diff --git a/.github/workflows/_pr_image_build.yaml b/.github/workflows/_schedule_image_build.yaml
similarity index 97%
rename from .github/workflows/_pr_image_build.yaml
rename to .github/workflows/_schedule_image_build.yaml
index f154877d619..911a5dafd89 100644
--- a/.github/workflows/_pr_image_build.yaml
+++ b/.github/workflows/_schedule_image_build.yaml
@@ -142,9 +142,9 @@ jobs:
           #      which follow the rule from vLLM with prefix v
           # TODO(yikun): the post release might be considered as latest release
           tags: |
-            type=ref,event=branch,suffix=${{ env.SUFFIX }}
-            type=ref,event=pr,suffix=${{ env.SUFFIX }}
             type=pep440,pattern={{raw}},suffix=${{ env.SUFFIX }}
+            type=schedule,pattern=main,suffix=${{ env.SUFFIX }}
+            type=ref,event=workflow_dispatch,suffix=${{ env.SUFFIX }}
           flavor:
             latest=false
 
diff --git a/.github/workflows/pr_tag_image_build_and_push.yaml b/.github/workflows/schedule_image_build_and_push.yaml
similarity index 50%
rename from .github/workflows/pr_tag_image_build_and_push.yaml
rename to .github/workflows/schedule_image_build_and_push.yaml
index a20e989e970..8b0d104ac46 100644
--- a/.github/workflows/pr_tag_image_build_and_push.yaml
+++ b/.github/workflows/schedule_image_build_and_push.yaml
@@ -11,52 +11,15 @@
 #   - Publish when tag with v* (pep440 version)  ===>  vllm-ascend:v1.2.3 / vllm-ascend:v1.2.3rc1
 name: Image Build and Push
 on:
-  pull_request:
-    branches:
-      - 'main'
-      - '*-dev'
-    paths:
-      - '.github/workflows/pr_tag_image_build_and_push.yaml'
-      - 'Dockerfile*'
-      - '.github/workflows/_pr_image_build.yml'
-      - 'vllm_ascend/**'
-      - 'setup.py'
-      - 'pyproject.toml'
-      - 'requirements.txt'
-      - 'cmake/**'
-      - 'CMakeLists.txt'
-      - 'csrc/**'
-      # We should also trigger image build when nightly test related files are changed to ensure the image is valid for nightly tests
-      - 'tests/e2e/nightly/'
-    types: [ labeled ]
+  schedule:
+    - cron: '0 */2 * * *'
   push:
-    # Publish image when tagging, the Dockerfile in tag will be build as tag image
-    branches:
-      - 'main'
-      - '*-dev'
     tags:
       - 'v*'
-    paths:
-      - '.github/workflows/pr_tag_image_build_and_push.yaml'
-      - 'Dockerfile*'
-      - '.github/workflows/_pr_image_build.yml'
-      - 'vllm_ascend/**'
-      - 'setup.py'
-      - 'pyproject.toml'
-      - 'requirements.txt'
-      - 'cmake/**'
-      - 'CMakeLists.txt'
-      - 'csrc/**'
-
-  workflow_dispatch: 
-# only cancel in-progress runs of the same workflow
-concurrency:
-  group: ${{ github.workflow }}-${{ github.ref }}
-  cancel-in-progress: true
+  workflow_dispatch:
 
 jobs:
   image_build:
-    if: ${{ github.event_name == 'push' || (contains(github.event.pull_request.labels.*.name, 'ready') && contains(github.event.pull_request.labels.*.name, 'ready-for-test')) }}
     name: Image Build and Push
     strategy:
       matrix:
@@ -77,11 +40,11 @@ jobs:
           #   dockerfile: Dockerfile.310p
           # - name: 310P openEuler
           #   dockerfile: Dockerfile.310p.openEuler
-    uses: ./.github/workflows/_pr_image_build.yaml
+    uses: ./.github/workflows/_schedule_image_build.yaml
     with:
       dockerfile: ${{ matrix.build_meta.dockerfile }}
       suffix: ${{ matrix.build_meta.suffix }}
       quay_username: ${{ vars.QUAY_USERNAME }}
-      should_push: ${{ github.event_name == 'push' && github.repository_owner == 'vllm-project' }}
+      should_push: ${{ github.repository_owner == 'vllm-project' }}
     secrets:
       QUAY_PASSWORD: ${{ secrets.QUAY_PASSWORD }}
diff --git a/.github/workflows/pr_tag_release_code_and_wheel.yml b/.github/workflows/schedule_release_code_and_wheel.yml
similarity index 85%
rename from .github/workflows/pr_tag_release_code_and_wheel.yml
rename to .github/workflows/schedule_release_code_and_wheel.yml
index ed655bdcb99..b7f5c2335d7 100644
--- a/.github/workflows/pr_tag_release_code_and_wheel.yml
+++ b/.github/workflows/schedule_release_code_and_wheel.yml
@@ -18,26 +18,12 @@
 name: Release Code and Wheel
 
 on:
-  pull_request:
-    branches:
-      - 'main'
-      - '*-dev'
-    paths:
-      - '.github/workflows/pr_tag_release_code_and_wheel.yaml'
-      - 'vllm_ascend/**'
-      - 'setup.py'
-      - 'pyproject.toml'
-      - 'requirements.txt'
-      - 'cmake/**'
-      - 'CMakeLists.txt'
-      - 'csrc/**'
+  schedule:
+    - cron: '0 */2 * * *'
   push:
     tags:
       - 'v*'
-
-concurrency:
-  group: ${{ github.workflow }}-${{ github.ref }}
-  cancel-in-progress: true
+  workflow_dispatch:
 
 jobs:
   build_and_release_code:
@@ -76,7 +62,7 @@ jobs:
           path: dist/*
 
       - name: Release
-        if: startsWith(github.ref, 'refs/tags/')
+        if: ${{ github.event_name == 'push' }}
         run: |
           python3 -m twine upload dist/* -u __token__ -p ${{ secrets.PYPI_TOKEN }}
 
@@ -85,11 +71,8 @@ jobs:
     strategy:
       matrix:
         os: [ubuntu-24.04, ubuntu-24.04-arm]
-        # PR only trigger latest version
-        python-version: ${{ fromJSON(
-          (github.event_name == 'pull_request' && '["3.11"]') ||
-          '["3.10", "3.11"]'
-         ) }}
+        python-version: ["3.10", "3.11"]
+
     runs-on: ${{ matrix.os }}
     steps:
     - uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v4.2.2
@@ -114,11 +97,10 @@ jobs:
         ls dist
 
     - name: Set up Python ${{ matrix.python-version }}
-      if: startsWith(github.ref, 'refs/tags/')
       uses: actions/setup-python@83679a892e2d95755f2dac6acb0bfd1e9ac5d548 # v6.1.0
       with:
         python-version: ${{ matrix.python-version }}
-      
+
     - name: Repair wheels with auditwheel
       run: |
         python3 -m pip install auditwheel
@@ -161,7 +143,7 @@ jobs:
         path: dist/*
 
     - name: Release
-      if: startsWith(github.ref, 'refs/tags/')
+      if: ${{ github.event_name == 'push' }}
       run: |
         python3 -m pip install twine
         python3 -m twine upload --verbose dist/* -u __token__ -p ${{ secrets.PYPI_TOKEN }}