diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 94e924b..f2d714b 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -12,21 +12,21 @@ jobs:
   ci:
     name: Lint, Typecheck & Test
     runs-on: ubuntu-latest
+    container:
+      image: pyflowx-ci:latest
+      env:
+        UV_LINK_MODE: copy
     steps:
       - uses: http://gitea:3000/zhou/checkout.git@main
 
-      - uses: http://gitea:3000/zhou/setup-uv.git@v8.1.0
-        with:
-          uv-version: "0.11.26"
-          enable-cache: true
+      - name: Sync dependencies
+        run: uv sync --frozen || uv sync
 
-      - uses: http://gitea:3000/zhou/setup-python.git@v6
-        with:
-          python-version: |
-            3.8
-            3.13
+      - name: Ruff check
+        run: ruff check src tests
 
-      - run: uv sync
-      - run: uv run ruff check src tests
-      - run: uv run pyrefly check .
-      - run: uvx tox run -e py38,py313
+      - name: Pyrefly check
+        run: pyrefly check .
+
+      - name: Tox test (py38, py313)
+        run: uvx tox run -e py38,py313
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index 5a89425..e512771 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -11,20 +11,18 @@ jobs:
   release:
     name: Build, Publish & Release
     runs-on: ubuntu-latest
+    container:
+      image: pyflowx-ci:latest
+      env:
+        UV_LINK_MODE: copy
     steps:
       - uses: http://gitea:3000/zhou/checkout.git@v4
 
-      - uses: http://gitea:3000/zhou/setup-uv.git@v8.1.0
-        with:
-          enable-cache: true
+      - name: Build distributions
+        run: uv build
 
-      - uses: http://gitea:3000/zhou/setup-python.git@v6
-        with:
-          python-version: '3.13'
-
-      - run: uv build
-
-      - uses: http://gitea:3000/zhou/gh-action-pypi-publish.git@release/v1
+      - name: Publish to PyPI
+        uses: http://gitea:3000/zhou/gh-action-pypi-publish.git@release/v1
         with:
           password: ${{ secrets.PYPI_API_TOKEN }}
 
@@ -43,5 +41,3 @@ jobs:
               -H "Content-Type: application/octet-stream" \
               --data-binary @"$file"
           done
-        env:
-          GITEA_URL: ${{ secrets.GITEA_URL || 'https://git.gookeryoung.cn' }}