diff --git a/.github/workflows/_pr_image_build.yaml b/.github/workflows/_pr_image_build.yaml
index 46033ccfb45..3ac4003a8c7 100644
--- a/.github/workflows/_pr_image_build.yaml
+++ b/.github/workflows/_pr_image_build.yaml
@@ -26,7 +26,7 @@ on:
 
 jobs:
   build-push-digest:
-    name: Image Build and Push
+    name: build
     runs-on: ${{ matrix.runner }}
     strategy:
       matrix:
diff --git a/.github/workflows/bot_merge_conflict.yml b/.github/workflows/bot_merge_conflict.yaml
similarity index 94%
rename from .github/workflows/bot_merge_conflict.yml
rename to .github/workflows/bot_merge_conflict.yaml
index 0ac2234ba4a..8515a12329c 100644
--- a/.github/workflows/bot_merge_conflict.yml
+++ b/.github/workflows/bot_merge_conflict.yaml
@@ -1,4 +1,4 @@
-name: Lint
+name: Merge Conflict Labeler
 on:
   # So that PRs touching the same files as the push are updated
   push:
@@ -10,7 +10,6 @@ on:
 
 jobs:
   main:
-    name: Merge Conflict Labeler
     runs-on: ubuntu-latest
     steps:
       - name: check if prs are dirty
diff --git a/.github/workflows/bot_pr_create.yaml b/.github/workflows/bot_pr_create.yaml
index 22ab2c412b7..048679c2be8 100644
--- a/.github/workflows/bot_pr_create.yaml
+++ b/.github/workflows/bot_pr_create.yaml
@@ -15,7 +15,7 @@
 # This file is a part of the vllm-ascend project.
 #
 
-name: Lint
+name: PR Create
 
 on:
   # The PR updated when PR opened and push new commits
diff --git a/.github/workflows/labled_doctest.yaml b/.github/workflows/labled_doctest.yaml
index 193bbd60934..0fc70c9d089 100644
--- a/.github/workflows/labled_doctest.yaml
+++ b/.github/workflows/labled_doctest.yaml
@@ -15,7 +15,7 @@
 # This file is a part of the vllm-ascend project.
 #
 
-name: 'ascend test / doctest'
+name: Doc Test
 
 on:
   workflow_dispatch:
@@ -25,7 +25,7 @@ on:
       - '*-dev'
     paths:
       # If we are changing the doctest we should do a PR test
-      - '.github/workflows/vllm_ascend_doctest.yaml'
+      - '.github/workflows/labled_doctest.yaml'
       - 'tests/e2e/doctests/**'
       - 'tests/e2e/common.sh'
       - 'tests/e2e/run_doctests.sh'
diff --git a/.github/workflows/labled_test_310.yaml b/.github/workflows/labled_test_310.yaml
index d2a0ff0e799..25e78506384 100644
--- a/.github/workflows/labled_test_310.yaml
+++ b/.github/workflows/labled_test_310.yaml
@@ -15,15 +15,12 @@
 # This file is a part of the vllm-ascend project.
 #
 
-name: 'e2e test / 310p-test'
+name: 310p Labeled Test
 
 on:
   push:
     tags:
       - 'v*'
-  schedule:
-    # Runs every 6 hours
-    - cron:  '0 */6 * * *'
   pull_request:
     types: [ labeled ]
 
diff --git a/.github/workflows/nightly_test_a2.yaml b/.github/workflows/nightly_test_a2.yaml
index d1113622597..8fca3badec7 100644
--- a/.github/workflows/nightly_test_a2.yaml
+++ b/.github/workflows/nightly_test_a2.yaml
@@ -17,7 +17,7 @@
 
 # This workflow related to the resources atlas 800 A2
 # We will not limit the concurrency of jobs on A2
-name: 'ascend test / nightly-a2'
+name: Nightly-A2
 
 on:
   schedule:
@@ -27,7 +27,7 @@ on:
   pull_request: 
     branches:
       - 'main'
-    types: [ labeled, synchronize ]
+    types: [ labeled ]
 
 # Bash shells do not use ~/.profile or ~/.bashrc so these shells need to be explicitly
 # declared as "shell: bash -el {0}" on steps that need to be properly activated.
@@ -66,6 +66,29 @@ jobs:
       name: ${{ matrix.test_config.name }}
       image: 'swr.cn-southwest-2.myhuaweicloud.com/base_image/ascend-ci/vllm-ascend:nightly-a2'
 
+  multi-node-tests:
+    name: multi-node
+    if: always() && (github.event_name == 'schedule' || github.event_name == 'workflow_dispatch')
+    needs: single-node-tests
+    strategy:
+      fail-fast: false
+      max-parallel: 1
+      matrix:
+        test_config:
+          - name: multi-node-deepseek-dp
+            config_file_path: DeepSeek-R1-W8A8-A2.yaml
+            size: 2
+    uses: ./.github/workflows/_e2e_nightly_multi_node.yaml
+    with:
+      soc_version: a2
+      runner: linux-aarch64-a2-0
+      image: 'swr.cn-southwest-2.myhuaweicloud.com/base_image/ascend-ci/vllm-ascend:nightly-a2'
+      replicas: 1
+      size: ${{ matrix.test_config.size }}
+      config_file_path: ${{ matrix.test_config.config_file_path }}
+    secrets:
+      KUBECONFIG_B64: ${{ secrets.KUBECONFIG_A2_B64 }}
+
   single-node-accuracy-tests:
     if: >-
       ${{
@@ -110,27 +133,3 @@ jobs:
       model_list: ${{ toJson(matrix.test_config.model_list) }}
       image: 'swr.cn-southwest-2.myhuaweicloud.com/base_image/ascend-ci/cann:8.3.rc2-910b-ubuntu22.04-py3.11'
       upload: false
-
-
-  multi-node-tests:
-    name: multi-node
-    if: always() && (github.event_name == 'schedule' || github.event_name == 'workflow_dispatch')
-    needs: single-node-tests
-    strategy:
-      fail-fast: false
-      max-parallel: 1
-      matrix:
-        test_config:
-          - name: multi-node-deepseek-dp
-            config_file_path: DeepSeek-R1-W8A8-A2.yaml
-            size: 2
-    uses: ./.github/workflows/_e2e_nightly_multi_node.yaml
-    with:
-      soc_version: a2
-      runner: linux-aarch64-a2-0
-      image: 'swr.cn-southwest-2.myhuaweicloud.com/base_image/ascend-ci/vllm-ascend:nightly-a2'
-      replicas: 1
-      size: ${{ matrix.test_config.size }}
-      config_file_path: ${{ matrix.test_config.config_file_path }}
-    secrets:
-      KUBECONFIG_B64: ${{ secrets.KUBECONFIG_A2_B64 }}
diff --git a/.github/workflows/nightly_test_a3.yaml b/.github/workflows/nightly_test_a3.yaml
index 0256927f68e..916a8b369a0 100644
--- a/.github/workflows/nightly_test_a3.yaml
+++ b/.github/workflows/nightly_test_a3.yaml
@@ -18,7 +18,7 @@
 # This workflow related to the resources atlas 800 A3
 # **Please note**: current A3 resource pool's maximum allowed concurrency is 5*16 NPUs
 # We will limit the concurrency of jobs on A3 to avoid the risk of insufficient resources
-name: 'ascend test / nightly-a3'
+name: Nightly-A3
 
 on:
   schedule:
@@ -28,6 +28,7 @@ on:
   pull_request: 
     branches:
       - 'main'
+    types: [ labeled ]
 
 # Bash shells do not use ~/.profile or ~/.bashrc so these shells need to be explicitly
 # declared as "shell: bash -el {0}" on steps that need to be properly activated.
@@ -140,6 +141,7 @@ jobs:
       image: 'swr.cn-southwest-2.myhuaweicloud.com/base_image/ascend-ci/vllm-ascend:nightly-a3'
       tests: ${{ matrix.test_config.tests }}
       name: ${{ matrix.test_config.name }}
+
   custom-ops-tests:
     name: test ops
     if: always() && (github.event_name == 'schedule' || github.event_name == 'workflow_dispatch')
diff --git a/.github/workflows/pr_tag_image_build_and_push.yaml b/.github/workflows/pr_tag_image_build_and_push.yaml
index be9765a7259..4991ae040ea 100644
--- a/.github/workflows/pr_tag_image_build_and_push.yaml
+++ b/.github/workflows/pr_tag_image_build_and_push.yaml
@@ -9,7 +9,7 @@
 # 3. tags push trigger image publish
 #   - is for final release image
 #   - Publish when tag with v* (pep440 version)  ===>  vllm-ascend:v1.2.3 / vllm-ascend:v1.2.3rc1
-name: Image
+name: Image Build and Push
 on:
   pull_request:
     branches:
@@ -55,7 +55,7 @@ concurrency:
 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
+    name: Image Build and Push
     strategy:
       matrix:
         build_meta:
diff --git a/.github/workflows/pr_tag_release_code_and_wheel.yml b/.github/workflows/pr_tag_release_code_and_wheel.yml
index 41162e76b2c..ed655bdcb99 100644
--- a/.github/workflows/pr_tag_release_code_and_wheel.yml
+++ b/.github/workflows/pr_tag_release_code_and_wheel.yml
@@ -15,7 +15,7 @@
 # This file is a part of the vllm-ascend project.
 #
 
-name: Build
+name: Release Code and Wheel
 
 on:
   pull_request:
@@ -23,7 +23,7 @@ on:
       - 'main'
       - '*-dev'
     paths:
-      - '.github/workflows/release_code.yml'
+      - '.github/workflows/pr_tag_release_code_and_wheel.yaml'
       - 'vllm_ascend/**'
       - 'setup.py'
       - 'pyproject.toml'
diff --git a/.github/workflows/pr_test_full.yaml b/.github/workflows/pr_test_full.yaml
index 379dcbb4639..3430699a736 100644
--- a/.github/workflows/pr_test_full.yaml
+++ b/.github/workflows/pr_test_full.yaml
@@ -14,7 +14,7 @@
 # limitations under the License.
 # This file is a part of the vllm-ascend project.
 #
-name: 'ascend test / full'
+name: E2E-Full
 
 on:
   pull_request:
diff --git a/.github/workflows/pr_test_light.yaml b/.github/workflows/pr_test_light.yaml
index c1f93fb0cf1..50214570a12 100644
--- a/.github/workflows/pr_test_light.yaml
+++ b/.github/workflows/pr_test_light.yaml
@@ -15,7 +15,7 @@
 # This file is a part of the vllm-ascend project.
 #
 
-name: 'ascend test'
+name: E2E-Light
 
 on:
   push:
diff --git a/.github/workflows/_nightly_image_build.yaml b/.github/workflows/schedule_nightly_image_build.yaml
similarity index 97%
rename from .github/workflows/_nightly_image_build.yaml
rename to .github/workflows/schedule_nightly_image_build.yaml
index baa18ae7440..296c7c2528e 100644
--- a/.github/workflows/_nightly_image_build.yaml
+++ b/.github/workflows/schedule_nightly_image_build.yaml
@@ -1,4 +1,4 @@
-name: 'image / nightly / Ubuntu / test'
+name: Nightly Image Build Schedule
 
 on:
   schedule:
diff --git a/.github/workflows/schedule_test_benchmarks.yaml b/.github/workflows/schedule_test_benchmarks.yaml
index 2ed0fe64d3b..1ba071da387 100644
--- a/.github/workflows/schedule_test_benchmarks.yaml
+++ b/.github/workflows/schedule_test_benchmarks.yaml
@@ -15,7 +15,7 @@
 # limitations under the License.
 #
 
-name: Performance Test
+name: Performance Schedule Test
 # This workflow runs nightly benchmarks for vllm-ascend.
 
 on:
diff --git a/.github/workflows/schedule_test_vllm_main.yaml b/.github/workflows/schedule_test_vllm_main.yaml
index b5a39c876c3..93a63917871 100644
--- a/.github/workflows/schedule_test_vllm_main.yaml
+++ b/.github/workflows/schedule_test_vllm_main.yaml
@@ -14,7 +14,7 @@
 # limitations under the License.
 # This file is a part of the vllm-ascend project.
 #
-name: 'ascend test / vllm main'
+name: vLLM Main Schedule Test
 
 on:
   # Run full e2e tests per 4h