diff --git a/.github/workflows/build-notebooks-TEMPLATE.yaml b/.github/workflows/build-notebooks-TEMPLATE.yaml
index f163200cfa..ecd6ca803a 100644
--- a/.github/workflows/build-notebooks-TEMPLATE.yaml
+++ b/.github/workflows/build-notebooks-TEMPLATE.yaml
@@ -266,10 +266,10 @@ jobs:
       # region Pytest image tests
 
       # https://github.com/astral-sh/setup-uv
-      - name: Install the latest version of uv
+      - name: Install uv
         uses: astral-sh/setup-uv@v7
         with:
-          version: "latest"
+          version-file: uv.toml
           python-version: "3.14"
           enable-cache: true
           cache-dependency-glob: "uv.lock"
diff --git a/.github/workflows/code-quality.yaml b/.github/workflows/code-quality.yaml
index 0658762d23..5f970681c7 100644
--- a/.github/workflows/code-quality.yaml
+++ b/.github/workflows/code-quality.yaml
@@ -15,10 +15,10 @@ jobs:
       - uses: actions/checkout@v6
 
       # https://github.com/astral-sh/setup-uv
-      - name: Install the latest version of uv
+      - name: Install uv
         uses: astral-sh/setup-uv@v7
         with:
-          version: "latest"
+          version-file: uv.toml
           python-version: "3.14"
           enable-cache: true
           cache-dependency-glob: "uv.lock"
@@ -44,10 +44,10 @@ jobs:
       - uses: actions/checkout@v6
 
       # https://github.com/astral-sh/setup-uv
-      - name: Install the latest version of uv
+      - name: Install uv
         uses: astral-sh/setup-uv@v7
         with:
-          version: "latest"
+          version-file: uv.toml
           python-version: "3.14"
           enable-cache: true
           cache-dependency-glob: "uv.lock"
diff --git a/.github/workflows/docs.yaml b/.github/workflows/docs.yaml
index 4519bc4b70..9c370a12cc 100644
--- a/.github/workflows/docs.yaml
+++ b/.github/workflows/docs.yaml
@@ -19,10 +19,10 @@ jobs:
       - uses: actions/checkout@v6
 
       # https://github.com/astral-sh/setup-uv
-      - name: Install the latest version of uv
+      - name: Install uv
         uses: astral-sh/setup-uv@v7
         with:
-          version: "latest"
+          version-file: uv.toml
           python-version: "3.14"
           enable-cache: true
           cache-dependency-glob: "uv.lock"
diff --git a/.github/workflows/piplock-renewal.yaml b/.github/workflows/piplock-renewal.yaml
index 9b50bdb29a..fcef598933 100644
--- a/.github/workflows/piplock-renewal.yaml
+++ b/.github/workflows/piplock-renewal.yaml
@@ -1,63 +1,60 @@
 ---
-# This GitHub action is meant to update the pipfile.locks
-name: Pipfile.locks Renewal Action
+# This GitHub action is meant to update the lock files (pylock.toml)
+name: Lock Files Renewal Action
 
 on:  # yamllint disable-line rule:truthy
   # Triggers the workflow every Wednesday at 1am UTC
   schedule:
-    - cron: "0 1 * * 3"
+    - cron: "0 1 * * 3"  # Weekly lockfile update
+    - cron: "0 9,15 * * 1-5"  # Auto-merge check at 9am and 3pm UTC on weekdays
   workflow_dispatch:  # for manual trigger workflow from GH Web UI
     inputs:
+      operation:
+        description: 'Which operation to run'
+        required: true
+        default: 'update-lockfiles'
+        type: choice
+        options:
+          - 'update-lockfiles'
+          - 'auto-merge'
       branch:
-        description: 'Specify branch'
+        description: 'Specify branch (for update-lockfiles)'
         required: false
         default: 'main'
-      python_version:
-        description: 'Select a Python version to update Pipfile.lock'
+      index_mode:
+        description: 'Index mode for lock file generation (for update-lockfiles)'
         required: false
-        default: '["3.11", "3.12"]'
+        default: 'auto'
         type: choice
         options:
-          - '["3.11", "3.12"]'
-          - '["3.12"]'
-          - '["3.11"]'
-          - '["3.9"]'
-          - '["3.8"]'
-      lockfiles_upgrade:
-        description: 'Force full relock and upgrades for pylock.toml (manual runs)'
+          - 'auto'
+          - 'public-index'
+          - 'rh-index'
+      force_upgrade:
+        description: 'Force upgrade all packages to latest versions (for update-lockfiles)'
         required: false
         default: 'false'
         type: choice
         options:
-          - 'true'
           - 'false'
-      update_optional_dirs:
-        description: 'Include optional directories in update'
-        required: false
-        default: 'false'
-        type: choice
-        options:
           - 'true'
-          - 'false'
 
 jobs:
-  refresh-pipfile-locks:
+  refresh-lock-files:
+    # Only run on Wednesday schedule or manual dispatch with 'update-lockfiles' operation
+    if: (github.event_name == 'workflow_dispatch' && github.event.inputs.operation == 'update-lockfiles') || (github.event_name == 'schedule' && github.event.schedule == '0 1 * * 3')
     runs-on: ubuntu-latest
     concurrency:
-      group: refresh-pipfile-locks-${{ matrix.python-version }}-${{ github.ref }}
+      group: refresh-lock-files-${{ github.ref }}
       cancel-in-progress: false
-    strategy:
-      fail-fast: false
-      matrix:
-        python-version: >-
-          ${{ fromJSON( github.event.inputs.python_version || '["3.11", "3.12"]' ) }}
     permissions:
       contents: write
+      pull-requests: write
     env:
       BRANCH: ${{ github.event.inputs.branch || 'main' }}
-      INCLUDE_OPT_DIRS: ${{ github.event.inputs.update_optional_dirs || 'false' }}
-      # Force full relock on scheduled runs. For manual runs, use the input toggle.
-      FORCE_LOCKFILES_UPGRADE: ${{ github.event_name == 'schedule' && '1' || (github.event.inputs.lockfiles_upgrade == 'true' && '1' || '0') }}
+      INDEX_MODE: ${{ github.event.inputs.index_mode || 'auto' }}
+      # Force upgrade on scheduled runs, or when explicitly requested
+      FORCE_LOCKFILES_UPGRADE: ${{ github.event_name == 'schedule' && '1' || (github.event.inputs.force_upgrade == 'true' && '1' || '0') }}
 
     steps:
       - name: Checkout code
@@ -65,35 +62,179 @@ jobs:
         with:
           ref: ${{ env.BRANCH }}
           token: ${{ secrets.GH_ACCESS_TOKEN }}
+          persist-credentials: true
 
       - name: Configure Git
         run: |
           git config --global user.email "github-actions[bot]@users.noreply.github.com"
           git config --global user.name "GitHub Actions"
 
-      - name: Set up Python ${{ matrix.python-version }}
+      - name: Set up Python
         uses: actions/setup-python@v6
         with:
-          python-version: ${{ matrix.python-version }}
-
-      - name: Install pipenv
-        run: pip install "pipenv==2025.0.4"
+          python-version: '3.12'
 
       - name: Install uv
-        run: pip install "uv==0.9.6"
+        uses: astral-sh/setup-uv@v7
+        with:
+          version-file: uv.toml
 
-      - name: Run make refresh-pipfilelock-files
+      - name: Run make refresh-lock-files
         run: |
-          make refresh-pipfilelock-files PYTHON_VERSION=${{ matrix.python-version }} INCLUDE_OPT_DIRS=${{ env.INCLUDE_OPT_DIRS }}
+          make refresh-lock-files INDEX_MODE=${{ env.INDEX_MODE }}
         env:
           FORCE_LOCKFILES_UPGRADE: ${{ env.FORCE_LOCKFILES_UPGRADE }}
 
-      - name: Commit changes (if any)
+      - name: Create Pull Request
+        env:
+          GH_TOKEN: ${{ secrets.GH_ACCESS_TOKEN }}
         run: |
           git add .
-          git diff --cached --quiet && echo "No changes to commit." || git commit -m "Update Pipfile.lock for Python ${{ matrix.python-version }}"
+          if git diff --cached --quiet; then
+            echo "No changes to commit."
+            exit 0
+          fi
 
-      - name: Pull and push changes
+          BRANCH_NAME="lockfile-update-$(date +%Y%m%d-%H%M)"
+          git checkout -b "$BRANCH_NAME"
+          git commit -m "Update lock files"
+          git push -u origin "$BRANCH_NAME"
+
+          gh pr create \
+            --title "Update lock files" \
+            --body "$(cat <<'EOF'
+          Automated lock file update.
+
+          **Auto-merge policy:** This PR will be automatically merged after 1 working day unless:
+          - Moved to draft status
+          - Labeled with `do-not-merge/*`
+          - Manually merged or closed
+          EOF
+          )" \
+            --label "automated-lockfile-update" \
+            --base "${{ env.BRANCH }}"
+
+  auto-merge-lockfile-prs:
+    # Run on auto-merge schedule or manual dispatch with 'auto-merge' operation
+    if: (github.event_name == 'workflow_dispatch' && github.event.inputs.operation == 'auto-merge') || (github.event_name == 'schedule' && github.event.schedule == '0 9,15 * * 1-5')
+    runs-on: ubuntu-latest
+    permissions:
+      contents: write
+      pull-requests: write
+    steps:
+      - name: Auto-merge eligible lockfile PRs
+        env:
+          GH_TOKEN: ${{ secrets.GH_ACCESS_TOKEN }}
+          GITHUB_TOKEN_FOR_APPROVAL: ${{ github.token }}
         run: |
-          git pull --rebase origin ${{ env.BRANCH }}
-          git push origin ${{ env.BRANCH }}
+          set -euo pipefail
+
+          REPO="${{ github.repository }}"
+
+          echo "Searching for PRs with label 'automated-lockfile-update'..."
+
+          # Get all open PRs with the automated-lockfile-update label
+          PRS=$(gh pr list --repo "$REPO" --label "automated-lockfile-update" --state open --json number,title,createdAt,isDraft,labels --limit 50)
+
+          if [ "$PRS" = "[]" ] || [ -z "$PRS" ]; then
+            echo "No open PRs found with label 'automated-lockfile-update'"
+            exit 0
+          fi
+
+          echo "Found PRs: $PRS"
+
+          # Process each PR
+          echo "$PRS" | jq -c '.[]' | while read -r pr; do
+            PR_NUM=$(echo "$pr" | jq -r '.number')
+            PR_TITLE=$(echo "$pr" | jq -r '.title')
+            CREATED_AT=$(echo "$pr" | jq -r '.createdAt')
+            IS_DRAFT=$(echo "$pr" | jq -r '.isDraft')
+            LABELS=$(echo "$pr" | jq -r '.labels[].name' 2>/dev/null || echo "")
+
+            echo ""
+            echo "=== Processing PR #$PR_NUM: $PR_TITLE ==="
+            echo "Created at: $CREATED_AT"
+            echo "Is draft: $IS_DRAFT"
+            echo "Labels: $LABELS"
+
+            # Skip drafts
+            if [ "$IS_DRAFT" = "true" ]; then
+              echo "SKIP: PR #$PR_NUM is a draft"
+              continue
+            fi
+
+            # Skip if has do-not-merge/* label
+            if echo "$LABELS" | grep -q "^do-not-merge/"; then
+              echo "SKIP: PR #$PR_NUM has a do-not-merge/* label"
+              continue
+            fi
+
+            # Check if PR is at least 1 working day old
+            # Working day = Monday-Friday, so:
+            # - If created Mon-Thu, eligible next day
+            # - If created Fri, eligible Mon
+            # - If created Sat, eligible Mon
+            # - If created Sun, eligible Tue
+
+            CREATED_TS=$(date -d "$CREATED_AT" +%s 2>/dev/null || date -j -f "%Y-%m-%dT%H:%M:%SZ" "$CREATED_AT" +%s 2>/dev/null || date -j -f "%Y-%m-%dT%H:%M:%S" "${CREATED_AT%Z}" +%s)
+            NOW_TS=$(date +%s)
+            CREATED_DOW=$(date -d "$CREATED_AT" +%u 2>/dev/null || date -j -f "%Y-%m-%dT%H:%M:%SZ" "$CREATED_AT" +%u 2>/dev/null || date -j -f "%Y-%m-%dT%H:%M:%S" "${CREATED_AT%Z}" +%u)
+
+            if [ -z "$CREATED_TS" ] || [ -z "$CREATED_DOW" ]; then
+              echo "WARNING: Failed to parse date '$CREATED_AT' for PR #$PR_NUM. Skipping."
+              continue
+            fi
+
+            # Calculate minimum age in seconds for 1 working day
+            # Base: 24 hours = 86400 seconds
+            # If created on Friday (5), add weekend: 72 hours = 259200 seconds
+            # If created on Saturday (6), need to wait till Monday + 1 day: 48 + 24 = 72 hours
+            # If created on Sunday (7), need to wait till Tuesday: 24 + 24 = 48 hours... actually Mon+1day = Tue
+
+            case "$CREATED_DOW" in
+              5) MIN_AGE_SECONDS=$((72 * 3600)) ;;  # Friday -> Monday (3 days)
+              6) MIN_AGE_SECONDS=$((48 * 3600)) ;;  # Saturday -> Monday (2 days)
+              7) MIN_AGE_SECONDS=$((48 * 3600)) ;;  # Sunday -> Tuesday (2 days, Mon is working day 0)
+              *) MIN_AGE_SECONDS=$((24 * 3600)) ;;  # Mon-Thu -> next day (1 day)
+            esac
+
+            AGE_SECONDS=$((NOW_TS - CREATED_TS))
+            AGE_HOURS=$((AGE_SECONDS / 3600))
+
+            echo "PR age: ${AGE_HOURS} hours (minimum required: $((MIN_AGE_SECONDS / 3600)) hours)"
+
+            if [ "$AGE_SECONDS" -lt "$MIN_AGE_SECONDS" ]; then
+              echo "SKIP: PR #$PR_NUM is not old enough (created $AGE_HOURS hours ago, need $((MIN_AGE_SECONDS / 3600)) hours)"
+              continue
+            fi
+
+            echo "Checking review status for PR #$PR_NUM..."
+
+            # Check if PR has an approving review
+            REVIEWS=$(gh pr view "$PR_NUM" --repo "$REPO" --json reviews --jq '.reviews[] | select(.state == "APPROVED")' 2>/dev/null || echo "")
+
+            if [ -z "$REVIEWS" ]; then
+              echo "No approving review found. Adding approval using github-actions bot..."
+
+              # Get PR author to ensure we don't approve our own PR
+              PR_AUTHOR=$(gh pr view "$PR_NUM" --repo "$REPO" --json author --jq '.author.login')
+              echo "PR author: $PR_AUTHOR"
+
+              # Add approving review using GITHUB_TOKEN (github-actions bot)
+              # This is different from GH_ACCESS_TOKEN which created the PR
+              GH_TOKEN="$GITHUB_TOKEN_FOR_APPROVAL" gh pr review "$PR_NUM" --repo "$REPO" --approve --body "Auto-approved by lockfile renewal workflow after 1 working day waiting period." || {
+                echo "WARNING: Failed to add approval for PR #$PR_NUM. May need manual approval."
+                continue
+              }
+              echo "Approval added successfully."
+            else
+              echo "PR #$PR_NUM already has an approving review."
+            fi
+
+            echo "MERGING: PR #$PR_NUM meets all criteria"
+            gh pr merge "$PR_NUM" --repo "$REPO" --merge --admin || echo "WARNING: Failed to merge PR #$PR_NUM"
+
+          done
+
+          echo ""
+          echo "Auto-merge check complete."
diff --git a/.github/workflows/security.yaml b/.github/workflows/security.yaml
index 3b73e67544..0d3dd5ff2f 100644
--- a/.github/workflows/security.yaml
+++ b/.github/workflows/security.yaml
@@ -16,18 +16,18 @@ jobs:
       security-events: write
     steps:
 
+      - name: Checkout code
+        uses: actions/checkout@v6
+
       # https://github.com/astral-sh/setup-uv
-      - name: Install the latest version of uv
+      - name: Install uv
         uses: astral-sh/setup-uv@v7
         with:
-          version: "latest"
+          version-file: uv.toml
           activate-environment: false
           ignore-empty-workdir: true
           enable-cache: false
 
-      - name: Checkout code
-        uses: actions/checkout@v6
-
       # Trivy does not support pylock.toml https://github.com/aquasecurity/trivy/discussions/9408
       - run: find . -name pyproject.toml -execdir uv lock \;
 
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 54a98e461b..712ee933c5 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -2,15 +2,21 @@
 # https://github.com/pre-commit/pre-commit-hooks?tab=readme-ov-file#hooks-available
 repos:
   # https://docs.astral.sh/uv/guides/integration/pre-commit/
-  - repo: https://github.com/astral-sh/uv-pre-commit
-    rev: 0.9.18
+  # Using a local hook instead of uv-pre-commit so it goes through ./uv,
+  # which handles version mismatches without requiring the exact system uv.
+  - repo: local
     hooks:
       - id: uv-lock
+        name: uv-lock
+        entry: ./uv lock --locked
+        language: system
+        files: '(^uv\.lock$|^pyproject\.toml$|^uv\.toml$)'
+        pass_filenames: false
   # https://github.com/astral-sh/ruff-pre-commit
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.14.10
+    rev: v0.15.4
     hooks:
-      - id: ruff
+      - id: ruff-check
         types_or: [python, pyi]
         args: [--fix]
         files: 'ci/.*|tests/.*'
@@ -25,7 +31,7 @@ repos:
       - id: pyright
         name: Run Pyright on all files
         # entry: /bin/bash -c 'find. -name "*.py" | xargs pyright --pythonversion 3.12'
-        entry: uv run pyright --pythonversion 3.12
+        entry: ./uv run pyright --pythonversion 3.14
         pass_filenames: true
         types_or: [python, pyi]
         language: system
diff --git a/Makefile b/Makefile
index c835c34127..41de6745a2 100644
--- a/Makefile
+++ b/Makefile
@@ -421,7 +421,7 @@ refresh-lock-files:
 	@echo "==================================================================="
 	@echo "🔁 Refreshing pylock.toml files using $(INDEX_MODE)"
 	@echo "==================================================================="
-	@cd $(ROOT_DIR) && bash scripts/pylocks_generator.sh $(INDEX_MODE) $(DIR)
+	@cd $(ROOT_DIR) && ./uv run scripts/pylocks_generator.py $(INDEX_MODE) $(DIR)
 
 # This is only for the workflow action
 # For running manually, set the required environment variables
@@ -467,5 +467,5 @@ print-release:
 .PHONY: test
 test:
 	@echo "Running quick static tests"
-	uv run pytest -m 'not buildonlytest'
+	./uv run pytest -m 'not buildonlytest'
 	@./scripts/check_dockerfile_alignment.sh
diff --git a/README.md b/README.md
index 4aa2e0c2df..450d0b567c 100644
--- a/README.md
+++ b/README.md
@@ -62,17 +62,49 @@ Note: To ensure the GitHub Action runs successfully, users must add a `GH_ACCESS
 
 #### Prepare Python + uv + pytest env
 
+This project pins its uv version in `uv.toml` (`required-version`).
+Use the `./uv` wrapper script at the repo root — it reads the pinned
+version and runs it via `uvx`, so your system uv version doesn't matter:
+
 ```shell
 # Linux
 sudo dnf install python3.14
 pip install --user uv
-# MacOS
+# macOS
 brew install python@3.14 uv
 
-uv venv --python $(which python3.14)
-uv sync --locked
+./uv venv --python $(which python3.14)
+./uv sync --locked
 ```
 
+<details>
+<summary>Alternatives to <code>./uv</code></summary>
+
+The `./uv` wrapper is the recommended way, but you can also
+(replace `0.10.6` below with the version from `uv.toml`):
+
+- **Use `uvx` directly** with an explicit version:
+  ```shell
+  uvx uv@0.10.6 sync --locked
+  ```
+- **Use `uv tool run`** (equivalent, longer form):
+  ```shell
+  uv tool run uv@0.10.6 sync --locked
+  ```
+- **Install the exact version** so `uv` works directly:
+  ```shell
+  # Standalone installer (any OS)
+  curl -LsSf https://astral.sh/uv/0.10.6/install.sh | sh
+  # Or with pip
+  pip install uv==0.10.6
+  ```
+
+If your system uv matches the pinned version, you can use `uv` directly —
+`required-version` in `uv.toml` will let it through. If it doesn't match,
+uv exits with a clear error telling you which version is required.
+
+</details>
+
 #### Running Python selftests in Pytest
 By completing configuration in previous section, you are able to run any tests that don't need to start a container using following command:
 
@@ -106,7 +138,7 @@ sudo dnf install podman
 systemctl --user start podman.service
 systemctl --user status podman.service
 systemctl --user status podman.socket
-DOCKER_HOST=unix:///run/user/$UID/podman/podman.sock uv run pytest tests/containers -m 'not openshift and not cuda and not rocm' --image quay.io/opendatahub/workbench-images@sha256:e98d19df346e7abb1fa3053f6d41f0d1fa9bab39e49b4cb90b510ca33452c2e4
+DOCKER_HOST=unix:///run/user/$UID/podman/podman.sock ./uv run pytest tests/containers -m 'not openshift and not cuda and not rocm' --image quay.io/opendatahub/workbench-images@sha256:e98d19df346e7abb1fa3053f6d41f0d1fa9bab39e49b4cb90b510ca33452c2e4
 
 # Mac OS
 brew install podman
@@ -114,7 +146,7 @@ podman machine init
 podman machine set --rootful=false
 sudo podman-mac-helper install
 podman machine start
-uv run pytest tests/containers -m 'not openshift' --image quay.io/opendatahub/workbench-images@sha256:e98d19df346e7abb1fa3053f6d41f0d1fa9bab39e49b4cb90b510ca33452c2e4
+./uv run pytest tests/containers -m 'not openshift' --image quay.io/opendatahub/workbench-images@sha256:e98d19df346e7abb1fa3053f6d41f0d1fa9bab39e49b4cb90b510ca33452c2e4
 ```
 
 When using lima on macOS, it might be useful to give yourself access to rootful podman socket
diff --git a/ci/generate_code.sh b/ci/generate_code.sh
index c483636f79..b89f10569d 100755
--- a/ci/generate_code.sh
+++ b/ci/generate_code.sh
@@ -1,7 +1,11 @@
 #!/usr/bin/env bash
 set -Eeuxo pipefail
 
-uv --version || pip install "uv==0.9.6"
+SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
+REPO_ROOT="$(cd "${SCRIPT_DIR}/.." && pwd)"
 
-uv run scripts/dockerfile_fragments.py
-bash scripts/pylocks_generator.sh
+uv --version || pip install "uv==0.10.6"
+
+"${REPO_ROOT}/uv" run scripts/dockerfile_fragments.py
+"${REPO_ROOT}/uv" run manifests/tools/generate_kustomization.py
+"${REPO_ROOT}/uv" run scripts/pylocks_generator.py
diff --git a/dependencies/cve-constraints.txt b/dependencies/cve-constraints.txt
new file mode 100644
index 0000000000..6d179ca48a
--- /dev/null
+++ b/dependencies/cve-constraints.txt
@@ -0,0 +1,19 @@
+# CVE-induced minimum version constraints
+# This file is used with `uv pip compile --constraints` or UV_CONSTRAINT env var
+#
+# Format: requirements.txt style (package>=version)
+#
+# When adding a new CVE fix:
+# 1. Add the constraint below with CVE ID and issue reference in a comment
+# 2. Regenerate all lock files with: make refresh-lock-files
+# 3. The constraint applies to ALL images during resolution
+
+# RHAIENG-2458: CVE-2025-66418 urllib3 decompression vulnerability
+# Upstream: https://github.com/elyra-ai/elyra/issues/3325
+urllib3>=2.6.0
+keras>=3.13.1
+
+# RHOAIENG-55333: CVE-2026-33186 gRPC-Go authorization bypass via improper HTTP/2 :path pseudo-header validation
+# Affects grpcio (Python bindings to grpc-go) < 1.79.3
+# Fix: https://github.com/grpc/grpc-go/releases/tag/v1.79.3
+grpcio>=1.79.3
diff --git a/docs/cves/python.md b/docs/cves/python.md
new file mode 100644
index 0000000000..c95b5a9203
--- /dev/null
+++ b/docs/cves/python.md
@@ -0,0 +1,226 @@
+# Python CVE Resolution Guide
+
+This guide documents the workflow for resolving CVEs in Python packages within the OpenDataHub Notebooks images.
+
+> **Acknowledgment**: This workflow was contributed by Adriana Theodorakopoulou.
+
+## Overview
+
+Python CVEs in notebook images can come from:
+- **Direct dependencies**: Packages explicitly listed in `pyproject.toml`
+- **Transitive dependencies**: Packages pulled in by direct dependencies
+
+The resolution strategy differs based on which type is affected.
+
+## Centralized CVE Constraints
+
+To prevent CVEs from returning through transitive dependencies, we maintain a centralized constraints file:
+
+```
+dependencies/cve-constraints.txt
+```
+
+This file is automatically applied during lock file generation via `uv pip compile --constraints`. It ensures that even packages not explicitly in `pyproject.toml` (transitive dependencies) never go below the fixed version for CVEs we've resolved.
+
+### How It Works
+
+1. **Constraints file format** (requirements.txt style):
+   ```
+   # CVE-ID: Description
+   # Reference: https://...
+   package>=fixed_version
+   ```
+
+2. **Automatic application**: The `pylocks_generator.py` script applies these constraints to all lock file generations.
+
+3. **Override for conflicts**: Some packages (like odh-elyra's appengine-python-standard) have conflicting version requirements. For these, use `override-dependencies` in the specific image's `pyproject.toml`.
+
+### Adding a New CVE Constraint
+
+1. Add the constraint to `dependencies/cve-constraints.txt`:
+   ```
+   # RHAIENG-XXXX: CVE-YYYY-ZZZZZ package_name vulnerability description
+   # Upstream: https://github.com/...
+   package_name>=fixed_version
+   ```
+
+2. Regenerate all lock files:
+   ```bash
+   make refresh-lock-files
+   # or
+   ./uv run scripts/pylocks_generator.py auto
+   ```
+
+3. If resolution fails due to conflicts, add `override-dependencies` to the affected image's `pyproject.toml`.
+
+## CVE Resolution Workflow
+
+### Step 1: Identify the Package and Affected Images
+
+Example: RHAIENG-2448 - Tornado quadratic DoS repeated header
+
+1. Open the Jira ticket and identify the package name (e.g., "tornado")
+2. Check which images are affected (often all images from minimal to trustyai, tensorflow, pytorch, etc.)
+3. Open one of the linked Jiras from ProdSec to see the summary
+
+### Step 2: Determine the Fixed Version
+
+From the CVE summary, identify:
+- **Affected versions**: e.g., "version 6.5.2 and below"
+- **Fixed version**: e.g., "fixed in version 6.5.3"
+
+### Step 3: Search for the Package in the Repository
+
+```bash
+# Search in pyproject.toml files
+grep -r "tornado" --include="pyproject.toml" .
+
+# Search in pylock.toml files
+grep -r "tornado" --include="pylock.toml" .
+```
+
+Determine if it's a:
+- **Direct dependency**: Found in `pyproject.toml`
+- **Transitive dependency**: Only found in `pylock.toml`
+
+### Step 4: Identify the Source of Transitive Dependencies
+
+For transitive dependencies, find which direct dependency pulls it in:
+
+```bash
+# Using uv (preferred)
+uv tree | grep -A5 -B5 tornado
+
+# Or check the package's dependents
+uv tree --invert tornado
+```
+
+Example: Tornado is typically pulled in by `jupyter-server`.
+
+### Step 5: Resolve the CVE
+
+#### Option A: Upgrade the Direct Dependency
+
+1. Check the latest version on [pypi.org](https://pypi.org)
+2. Check the upstream package's `pyproject.toml` to see their version constraints
+3. Update the version in your `pyproject.toml`:
+   ```toml
+   "jupyter-server~=2.17.0",  # Updated for tornado CVE fix
+   ```
+
+#### Option B: Use Centralized CVE Constraints
+
+If the direct dependency can't be upgraded but the transitive package version is flexible:
+
+1. Add to `dependencies/cve-constraints.txt`:
+   ```
+   # RHAIENG-2448: CVE-XXXX-YYYY tornado quadratic DoS
+   tornado>=6.5.3
+   ```
+
+2. Regenerate lock files - the constraint will be applied automatically.
+
+#### Option C: Use Override Dependencies (Last Resort)
+
+If there are version conflicts that prevent constraint-based resolution:
+
+```toml
+[tool.uv]
+override-dependencies = [
+    # RHAIENG-2448: CVE-XXXX-YYYY tornado - override needed due to version conflict
+    "tornado>=6.5.3",
+]
+```
+
+**Note**: Override dependencies force the specified version, potentially breaking packages that genuinely can't work with it. Use sparingly.
+
+### Step 6: Regenerate Lock Files and Build
+
+```bash
+# Regenerate lock files
+make refresh-lock-files
+
+# Build the affected image(s)
+make jupyter-datascience-ubi9-python-3.12
+```
+
+### Step 7: Validate the Fix
+
+#### Downstream (Konflux) - Clair Scan
+
+1. Go to Konflux and find the Tekton build pipeline for your image
+2. Open the **clair-scan** task logs
+3. Search for the CVE number (e.g., `CVE-2024-XXXXX`)
+4. If the CVE is **not found** in the logs, the fix is validated
+
+#### Upstream (GitHub Actions) - Trivy
+
+1. Go to the "push build notebooks" GitHub Action
+2. Check the "Vulnerability Report by Trivy" section
+3. Search for the CVE number
+4. If the CVE is **not present** after the fix, validation is successful
+
+**Note**: Trivy is more sensitive than Konflux's Clair scan. A CVE may appear in Trivy but not in Clair. Always validate against the downstream Konflux scans for production images.
+
+## Example: Complete CVE Resolution
+
+### Scenario: CVE-2025-66418 in urllib3
+
+1. **Identify**: urllib3 decompression vulnerability, affects all images
+2. **Fixed version**: urllib3 >= 2.6.0
+3. **Type**: Transitive dependency (pulled in by many packages)
+4. **Conflict**: odh-elyra depends on appengine-python-standard which requires urllib3<2
+
+**Solution**:
+1. Add to `dependencies/cve-constraints.txt` for general protection:
+   ```
+   # RHAIENG-2458: CVE-2025-66418 urllib3 decompression vulnerability
+   urllib3>=2.6.0
+   ```
+
+2. Add override to jupyter images with odh-elyra (due to conflict):
+   ```toml
+   override-dependencies = [
+       # RHAIENG-2458: CVE-2025-66418 urllib3 - override needed because odh-elyra pulls in
+       # appengine-python-standard which has an obnoxious urllib3<2 constraint
+       "urllib3>=2.6.0",
+   ]
+   ```
+
+## Best Practices
+
+1. **Always add to centralized constraints first** - This prevents CVEs from returning through any dependency path.
+
+2. **Use override-dependencies sparingly** - Only when there's a genuine conflict that constraints can't resolve.
+
+3. **Document the CVE** - Include RHAIENG ticket, CVE ID, and explanation in comments.
+
+4. **Validate in both Trivy and Clair** - Trivy may catch issues Clair misses.
+
+5. **Consider upstream fixes** - If a direct dependency has a newer version that fixes the transitive CVE, prefer upgrading the direct dependency.
+
+## Related Files
+
+- `dependencies/cve-constraints.txt` - Centralized CVE constraints
+- `scripts/pylocks_generator.py` - Lock file generator (applies constraints)
+- `pyproject.toml` - Direct dependencies and override-dependencies
+- `pylock.toml` / `uv.lock.d/` - Generated lock files
+
+## Useful Commands
+
+```bash
+# Regenerate all lock files
+make refresh-lock-files
+
+# Regenerate lock files for specific directory
+./uv run scripts/pylocks_generator.py auto jupyter/datascience/ubi9-python-3.12
+
+# Check dependency tree
+uv tree
+
+# Find what depends on a package
+uv tree --invert package-name
+
+# Search for package in repository
+grep -r "package-name" --include="*.toml" .
+```
diff --git a/jupyter/datascience/ubi9-python-3.12/pylock.toml b/jupyter/datascience/ubi9-python-3.12/pylock.toml
index 414073fd5b..0b5c2809d9 100644
--- a/jupyter/datascience/ubi9-python-3.12/pylock.toml
+++ b/jupyter/datascience/ubi9-python-3.12/pylock.toml
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-
 [[packages]]
 name = "gunicorn"
 version = "23.0.0"
diff --git a/jupyter/datascience/ubi9-python-3.12/pyproject.toml b/jupyter/datascience/ubi9-python-3.12/pyproject.toml
index f058af9765..b35870f43a 100644
--- a/jupyter/datascience/ubi9-python-3.12/pyproject.toml
+++ b/jupyter/datascience/ubi9-python-3.12/pyproject.toml
@@ -52,7 +52,7 @@ environments = [
     "sys_platform == 'linux' and implementation_name == 'cpython'",
 ]
 override-dependencies = [
-    # RHAIENG-2458: CVE-2025-66418 urllib3 decompression vulnerability
-    # Upstream: https://github.com/elyra-ai/elyra/issues/3325
+    # RHAIENG-2458: CVE-2025-66418 urllib3 - override needed because odh-elyra pulls in
+    # appengine-python-standard which has an obnoxious urllib3<2 constraint
     "urllib3>=2.6.0",
 ]
diff --git a/jupyter/pytorch+llmcompressor/ubi9-python-3.12/pylock.toml b/jupyter/pytorch+llmcompressor/ubi9-python-3.12/pylock.toml
index 6c7aad9329..d14621973d 100644
--- a/jupyter/pytorch+llmcompressor/ubi9-python-3.12/pylock.toml
+++ b/jupyter/pytorch+llmcompressor/ubi9-python-3.12/pylock.toml
@@ -1402,72 +1402,71 @@ wheels = [
 
 [[packages]]
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-
 [[packages]]
 name = "gunicorn"
 version = "23.0.0"
diff --git a/jupyter/pytorch+llmcompressor/ubi9-python-3.12/pyproject.toml b/jupyter/pytorch+llmcompressor/ubi9-python-3.12/pyproject.toml
index ea77d4c283..610724a984 100644
--- a/jupyter/pytorch+llmcompressor/ubi9-python-3.12/pyproject.toml
+++ b/jupyter/pytorch+llmcompressor/ubi9-python-3.12/pyproject.toml
@@ -91,7 +91,7 @@ environments = [
     "sys_platform == 'linux' and implementation_name == 'cpython'",
 ]
 override-dependencies = [
-    # RHAIENG-2458: CVE-2025-66418 urllib3 decompression vulnerability
-    # Upstream: https://github.com/elyra-ai/elyra/issues/3325
+    # RHAIENG-2458: CVE-2025-66418 urllib3 - override needed because odh-elyra pulls in
+    # appengine-python-standard which has an obnoxious urllib3<2 constraint
     "urllib3>=2.6.0",
 ]
diff --git a/jupyter/pytorch/ubi9-python-3.12/pylock.toml b/jupyter/pytorch/ubi9-python-3.12/pylock.toml
index aa787cb50e..e0edf41246 100644
--- a/jupyter/pytorch/ubi9-python-3.12/pylock.toml
+++ b/jupyter/pytorch/ubi9-python-3.12/pylock.toml
@@ -1451,72 +1451,71 @@ wheels = [
 
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diff --git a/jupyter/pytorch/ubi9-python-3.12/pyproject.toml b/jupyter/pytorch/ubi9-python-3.12/pyproject.toml
index 92f4da5829..154e1037fb 100644
--- a/jupyter/pytorch/ubi9-python-3.12/pyproject.toml
+++ b/jupyter/pytorch/ubi9-python-3.12/pyproject.toml
@@ -67,7 +67,7 @@ environments = [
     "sys_platform == 'linux' and implementation_name == 'cpython'",
 ]
 override-dependencies = [
-    # RHAIENG-2458: CVE-2025-66418 urllib3 decompression vulnerability
-    # Upstream: https://github.com/elyra-ai/elyra/issues/3325
+    # RHAIENG-2458: CVE-2025-66418 urllib3 - override needed because odh-elyra pulls in
+    # appengine-python-standard which has an obnoxious urllib3<2 constraint
     "urllib3>=2.6.0",
 ]
diff --git a/jupyter/rocm/pytorch/ubi9-python-3.12/pylock.toml b/jupyter/rocm/pytorch/ubi9-python-3.12/pylock.toml
index f2a8256ef6..d99c16b863 100644
--- a/jupyter/rocm/pytorch/ubi9-python-3.12/pylock.toml
+++ b/jupyter/rocm/pytorch/ubi9-python-3.12/pylock.toml
@@ -1451,72 +1451,71 @@ wheels = [
 
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-
 [[packages]]
 name = "gunicorn"
 version = "23.0.0"
diff --git a/jupyter/rocm/pytorch/ubi9-python-3.12/pyproject.toml b/jupyter/rocm/pytorch/ubi9-python-3.12/pyproject.toml
index 0a2e147c94..b374783c71 100644
--- a/jupyter/rocm/pytorch/ubi9-python-3.12/pyproject.toml
+++ b/jupyter/rocm/pytorch/ubi9-python-3.12/pyproject.toml
@@ -69,7 +69,7 @@ environments = [
     "sys_platform == 'linux' and implementation_name == 'cpython'",
 ]
 override-dependencies = [
-    # RHAIENG-2458: CVE-2025-66418 urllib3 decompression vulnerability
-    # Upstream: https://github.com/elyra-ai/elyra/issues/3325
+    # RHAIENG-2458: CVE-2025-66418 urllib3 - override needed because odh-elyra pulls in
+    # appengine-python-standard which has an obnoxious urllib3<2 constraint
     "urllib3>=2.6.0",
 ]
diff --git a/jupyter/rocm/tensorflow/ubi9-python-3.12/pylock.toml b/jupyter/rocm/tensorflow/ubi9-python-3.12/pylock.toml
index 58098c6c19..7e8a548449 100644
--- a/jupyter/rocm/tensorflow/ubi9-python-3.12/pylock.toml
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 ]
-
 [[packages]]
 name = "h11"
 version = "0.16.0"
diff --git a/jupyter/rocm/tensorflow/ubi9-python-3.12/pyproject.toml b/jupyter/rocm/tensorflow/ubi9-python-3.12/pyproject.toml
index ec1166bf07..3bc8522701 100644
--- a/jupyter/rocm/tensorflow/ubi9-python-3.12/pyproject.toml
+++ b/jupyter/rocm/tensorflow/ubi9-python-3.12/pyproject.toml
@@ -14,31 +14,21 @@ dependencies = [
     "tensorboard~=2.18.0",
 
     # Datascience and useful extensions
-    "boto3~=1.40.52",
-    "kafka-python-ng~=2.2.3",
-    "kfp~=2.14.6",
-    "matplotlib~=3.10.7",
-    "numpy~=1.26.4",
-    "pandas~=2.3.3",
-    "plotly~=6.3.1",
-    "scikit-learn~=1.7.2",
-    "scipy~=1.16.2",
-    "skl2onnx~=1.19.1",
-    "onnxconverter-common~=1.13.0", # Required for skl2onnx, as upgraded version is not compatible with protobuf
     "codeflare-sdk~=0.34.0",
-    "kubeflow-training==1.9.3",
+    "skl2onnx~=1.19.1",
+    "odh-notebooks-meta-workbench-datascience-deps",
 
     # DB connectors
-    "pymongo~=4.15.3",
-    "psycopg~=3.2.10",
-    "pyodbc~=5.2.0",
-    "mysql-connector-python~=9.4.0",
+    "pymongo~=4.16.0",
+    "psycopg~=3.3.2",
+    "pyodbc~=5.3.0",
+    "mysql-connector-python~=9.5.0",
 
     # JupyterLab packages
     "odh-elyra==4.3.2",
     "odh-jupyter-trash-cleanup==0.1.1",
 
-    "jupyterlab==4.4.9",
+    "jupyterlab==4.5.2",
     "jupyter-bokeh~=4.0.5",
     "jupyter-server~=2.17.0",
     "jupyter-server-proxy~=4.4.0",
@@ -51,19 +41,25 @@ dependencies = [
     "nbgitpuller~=1.2.2",
 
     # Base packages
-    "wheel~=0.46.2",
+    "wheel~=0.46.3",
     "setuptools~=80.9.0",
 ]
 
+[tool.uv.sources]
+odh-notebooks-meta-workbench-datascience-deps = { path = "../../../../dependencies/odh-notebooks-meta-workbench-datascience-deps" }
+
 [tool.uv]
 
 override-dependencies = [
     # tf2onnx has pinned protobuf version, that causes conflict with other packages
     "protobuf==6.31.1",
-    "keras~=3.12.0",
-    # RHAIENG-2458: CVE-2025-66418 urllib3 decompression vulnerability
-    # Upstream: https://github.com/elyra-ai/elyra/issues/3325
+    # RHAIENG-2458: CVE-2025-66418 urllib3 - override needed because odh-elyra pulls in
+    # appengine-python-standard which has an obnoxious urllib3<2 constraint
     "urllib3>=2.6.0",
+    # AIPCC-8698: python-lsp-server[all] has conflicting pyflakes/pycodestyle requirements
+    # Using >= instead of ~= to allow broader compatibility during resolution
+    # TODO: Remove this override before RHOAI 3.4 GA once AIPCC-8698 is resolved
+    "python-lsp-server>=1.11.0",
 ]
 
 constraint-dependencies = [
diff --git a/jupyter/tensorflow/ubi9-python-3.12/pylock.toml b/jupyter/tensorflow/ubi9-python-3.12/pylock.toml
index 5d02d76f73..fd66d4764a 100644
--- a/jupyter/tensorflow/ubi9-python-3.12/pylock.toml
+++ b/jupyter/tensorflow/ubi9-python-3.12/pylock.toml
@@ -1481,72 +1481,71 @@ wheels = [
 
 [[packages]]
 name = "grpcio"
-version = "1.76.0"
+version = "1.80.0"
 marker = "implementation_name == 'cpython' and sys_platform == 'linux'"
-sdist = { url = "https://files.pythonhosted.org/packages/b6/e0/318c1ce3ae5a17894d5791e87aea147587c9e702f24122cc7a5c8bbaeeb1/grpcio-1.76.0.tar.gz", upload-time = 2025-10-21T16:23:12Z, size = 12785182, hashes = { sha256 = "7be78388d6da1a25c0d5ec506523db58b18be22d9c37d8d3a32c08be4987bd73" } }
+sdist = { url = "https://files.pythonhosted.org/packages/b7/48/af6173dbca4454f4637a4678b67f52ca7e0c1ed7d5894d89d434fecede05/grpcio-1.80.0.tar.gz", upload-time = 2026-03-30T08:49:10Z, size = 12978905, hashes = { sha256 = "29aca15edd0688c22ba01d7cc01cb000d72b2033f4a3c72a81a19b56fd143257" } }
 wheels = [
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 ]
-
 [[packages]]
 name = "gunicorn"
 version = "23.0.0"
diff --git a/jupyter/tensorflow/ubi9-python-3.12/pyproject.toml b/jupyter/tensorflow/ubi9-python-3.12/pyproject.toml
index 74bc4f5de8..7cebed68a9 100644
--- a/jupyter/tensorflow/ubi9-python-3.12/pyproject.toml
+++ b/jupyter/tensorflow/ubi9-python-3.12/pyproject.toml
@@ -11,31 +11,22 @@ dependencies = [
     "tensorboard~=2.20.0",
 
     # Datascience and useful extensions
-    "boto3~=1.40.52",
-    "kafka-python-ng~=2.2.3",
-    "kfp~=2.14.6",
-    "matplotlib~=3.10.7",
-    "numpy~=2.1.3",
-    "pandas~=2.3.3",
-    "plotly~=6.3.1",
-    "scikit-learn~=1.7.2",
-    "scipy~=1.16.2",
-    "skl2onnx~=1.19.1",
-    "onnxconverter-common~=1.13.0", # Required for skl2onnx, as upgraded version is not compatible with protobuf
     "codeflare-sdk~=0.34.0",
     "feast~=0.59.0",
+    "skl2onnx~=1.19.1",
+    "odh-notebooks-meta-workbench-datascience-deps",
 
     # DB connectors
-    "pymongo~=4.15.3",
-    "psycopg~=3.2.10",
-    "pyodbc~=5.2.0",
-    "mysql-connector-python~=9.4.0",
+    "pymongo~=4.16.0",
+    "psycopg~=3.3.2",
+    "pyodbc~=5.3.0",
+    "mysql-connector-python~=9.5.0",
 
     # JupyterLab packages
     "odh-elyra==4.3.2",
     "odh-jupyter-trash-cleanup==0.1.1",
 
-    "jupyterlab==4.4.9",
+    "jupyterlab==4.5.2",
     "jupyter-bokeh~=4.0.5",
     "jupyter-server~=2.17.0",
     "jupyter-server-proxy~=4.4.0",
@@ -48,19 +39,25 @@ dependencies = [
     "nbgitpuller~=1.2.2",
 
     # Base packages
-    "wheel~=0.46.2",
+    "wheel~=0.46.3",
     "setuptools~=80.9.0",
 ]
 
+[tool.uv.sources]
+odh-notebooks-meta-workbench-datascience-deps = { path = "../../../dependencies/odh-notebooks-meta-workbench-datascience-deps" }
+
 [tool.uv]
 
 override-dependencies = [
     # tf2onnx has pinned protobuf version, that causes conflict with other packages
     "protobuf==6.31.1",
-    "keras~=3.12.0",
-    # RHAIENG-2458: CVE-2025-66418 urllib3 decompression vulnerability
-    # Upstream: https://github.com/elyra-ai/elyra/issues/3325
+    # RHAIENG-2458: CVE-2025-66418 urllib3 - override needed because odh-elyra pulls in
+    # appengine-python-standard which has an obnoxious urllib3<2 constraint
     "urllib3>=2.6.0",
+    # AIPCC-8698: python-lsp-server[all] has conflicting pyflakes/pycodestyle requirements
+    # Using >= instead of ~= to allow broader compatibility during resolution
+    # TODO: Remove this override before RHOAI 3.4 GA once AIPCC-8698 is resolved
+    "python-lsp-server>=1.11.0",
 ]
 
 environments = [
diff --git a/jupyter/trustyai/ubi9-python-3.12/pylock.toml b/jupyter/trustyai/ubi9-python-3.12/pylock.toml
index 5df4d21627..043dd2a6ff 100644
--- a/jupyter/trustyai/ubi9-python-3.12/pylock.toml
+++ b/jupyter/trustyai/ubi9-python-3.12/pylock.toml
@@ -1361,72 +1361,71 @@ wheels = [{ url = "https://files.pythonhosted.org/packages/c4/ab/09169d5a4612a5f
 
 [[packages]]
 name = "grpcio"
-version = "1.76.0"
+version = "1.80.0"
 marker = "python_full_version >= '3.10' and implementation_name == 'cpython' and platform_machine != 'ppc64le' and platform_machine != 's390x' and sys_platform == 'linux'"
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+sdist = { url = "https://files.pythonhosted.org/packages/b7/48/af6173dbca4454f4637a4678b67f52ca7e0c1ed7d5894d89d434fecede05/grpcio-1.80.0.tar.gz", upload-time = 2026-03-30T08:49:10Z, size = 12978905, hashes = { sha256 = "29aca15edd0688c22ba01d7cc01cb000d72b2033f4a3c72a81a19b56fd143257" } }
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-
 [[packages]]
 name = "h11"
 version = "0.16.0"
diff --git a/jupyter/trustyai/ubi9-python-3.12/pyproject.toml b/jupyter/trustyai/ubi9-python-3.12/pyproject.toml
index 9653799a12..65bf33ddd5 100644
--- a/jupyter/trustyai/ubi9-python-3.12/pyproject.toml
+++ b/jupyter/trustyai/ubi9-python-3.12/pyproject.toml
@@ -75,8 +75,8 @@ environments = [
     "sys_platform == 'linux' and implementation_name == 'cpython'",
 ]
 override-dependencies = [
-    # RHAIENG-2458: CVE-2025-66418 urllib3 decompression vulnerability
-    # Upstream: https://github.com/elyra-ai/elyra/issues/3325
+    # RHAIENG-2458: CVE-2025-66418 urllib3 - override needed because odh-elyra pulls in
+    # appengine-python-standard which has an obnoxious urllib3<2 constraint
     "urllib3>=2.6.0",
 ]
 
diff --git a/pyproject.toml b/pyproject.toml
index 4b92a1acfe..6d9788f0a6 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -31,6 +31,7 @@ dev = [
     "podman",
     "kubernetes",
     "openshift-python-wrapper",
+    "typer",
 ]
 
 [tool.uv]
diff --git a/runtimes/datascience/ubi9-python-3.12/pylock.toml b/runtimes/datascience/ubi9-python-3.12/pylock.toml
index eaef2c186f..3290c59a4f 100644
--- a/runtimes/datascience/ubi9-python-3.12/pylock.toml
+++ b/runtimes/datascience/ubi9-python-3.12/pylock.toml
@@ -1153,72 +1153,71 @@ wheels = [
 
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 [[packages]]
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diff --git a/runtimes/pytorch+llmcompressor/ubi9-python-3.12/pylock.toml b/runtimes/pytorch+llmcompressor/ubi9-python-3.12/pylock.toml
index 2e851a8c9f..962c8177ed 100644
--- a/runtimes/pytorch+llmcompressor/ubi9-python-3.12/pylock.toml
+++ b/runtimes/pytorch+llmcompressor/ubi9-python-3.12/pylock.toml
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diff --git a/runtimes/pytorch/ubi9-python-3.12/pylock.toml b/runtimes/pytorch/ubi9-python-3.12/pylock.toml
index 3d910da48a..eb22bd053a 100644
--- a/runtimes/pytorch/ubi9-python-3.12/pylock.toml
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index 0afb480eb6..c9aeabf74e 100644
--- a/runtimes/rocm-pytorch/ubi9-python-3.12/pylock.toml
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index 10b1f0c3dd..127726c5fc 100644
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 ]
-
 [[packages]]
 name = "h5py"
 version = "3.15.1"
diff --git a/runtimes/rocm-tensorflow/ubi9-python-3.12/pyproject.toml b/runtimes/rocm-tensorflow/ubi9-python-3.12/pyproject.toml
index 8d9c640160..fd3e0e90c8 100644
--- a/runtimes/rocm-tensorflow/ubi9-python-3.12/pyproject.toml
+++ b/runtimes/rocm-tensorflow/ubi9-python-3.12/pyproject.toml
@@ -14,30 +14,20 @@ dependencies = [
     "tensorboard~=2.18.0",
 
     # Datascience and useful extensions
-    "boto3~=1.40.52",
-    "kafka-python-ng~=2.2.3",
-    "matplotlib~=3.10.7",
-    "numpy~=1.26.4",
-    "pandas~=2.3.3",
-    "plotly~=6.3.1",
-    "scikit-learn~=1.7.2",
-    "scipy~=1.16.2",
-    "skl2onnx~=1.19.1",
-    # Required for skl2onnx, as upgraded version is not compatible with protobuf
-    "onnxconverter-common~=1.13.0",
     "codeflare-sdk~=0.34.0",
+    "odh-notebooks-meta-runtime-datascience-deps",
 
     # DB connectors
-    "pymongo~=4.15.3",
-    "psycopg~=3.2.10",
-    "pyodbc~=5.2.0",
-    "mysql-connector-python~=9.4.0",
+    "pymongo~=4.16.0",
+    "psycopg~=3.3.2",
+    "pyodbc~=5.3.0",
+    "mysql-connector-python~=9.5.0",
 
     "odh-notebooks-meta-runtime-elyra-deps",
 
     # Base packages
     "setuptools==80.9.0",
-    "wheel~=0.46.2",
+    "wheel==0.46.3",
 ]
 
 [tool.uv]
@@ -45,7 +35,6 @@ dependencies = [
 override-dependencies = [
     # tf2onnx has pinned protobuf version, that causes conflict with other packages
     "protobuf==6.31.1",
-    "keras~=3.12.0"
 ]
 
 constraint-dependencies = [
@@ -59,3 +48,4 @@ environments = [
 
 [tool.uv.sources]
 odh-notebooks-meta-runtime-elyra-deps = { path = "../../../dependencies/odh-notebooks-meta-runtime-elyra-deps" }
+odh-notebooks-meta-runtime-datascience-deps = { path = "../../../dependencies/odh-notebooks-meta-runtime-datascience-deps" }
diff --git a/runtimes/tensorflow/ubi9-python-3.12/pylock.toml b/runtimes/tensorflow/ubi9-python-3.12/pylock.toml
index 7cc9123f0d..18bd92d29f 100644
--- a/runtimes/tensorflow/ubi9-python-3.12/pylock.toml
+++ b/runtimes/tensorflow/ubi9-python-3.12/pylock.toml
@@ -1190,72 +1190,71 @@ wheels = [
 
 [[packages]]
 name = "grpcio"
-version = "1.76.0"
+version = "1.80.0"
 marker = "python_full_version >= '3.12' and implementation_name == 'cpython' and sys_platform == 'linux'"
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 ]
-
 [[packages]]
 name = "gunicorn"
 version = "23.0.0"
diff --git a/runtimes/tensorflow/ubi9-python-3.12/pyproject.toml b/runtimes/tensorflow/ubi9-python-3.12/pyproject.toml
index 62faa47067..5a7f1e25ae 100644
--- a/runtimes/tensorflow/ubi9-python-3.12/pyproject.toml
+++ b/runtimes/tensorflow/ubi9-python-3.12/pyproject.toml
@@ -11,31 +11,21 @@ dependencies = [
     "tensorboard~=2.20.0",
 
     # Datascience and useful extensions
-    "boto3~=1.40.52",
-    "kafka-python-ng~=2.2.3",
-    "matplotlib~=3.10.7",
-    "numpy~=2.1.3",
-    "pandas~=2.3.3",
-    "plotly~=6.3.1",
-    "scikit-learn~=1.7.2",
-    "scipy~=1.16.2",
-    "skl2onnx~=1.19.1",
-    # Required for skl2onnx, as upgraded version is not compatible with protobuf
-    "onnxconverter-common~=1.13.0",
     "codeflare-sdk~=0.34.0",
     "feast~=0.59.0",
+    "odh-notebooks-meta-runtime-datascience-deps",
 
     # DB connectors
-    "pymongo~=4.15.3",
-    "psycopg~=3.2.10",
-    "pyodbc~=5.2.0",
-    "mysql-connector-python~=9.4.0",
+    "pymongo~=4.16.0",
+    "psycopg~=3.3.2",
+    "pyodbc~=5.3.0",
+    "mysql-connector-python~=9.5.0",
 
     "odh-notebooks-meta-runtime-elyra-deps",
 
     # Base packages
     "setuptools~=80.9.0",
-    "wheel~=0.46.2",
+    "wheel~=0.46.3",
 ]
 
 [tool.uv]
@@ -43,7 +33,6 @@ dependencies = [
 override-dependencies = [
     # tf2onnx has pinned protobuf version, that causes conflict with other packages
     "protobuf==6.31.1",
-    "keras~=3.12.0"
 ]
 
 environments = [
@@ -52,3 +41,4 @@ environments = [
 
 [tool.uv.sources]
 odh-notebooks-meta-runtime-elyra-deps = { path = "../../../dependencies/odh-notebooks-meta-runtime-elyra-deps" }
+odh-notebooks-meta-runtime-datascience-deps = { path = "../../../dependencies/odh-notebooks-meta-runtime-datascience-deps" }
diff --git a/scripts/pylocks_generator.py b/scripts/pylocks_generator.py
new file mode 100644
index 0000000000..0ca5d134e0
--- /dev/null
+++ b/scripts/pylocks_generator.py
@@ -0,0 +1,411 @@
+#!/usr/bin/env python3
+
+"""Generate Python dependency lock files (pylock.toml) using uv pip compile.
+
+This script generates Python dependency lock files (pylock.toml) for multiple
+directories using either internal Red Hat wheel indexes or the public PyPI index.
+
+Features:
+  - Supports multiple Python project directories, detected by pyproject.toml.
+  - Detects available Dockerfile flavors (CPU, CUDA, ROCm) for rh-index mode.
+  - Validates Python version extracted from directory name (expects format .../ubi9-python-X.Y).
+  - Generates per-flavor locks in 'uv.lock.d/' for rh-index mode.
+  - Overwrites existing pylock.toml in-place for public PyPI index mode.
+
+Index Modes:
+  auto (default) -- Uses rh-index if uv.lock.d/ exists, public-index otherwise.
+  rh-index       -- Uses internal Red Hat wheel indexes. Generates uv.lock.d/pylock.<flavor>.toml.
+  public-index   -- Uses public PyPI index and updates pylock.toml in place.
+
+Fallback Index (RHAIENG-3071):
+  For CUDA and ROCm flavors, if CPU_INDEX_URL is defined in the build-args/*.conf file,
+  it will be added as a fallback index for packages not available in the specialized indexes.
+
+Usage:
+  1. Lock using auto mode (default) for all projects in MAIN_DIRS::
+
+       python pylocks_generator.py
+
+  2. Lock using rh-index for a specific directory::
+
+       python pylocks_generator.py rh-index jupyter/minimal/ubi9-python-3.12
+
+  3. Lock using public index for a specific directory::
+
+       python pylocks_generator.py public-index jupyter/minimal/ubi9-python-3.12
+
+  4. Force upgrade all packages to latest versions::
+
+       FORCE_LOCKFILES_UPGRADE=1 python pylocks_generator.py
+
+Notes:
+  - If the script fails for a directory, it lists the failed directories at the end.
+  - Public index mode does not create uv.lock.d directories and keeps the old format.
+  - Python version extraction depends on directory naming convention; invalid formats are skipped.
+"""
+
+from __future__ import annotations
+
+import os
+import re
+import subprocess
+import sys
+from enum import Enum
+from pathlib import Path
+from typing import Annotated
+
+import typer
+
+# =============================================================================
+# CONFIGURATION
+# =============================================================================
+
+ROOT_DIR = Path(__file__).resolve().parent.parent
+UV = ROOT_DIR / "uv"
+CVE_CONSTRAINTS_FILE = ROOT_DIR / "dependencies" / "cve-constraints.txt"
+PUBLIC_INDEX = "--default-index=https://pypi.org/simple"
+MAIN_DIRS = ("jupyter", "runtimes", "rstudio", "codeserver")
+UV_MIN_VERSION = (0, 4, 0)
+
+NO_EMIT_PACKAGES = (
+    "odh-notebooks-meta-llmcompressor-deps",
+    "odh-notebooks-meta-runtime-elyra-deps",
+    "odh-notebooks-meta-runtime-datascience-deps",
+    "odh-notebooks-meta-workbench-datascience-deps",
+)
+
+FLAVORS = ("cpu", "cuda", "rocm")
+
+
+class IndexMode(str, Enum):
+    auto = "auto"
+    rh_index = "rh-index"
+    public_index = "public-index"
+
+
+# =============================================================================
+# HELPER FUNCTIONS
+# =============================================================================
+
+BLUE = "\033[1;34m"
+YELLOW = "\033[1;33m"
+RED = "\033[1;31m"
+GREEN = "\033[1;32m"
+RESET = "\033[0m"
+
+
+def info(msg: str) -> None:
+    print(f"🔹 {BLUE}{msg}{RESET}")
+
+
+def warn(msg: str) -> None:
+    print(f"⚠️ {YELLOW}{msg}{RESET}", file=sys.stderr)
+
+
+def error(msg: str) -> None:
+    print(f"❌ {RED}{msg}{RESET}", file=sys.stderr)
+
+
+def ok(msg: str) -> None:
+    print(f"✅ {GREEN}{msg}{RESET}", file=sys.stderr)
+
+
+def read_conf_value(conf_file: Path, key: str) -> str | None:
+    """Read a key=value from a .conf file, skipping comments and blank lines."""
+    for line in conf_file.read_text().splitlines():
+        stripped = line.strip()
+        if stripped.startswith("#") or "=" not in stripped:
+            continue
+        k, _, v = stripped.partition("=")
+        if k.strip() == key:
+            return v.strip()
+    return None
+
+
+# =============================================================================
+# PRE-FLIGHT CHECK
+# =============================================================================
+
+
+def check_uv() -> None:
+    """Verify the uv wrapper exists and meets the minimum version requirement."""
+    if not UV.is_file() or not os.access(UV, os.X_OK):
+        error(f"Expected uv wrapper at '{UV}' but it is missing or not executable.")
+        raise SystemExit(1)
+
+    try:
+        result = subprocess.run(
+            [str(UV), "--version"],
+            capture_output=True,
+            text=True,
+            check=False,
+        )
+        version_str = result.stdout.strip().split()[1] if result.stdout.strip() else "0.0.0"
+    except (IndexError, FileNotFoundError):
+        version_str = "0.0.0"
+
+    version_tuple = tuple(int(x) for x in version_str.split("."))
+    if version_tuple < UV_MIN_VERSION:
+        min_ver = ".".join(str(x) for x in UV_MIN_VERSION)
+        error(f"uv version {version_str} found, but >= {min_ver} is required.")
+        error("Please upgrade uv: https://github.com/astral-sh/uv")
+        raise SystemExit(1)
+
+
+# =============================================================================
+# TARGET DIRECTORY DISCOVERY
+# =============================================================================
+
+
+def find_target_dirs(target_dir: Path | None) -> list[Path]:
+    """Find directories containing pyproject.toml."""
+    if target_dir is not None:
+        return [target_dir]
+
+    info("Scanning main directories for Python projects...")
+    dirs: set[Path] = set()
+    for base_name in MAIN_DIRS:
+        base = ROOT_DIR / base_name
+        if base.is_dir():
+            dirs.update(p.parent for p in base.rglob("pyproject.toml"))
+    return sorted(dirs)
+
+
+# =============================================================================
+# FLAVOR DETECTION
+# =============================================================================
+
+
+def detect_flavors(project_dir: Path) -> set[str]:
+    """Detect available Dockerfile flavors (cpu, cuda, rocm) in a directory."""
+    return {f for f in FLAVORS if (project_dir / f"Dockerfile.{f}").is_file()}
+
+
+def extract_python_version(project_dir: Path) -> str | None:
+    """Extract Python version from directory name suffix (e.g. ubi9-python-3.12 -> 3.12)."""
+    name = project_dir.resolve().name
+    # The version is everything after the last hyphen
+    version = name.rsplit("-", maxsplit=1)[-1]
+    if re.fullmatch(r"\d+\.\d+", version):
+        return version
+    return None
+
+
+# =============================================================================
+# INDEX FLAGS
+# =============================================================================
+
+
+def get_index_flags(project_dir: Path, flavor: str) -> list[str] | None:
+    """Build uv index flags from build-args/<flavor>.conf.
+
+    Returns None on failure (missing conf or INDEX_URL).
+    """
+    conf_file = project_dir / "build-args" / f"{flavor}.conf"
+    if not conf_file.is_file():
+        warn(f"Missing build-args config for {flavor}: {conf_file}")
+        return None
+
+    index_url = read_conf_value(conf_file, "INDEX_URL")
+    if not index_url:
+        warn(f"INDEX_URL not found in {conf_file}")
+        return None
+
+    flags = [f"--default-index={index_url}", f"--index={index_url}"]
+
+    # For CUDA and ROCm flavors, add CPU index as fallback (RHAIENG-3071)
+    if flavor in ("cuda", "rocm"):
+        cpu_index_url = read_conf_value(conf_file, "CPU_INDEX_URL")
+        if cpu_index_url:
+            flags.append(f"--index={cpu_index_url}")
+            print("  📎 Using CPU index as fallback", file=sys.stderr)
+
+    return flags
+
+
+# =============================================================================
+# LOCK FILE GENERATION
+# =============================================================================
+
+
+def run_lock(
+    project_dir: Path,
+    flavor: str,
+    index_flags: list[str],
+    mode: IndexMode,
+    python_version: str,
+    upgrade: bool,
+) -> bool:
+    """Run uv pip compile to generate a lock file. Returns True on success."""
+    if mode == IndexMode.public_index:
+        output = "pylock.toml"
+        desc = "pylock.toml (public index)"
+        print("➡️ Generating pylock.toml from public PyPI index...")
+    else:
+        (project_dir / "uv.lock.d").mkdir(exist_ok=True)
+        output = f"uv.lock.d/pylock.{flavor}.toml"
+        desc = f"{flavor.upper()} lock file"
+        print(f"➡️ Generating {flavor.upper()} lock file...")
+
+    # Tag filtering was added in uv 0.9.16 (https://github.com/astral-sh/uv/pull/16956)
+    # but bypassed in --universal mode. uv 0.10.5 (https://github.com/astral-sh/uv/pull/18081)
+    # now filters wheels by requires-python and marker disjointness even in --universal mode.
+    # Documentation at https://docs.astral.sh/uv/reference/cli/#uv-pip-compile--python-platform says that
+    #  `--python-platform linux` is alias for `x86_64-unknown-linux-gnu`; we cannot use this to get a multiarch pylock
+    # Let's use --universal temporarily, and in the future we can switch to using uv.lock
+    #  when https://github.com/astral-sh/uv/issues/6830 is resolved, or symlink `ln -s uv.lock.d/uv.${flavor}.lock uv.lock`
+    # Note: currently generating uv.lock.d/pylock.${flavor}.toml; future rename to uv.${flavor}.lock is planned
+    # See also --universal discussion with Gerard
+    #  https://redhat-internal.slack.com/archives/C0961HQ858Q/p1757935641975969?thread_ts=1757542802.032519&cid=C0961HQ858Q
+    cmd: list[str] = [
+        str(UV),
+        "pip",
+        "compile",
+        "pyproject.toml",
+        "--output-file",
+        output,
+        "--format",
+        "pylock.toml",
+        "--generate-hashes",
+        "--emit-index-url",
+        f"--python-version={python_version}",
+        "--universal",
+        "--no-annotate",
+        "--quiet",
+    ]
+
+    for pkg in NO_EMIT_PACKAGES:
+        cmd.extend(["--no-emit-package", pkg])
+
+    if upgrade:
+        cmd.append("--upgrade")
+
+    # Use relative path to avoid absolute paths in pylock.toml headers
+    if CVE_CONSTRAINTS_FILE.is_file():
+        relative_constraints = os.path.relpath(CVE_CONSTRAINTS_FILE, project_dir)
+        cmd.extend(["--constraints", relative_constraints])
+
+    cmd.extend(index_flags)
+
+    result = subprocess.run(cmd, cwd=project_dir, check=False)
+
+    if result.returncode != 0:
+        warn(f"Failed to generate {desc} in {project_dir}")
+        output_path = project_dir / output
+        output_path.unlink(missing_ok=True)
+        return False
+
+    ok(f"{desc} generated successfully.")
+    return True
+
+
+# =============================================================================
+# MAIN
+# =============================================================================
+
+app = typer.Typer(add_completion=False)
+
+
+@app.command()
+def main(
+    index_mode: Annotated[
+        IndexMode, typer.Argument(help="Index mode: auto, rh-index, or public-index")
+    ] = IndexMode.auto,
+    target_dir: Annotated[
+        Path | None, typer.Argument(help="Specific project directory to process")
+    ] = None,
+) -> None:
+    """Generate pylock.toml lock files for Python project directories."""
+    # PRE-FLIGHT
+    check_uv()
+
+    # UPGRADE FLAG
+    upgrade = os.environ.get("FORCE_LOCKFILES_UPGRADE", "0") == "1"
+    if upgrade:
+        info("FORCE_LOCKFILES_UPGRADE=1 detected. Will upgrade all packages to latest versions.")
+
+    info(f"Using index mode: {index_mode.value}")
+
+    # TARGET DIRECTORIES
+    target_dirs = find_target_dirs(target_dir)
+    if not target_dirs:
+        error("No directories containing pyproject.toml were found.")
+        raise SystemExit(1)
+
+    # MAIN LOOP
+    success_dirs: list[Path] = []
+    failed_dirs: list[Path] = []
+
+    for tdir in target_dirs:
+        print()
+        print("=" * 67)
+        info(f"Processing directory: {tdir}")
+        print("=" * 67)
+
+        python_version = extract_python_version(tdir)
+        if python_version is None:
+            warn(f"Could not extract valid Python version from directory name: {tdir}")
+            warn("Expected directory format: .../ubi9-python-X.Y")
+            continue
+
+        flavors = detect_flavors(tdir)
+        if not flavors:
+            warn(f"No Dockerfiles found in {tdir} (cpu/cuda/rocm). Skipping.")
+            continue
+
+        print(f"📦 Python version: {python_version}")
+        print("🧩 Detected flavors:")
+        for f in sorted(flavors):
+            print(f"  • {f.upper()}")
+        print()
+
+        # Resolve effective mode
+        if index_mode == IndexMode.auto:
+            effective_mode = IndexMode.rh_index if (tdir / "uv.lock.d").is_dir() else IndexMode.public_index
+        else:
+            effective_mode = index_mode
+        info(f"Effective mode for this directory: {effective_mode.value}")
+
+        dir_success = True
+
+        if effective_mode == IndexMode.public_index:
+            if not run_lock(tdir, "cpu", [PUBLIC_INDEX], effective_mode, python_version, upgrade):
+                dir_success = False
+        else:
+            for flavor in ("cpu", "cuda", "rocm"):
+                if flavor not in flavors:
+                    continue
+                flags = get_index_flags(tdir, flavor)
+                if flags is None:
+                    dir_success = False
+                    continue
+                if not run_lock(tdir, flavor, flags, effective_mode, python_version, upgrade):
+                    dir_success = False
+
+        if dir_success:
+            success_dirs.append(tdir)
+        else:
+            failed_dirs.append(tdir)
+
+    # SUMMARY
+    print()
+    print("=" * 67)
+    ok("Lock generation complete.")
+    print("=" * 67)
+
+    if success_dirs:
+        print("✅ Successfully generated locks for:")
+        for d in success_dirs:
+            print(f"  • {d}")
+
+    if failed_dirs:
+        print()
+        warn("Failed lock generation for:")
+        for d in failed_dirs:
+            print(f"  • {d}")
+            print("Please comment out the missing package to continue and report the missing package to the RH index maintainers")
+        raise SystemExit(1)
+
+
+if __name__ == "__main__":
+    app()
diff --git a/scripts/pylocks_generator.sh b/scripts/pylocks_generator.sh
deleted file mode 100755
index e107151db6..0000000000
--- a/scripts/pylocks_generator.sh
+++ /dev/null
@@ -1,258 +0,0 @@
-#!/usr/bin/env bash
-set -euo pipefail
-
-# =============================================================================
-# pylocks_generator.sh
-#
-# This script generates Python dependency lock files (pylock.toml) for multiple
-# directories using either internal AIPCC wheel indexes or the public PyPI index.
-#
-# Features:
-#   • Supports multiple Python project directories, detected by pyproject.toml.
-#   • Detects available Dockerfile flavors (CPU, CUDA, ROCm) for AIPCC index mode.
-#   • Validates Python version extracted from directory name (expects format .../ubi9-python-X.Y).
-#   • Generates per-flavor locks in 'uv.lock/' for AIPCC index mode.
-#   • Overwrites existing pylock.toml in-place for public PyPI index mode.
-#
-# Index Modes:
-#   • aipcc-index  -> Uses internal Red Hat AIPCC wheel indexes. Generates uv.lock/pylock.<flavor>.toml for each detected flavor.
-#   • public-index -> Uses public PyPI index. Updates pylock.toml in the project directory.
-#                    Default mode if not specified.
-#
-# Usage:
-#   1. Lock using default public index for all projects in MAIN_DIRS:
-#        bash pylocks_generator.sh
-#
-#   2. Lock using AIPCC index for a specific directory:
-#        bash pylocks_generator.sh aipcc-index jupyter/minimal/ubi9-python-3.12
-#
-#   3. Lock using public index for a specific directory:
-#        bash pylocks_generator.sh public-index jupyter/minimal/ubi9-python-3.12
-#
-# Notes:
-#   • If the script fails for a directory, it lists the failed directories at the end.
-#   • Public index mode does not create uv.lock directories keeps the old format.
-#   • Python version extraction depends on directory naming convention; invalid formats are skipped.
-# =============================================================================
-
-# ----------------------------
-# CONFIGURATION
-# ----------------------------
-CPU_INDEX="--index-url=https://console.redhat.com/api/pypi/public-rhai/rhoai/3.0/cpu-ubi9/simple/"
-CUDA_INDEX="--index-url=https://console.redhat.com/api/pypi/public-rhai/rhoai/3.0/cuda-ubi9/simple/"
-ROCM_INDEX="--index-url=https://console.redhat.com/api/pypi/public-rhai/rhoai/3.0/rocm-ubi9/simple/"
-PUBLIC_INDEX="--index-url=https://pypi.org/simple"
-
-MAIN_DIRS=("jupyter" "runtimes" "rstudio" "codeserver")
-
-# ----------------------------
-# HELPER FUNCTIONS
-# ----------------------------
-info()  { echo -e "🔹 \033[1;34m$1\033[0m"; }
-warn()  { echo -e "⚠️  \033[1;33m$1\033[0m"; }
-error() { echo -e "❌ \033[1;31m$1\033[0m"; }
-ok()    { echo -e "✅ \033[1;32m$1\033[0m"; }
-
-uppercase() {
-  echo "$1" | tr '[:lower:]' '[:upper:]'
-}
-
-# ----------------------------
-# PRE-FLIGHT CHECK
-# ----------------------------
-if ! command -v uv &>/dev/null; then
-  error "uv command not found. Please install uv: https://github.com/astral-sh/uv"
-  exit 1
-fi
-
-UV_MIN_VERSION="0.4.0"
-UV_VERSION=$(uv --version 2>/dev/null | awk '{print $2}' || echo "0.0.0")
-
-version_ge() {
-  [ "$(printf '%s\n' "$2" "$1" | sort -V | head -n1)" = "$2" ]
-}
-
-if ! version_ge "$UV_VERSION" "$UV_MIN_VERSION"; then
-  error "uv version $UV_VERSION found, but >= $UV_MIN_VERSION is required."
-  error "Please upgrade uv: https://github.com/astral-sh/uv"
-  exit 1
-fi
-
-# ----------------------------
-# ARGUMENT PARSING
-# ----------------------------
-# default to public-index if not provided
-INDEX_MODE="${1:-public-index}"
-TARGET_DIR_ARG="${2:-}"
-
-# Validate mode
-if [[ "$INDEX_MODE" != "aipcc-index" && "$INDEX_MODE" != "public-index" ]]; then
-  error "Invalid mode '$INDEX_MODE'. Valid options: aipcc-index, public-index"
-  exit 1
-fi
-info "Using index mode: $INDEX_MODE"
-
-# ----------------------------
-# GET TARGET DIRECTORIES
-# ----------------------------
-if [ -n "$TARGET_DIR_ARG" ]; then
-  TARGET_DIRS=("$TARGET_DIR_ARG")
-else
-  info "Scanning main directories for Python projects..."
-  TARGET_DIRS=()
-  for base in "${MAIN_DIRS[@]}"; do
-    if [ -d "$base" ]; then
-      while IFS= read -r -d '' pyproj; do
-        TARGET_DIRS+=("$(dirname "$pyproj")")
-      done < <(find "$base" -type f -name "pyproject.toml" -print0)
-    fi
-  done
-fi
-
-if [ ${#TARGET_DIRS[@]} -eq 0 ]; then
-  error "No directories containing pyproject.toml were found."
-  exit 1
-fi
-
-# ----------------------------
-# MAIN LOOP
-# ----------------------------
-FAILED_DIRS=()
-SUCCESS_DIRS=()
-
-for TARGET_DIR in "${TARGET_DIRS[@]}"; do
-  echo
-  echo "==================================================================="
-  info "Processing directory: $TARGET_DIR"
-  echo "==================================================================="
-
-  cd "$TARGET_DIR" || continue
-  PYTHON_VERSION="${PWD##*-}"
-
-  # Validate Python version extraction
-  if [[ ! "$PYTHON_VERSION" =~ ^[0-9]+\.[0-9]+$ ]]; then
-    warn "Could not extract valid Python version from directory name: $PWD"
-    warn "Expected directory format: .../ubi9-python-X.Y"
-    cd - >/dev/null
-    continue
-  fi
-
-  # Detect available Dockerfiles (flavors)
-  HAS_CPU=false
-  HAS_CUDA=false
-  HAS_ROCM=false
-  [ -f "Dockerfile.cpu" ] && HAS_CPU=true
-  [ -f "Dockerfile.cuda" ] && HAS_CUDA=true
-  [ -f "Dockerfile.rocm" ] && HAS_ROCM=true
-
-  if ! $HAS_CPU && ! $HAS_CUDA && ! $HAS_ROCM; then
-    warn "No Dockerfiles found in $TARGET_DIR (cpu/cuda/rocm). Skipping."
-    cd - >/dev/null
-    continue
-  fi
-
-  echo "📦 Python version: $PYTHON_VERSION"
-  echo "🧩 Detected flavors:"
-  $HAS_CPU && echo "  • CPU"
-  $HAS_CUDA && echo "  • CUDA"
-  $HAS_ROCM && echo "  • ROCm"
-  echo
-
-  DIR_SUCCESS=true
-
-  run_lock() {
-    local flavor="$1"
-    local index="$2"
-    local output
-    local desc
-
-    if [[ "$INDEX_MODE" == "public-index" ]]; then
-      output="pylock.toml"
-      desc="pylock.toml (public index)"
-      echo "➡️ Generating pylock.toml from public PyPI index..."
-    else
-      mkdir -p uv.lock
-      output="uv.lock/pylock.${flavor}.toml"
-      desc="$(uppercase "$flavor") lock file"
-      echo "➡️ Generating $(uppercase "$flavor") lock file..."
-    fi
-
-    # The behavior has changed in uv 0.9.17 (https://github.com/astral-sh/uv/pull/16956)
-    # Documentation at https://docs.astral.sh/uv/reference/cli/#uv-pip-compile--python-platform says that
-    #  `--python-platform linux` is alias for `x86_64-unknown-linux-gnu`; we cannot use this to get a multiarch pylock
-    # Let's use --universal temporarily, and in the future we can switch to using uv.lock
-    #  when https://github.com/astral-sh/uv/issues/6830 is resolved, or link `ln -s uv.lock/lock.${flavor}.toml uv.lock`
-    # See also --universal discussion with Gerard
-    #  https://redhat-internal.slack.com/archives/C0961HQ858Q/p1757935641975969?thread_ts=1757542802.032519&cid=C0961HQ858Q
-    set +e
-    uv pip compile pyproject.toml \
-      --output-file "$output" \
-      --format pylock.toml \
-      --generate-hashes \
-      --emit-index-url \
-      --python-version="$PYTHON_VERSION" \
-      --universal \
-      --no-annotate \
-      --quiet \
-      --no-emit-package odh-notebooks-meta-llmcompressor-deps \
-      --no-emit-package odh-notebooks-meta-runtime-elyra-deps \
-      $index
-    local status=$?
-    set -e
-
-    if [ $status -ne 0 ]; then
-      warn "Failed to generate $desc in $TARGET_DIR"
-      rm -f "$output"
-      DIR_SUCCESS=false
-    else
-      if [[ "$INDEX_MODE" == "public-index" ]]; then
-        ok "pylock.toml generated successfully."
-      else
-        ok "$(uppercase "$flavor") lock generated successfully."
-      fi
-    fi
-  }
-
-  # Run lock generation
-  if [[ "$INDEX_MODE" == "public-index" ]]; then
-    # public-index always updates pylock.toml in place
-    run_lock "cpu" "$PUBLIC_INDEX"
-  else
-    $HAS_CPU && run_lock "cpu" "$CPU_INDEX"
-    $HAS_CUDA && run_lock "cuda" "$CUDA_INDEX"
-    $HAS_ROCM && run_lock "rocm" "$ROCM_INDEX"
-  fi
-
-  if $DIR_SUCCESS; then
-    SUCCESS_DIRS+=("$TARGET_DIR")
-  else
-    FAILED_DIRS+=("$TARGET_DIR")
-  fi
-
-  cd - >/dev/null
-done
-
-# ----------------------------
-# SUMMARY
-# ----------------------------
-echo
-echo "==================================================================="
-ok "Lock generation complete."
-echo "==================================================================="
-
-if [ ${#SUCCESS_DIRS[@]} -gt 0 ]; then
-  echo "✅ Successfully generated locks for:"
-  for d in "${SUCCESS_DIRS[@]}"; do
-    echo "  • $d"
-  done
-fi
-
-if [ ${#FAILED_DIRS[@]} -gt 0 ]; then
-  echo
-  warn "Failed lock generation for:"
-  for d in "${FAILED_DIRS[@]}"; do
-    echo "  • $d"
-    echo "Please comment out the missing package to continue and report the missing package to aipcc"
-  done
-  exit 1
-fi
diff --git a/uv b/uv
new file mode 100755
index 0000000000..145dfea0a7
--- /dev/null
+++ b/uv
@@ -0,0 +1,40 @@
+#!/usr/bin/env -S bash --norc --noprofile
+# ./uv — run the project-pinned version of uv.
+#
+# Reads required-version from uv.toml and delegates via `uv tool run`.
+# This avoids version mismatch errors when your system uv (e.g. Homebrew)
+# differs from the version pinned for this project.
+#
+# Usage:
+#   ./uv sync
+#   ./uv run pytest
+#   ./uv pip compile ...
+#
+# The pinned version is cached by uvx after the first run.
+# Parsing uses bash =~ instead of forking sed to avoid a subprocess.
+#
+# Bash with built-in regex is ~3x faster than Python for this task (hyperfine,
+# 50 runs): bash+builtin 18.7ms, bash+sed 25.0ms, python 55.4ms.
+set -Eeuo pipefail
+
+SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
+
+while IFS= read -r line; do
+    if [[ "$line" =~ ^required-version\ *=\ *\"==([^\"]*)\" ]]; then
+        version="${BASH_REMATCH[1]}"
+        break
+    fi
+done < "${SCRIPT_DIR}/uv.toml"
+
+if [[ -z "${version:-}" ]]; then
+    echo "error: could not read required-version from ${SCRIPT_DIR}/uv.toml" >&2
+    exit 1
+fi
+
+# Fast path: use the system uv directly if it already matches the pinned version
+if current=$(uv --version 2>/dev/null) && [[ "$current" == "uv $version" || "$current" == "uv $version "* ]]; then
+    exec uv "$@"
+fi
+
+# Slow path: run the pinned version via uvx (downloaded and cached on first use)
+exec uv tool run "uv@${version}" "$@"
diff --git a/uv.lock b/uv.lock
index d099d1d4e2..08e67703d8 100644
--- a/uv.lock
+++ b/uv.lock
@@ -943,6 +943,7 @@ dev = [
     { name = "ruamel-yaml", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
     { name = "ruff", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
     { name = "testcontainers", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
+    { name = "typer", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
 ]
 
 [package.metadata]
@@ -965,6 +966,7 @@ dev = [
     { name = "ruamel-yaml" },
     { name = "ruff" },
     { name = "testcontainers" },
+    { name = "typer" },
 ]
 
 [[package]]
diff --git a/uv.toml b/uv.toml
new file mode 100644
index 0000000000..05eb4364ab
--- /dev/null
+++ b/uv.toml
@@ -0,0 +1 @@
+required-version = "==0.10.6"