diff --git a/.github/workflows/ai-service-release-image.yaml b/.github/workflows/ai-service-release-image.yaml
index a7ba93478..cbf7bab4e 100644
--- a/.github/workflows/ai-service-release-image.yaml
+++ b/.github/workflows/ai-service-release-image.yaml
@@ -24,7 +24,7 @@ jobs:
           else
             tag_name=commit-$(git log -1 --pretty=%h)
           fi
-          echo "TAG_NAME=$tag_name" >> $GITHUB_OUTPUT
+          echo "TAG_NAME=$tag_name" >> $GITHUB_ENV
       - name: Set up QEMU
         uses: docker/setup-qemu-action@v3
       - name: Set up Docker Buildx
@@ -35,12 +35,18 @@ jobs:
           registry: ghcr.io
           username: ${{ github.actor }}
           password: ${{ secrets.GITHUB_TOKEN }}
-      - name: Build and push image
-        env:
-          TAG_NAME: ${{ steps.tag-preparation.outputs.TAG_NAME }}
-        run: |
-          docker buildx build \
-            --platform linux/amd64,linux/arm64 \
-            --tag ghcr.io/canner/wren-ai-service:$TAG_NAME \
-            --file ./docker/Dockerfile \
-            --push .
+      - name: Docker meta
+        id: meta
+        uses: docker/metadata-action@v5
+        with:
+          images: ghcr.io/canner/wren-ai-service
+          tags: |
+            type=raw,${{ env.TAG_NAME }}
+      - name: Build and push
+        uses: docker/build-push-action@v6
+        with:
+          push: true
+          platforms: linux/amd64,linux/arm64
+          tags: ${{ steps.meta.outputs.tags }}
+          context: ./wren-ai-service
+          file: ./wren-ai-service/docker/Dockerfile
\ No newline at end of file
diff --git a/.github/workflows/ai-service-release-nightly-image.yaml b/.github/workflows/ai-service-release-nightly-image.yaml
index 494e117a5..d9afdc2f4 100644
--- a/.github/workflows/ai-service-release-nightly-image.yaml
+++ b/.github/workflows/ai-service-release-nightly-image.yaml
@@ -30,13 +30,19 @@ jobs:
           registry: ghcr.io
           username: ${{ github.actor }}
           password: ${{ secrets.GITHUB_TOKEN }}
-      - name: Build and push image
-        env:
-          TAG_NAME: ${{ steps.tag-preparation.outputs.TAG_NAME }}
-        run: |
-          docker buildx build \
-            --platform linux/amd64,linux/arm64 \
-            --tag ghcr.io/canner/wren-ai-service:$TAG_NAME \
-            --tag ghcr.io/canner/wren-ai-service:nightly \
-            --file ./docker/Dockerfile \
-            --push .
+      - name: Docker meta
+        id: meta
+        uses: docker/metadata-action@v5
+        with:
+          images: ghcr.io/canner/wren-ai-service
+          tags: |
+            type=raw,${{ env.TAG_NAME }}
+            type=raw,nightly
+      - name: Build and push
+        uses: docker/build-push-action@v6
+        with:
+          push: true
+          platforms: linux/amd64,linux/arm64
+          tags: ${{ steps.meta.outputs.tags }}
+          context: ./wren-ai-service
+          file: ./wren-ai-service/docker/Dockerfile
\ No newline at end of file
diff --git a/.github/workflows/ai-service-release-stable-image.yaml b/.github/workflows/ai-service-release-stable-image.yaml
index b6d88b02d..f33b2d062 100644
--- a/.github/workflows/ai-service-release-stable-image.yaml
+++ b/.github/workflows/ai-service-release-stable-image.yaml
@@ -25,6 +25,7 @@ jobs:
       - uses: actions/checkout@v4
         with:
           token: ${{ steps.generate-token.outputs.token }}
+          fetch-depth: 0
       - name: Set up Git
         run: |
           git config --global user.name "wren-ai[bot]"
@@ -37,6 +38,32 @@ jobs:
         uses: abatilo/actions-poetry@v2
         with:
           poetry-version: 1.8.3
+      - name: Generate and Save Change Log
+        id: changelog
+        run: |
+          echo "Generating change log..."
+          PREVIOUS_VERSION=release/ai-service/$(poetry version -s)
+          echo "Previous version: $PREVIOUS_VERSION"
+          CHANGE_LOG=$(git log --pretty=format:"%s" $PREVIOUS_VERSION..HEAD | grep wren-ai-service)
+
+          # Separate the change log into categories
+          FEATURES=$(echo "$CHANGE_LOG" | grep "^feat" | sed 's/^/- /')
+          FIXES_AND_CHORES=$(echo "$CHANGE_LOG" | grep -E "^(fix|chore)" | sed 's/^/- /')
+
+          # Create the full change log
+          FULL_CHANGE_LOG="\nChangelog for the version\n"
+          if [ -n "$FEATURES" ]; then
+            FULL_CHANGE_LOG+="\nFeature and Enhancement\n$FEATURES"
+          fi
+          if [ -n "$FIXES_AND_CHORES" ]; then
+            FULL_CHANGE_LOG+="\n\nFixes and Chores\n$FIXES_AND_CHORES"
+          fi
+
+          {
+            echo "CHANGE_LOG<<EOF"
+            echo -e "$FULL_CHANGE_LOG"
+            echo EOF
+          } >> $GITHUB_ENV
       - name: Upgrade AI Service version
         run: |
           version=${{ github.event.inputs.version }}
@@ -44,6 +71,8 @@ jobs:
           git add pyproject.toml
           git commit -m "Upgrade AI Service version to $version"
           git push
+          git tag -a "release/ai-service/$version" -m "${{ env.CHANGE_LOG }}"
+          git push origin "release/ai-service/$version"
   build-image:
     needs: upgrade-ai-service-version
     runs-on: ubuntu-latest
@@ -59,11 +88,19 @@ jobs:
           registry: ghcr.io
           username: ${{ github.actor }}
           password: ${{ secrets.GITHUB_TOKEN }}
-      - name: Build and push image
-        run: |
-          docker buildx build \
-            --platform linux/amd64,linux/arm64 \
-            --tag ghcr.io/canner/wren-ai-service:${{ github.event.inputs.version }} \
-            --tag ghcr.io/canner/wren-ai-service:latest \
-            --file ./docker/Dockerfile \
-            --push .
+      - name: Docker meta
+        id: meta
+        uses: docker/metadata-action@v5
+        with:
+          images: ghcr.io/canner/wren-ai-service
+          tags: |
+            type=raw,${{ github.event.inputs.version }}
+            type=raw,latest
+      - name: Build and push
+        uses: docker/build-push-action@v6
+        with:
+          push: true
+          platforms: linux/amd64,linux/arm64
+          tags: ${{ steps.meta.outputs.tags }}
+          context: ./wren-ai-service
+          file: ./wren-ai-service/docker/Dockerfile
\ No newline at end of file
diff --git a/.github/workflows/ai-service-ci.yaml b/.github/workflows/ai-service-test.yaml
similarity index 73%
rename from .github/workflows/ai-service-ci.yaml
rename to .github/workflows/ai-service-test.yaml
index 9023137c9..fbb933e63 100644
--- a/.github/workflows/ai-service-ci.yaml
+++ b/.github/workflows/ai-service-test.yaml
@@ -1,14 +1,16 @@
 # This workflow will install Python dependencies, run tests and lint with a single version of Python
 # For more information see: https://docs.github.com/en/actions/automating-builds-and-tests/building-and-testing-python
 
-name: AI Service CI
+name: AI Service Test
 
 on:
   push:
+    branches:
+      - main
     paths:
-      - 'wren-ai-service/**'
+      - "wren-ai-service/**"
   pull_request:
-    types: [ labeled ]
+    types: [synchronize, labeled]
 
 permissions:
   contents: read
@@ -23,25 +25,21 @@ defaults:
     working-directory: wren-ai-service
 
 jobs:
-  ci:
-    if: ${{ github.event.label.name == 'ci/ai-service' || github.event_name == 'push' }}
-    strategy:
-      fail-fast: false
-      matrix:
-        python-version: [ "3.12.0" ]
-        poetry-version: [ "1.8.3" ]
+  pytest:
+    if: ${{ contains(github.event.pull_request.labels.*.name, 'ci/ai-service') || github.event_name == 'push' }}
     runs-on: ubuntu-latest
     timeout-minutes: 10
     steps:
       - uses: actions/checkout@v4
-      - name: Set up Python 3.12.0
-        uses: actions/setup-python@v4
-        with:
-          python-version: ${{ matrix.python-version }}
       - name: Install Poetry
-        uses: abatilo/actions-poetry@v2
+        uses: abatilo/actions-poetry@v3
+        with:
+          poetry-version: "1.8.3"
+      - name: Set up Python
+        uses: actions/setup-python@v5
         with:
-          poetry-version: ${{ matrix.poetry-version }}
+          python-version-file: ./wren-ai-service/pyproject.toml
+          cache: "poetry"
       - name: Install the project dependencies
         run: poetry install
       - name: Prepare testing environment and Run tests