diff --git a/.github/workflows/qwen-autofix.yml b/.github/workflows/qwen-autofix.yml
index 992ef39b7f..ee5d56cde3 100644
--- a/.github/workflows/qwen-autofix.yml
+++ b/.github/workflows/qwen-autofix.yml
@@ -12,7 +12,6 @@ name: 'Qwen Autofix'
 #   • every 12h (00/12 UTC)      → also the issue phase (locate + fix one new bug)
 #   • issues:labeled             → issue phase when ready label, state, and sender match
 #   • pull_request_review        → review phase (real-time feedback loop for bot PRs)
-#   • pull_request_review_comment → review phase (real-time inline feedback loop)
 #   • workflow_dispatch          → force a phase, an issue, or a PR
 #
 # Every GitHub write (issue/PR comments, labels, branch push, PR create) goes
@@ -26,9 +25,6 @@ on:
   pull_request_review:
     types:
       - 'submitted'
-  pull_request_review_comment:
-    types:
-      - 'created'
   schedule:
     - cron: '0 0,12 * * *' # Issue + review every 12h; must match route SCHEDULE check
     - cron: '0 4,8,16,20 * * *' # Review only between issue runs
@@ -156,10 +152,12 @@ jobs:
                 DO_ISSUE=true
               fi
               # Real-time review triggers: only process in-repo bot PRs with
-              # reviews/comments from trusted senders (collaborators or the
-              # review bot). This prevents arbitrary commenters from forcing
-              # expensive review-scan runs.
-              if [[ "${EVENT_NAME}" == 'pull_request_review' || "${EVENT_NAME}" == 'pull_request_review_comment' ]]; then
+              # reviews from trusted senders (collaborators or the review bot).
+              # This prevents arbitrary commenters from forcing expensive
+              # review-scan runs. Only pull_request_review:submitted triggers
+              # (not per-comment events) to avoid redundant runs on multi-comment
+              # reviews.
+              if [[ "${EVENT_NAME}" == 'pull_request_review' ]]; then
                 DO_ISSUE=false
                 if [[ "${PR_AUTHOR}" != "${AUTOFIX_BOT}" ]]; then
                   echo "🧭 review event ignored: PR author '${PR_AUTHOR}' is not ${AUTOFIX_BOT}"
diff --git a/scripts/tests/qwen-autofix-workflow.test.js b/scripts/tests/qwen-autofix-workflow.test.js
index ccc0b69da7..c33baff2d3 100644
--- a/scripts/tests/qwen-autofix-workflow.test.js
+++ b/scripts/tests/qwen-autofix-workflow.test.js
@@ -271,9 +271,11 @@ describe('qwen-autofix workflow', () => {
     expect(workflow).not.toContain(
       "issue_comment:\n    types:\n      - 'created'",
     );
-    // pull_request_review and pull_request_review_comment triggers ARE allowed
-    // (real-time review loop for bot PRs), but the workflow must not accept
-    // arbitrary slash commands from comment bodies.
+    // pull_request_review_comment triggers are NOT used to avoid redundant
+    // runs on multi-comment reviews; only pull_request_review:submitted.
+    expect(workflow).not.toContain(
+      "pull_request_review_comment:\n    types:\n      - 'created'",
+    );
     expect(workflow).not.toContain(
       "COMMENT_BODY: '${{ github.event.comment.body }}'",
     );