diff --git a/.github/workflows/_ascend_npu_benchmark.yml b/.github/workflows/_ascend_npu_benchmark.yml
index 5989a4b..db1ee68 100644
--- a/.github/workflows/_ascend_npu_benchmark.yml
+++ b/.github/workflows/_ascend_npu_benchmark.yml
@@ -165,7 +165,7 @@ jobs:
               --output ascend_npu_benchmark.json
 
       - name: Upload the benchmark report file
-        id: upload-output
+        id: upload-report
         uses: actions/upload-artifact@v4
         with:
           name: ascend_npu_benchmark.json
@@ -179,7 +179,7 @@ jobs:
           python .ci/benchmark.py --write-gh-job-summary --path benchmark/ascend_npu_benchmark.json
 
       - name: Update README.md
-        if: ${{ github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch' }}
+        if: ${{ contains(fromJSON('["push", "schedule", "workflow_dispatch"]'), github.event_name) }}
         id: update-readme
         run: |
           python .ci/benchmark.py --update-readme --path benchmark/ascend_npu_benchmark.json
@@ -207,5 +207,13 @@ jobs:
           body: |
             The torchbenchmark results running on Ascend NPU have changed, I'm updating the report in README.md.
 
+            Please check out the following resources for more information:
+
+            - [Workflow run][1]
+            - [Torchbenchmark report (click to download)][2]
+
+            [1]: ${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }}
+            [2]: ${{ steps.upload-report.outputs.artifact-url }}
+
             cc: @Yikun @hipudding @FFFrog @Zhenbin-8 @zeshengzong @wjunLu @MengqingCao @shink
           reviewers: shink
diff --git a/.github/workflows/_ascend_npu_build_torch.yml b/.github/workflows/_ascend_npu_build_torch.yml
index c6a1273..43a9f6c 100644
--- a/.github/workflows/_ascend_npu_build_torch.yml
+++ b/.github/workflows/_ascend_npu_build_torch.yml
@@ -98,7 +98,6 @@ jobs:
 
       - name: Upload distribution artifact
         id: upload-dist
-        continue-on-error: true
         uses: actions/upload-artifact@v4
         with:
           name: ${{ steps.list-dist.outputs.dist-name }}
diff --git a/.github/workflows/_ascend_npu_build_torch_npu.yml b/.github/workflows/_ascend_npu_build_torch_npu.yml
index 64b4159..e535e2c 100644
--- a/.github/workflows/_ascend_npu_build_torch_npu.yml
+++ b/.github/workflows/_ascend_npu_build_torch_npu.yml
@@ -119,7 +119,6 @@ jobs:
 
       - name: Upload distribution artifact
         id: upload-dist
-        continue-on-error: true
         uses: actions/upload-artifact@v4
         with:
           name: ${{ steps.list-dist.outputs.dist-name }}
diff --git a/.github/workflows/ascend_npu_test.yml b/.github/workflows/ascend_npu_test.yml
index 658f695..0fefd6e 100644
--- a/.github/workflows/ascend_npu_test.yml
+++ b/.github/workflows/ascend_npu_test.yml
@@ -70,6 +70,13 @@ on:
         description: 'The device selected to run on'
 
 # Only cancel the previous runs when triggered by a pull_request event
+#
+# TODO: As the doc says, there can be at most one running and one pending job
+#       in a concurrency group at any time. But we want all workflows to be
+#       queued, not cancelled. This is a shortcomings of GitHub Actions.
+#
+# Doc: https://docs.github.com/en/actions/writing-workflows/workflow-syntax-for-github-actions#concurrency
+# Discussion: https://github.com/orgs/community/discussions/5435
 concurrency:
   group: ${{ github.workflow }}
   cancel-in-progress: ${{ github.event_name == 'pull_request' }}
@@ -130,7 +137,9 @@ jobs:
       - prepare
       - build-torch
       - build
-    if: ${{ !cancelled() && (success() || (needs.build-torch.result == 'skipped' && needs.build.result == 'success')) }}
+    if: |
+      !cancelled() && github.event_name != 'repository_dispatch' &&
+      (success() || (needs.build-torch.result == 'skipped' && needs.build.result == 'success'))
     uses: ./.github/workflows/_ascend_npu_ut.yml
     with:
       runner: ${{ needs.prepare.outputs.runner }}
@@ -146,7 +155,9 @@ jobs:
       - build-torch
       - build
       - test
-    if: ${{ !cancelled() && (success() || (needs.build-torch.result == 'skipped' && needs.build.result == 'success')) }}
+    if: |
+      !cancelled() && github.event_name != 'repository_dispatch' &&
+      (success() || (needs.build-torch.result == 'skipped' && needs.build.result == 'success'))
     uses: ./.github/workflows/_ascend_npu_benchmark.yml
     with:
       runner: ${{ needs.prepare.outputs.runner }}
diff --git a/.github/workflows/dispatch-event.yml b/.github/workflows/dispatch-event.yml
index 413cdf5..50fa33d 100644
--- a/.github/workflows/dispatch-event.yml
+++ b/.github/workflows/dispatch-event.yml
@@ -59,7 +59,7 @@ jobs:
       fail-fast: false
       max-parallel: 1
       matrix:
-        data: ${{ fromJson(needs.list-pr.outputs.prs) }}
+        data: ${{ fromJSON(needs.list-pr.outputs.prs) }}
     steps:
       - name: Dispatch PR events to be out-of-tree test infra
         uses: peter-evans/repository-dispatch@v3
@@ -67,4 +67,4 @@ jobs:
           token: ${{ secrets.COSDT_BOT_TOKEN }}
           repository: cosdt/pytorch-integration-tests
           event-type: pytorch-pr-event
-          client-payload: ${{ toJson(matrix.data) }}
+          client-payload: ${{ toJSON(matrix.data) }}
diff --git a/.github/workflows/redispatch-event.yml b/.github/workflows/redispatch-event.yml
index a5cea8c..dfaec5f 100644
--- a/.github/workflows/redispatch-event.yml
+++ b/.github/workflows/redispatch-event.yml
@@ -13,11 +13,9 @@ jobs:
         uses: actions/checkout@v4
 
       - name: Print PR event payload
+        continue-on-error: true
         run: |
-          echo "owner: ${{ github.event.client_payload.owner }}"
-          echo "repo: ${{ github.event.client_payload.repo }}"
-          echo "event_name: ${{ github.event.client_payload.event_name }}"
-          echo "pull_request: ${{ toJson(github.event.client_payload.pull_request) }}"
+          printf "payload: ${{ toJSON(github.event.client_payload) }}"
 
       - name: Redispatch PyTorch event
         uses: peter-evans/repository-dispatch@v3
@@ -25,4 +23,4 @@ jobs:
           token: ${{ secrets.COSDT_BOT_TOKEN }}
           repository: ${{ github.repository }}
           event-type: pytorch-pr-event-redispatch
-          client-payload: ${{ toJson(github.event.client_payload) }}
+          client-payload: ${{ toJSON(github.event.client_payload) }}