${{ matrix.service.name }}
-        run: |
-          docker build \
-            --tag ghcr.io/${{ github.repository_owner }}/rag-template/${{ matrix.service.image }}:v${{ needs.semantic-release.outputs.new-release-version }} \
-            --tag ghcr.io/${{ github.repository_owner }}/rag-template/${{ matrix.service.image }}:latest \
-            --file ${{ matrix.service.dockerfile }} \
-            .
-
-          docker push ghcr.io/${{ github.repository_owner }}/rag-template/${{ matrix.service.image }}:v${{ needs.semantic-release.outputs.new-release-version }}
-          docker push ghcr.io/${{ github.repository_owner }}/rag-template/${{ matrix.service.image }}:latest
-
-      - name: deployment-summary
-        if: strategy.job-index == 0  # Only run on first job in matrix
-        run: |
-          echo "## 🚀 Deployment Summary" >> $GITHUB_STEP_SUMMARY
-          echo "**New version:** v${{ needs.semantic-release.outputs.new-release-version }}" >> $GITHUB_STEP_SUMMARY
-          echo "**Services built and deployed:**" >> $GITHUB_STEP_SUMMARY
-          echo "- rag-backend" >> $GITHUB_STEP_SUMMARY
-          echo "- admin-backend" >> $GITHUB_STEP_SUMMARY
-          echo "- document-extractor" >> $GITHUB_STEP_SUMMARY
-          echo "- mcp-server" >> $GITHUB_STEP_SUMMARY
-          echo "- frontend" >> $GITHUB_STEP_SUMMARY
-          echo "- admin-frontend" >> $GITHUB_STEP_SUMMARY
-          echo "**Registry:** ghcr.io/${{ github.repository_owner }}/rag-template" >> $GITHUB_STEP_SUMMARY
diff --git a/libs/admin-api-lib/pyproject.toml b/libs/admin-api-lib/pyproject.toml
index 0b65d3bf..687dbbe7 100644
--- a/libs/admin-api-lib/pyproject.toml
+++ b/libs/admin-api-lib/pyproject.toml
@@ -18,6 +18,11 @@ license = "Apache-2.0"
 repository = "https://github.com/stackitcloud/rag-template"
 homepage = "https://pypi.org/project/admin-api-lib"
 
+[[tool.poetry.source]]
+name = "testpypi"
+url = "https://test.pypi.org/simple/"
+priority = "explicit"
+
 [tool.flake8]
 exclude= [".eggs", "./libs/*", "./src/admin_api_lib/models/*", "./src/admin_api_lib/rag_backend_client/*", "./src/admin_api_lib/extractor_api_client/*", ".git", ".hg", ".mypy_cache", ".tox", ".venv", ".devcontainer", "venv", "_build", "buck-out", "build", "dist", "**/__init__.py"]
 statistics = true
diff --git a/libs/extractor-api-lib/poetry.lock b/libs/extractor-api-lib/poetry.lock
index adf511a6..03846fbb 100644
--- a/libs/extractor-api-lib/poetry.lock
+++ b/libs/extractor-api-lib/poetry.lock
@@ -7613,4 +7613,4 @@ cffi = ["cffi (>=1.17,<2.0) ; platform_python_implementation != \"PyPy\" and pyt
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.13,<3.14"
-content-hash = "a66536faae6ddea393d9e81b5f215416eb3dd5c75620fc61583cada25ab3f01f"
+content-hash = "9e5bb9f495aebab13474d234e684e4734d15a90b870070cdae75ec5670fcec89"
diff --git a/libs/extractor-api-lib/pyproject.toml b/libs/extractor-api-lib/pyproject.toml
index 2fbda1a5..4d02fcac 100644
--- a/libs/extractor-api-lib/pyproject.toml
+++ b/libs/extractor-api-lib/pyproject.toml
@@ -23,6 +23,12 @@ name = "pytorch_cpu"
 url = "https://download.pytorch.org/whl/cpu"
 priority = "explicit"
 
+
+[[tool.poetry.source]]
+name = "testpypi"
+url = "https://test.pypi.org/simple/"
+priority = "explicit"
+
 [tool.flake8]
 exclude = [".eggs", "./src/extractor_api_lib/models/*", ".git", ".hg", ".mypy_cache", ".tox", ".venv", ".devcontainer", "venv", "_build", "buck-out", "build", "dist", "**/__init__.py", "tests/test_data/generate_test_pdfs.py"]
 statistics = true
@@ -115,8 +121,8 @@ pypandoc-binary = "^1.15"
 starlette = ">=0.49.1"
 markitdown = {version = "^0.1.3", extras = ["all"]}
 docling = "2.61.2"
-torch =      { version = "^2.9.0+cpu",  source = "pytorch_cpu" }
-torchvision = { version = "^0.24.1+cpu", source = "pytorch_cpu" }
+torch =      { version = "^2.9.0",  source = "pytorch_cpu" }
+torchvision = { version = "^0.24.1", source = "pytorch_cpu" }
 transformers = ">=4.53.3,<5.0.0"
 pypandoc = ">=1.6.2"
 pypandoc_binary = ">=1.6.2"
@@ -160,3 +166,4 @@ log_cli = true
 log_cli_level = "DEBUG"
 pythonpath = "src"
 testpaths = "src/tests"
+
diff --git a/libs/rag-core-api/pyproject.toml b/libs/rag-core-api/pyproject.toml
index 2bb84d62..99d3154b 100644
--- a/libs/rag-core-api/pyproject.toml
+++ b/libs/rag-core-api/pyproject.toml
@@ -77,6 +77,10 @@ black = "^25.1.0"
 flake8-logging-format = "^2024.24.12"
 flake8-docstrings = "^1.7.0"
 
+[[tool.poetry.source]]
+name = "testpypi"
+url = "https://test.pypi.org/simple/"
+priority = "explicit"
 
 [tool.flake8]
 exclude= [".eggs", "src/rag_core_api/models", ".git", ".hg", ".mypy_cache", ".tox", ".venv", ".devcontainer", "venv", "_build", "buck-out", "build", "dist", "**/__init__.py"]
diff --git a/package-lock.json b/package-lock.json
index dec6b938..f62eadbb 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -112,6 +112,7 @@
             "integrity": "sha512-oNXsh2ywth5aowwIa7RKtawnkdH6LgU1ztfP9AIUCQCvzysB+WeU8o2kyyosDPwBZutPpjZDKPQGIzzrfTWweQ==",
             "dev": true,
             "license": "MIT",
+            "peer": true,
             "dependencies": {
                 "@octokit/auth-token": "^6.0.0",
                 "@octokit/graphql": "^9.0.1",
@@ -2468,6 +2469,7 @@
             "integrity": "sha512-8dD6FusOQSrpv9Z1rdNMdlSgQOIP880DHqnohobOmYLElGEqAL/JvxvuxZO16r4HtjTlfPRDC1hbvxC9dPN2nA==",
             "dev": true,
             "license": "MIT",
+            "peer": true,
             "bin": {
                 "marked": "bin/marked.js"
             },
@@ -2983,6 +2985,34 @@
                 "node": "^20.17.0 || >=22.9.0"
             }
         },
+        "node_modules/npm/node_modules/@npmcli/arborist/node_modules/abbrev": {
+            "version": "3.0.1",
+            "resolved": "https://registry.npmjs.org/abbrev/-/abbrev-3.0.1.tgz",
+            "integrity": "sha512-AO2ac6pjRB3SJmGJo+v5/aK6Omggp6fsLrs6wN9bd35ulu4cCwaAU9+7ZhXjeqHVkaHThLuzH0nZr0YpCDhygg==",
+            "dev": true,
+            "inBundle": true,
+            "license": "ISC",
+            "engines": {
+                "node": "^18.17.0 || >=20.5.0"
+            }
+        },
+        "node_modules/npm/node_modules/@npmcli/arborist/node_modules/nopt": {
+            "version": "8.1.0",
+            "resolved": "https://registry.npmjs.org/nopt/-/nopt-8.1.0.tgz",
+            "integrity": "sha512-ieGu42u/Qsa4TFktmaKEwM6MQH0pOWnaB3htzh0JRtx84+Mebc0cbZYN5bC+6WTZ4+77xrL9Pn5m7CV6VIkV7A==",
+            "dev": true,
+            "inBundle": true,
+            "license": "ISC",
+            "dependencies": {
+                "abbrev": "^3.0.0"
+            },
+            "bin": {
+                "nopt": "bin/nopt.js"
+            },
+            "engines": {
+                "node": "^18.17.0 || >=20.5.0"
+            }
+        },
         "node_modules/npm/node_modules/@npmcli/config": {
             "version": "10.4.3",
             "dev": true,
@@ -3002,6 +3032,34 @@
                 "node": "^20.17.0 || >=22.9.0"
             }
         },
+        "node_modules/npm/node_modules/@npmcli/config/node_modules/abbrev": {
+            "version": "3.0.1",
+            "resolved": "https://registry.npmjs.org/abbrev/-/abbrev-3.0.1.tgz",
+            "integrity": "sha512-AO2ac6pjRB3SJmGJo+v5/aK6Omggp6fsLrs6wN9bd35ulu4cCwaAU9+7ZhXjeqHVkaHThLuzH0nZr0YpCDhygg==",
+            "dev": true,
+            "inBundle": true,
+            "license": "ISC",
+            "engines": {
+                "node": "^18.17.0 || >=20.5.0"
+            }
+        },
+        "node_modules/npm/node_modules/@npmcli/config/node_modules/nopt": {
+            "version": "8.1.0",
+            "resolved": "https://registry.npmjs.org/nopt/-/nopt-8.1.0.tgz",
+            "integrity": "sha512-ieGu42u/Qsa4TFktmaKEwM6MQH0pOWnaB3htzh0JRtx84+Mebc0cbZYN5bC+6WTZ4+77xrL9Pn5m7CV6VIkV7A==",
+            "dev": true,
+            "inBundle": true,
+            "license": "ISC",
+            "dependencies": {
+                "abbrev": "^3.0.0"
+            },
+            "bin": {
+                "nopt": "bin/nopt.js"
+            },
+            "engines": {
+                "node": "^18.17.0 || >=20.5.0"
+            }
+        },
         "node_modules/npm/node_modules/@npmcli/fs": {
             "version": "4.0.0",
             "dev": true,
@@ -3920,6 +3978,49 @@
                 "node": "^20.17.0 || >=22.9.0"
             }
         },
+        "node_modules/npm/node_modules/libnpmdiff/node_modules/@npmcli/installed-package-contents": {
+            "version": "3.0.0",
+            "resolved": "https://registry.npmjs.org/@npmcli/installed-package-contents/-/installed-package-contents-3.0.0.tgz",
+            "integrity": "sha512-fkxoPuFGvxyrH+OQzyTkX2LUEamrF4jZSmxjAtPPHHGO0dqsQ8tTKjnIS8SAnPHdk2I03BDtSMR5K/4loKg79Q==",
+            "dev": true,
+            "inBundle": true,
+            "license": "ISC",
+            "dependencies": {
+                "npm-bundled": "^4.0.0",
+                "npm-normalize-package-bin": "^4.0.0"
+            },
+            "bin": {
+                "installed-package-contents": "bin/index.js"
+            },
+            "engines": {
+                "node": "^18.17.0 || >=20.5.0"
+            }
+        },
+        "node_modules/npm/node_modules/libnpmdiff/node_modules/npm-bundled": {
+            "version": "4.0.0",
+            "resolved": "https://registry.npmjs.org/npm-bundled/-/npm-bundled-4.0.0.tgz",
+            "integrity": "sha512-IxaQZDMsqfQ2Lz37VvyyEtKLe8FsRZuysmedy/N06TU1RyVppYKXrO4xIhR0F+7ubIBox6Q7nir6fQI3ej39iA==",
+            "dev": true,
+            "inBundle": true,
+            "license": "ISC",
+            "dependencies": {
+                "npm-normalize-package-bin": "^4.0.0"
+            },
+            "engines": {
+                "node": "^18.17.0 || >=20.5.0"
+            }
+        },
+        "node_modules/npm/node_modules/libnpmdiff/node_modules/npm-normalize-package-bin": {
+            "version": "4.0.0",
+            "resolved": "https://registry.npmjs.org/npm-normalize-package-bin/-/npm-normalize-package-bin-4.0.0.tgz",
+            "integrity": "sha512-TZKxPvItzai9kN9H/TkmCtx/ZN/hvr3vUycjlfmH0ootY9yFBzNOpiXAdIn1Iteqsvk4lQn6B5PTrt+n6h8k/w==",
+            "dev": true,
+            "inBundle": true,
+            "license": "ISC",
+            "engines": {
+                "node": "^18.17.0 || >=20.5.0"
+            }
+        },
         "node_modules/npm/node_modules/libnpmexec": {
             "version": "10.1.9",
             "dev": true,
@@ -4902,6 +5003,7 @@
             "dev": true,
             "inBundle": true,
             "license": "MIT",
+            "peer": true,
             "engines": {
                 "node": ">=12"
             },
@@ -5578,6 +5680,7 @@
             "integrity": "sha512-6qGjWccl5yoyugHt3jTgztJ9Y0JVzyH8/Voc/D8PlLat9pwxQYXz7W1Dpnq5h0/G5GCYGUaDSlYcyk3AMh5A6g==",
             "dev": true,
             "license": "MIT",
+            "peer": true,
             "dependencies": {
                 "@semantic-release/commit-analyzer": "^13.0.1",
                 "@semantic-release/error": "^4.0.0",
@@ -6433,6 +6536,7 @@
             "integrity": "sha512-5gTmgEY/sqK6gFXLIsQNH19lWb4ebPDLA4SdLP7dsWkIXHWlG66oPuVvXSGFPppYZz8ZDZq0dYYrbHfBCVUb1Q==",
             "dev": true,
             "license": "MIT",
+            "peer": true,
             "engines": {
                 "node": ">=12"
             },
diff --git a/services/document-extractor/poetry.lock b/services/document-extractor/poetry.lock
index 2d0bf2d5..15d0de1e 100644
--- a/services/document-extractor/poetry.lock
+++ b/services/document-extractor/poetry.lock
@@ -1585,8 +1585,8 @@ requests-oauthlib = "^2.0.0"
 starlette = ">=0.49.1"
 tabulate = "^0.9.0"
 tesserocr = "^2.9.1"
-torch = "^2.9.0+cpu"
-torchvision = "^0.24.1+cpu"
+torch = "^2.9.0"
+torchvision = "^0.24.1"
 transformers = ">=4.53.3,<5.0.0"
 unstructured = {version = "0.18.15", extras = ["docx", "pptx"]}
 uvicorn = "^0.37.0"
diff --git a/services/document-extractor/pyproject.toml b/services/document-extractor/pyproject.toml
index 3c8b0216..2fda8a24 100644
--- a/services/document-extractor/pyproject.toml
+++ b/services/document-extractor/pyproject.toml
@@ -111,6 +111,11 @@ name = "testpypi"
 url = "https://test.pypi.org/simple/"
 priority = "supplemental"
 
+[[tool.poetry.source]]
+name = "pytorch_cpu"
+url = "https://download.pytorch.org/whl/cpu"
+priority = "explicit"
+
 [tool.poetry.group.prod.dependencies]
 # Try PyPI first, then TestPyPI automatically due to supplemental priority
 extractor-api-lib = "==3.4.0"
@@ -118,8 +123,3 @@ extractor-api-lib = "==3.4.0"
 [tool.poetry.group.prod-local.dependencies]
 # Use local path for Tilt/development with production Dockerfile
 extractor-api-lib = {path = "../../libs/extractor-api-lib"}
-
-[[tool.poetry.source]]
-name = "pytorch_cpu"
-url = "https://download.pytorch.org/whl/cpu"
-priority = "explicit"
diff --git a/services/frontend/package-lock.json b/services/frontend/package-lock.json
index b261599c..2dad65d5 100644
--- a/services/frontend/package-lock.json
+++ b/services/frontend/package-lock.json
@@ -19,7 +19,6 @@
             "devDependencies": {
                 "@eslint/js": "^9.36.0",
                 "@intlify/unplugin-vue-i18n": "^11.0.0",
-                "@nrwl/eslint-plugin-nx": "^19.8.14",
                 "@nx/cypress": "^21.6.4",
                 "@nx/eslint": "^21.6.4",
                 "@nx/eslint-plugin": "^21.6.4",
@@ -29,10 +28,10 @@
                 "@nx/web": "^21.6.4",
                 "@nx/workspace": "^21.6.4",
                 "@rushstack/eslint-patch": "^1.2.0",
+                "@sit-onyx/icons": "^1.3.0",
                 "@tailwindcss/postcss": "^4.1.14",
                 "@tailwindcss/typography": "^0.5.19",
                 "@tailwindcss/vite": "^4.1.14",
-                "@sit-onyx/icons": "^1.3.0",
                 "@tsconfig/node21": "^21.0.1",
                 "@types/jsdom": "^27.0.0",
                 "@types/node": "^22.0.0",
@@ -3192,92 +3191,83 @@
                 "node": ">= 8"
             }
         },
-        "node_modules/@nrwl/devkit": {
-            "version": "19.8.14",
-            "resolved": "https://registry.npmjs.org/@nrwl/devkit/-/devkit-19.8.14.tgz",
-            "integrity": "sha512-Oud7BPhFNqE3/YStULn/gHyuGSw2QyxUaHXJApr+DybmYtUms7hQ+cWnY1IY+hRpdtU9ldlg8UYx+VslpS9YNQ==",
+        "node_modules/@nx/cypress": {
+            "version": "21.6.8",
+            "resolved": "https://registry.npmjs.org/@nx/cypress/-/cypress-21.6.8.tgz",
+            "integrity": "sha512-r/HmyxNA4wFM6iIc+aXeMDmNEO3qRkea4/cCOjNXSaEksBReHPRlQTz/M5n58xpqxAhOSVHDBH162pznCGP1cg==",
             "dev": true,
             "license": "MIT",
             "dependencies": {
-                "@nx/devkit": "19.8.14"
+                "@nx/devkit": "21.6.8",
+                "@nx/eslint": "21.6.8",
+                "@nx/js": "21.6.8",
+                "@phenomnomnominal/tsquery": "~5.0.1",
+                "detect-port": "^1.5.1",
+                "semver": "^7.6.3",
+                "tree-kill": "1.2.2",
+                "tslib": "^2.3.0"
+            },
+            "peerDependencies": {
+                "cypress": ">= 3 < 15"
+            },
+            "peerDependenciesMeta": {
+                "cypress": {
+                    "optional": true
+                }
             }
         },
-        "node_modules/@nrwl/devkit/node_modules/@nx/devkit": {
-            "version": "19.8.14",
-            "resolved": "https://registry.npmjs.org/@nx/devkit/-/devkit-19.8.14.tgz",
-            "integrity": "sha512-A8dCGttbuqgg9P56VTb0ElD2vM5nc5g0aLnX5PSXo4SkFXwd8DV5GgwJKWB1GO9hYyEtbj4gKek0KxnCtdav4g==",
+        "node_modules/@nx/devkit": {
+            "version": "21.6.8",
+            "resolved": "https://registry.npmjs.org/@nx/devkit/-/devkit-21.6.8.tgz",
+            "integrity": "sha512-N0cj0NqdxY2pcI0IJV+fAu362B6tppdv2ohSBNGacNeSqxfAlJxO5TFZePDmxX5nt0t9hAqT+iasfu4BSYGfZw==",
             "dev": true,
             "license": "MIT",
             "dependencies": {
-                "@nrwl/devkit": "19.8.14",
                 "ejs": "^3.1.7",
                 "enquirer": "~2.3.6",
                 "ignore": "^5.0.4",
                 "minimatch": "9.0.3",
                 "semver": "^7.5.3",
-                "tmp": "~0.2.1",
                 "tslib": "^2.3.0",
                 "yargs-parser": "21.1.1"
             },
             "peerDependencies": {
-                "nx": ">= 19 <= 21"
-            }
-        },
-        "node_modules/@nrwl/eslint-plugin-nx": {
-            "version": "19.8.14",
-            "resolved": "https://registry.npmjs.org/@nrwl/eslint-plugin-nx/-/eslint-plugin-nx-19.8.14.tgz",
-            "integrity": "sha512-nnwWYW+XS3r8aCzVahpIVSu63J8UD5WAzO7yUZpk8etRlmRrVXl+JXxNLkOF0KNTuGuqFZUrN9ZO/NkigPPtUA==",
-            "dev": true,
-            "license": "MIT",
-            "dependencies": {
-                "@nx/eslint-plugin": "19.8.14"
-            }
-        },
-        "node_modules/@nrwl/eslint-plugin-nx/node_modules/@jest/schemas": {
-            "version": "29.6.3",
-            "resolved": "https://registry.npmjs.org/@jest/schemas/-/schemas-29.6.3.tgz",
-            "integrity": "sha512-mo5j5X+jIZmJQveBKeS/clAueipV7KgiX1vMgCxam1RNYiqE1w62n0/tJJnHtjW8ZHcQco5gY85jA3mi0L+nSA==",
-            "dev": true,
-            "license": "MIT",
-            "dependencies": {
-                "@sinclair/typebox": "^0.27.8"
-            },
-            "engines": {
-                "node": "^14.15.0 || ^16.10.0 || >=18.0.0"
+                "nx": ">= 20 <= 22"
             }
         },
-        "node_modules/@nrwl/eslint-plugin-nx/node_modules/@nx/devkit": {
-            "version": "19.8.14",
-            "resolved": "https://registry.npmjs.org/@nx/devkit/-/devkit-19.8.14.tgz",
-            "integrity": "sha512-A8dCGttbuqgg9P56VTb0ElD2vM5nc5g0aLnX5PSXo4SkFXwd8DV5GgwJKWB1GO9hYyEtbj4gKek0KxnCtdav4g==",
+        "node_modules/@nx/eslint": {
+            "version": "21.6.8",
+            "resolved": "https://registry.npmjs.org/@nx/eslint/-/eslint-21.6.8.tgz",
+            "integrity": "sha512-dloTsg1n1zlAyP2Ohwiw9vhoUrF5XYo5pdmxAmnpE/P+e4ihWQfGtlu3JvEQNBp9Wwk4E7XkJVmVhJOm47PIww==",
             "dev": true,
             "license": "MIT",
             "dependencies": {
-                "@nrwl/devkit": "19.8.14",
-                "ejs": "^3.1.7",
-                "enquirer": "~2.3.6",
-                "ignore": "^5.0.4",
-                "minimatch": "9.0.3",
+                "@nx/devkit": "21.6.8",
+                "@nx/js": "21.6.8",
                 "semver": "^7.5.3",
-                "tmp": "~0.2.1",
                 "tslib": "^2.3.0",
-                "yargs-parser": "21.1.1"
+                "typescript": "~5.9.2"
             },
             "peerDependencies": {
-                "nx": ">= 19 <= 21"
+                "@zkochan/js-yaml": "0.0.7",
+                "eslint": "^8.0.0 || ^9.0.0"
+            },
+            "peerDependenciesMeta": {
+                "@zkochan/js-yaml": {
+                    "optional": true
+                }
             }
         },
-        "node_modules/@nrwl/eslint-plugin-nx/node_modules/@nx/eslint-plugin": {
-            "version": "19.8.14",
-            "resolved": "https://registry.npmjs.org/@nx/eslint-plugin/-/eslint-plugin-19.8.14.tgz",
-            "integrity": "sha512-0wYTqP3J3mJPGilf9xCiFD8Rw7f/knCDwXmoXv1tZb/N/3oExreqVPz0wnRcQh+clDAEVlY3onvqqkSBw5K/Fg==",
+        "node_modules/@nx/eslint-plugin": {
+            "version": "21.6.8",
+            "resolved": "https://registry.npmjs.org/@nx/eslint-plugin/-/eslint-plugin-21.6.8.tgz",
+            "integrity": "sha512-uDJxGrNF9WmP35pSR6EjMA720GIb2XpbygA6u26lhS9/VJt6pC+/bvLwXLf0bG3sWHjmpUNsIWlK4WMQe9q8wg==",
             "dev": true,
             "license": "MIT",
             "dependencies": {
-                "@eslint/compat": "^1.1.1",
-                "@nrwl/eslint-plugin-nx": "19.8.14",
-                "@nx/devkit": "19.8.14",
-                "@nx/js": "19.8.14",
+                "@nx/devkit": "21.6.8",
+                "@nx/js": "21.6.8",
+                "@phenomnomnominal/tsquery": "~5.0.1",
                 "@typescript-eslint/type-utils": "^8.0.0",
                 "@typescript-eslint/utils": "^8.0.0",
                 "chalk": "^4.1.0",
@@ -3289,7 +3279,7 @@
             },
             "peerDependencies": {
                 "@typescript-eslint/parser": "^6.13.2 || ^7.0.0 || ^8.0.0",
-                "eslint-config-prettier": "^9.0.0"
+                "eslint-config-prettier": "^10.0.0"
             },
             "peerDependenciesMeta": {
                 "eslint-config-prettier": {
@@ -3297,10 +3287,10 @@
                 }
             }
         },
-        "node_modules/@nrwl/eslint-plugin-nx/node_modules/@nx/js": {
-            "version": "19.8.14",
-            "resolved": "https://registry.npmjs.org/@nx/js/-/js-19.8.14.tgz",
-            "integrity": "sha512-Nk0eEB2F/ZbBkH2iT+cgLWIittY8n5eOrA/uBBG2XMdencJZ9E2HNA/UzSGPZmD4EYVk0R1vm83k5+IMS1VAZA==",
+        "node_modules/@nx/js": {
+            "version": "21.6.8",
+            "resolved": "https://registry.npmjs.org/@nx/js/-/js-21.6.8.tgz",
+            "integrity": "sha512-I9Wu//28DXiSIFoW1IGbLRRfULITkYMOKGMnityQ71iJ8+9vi90a8xFyCWt4VzNxpMEreaoNynWJTf+I8UTGaw==",
             "dev": true,
             "license": "MIT",
             "dependencies": {
@@ -3311,32 +3301,31 @@
                 "@babel/preset-env": "^7.23.2",
                 "@babel/preset-typescript": "^7.22.5",
                 "@babel/runtime": "^7.22.6",
-                "@nrwl/js": "19.8.14",
-                "@nx/devkit": "19.8.14",
-                "@nx/workspace": "19.8.14",
+                "@nx/devkit": "21.6.8",
+                "@nx/workspace": "21.6.8",
+                "@zkochan/js-yaml": "0.0.7",
                 "babel-plugin-const-enum": "^1.0.1",
-                "babel-plugin-macros": "^2.8.0",
+                "babel-plugin-macros": "^3.1.0",
                 "babel-plugin-transform-typescript-metadata": "^0.3.1",
                 "chalk": "^4.1.0",
                 "columnify": "^1.6.0",
                 "detect-port": "^1.5.1",
                 "enquirer": "~2.3.6",
-                "fast-glob": "3.2.7",
                 "ignore": "^5.0.4",
                 "js-tokens": "^4.0.0",
                 "jsonc-parser": "3.2.0",
-                "minimatch": "9.0.3",
                 "npm-package-arg": "11.0.1",
                 "npm-run-path": "^4.0.1",
                 "ora": "5.3.0",
+                "picocolors": "^1.1.0",
+                "picomatch": "4.0.2",
                 "semver": "^7.5.3",
                 "source-map-support": "0.5.19",
-                "ts-node": "10.9.1",
-                "tsconfig-paths": "^4.1.2",
+                "tinyglobby": "^0.2.12",
                 "tslib": "^2.3.0"
             },
             "peerDependencies": {
-                "verdaccio": "^5.0.4"
+                "verdaccio": "^6.0.5"
             },
             "peerDependenciesMeta": {
                 "verdaccio": {
@@ -3344,10 +3333,23 @@
                 }
             }
         },
-        "node_modules/@nrwl/eslint-plugin-nx/node_modules/@nx/nx-darwin-arm64": {
-            "version": "19.8.14",
-            "resolved": "https://registry.npmjs.org/@nx/nx-darwin-arm64/-/nx-darwin-arm64-19.8.14.tgz",
-            "integrity": "sha512-bZUFf23gAzuwVw71dR8rngye5aCR8Z/ouIo+KayjqB0LWWoi3WzO73s4S69ljftYt4n6z9wvD+Trbb1BKm2fPg==",
+        "node_modules/@nx/js/node_modules/picomatch": {
+            "version": "4.0.2",
+            "resolved": "https://registry.npmjs.org/picomatch/-/picomatch-4.0.2.tgz",
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-                "@typescript-eslint/utils": "^8.0.0",
-                "chalk": "^4.1.0",
-                "confusing-browser-globals": "^1.0.9",
-                "globals": "^15.9.0",
-                "jsonc-eslint-parser": "^2.1.0",
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-        "node_modules/@nx/vue": {
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-            "resolved": "https://registry.npmjs.org/@nx/vue/-/vue-21.6.8.tgz",
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-            "dev": true,
-            "license": "MIT",
-            "dependencies": {
-                "@nx/devkit": "21.6.8",
-                "@nx/eslint": "21.6.8",
-                "@nx/js": "21.6.8",
-                "@nx/vite": "21.6.8",
-                "@nx/web": "21.6.8",
-                "picomatch": "^4.0.2",
-                "tslib": "^2.3.0"
-            }
-        },
-        "node_modules/@nx/web": {
-            "version": "21.6.8",
-            "resolved": "https://registry.npmjs.org/@nx/web/-/web-21.6.8.tgz",
-            "integrity": "sha512-0JFoX/wL95jlnpKpYkptodWmuC0z4qGxFSRC7llEdP5hc7Spr1nDJ55GODrhr9M6lCb94vv7amuWk8SAyBw9iw==",
+        "node_modules/@nx/web": {
+            "version": "21.6.8",
+            "resolved": "https://registry.npmjs.org/@nx/web/-/web-21.6.8.tgz",
+            "integrity": "sha512-0JFoX/wL95jlnpKpYkptodWmuC0z4qGxFSRC7llEdP5hc7Spr1nDJ55GODrhr9M6lCb94vv7amuWk8SAyBw9iw==",
             "dev": true,
             "license": "MIT",
             "dependencies": {
@@ -5972,6 +4144,16 @@
             "dev": true,
             "license": "MIT"
         },
+        "node_modules/@sit-onyx/icons": {
+            "version": "1.3.0",
+            "resolved": "https://registry.npmjs.org/@sit-onyx/icons/-/icons-1.3.0.tgz",
+            "integrity": "sha512-HfgMNLIMC66TFnjJ5Cy5xku3fZRsdrbxJB+Giei7lTBAk29tqasL+CN+Hqv7f5Z63+dLqg6nzLROC+j02QERtg==",
+            "dev": true,
+            "license": "Apache-2.0",
+            "engines": {
+                "node": ">=20"
+            }
+        },
         "node_modules/@tailwindcss/node": {
             "version": "4.1.14",
             "resolved": "https://registry.npmjs.org/@tailwindcss/node/-/node-4.1.14.tgz",
@@ -6210,6 +4392,66 @@
                 "node": ">=14.0.0"
             }
         },
+        "node_modules/@tailwindcss/oxide-wasm32-wasi/node_modules/@emnapi/core": {
+            "version": "1.5.0",
+            "dev": true,
+            "inBundle": true,
+            "license": "MIT",
+            "optional": true,
+            "dependencies": {
+                "@emnapi/wasi-threads": "1.1.0",
+                "tslib": "^2.4.0"
+            }
+        },
+        "node_modules/@tailwindcss/oxide-wasm32-wasi/node_modules/@emnapi/runtime": {
+            "version": "1.5.0",
+            "dev": true,
+            "inBundle": true,
+            "license": "MIT",
+            "optional": true,
+            "dependencies": {
+                "tslib": "^2.4.0"
+            }
+        },
+        "node_modules/@tailwindcss/oxide-wasm32-wasi/node_modules/@emnapi/wasi-threads": {
+            "version": "1.1.0",
+            "dev": true,
+            "inBundle": true,
+            "license": "MIT",
+            "optional": true,
+            "dependencies": {
+                "tslib": "^2.4.0"
+            }
+        },
+        "node_modules/@tailwindcss/oxide-wasm32-wasi/node_modules/@napi-rs/wasm-runtime": {
+            "version": "1.0.5",
+            "dev": true,
+            "inBundle": true,
+            "license": "MIT",
+            "optional": true,
+            "dependencies": {
+                "@emnapi/core": "^1.5.0",
+                "@emnapi/runtime": "^1.5.0",
+                "@tybys/wasm-util": "^0.10.1"
+            }
+        },
+        "node_modules/@tailwindcss/oxide-wasm32-wasi/node_modules/@tybys/wasm-util": {
+            "version": "0.10.1",
+            "dev": true,
+            "inBundle": true,
+            "license": "MIT",
+            "optional": true,
+            "dependencies": {
+                "tslib": "^2.4.0"
+            }
+        },
+        "node_modules/@tailwindcss/oxide-wasm32-wasi/node_modules/tslib": {
+            "version": "2.8.1",
+            "dev": true,
+            "inBundle": true,
+            "license": "0BSD",
+            "optional": true
+        },
         "node_modules/@tailwindcss/oxide-win32-arm64-msvc": {
             "version": "4.1.14",
             "resolved": "https://registry.npmjs.org/@tailwindcss/oxide-win32-arm64-msvc/-/oxide-win32-arm64-msvc-4.1.14.tgz",
@@ -6258,16 +4500,6 @@
                 "tailwindcss": "4.1.14"
             }
         },
-        "node_modules/@sit-onyx/icons": {
-            "version": "1.3.0",
-            "resolved": "https://registry.npmjs.org/@sit-onyx/icons/-/icons-1.3.0.tgz",
-            "integrity": "sha512-HfgMNLIMC66TFnjJ5Cy5xku3fZRsdrbxJB+Giei7lTBAk29tqasL+CN+Hqv7f5Z63+dLqg6nzLROC+j02QERtg==",
-            "dev": true,
-            "license": "Apache-2.0",
-            "engines": {
-                "node": ">=20"
-            }
-        },
         "node_modules/@tailwindcss/typography": {
             "version": "0.5.19",
             "resolved": "https://registry.npmjs.org/@tailwindcss/typography/-/typography-0.5.19.tgz",
diff --git a/services/frontend/package.json b/services/frontend/package.json
index ffb355a8..28f06d71 100644
--- a/services/frontend/package.json
+++ b/services/frontend/package.json
@@ -30,7 +30,6 @@
     "devDependencies": {
         "@eslint/js": "^9.36.0",
         "@intlify/unplugin-vue-i18n": "^11.0.0",
-        "@nrwl/eslint-plugin-nx": "^19.8.14",
         "@nx/cypress": "^21.6.4",
         "@nx/eslint": "^21.6.4",
         "@nx/eslint-plugin": "^21.6.4",
diff --git a/tools/allow_chart_bump.py b/tools/allow_chart_bump.py
new file mode 100644
index 00000000..0338c173
--- /dev/null
+++ b/tools/allow_chart_bump.py
@@ -0,0 +1,116 @@
+#!/usr/bin/env python3
+from __future__ import annotations
+
+import json
+import os
+import re
+import sys
+import urllib.request
+
+
+API_VERSION = "2022-11-28"
+
+
+def github_request(url: str, token: str, accept: str | None = None):
+    req = urllib.request.Request(url)
+    req.add_header("Authorization", f"Bearer {token}")
+    req.add_header("Accept", accept or "application/vnd.github+json")
+    req.add_header("X-GitHub-Api-Version", API_VERSION)
+    with urllib.request.urlopen(req) as resp:
+        return json.load(resp)
+
+
+def parse_pr_number(event_path: str | None) -> int | None:
+    if not event_path or not os.path.exists(event_path):
+        return None
+    with open(event_path, "r", encoding="utf-8") as handle:
+        event = json.load(handle)
+
+    if "pull_request" in event:
+        return event["pull_request"].get("number")
+
+    messages: list[str] = []
+    head = event.get("head_commit", {})
+    if head.get("message"):
+        messages.append(head["message"])
+    for commit in event.get("commits", []):
+        if commit.get("message"):
+            messages.append(commit["message"])
+
+    for msg in messages:
+        match = re.search(r"Merge pull request #(\d+)", msg)
+        if match:
+            return int(match.group(1))
+        match = re.search(r"\(#(\d+)\)\s*$", msg)
+        if match:
+            return int(match.group(1))
+    return None
+
+
+def pr_has_chart_bump(repo: str, pr_number: int, token: str) -> bool:
+    url = f"https://api.github.com/repos/{repo}/issues/{pr_number}"
+    data = github_request(url, token)
+    labels = {lbl["name"] for lbl in data.get("labels", [])}
+    return "chart-bump" in labels
+
+
+def find_pr_by_commit(repo: str, sha: str, token: str) -> int | None:
+    url = f"https://api.github.com/repos/{repo}/commits/{sha}/pulls"
+    data = github_request(
+        url,
+        token,
+        accept="application/vnd.github+json, application/vnd.github.groot-preview+json",
+    )
+    if data:
+        return data[0].get("number")
+    return None
+
+
+def find_pr_by_merge_sha(repo: str, sha: str, token: str) -> int | None:
+    for page in range(1, 4):
+        url = (
+            f"https://api.github.com/repos/{repo}/pulls"
+            f"?state=closed&sort=updated&direction=desc&per_page=100&page={page}"
+        )
+        data = github_request(url, token)
+        for pr in data:
+            if pr.get("merge_commit_sha") == sha:
+                return pr.get("number")
+        if len(data) < 100:
+            break
+    return None
+
+
+def main() -> int:
+    repo = os.environ.get("GITHUB_REPOSITORY")
+    sha = os.environ.get("GITHUB_SHA")
+    token = os.environ.get("GH_TOKEN")
+    output_path = os.environ.get("GITHUB_OUTPUT")
+    event_path = os.environ.get("GITHUB_EVENT_PATH")
+
+    if not repo or not sha or not token or not output_path:
+        print("Missing required environment variables for chart-bump check.", file=sys.stderr)
+        return 1
+
+    try:
+        pr_number = parse_pr_number(event_path)
+        if pr_number is None:
+            pr_number = find_pr_by_commit(repo, sha, token)
+        if pr_number is None:
+            pr_number = find_pr_by_merge_sha(repo, sha, token)
+        if pr_number is None:
+            allow = False
+        else:
+            allow = pr_has_chart_bump(repo, pr_number, token)
+    except Exception as exc:
+        print(f"Failed to query PRs for commit: {exc}", file=sys.stderr)
+        return 1
+
+    out = f"allow={'true' if allow else 'false'}\n"
+    with open(output_path, "a", encoding="utf-8") as handle:
+        handle.write(out)
+    return 0
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())
diff --git a/tools/bump_chart_versions.py b/tools/bump_chart_versions.py
new file mode 100644
index 00000000..eca5101f
--- /dev/null
+++ b/tools/bump_chart_versions.py
@@ -0,0 +1,94 @@
+#!/usr/bin/env python3
+import argparse
+import pathlib
+import re
+import sys
+
+from ruamel.yaml import YAML
+from ruamel.yaml.scalarstring import DoubleQuotedScalarString, SingleQuotedScalarString
+
+ROOT = pathlib.Path(__file__).resolve().parents[1]
+
+
+def _to_chart_version(app_version: str) -> str:
+    """Convert app_version to a SemVer 2.0.0 compliant Helm chart version.
+
+    Examples:
+    - "2.0.0.post20250904105936" -> "2.0.0-post.20250904105936"
+    - "2.0.1" -> "2.0.1"
+    - "2.0.1-rc.1" -> "2.0.1-rc.1"
+    - Fallback: if an unexpected format is provided, try to keep a valid semver
+      by extracting the leading MAJOR.MINOR.PATCH.
+    """
+    normalized = app_version.lstrip("vV")
+    # Case 1: our prepare-release format "X.Y.Z.post<digits>"
+    m = re.fullmatch(r"(?P<base>\d+\.\d+\.\d+)\.post(?P<ts>\d+)", normalized)
+    if m:
+        return f"{m.group('base')}-post.{m.group('ts')}"
+
+    # Case 2: already valid semver (optionally with pre-release or build metadata)
+    if re.fullmatch(r"\d+\.\d+\.\d+(?:-[0-9A-Za-z.-]+)?(?:\+[0-9A-Za-z.-]+)?", normalized):
+        return normalized
+
+    # Fallback: keep only the base version if present
+    base = re.match(r"(\d+\.\d+\.\d+)", normalized)
+    return base.group(1) if base else normalized
+
+
+def _preserve_style(old_value, new_value: str):
+    if isinstance(old_value, DoubleQuotedScalarString):
+        return DoubleQuotedScalarString(new_value)
+    if isinstance(old_value, SingleQuotedScalarString):
+        return SingleQuotedScalarString(new_value)
+    return new_value
+
+
+def bump_chart(chart_path: pathlib.Path, app_version: str, mode: str):
+    yaml = YAML()
+    yaml.preserve_quotes = True
+    yaml.width = 4096
+
+    data = yaml.load(chart_path.read_text())
+    if data is None:
+        return
+
+    if mode in ("app-and-chart", "app-only"):
+        if not app_version:
+            raise ValueError("app_version is required for mode app-and-chart or app-only")
+        old_app = data.get("appVersion")
+        data["appVersion"] = _preserve_style(old_app, str(app_version))
+
+    if mode in ("app-and-chart", "chart-only"):
+        if mode == "chart-only" and not app_version:
+            raise ValueError("chart-only mode requires chart_version provided via app_version argument")
+        chart_version = _to_chart_version(str(app_version))
+        old_version = data.get("version")
+        data["version"] = _preserve_style(old_version, chart_version)
+
+    with chart_path.open("w") as handle:
+        yaml.dump(data, handle)
+
+
+def main():
+    p = argparse.ArgumentParser()
+    p.add_argument('--app-version', help='App version to set (required for app-and-chart/app-only)')
+    p.add_argument('--chart-version', help='Chart version to set (required for chart-only)')
+    p.add_argument(
+        '--mode',
+        choices=['app-and-chart', 'app-only', 'chart-only'],
+        default='app-and-chart',
+        help='app-and-chart: bump appVersion and chart version; app-only: bump only appVersion; chart-only: bump only chart version'
+    )
+    args = p.parse_args()
+
+    app_version = args.app_version
+    if args.mode == 'chart-only':
+        app_version = args.chart_version
+
+    charts = list((ROOT / 'infrastructure').glob('*/Chart.yaml'))
+    for ch in charts:
+        bump_chart(ch, app_version, args.mode)
+
+
+if __name__ == '__main__':
+    sys.exit(main())
diff --git a/tools/bump_pyproject_deps.py b/tools/bump_pyproject_deps.py
new file mode 100644
index 00000000..8e3688b8
--- /dev/null
+++ b/tools/bump_pyproject_deps.py
@@ -0,0 +1,115 @@
+#!/usr/bin/env python3
+import argparse
+import pathlib
+import re
+import sys
+from typing import Any, List, Optional
+
+import tomlkit
+
+ROOT = pathlib.Path(__file__).resolve().parents[1]
+
+# Only bump versions for internal libs here
+LIBS_VERSION_FILES = [
+    ROOT / 'libs' / 'rag-core-lib' / 'pyproject.toml',
+    ROOT / 'libs' / 'rag-core-api' / 'pyproject.toml',
+    ROOT / 'libs' / 'admin-api-lib' / 'pyproject.toml',
+    ROOT / 'libs' / 'extractor-api-lib' / 'pyproject.toml',
+]
+
+# Service pins to update after libs are published
+SERVICE_PINS = {
+    ROOT / 'services' / 'rag-backend' / 'pyproject.toml': {
+        'tool.poetry.group.prod.dependencies.rag-core-api': '=={v}',
+        'tool.poetry.group.prod.dependencies.rag-core-lib': '=={v}',
+    },
+    ROOT / 'services' / 'admin-backend' / 'pyproject.toml': {
+        'tool.poetry.group.prod.dependencies.admin-api-lib': '=={v}',
+        'tool.poetry.group.prod.dependencies.rag-core-lib': '=={v}',
+    },
+    ROOT / 'services' / 'document-extractor' / 'pyproject.toml': {
+        'tool.poetry.group.prod.dependencies.extractor-api-lib': '=={v}',
+    },
+}
+
+
+def replace_version_line(text: str, new_version: str) -> str:
+    lines = text.splitlines(keepends=True)
+    in_tool_poetry = False
+    for i, line in enumerate(lines):
+        stripped = line.strip()
+        if stripped.startswith('[tool.poetry]'):
+            in_tool_poetry = True
+            continue
+        if in_tool_poetry and stripped.startswith('[') and not stripped.startswith('[tool.poetry]'):
+            # left the section without finding version; stop scanning section
+            break
+        if in_tool_poetry and stripped.startswith('version'):
+            # Replace only the version value, keep indentation and spacing
+            lines[i] = re.sub(r'version\s*=\s*"[^"]*"', f'version = "{new_version}"', line)
+            return ''.join(lines)
+    # If no version line found, append it to the [tool.poetry] section
+    out = ''.join(lines)
+    return out + f"\n[tool.poetry]\nversion = \"{new_version}\"\n"
+
+
+def _get_table(doc: tomlkit.TOMLDocument, path: List[str]) -> Optional[Any]:
+    ref: Any = doc
+    for key in path:
+        try:
+            if key not in ref:  # mapping-like check
+                return None
+            ref = ref[key]
+        except Exception:
+            return None
+    return ref
+
+
+def bump(version: str, bump_libs: bool = True, bump_service_pins: bool = True):
+    # 1) bump libs versions (textual, non-destructive)
+    if bump_libs:
+        for file in LIBS_VERSION_FILES:
+            txt = file.read_text()
+            new_txt = replace_version_line(txt, version)
+            file.write_text(new_txt)
+            print(f"Updated {file} -> tool.poetry.version = {version}")
+
+    # 2) bump service pins only inside [tool.poetry.group.prod.dependencies]
+    if bump_service_pins:
+        for file, mapping in SERVICE_PINS.items():
+            txt = file.read_text()
+            doc = tomlkit.parse(txt)
+            deps = _get_table(doc, [
+                'tool', 'poetry', 'group', 'prod', 'dependencies'
+            ])
+            if deps is None or not hasattr(deps, '__contains__'):
+                print(f"Skip {file}: prod dependencies table not found")
+                file.write_text(tomlkit.dumps(doc))
+                continue
+            for dotted, template in mapping.items():
+                pkg = dotted.split('.')[-1]
+                if pkg in deps:
+                    val = template.format(v=version)
+                    deps[pkg] = val
+                    print(f"Pinned {file} -> {pkg} = {val}")
+                else:
+                    print(f"Skip {file}: {pkg} not present in prod dependencies")
+            file.write_text(tomlkit.dumps(doc))
+
+
+def main():
+    ap = argparse.ArgumentParser()
+    ap.add_argument('--version', required=True)
+    ap.add_argument('--bump-libs', action='store_true', help='Bump versions in internal libs only')
+    ap.add_argument('--bump-service-pins', action='store_true', help='Bump service dependency pins only')
+    args = ap.parse_args()
+
+    # Backward compatibility: if neither flag is provided, do both
+    bump_libs = args.bump_libs or (not args.bump_libs and not args.bump_service_pins)
+    bump_service_pins = args.bump_service_pins or (not args.bump_libs and not args.bump_service_pins)
+
+    bump(args.version, bump_libs=bump_libs, bump_service_pins=bump_service_pins)
+
+
+if __name__ == '__main__':
+    sys.exit(main())
diff --git a/tools/publish_libs.sh b/tools/publish_libs.sh
new file mode 100755
index 00000000..99a5fe8d
--- /dev/null
+++ b/tools/publish_libs.sh
@@ -0,0 +1,63 @@
+#!/usr/bin/env bash
+# Shared helpers for publishing internal libs and waiting for index visibility.
+set -euo pipefail
+
+publish_lib() {
+  local lib="$1"
+  local repo_flag="$2" # "" or "-r testpypi"
+  local version="$3"
+  local path="${4:-libs/$lib}"
+  if [ ! -d "$path" ]; then
+    echo "Missing $path" >&2
+    exit 1
+  fi
+  local pyproject="$path/pyproject.toml"
+  if [ -f "$pyproject" ]; then
+    python - "$pyproject" "$version" <<'PY'
+import re
+import sys
+from pathlib import Path
+
+pyproject = Path(sys.argv[1])
+version = sys.argv[2]
+text = pyproject.read_text()
+pattern = r'^(\s*rag-core-lib\s*=\s*)\{[^\n]*path\s*=\s*"[^"]+"[^\n]*\}\s*$'
+replacement = r'\1"=={}"'.format(version)
+new_text = re.sub(pattern, replacement, text, flags=re.M)
+if new_text != text:
+    pyproject.write_text(new_text)
+    print(f"Rewrote rag-core-lib path dependency in {pyproject} to =={version}")
+PY
+  fi
+  echo "Publishing $lib ($version) to ${repo_flag:-pypi default}"
+  (cd "$path" && poetry version "$version" && poetry build && poetry publish $repo_flag)
+}
+
+wait_for_index() {
+  local name="$1"
+  local version="$2"
+  local base_url="$3"
+  local label="$4"
+  echo "Waiting for $name==$version on $label"
+  for _ in $(seq 1 60); do
+    json_ok=false
+    simple_ok=false
+    if curl -fsSL "$base_url/pypi/$name/json" -o /tmp/"$name".json; then
+      if jq -e --arg v "$version" '.releases[$v] | length > 0' /tmp/"$name".json >/dev/null; then
+        json_ok=true
+      fi
+    fi
+    if curl -fsSL "$base_url/simple/$name/" -o /tmp/"$name".html; then
+      if grep -q "$version" /tmp/"$name".html; then
+        simple_ok=true
+      fi
+    fi
+    if [ "$json_ok" = true ] && [ "$simple_ok" = true ]; then
+      echo "$name==$version visible on $label"
+      return 0
+    fi
+    sleep 5
+  done
+  echo "$name==$version not visible on $label after waiting" >&2
+  return 1
+}
diff --git a/tools/set_rag_core_lib_testpypi_source.py b/tools/set_rag_core_lib_testpypi_source.py
new file mode 100644
index 00000000..e2a87cf6
--- /dev/null
+++ b/tools/set_rag_core_lib_testpypi_source.py
@@ -0,0 +1,62 @@
+#!/usr/bin/env python3
+from __future__ import annotations
+
+from pathlib import Path
+
+import tomlkit
+
+
+REPO_ROOT = Path(__file__).resolve().parents[1]
+LIB_PYPROJECTS = [
+    REPO_ROOT / "libs" / "rag-core-lib" / "pyproject.toml",
+    REPO_ROOT / "libs" / "rag-core-api" / "pyproject.toml",
+    REPO_ROOT / "libs" / "admin-api-lib" / "pyproject.toml",
+    REPO_ROOT / "libs" / "extractor-api-lib" / "pyproject.toml",
+]
+RAG_CORE_LIB = "rag-core-lib"
+
+
+def get_dependencies(doc: tomlkit.TOMLDocument):
+    ref = doc
+    for key in ["tool", "poetry", "dependencies"]:
+        if key not in ref:
+            return None
+        ref = ref[key]
+    return ref
+
+
+def set_rag_core_lib_source(pyproject: Path) -> bool:
+    if not pyproject.exists():
+        return False
+
+    doc = tomlkit.parse(pyproject.read_text())
+    deps = get_dependencies(doc)
+    if deps is None or RAG_CORE_LIB not in deps:
+        return False
+
+    val = deps[RAG_CORE_LIB]
+    if isinstance(val, str):
+        it = tomlkit.inline_table()
+        it.add("version", val)
+        it.add("source", "testpypi")
+        deps[RAG_CORE_LIB] = it
+    elif hasattr(val, "get"):
+        if "path" in val:
+            return False
+        val["source"] = "testpypi"
+    else:
+        return False
+
+    doc["tool"]["poetry"]["dependencies"] = deps
+    pyproject.write_text(tomlkit.dumps(doc))
+    return True
+
+
+def main() -> int:
+    for pyproject in LIB_PYPROJECTS:
+        set_rag_core_lib_source(pyproject)
+    return 0
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())
diff --git a/tools/update-helm-values.py b/tools/update-helm-values.py
deleted file mode 100644
index 283ad051..00000000
--- a/tools/update-helm-values.py
+++ /dev/null
@@ -1,72 +0,0 @@
-#!/usr/bin/env python3
-"""
-Update Helm values.yaml with new version tags for specific services only,
-preserving all existing formatting and disabling line wrapping via ruamel.yaml.
-"""
-
-import sys
-from ruamel.yaml import YAML
-from ruamel.yaml.scalarstring import DoubleQuotedScalarString
-
-def update_helm_values(file_path, new_version):
-    """Update specific service image tags in values.yaml with ruamel.yaml."""
-    yaml = YAML()
-    yaml.preserve_quotes = True
-    yaml.width = float('inf')           # ← no wrapping, even for long lines
-    yaml.indent(mapping=2, sequence=4, offset=2)
-
-    with open(file_path, 'r') as f:
-        data = yaml.load(f)
-
-    services_to_update = [
-        ('backend', 'mcp', 'image', 'tag'),
-        ('backend', 'image', 'tag'),
-        ('frontend', 'image', 'tag'),
-        ('adminBackend', 'image', 'tag'),
-        ('extractor', 'image', 'tag'),
-        ('adminFrontend', 'image', 'tag'),
-    ]
-
-    new_tag = f"v{new_version}"
-    updated_count = 0
-
-    for path in services_to_update:
-        node = data
-        try:
-            for key in path[:-1]:
-                node = node[key]
-            tag_key = path[-1]
-            if tag_key in node:
-                old = node[tag_key]
-                if str(old) != new_tag:
-                    if hasattr(old, 'style') and old.style in ('"', "'"):
-                        node[tag_key] = DoubleQuotedScalarString(new_tag)
-                    else:
-                        node[tag_key] = new_tag
-                    print(f"✅ Updated {'.'.join(path)}: {old!r} → {new_tag!r}")
-                    updated_count += 1
-                else:
-                    print(f"⚠️  {'.'.join(path)} already at {new_tag!r}")
-            else:
-                print(f"❌ Could not find {'.'.join(path)}")
-        except (KeyError, TypeError) as e:
-            print(f"❌ Could not access {'.'.join(path)}: {e}")
-
-    if updated_count:
-        with open(file_path, 'w') as f:
-            yaml.dump(data, f)
-        print(f"\n✅ Updated {updated_count} tag(s) in {file_path}")
-        return True
-    else:
-        print(f"\n⚠️  No changes needed in {file_path}")
-        return False
-
-if __name__ == '__main__':
-    if len(sys.argv) != 2:
-        print("Usage: update-helm-values.py <version>")
-        sys.exit(1)
-
-    version = sys.argv[1]
-    file_path = 'infrastructure/rag/values.yaml'
-    success = update_helm_values(file_path, version)
-    sys.exit(0 if success else 1)
diff --git a/tools/update_deploy_values.py b/tools/update_deploy_values.py
new file mode 100644
index 00000000..4f460830
--- /dev/null
+++ b/tools/update_deploy_values.py
@@ -0,0 +1,62 @@
+#!/usr/bin/env python3
+"""Update deployment repo values file with image registry/tag overrides."""
+
+from __future__ import annotations
+
+import argparse
+from pathlib import Path
+from typing import Any, Dict
+
+import yaml
+
+
+def ensure(mapping: Dict[str, Any], key: str) -> Dict[str, Any]:
+    """Ensure key exists and is a dict."""
+    if key not in mapping or mapping[key] is None:
+        mapping[key] = {}
+    if not isinstance(mapping[key], dict):
+        raise TypeError(f"Expected dict at {key}, got {type(mapping[key])}")
+    return mapping[key]
+
+
+def update_values(values_path: Path, image_registry: str, image_tag: str) -> None:
+    if values_path.exists():
+        data = yaml.safe_load(values_path.read_text(encoding="utf-8")) or {}
+    else:
+        data = {}
+
+    components = {
+        "backend": "rag-backend",
+        "adminBackend": "admin-backend",
+        "extractor": "document-extractor",
+        "frontend": "frontend",
+        "adminFrontend": "admin-frontend",
+    }
+
+    for key, image_name in components.items():
+        comp = ensure(data, key)
+        image_block = ensure(comp, "image")
+        image_block["repository"] = f"{image_registry}/{image_name}"
+        image_block["tag"] = image_tag
+
+    backend = ensure(data, "backend")
+    mcp = ensure(backend, "mcp")
+    mcp_image = ensure(mcp, "image")
+    mcp_image["repository"] = f"{image_registry}/mcp-server"
+    mcp_image["tag"] = image_tag
+
+    values_path.write_text(yaml.safe_dump(data, sort_keys=False), encoding="utf-8")
+
+
+def main() -> None:
+    parser = argparse.ArgumentParser(description="Update image overrides in a values file.")
+    parser.add_argument("--values-file", required=True, help="Path to values-qa.yaml in deployment repo")
+    parser.add_argument("--image-registry", required=True, help="Image registry base (e.g. registry.onstackit.cloud/qa-rag-template)")
+    parser.add_argument("--image-tag", required=True, help="Image tag/version to set")
+    args = parser.parse_args()
+
+    update_values(Path(args.values_file), args.image_registry, args.image_tag)
+
+
+if __name__ == "__main__":
+    main()