diff --git a/.github/workflows/gemini-automated-issue-triage.yml b/.github/workflows/gemini-automated-issue-triage.yml
index 1c368da5..d2d94dfb 100644
--- a/.github/workflows/gemini-automated-issue-triage.yml
+++ b/.github/workflows/gemini-automated-issue-triage.yml
@@ -18,7 +18,7 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - name: Run Qwen Issue Triage
-        uses: QwenLM/qwen-code-action@bcde041471b6dbfa35b1fcb22acb6dff08216901
+        uses: QwenLM/qwen-code-action@5fd6818d04d64e87d255ee4d5f77995e32fbf4c2
         env:
           GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
         with:
diff --git a/.github/workflows/gemini-scheduled-issue-triage.yml b/.github/workflows/gemini-scheduled-issue-triage.yml
index 81548986..68a5d102 100644
--- a/.github/workflows/gemini-scheduled-issue-triage.yml
+++ b/.github/workflows/gemini-scheduled-issue-triage.yml
@@ -36,7 +36,7 @@ jobs:
 
       - name: Run Qwen Issue Triage
         if: steps.find_issues.outputs.issues_to_triage != '[]'
-        uses: QwenLM/qwen-code-action@0e2bad520d42f332a2ff1802e922c4aef63d9f5f
+        uses: QwenLM/qwen-code-action@5fd6818d04d64e87d255ee4d5f77995e32fbf4c2
         env:
           GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
           ISSUES_TO_TRIAGE: ${{ steps.find_issues.outputs.issues_to_triage }}
diff --git a/.github/workflows/gemini-scheduled-pr-triage.yml b/.github/workflows/gemini-scheduled-pr-triage.yml
index c2f6097e..e1b102fb 100644
--- a/.github/workflows/gemini-scheduled-pr-triage.yml
+++ b/.github/workflows/gemini-scheduled-pr-triage.yml
@@ -19,18 +19,11 @@ jobs:
       prs_needing_comment: ${{ steps.run_triage.outputs.prs_needing_comment }}
     steps:
       - name: Checkout repository
-        uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4
-
-      - name: Generate GitHub App Token
-        id: generate_token
-        uses: actions/create-github-app-token@df432ceedc7162793a195dd1713ff69aefc7379e # v2
-        with:
-          app-id: ${{ secrets.APP_ID }}
-          private-key: ${{ secrets.PRIVATE_KEY }}
+        uses: actions/checkout@5fd6818d04d64e87d255ee4d5f77995e32fbf4c2 # v4
 
       - name: Run PR Triage Script
         id: run_triage
         env:
-          GITHUB_TOKEN: ${{ steps.generate_token.outputs.token }}
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
           GITHUB_REPOSITORY: ${{ github.repository }}
         run: ./.github/scripts/pr-triage.sh