diff --git a/.github/workflows/qwen-autofix.yml b/.github/workflows/qwen-autofix.yml
index 15082a15b19..adaadfd8c94 100644
--- a/.github/workflows/qwen-autofix.yml
+++ b/.github/workflows/qwen-autofix.yml
@@ -2402,7 +2402,7 @@ jobs:
               | select((.created_at // "") > $wm)
               | select((.user.login // "") != $ab)
               | select(((.author_association // "") | IN($trust[])) or (.user.login // "") == $rb)
-              | "- \(.path // "?"):\(.line // "?") @\(.user.login): \(.body // "" | gsub("\r"; ""))"' \
+              | "- [rc:\(.id)] \(.path // "?"):\(.line // "?") @\(.user.login): \(.body // "" | gsub("\r"; ""))"' \
               "${WORKDIR}/rc.json"
             echo
             echo "## Issue-level comments"
@@ -2631,7 +2631,7 @@ jobs:
           if git rev-parse --verify "${BRANCH}" > /dev/null 2>&1; then
             git diff "origin/main...${BRANCH}" > "${WORKDIR}/pr.diff" || true
           fi
-          for f in feedback.md address-summary.md no-action.md failure.md handoff.md pr.diff; do
+          for f in feedback.md address-summary.md no-action.md failure.md handoff.md resolved-comments.txt pr.diff; do
             if [[ -f "${WORKDIR}/${f}" ]]; then
               echo "=============== ${f} ==============="
               cat "${WORKDIR}/${f}"
@@ -2704,6 +2704,52 @@ jobs:
             else
               git push --no-verify origin "${BRANCH}"
             fi
+            # Resolve the review threads whose findings the agent actually
+            # IMPLEMENTED, so a human re-reviewing sees only what is still open
+            # instead of re-reading every thread to work out what was handled.
+            # The agent cannot do this itself - its sandbox carries no token -
+            # so it records the inline-comment ids it implemented and this step,
+            # which already holds the PAT, maps each to its thread. Findings it
+            # DECLINED or deferred are deliberately left open. Best-effort
+            # throughout: a resolve failure must never fail a good push.
+            if [[ -s "${WORKDIR}/resolved-comments.txt" ]]; then
+              # first-100 page cap: threads beyond this page are not resolved
+              THREADS_RAW="$(gh api graphql -f owner="${REPO%%/*}" -f name="${REPO##*/}" -F pr="${PR}" -f query='
+                query($owner:String!,$name:String!,$pr:Int!){
+                  repository(owner:$owner,name:$name){
+                    pullRequest(number:$pr){
+                      reviewThreads(first:100){nodes{id isResolved comments(first:100){nodes{databaseId}}} pageInfo{hasNextPage}}
+                    }
+                  }
+                }' --jq '(.data.repository.pullRequest.reviewThreads // {nodes:[]})' 2> /dev/null || echo '{"nodes":[]}')"
+              THREADS_JSON="$(jq '.nodes' <<< "${THREADS_RAW}")"
+              if [[ "$(jq -r '.pageInfo.hasNextPage // false' <<< "${THREADS_RAW}")" == "true" ]]; then
+                echo "::warning::PR has more than 100 review threads; threads past the first page will not be resolved"
+              fi
+              RESOLVED_N=0
+              while IFS= read -r rc_id || [[ -n "${rc_id}" ]]; do
+                rc_id="${rc_id%$'\r'}"
+                rc_id="${rc_id#rc:}"
+                [[ "${rc_id}" =~ ^[0-9]+$ ]] || continue
+                thread_id="$(jq -r --argjson id "${rc_id}" \
+                  'map(select(.isResolved | not)
+                     | select(any(.comments.nodes[]; .databaseId == $id)))
+                   | .[0].id // ""' <<< "${THREADS_JSON}")"
+                if [[ -z "${thread_id}" ]]; then
+                  echo "::warning::comment ${rc_id} matched no open review thread"
+                  continue
+                fi
+                if gh api graphql -f threadId="${thread_id}" -f query='
+                  mutation($threadId:ID!){
+                    resolveReviewThread(input:{threadId:$threadId}){thread{isResolved}}
+                  }' > /dev/null 2>&1; then
+                  RESOLVED_N=$(( RESOLVED_N + 1 ))
+                else
+                  echo "::warning::could not resolve the review thread for comment ${rc_id}"
+                fi
+              done < "${WORKDIR}/resolved-comments.txt"
+              echo "🧵 resolved ${RESOLVED_N} review thread(s) the agent implemented"
+            fi
             {
               echo "🤖 Addressed the latest review feedback (round ${NEXT_ROUND}/${MAX_ROUNDS}). What changed, and what I pushed back on:"
               echo
diff --git a/.qwen/skills/autofix/SKILL.md b/.qwen/skills/autofix/SKILL.md
index 3477534e6f8..6a265932fe7 100644
--- a/.qwen/skills/autofix/SKILL.md
+++ b/.qwen/skills/autofix/SKILL.md
@@ -167,6 +167,13 @@ Finish with exactly one outcome:
   the regenerated schema, if a settings source changed), commit once only after
   they pass, then write `<workdir>/address-summary.md` with each feedback point,
   decision, changes, conflict notes, and verification results (bilingual per
-  Shared Rules).
+  Shared Rules). Also write `<workdir>/resolved-comments.txt`: one inline
+  comment id per line — the `rc:<id>` handle shown in `feedback.md` — for each
+  finding you IMPLEMENTED. The workflow resolves exactly those review threads
+  after the push, so a human re-reviewing sees only what is still open. List an
+  id ONLY when you actually made the change: a finding you declined or deferred
+  must stay unresolved so its recorded reason gets read. Omit the file (or
+  leave it empty) when you implemented nothing that came from an inline
+  comment.
 - No change: write `<workdir>/no-action.md` (bilingual per Shared Rules).
 - Cannot confidently proceed: write `<workdir>/failure.md` and do not commit.
diff --git a/scripts/tests/qwen-autofix-workflow.test.js b/scripts/tests/qwen-autofix-workflow.test.js
index 47e87728a68..739e38a2bbe 100644
--- a/scripts/tests/qwen-autofix-workflow.test.js
+++ b/scripts/tests/qwen-autofix-workflow.test.js
@@ -3406,6 +3406,89 @@ describe('qwen-autofix workflow', () => {
     expect(failed.stdout).toContain('Bad credentials');
   });
 
+  it('resolves only the review threads whose findings it implemented', () => {
+    // A human re-reviewing should see what is still OPEN, not re-read every
+    // thread to work out what the bot handled. The agent cannot resolve threads
+    // itself (its sandbox carries no token), so it records the inline-comment
+    // ids it implemented and the push step maps each to its thread.
+    const lines = workflow.split('\n');
+    const i = lines.findIndex((l) =>
+      l.includes('resolved-comments.txt" ]]; then'),
+    );
+    const j = lines.findIndex(
+      (l, k) => k > i && l.trim().startsWith('echo "🧵 resolved'),
+    );
+    expect(i).toBeGreaterThan(-1);
+    const block = lines.slice(i, j + 2).join('\n');
+    // feedback.md must carry the handle the agent echoes back.
+    expect(workflow).toContain('- [rc:\\(.id)]');
+
+    const dir = mkdtempSync(join(tmpdir(), 'resolve-'));
+    const bin = join(dir, 'bin');
+    mkdirSync(bin);
+    const resolvedLog = join(dir, 'resolved.log');
+    writeFileSync(resolvedLog, '');
+    writeFileSync(
+      join(dir, 'threads.json'),
+      JSON.stringify({
+        nodes: [
+          {
+            id: 'T_open_1',
+            isResolved: false,
+            comments: { nodes: [{ databaseId: 111 }] },
+          },
+          {
+            id: 'T_open_2',
+            isResolved: false,
+            comments: { nodes: [{ databaseId: 222 }] },
+          },
+          {
+            id: 'T_done',
+            isResolved: true,
+            comments: { nodes: [{ databaseId: 333 }] },
+          },
+        ],
+        pageInfo: { hasNextPage: false },
+      }),
+    );
+    writeFileSync(
+      join(bin, 'gh'),
+      [
+        '#!/usr/bin/env bash',
+        'if [[ "$*" == *mutation* ]]; then',
+        '  for a in "$@"; do [[ "$a" == threadId=* ]] && printf "%s\\n" "${a#threadId=}" >> "$RESOLVED_LOG"; done',
+        '  exit 0',
+        'fi',
+        'cat "$THREADS_FIXTURE"',
+      ].join('\n'),
+    );
+    chmodSync(join(bin, 'gh'), 0o755);
+    // 111 was implemented; 333's thread is already resolved; 999 matches
+    // nothing. 222 was DECLINED, so it is deliberately absent and must stay open.
+    writeFileSync(join(dir, 'resolved-comments.txt'), 'rc:111\r\n333\n999\n');
+    const out = execFileSync('bash', ['-c', `set -euo pipefail\n${block}`], {
+      env: {
+        ...process.env,
+        PATH: `${bin}:${process.env.PATH}`,
+        WORKDIR: dir,
+        REPO: 'QwenLM/qwen-code',
+        PR: '7308',
+        RESOLVED_LOG: resolvedLog,
+        THREADS_FIXTURE: join(dir, 'threads.json'),
+      },
+      encoding: 'utf8',
+    });
+    const resolved = readFileSync(resolvedLog, 'utf8')
+      .trim()
+      .split('\n')
+      .filter(Boolean);
+    expect(resolved).toEqual(['T_open_1']);
+    expect(resolved).not.toContain('T_open_2'); // declined stays open
+    expect(resolved).not.toContain('T_done'); // already resolved
+    expect(out).toContain('resolved 1 review thread');
+    rmSync(dir, { recursive: true, force: true });
+  });
+
   it('replays the handoff decision and terminal-round transitions under bash', () => {
     // The agent step is bounded below the 120-minute job timeout so a runaway
     // agent fails the STEP, not the job, leaving the always() report step time to