chore: release v1.0.60 (#1657)

- skills/lark-shared/SKILL.md: broaden skill description to cover auth login/status/logout, --domain business-domain scopes, missing scopes and authorization revocation; add an auth task quick-reference table mapping user intents to lark-cli commands; document LARKSUITE_CLI_NO_UPDATE_NOTIFIER / LARKSUITE_CLI_NO_SKILLS_NOTIFIER env vars for stable JSON; soften _notice.update handling so it no longer interrupts the current task.
- cmd/auth/logout_test.go: in TestAuthLogoutRun_JSONMode_Success_WritesStdoutOnly, additionally assert that the success JSON payload has no 'message' field, matching the contract that logout success only carries loggedOut=true.

.github/workflows/ci.yml

@@ -5,6 +5,7 @@ on:
     branches: [main]
   pull_request:
     branches: [main]
+    types: [opened, synchronize, reopened, edited]
   workflow_dispatch:
 
 permissions:
@@ -70,6 +71,7 @@ jobs:
       - uses: actions/checkout@93cb6efe18208431cddfb8368fd83d5badbf9bfd # v5
         with:
           fetch-depth: 0
+          persist-credentials: false
       - uses: actions/setup-go@4a3601121dd01d1626a1e23e37211e3254c1c06c # v6
         with:
           go-version-file: go.mod
@@ -87,6 +89,23 @@ jobs:
       - name: Run errs/ lint guards (lintcheck)
         run: go run -C lint . --changed-from "$QUALITY_GATE_CHANGED_FROM" ..
 
+  script-test:
+    needs: fast-gate
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@93cb6efe18208431cddfb8368fd83d5badbf9bfd # v5
+        with:
+          fetch-depth: 0
+          persist-credentials: false
+      - uses: actions/setup-go@4a3601121dd01d1626a1e23e37211e3254c1c06c # v6
+        with:
+          go-version-file: go.mod
+      - uses: actions/setup-node@49933ea5288caeca8642d1e84afbd3f7d6820020 # v4
+        with:
+          node-version: '22'
+      - name: Run script tests
+        run: make script-test
+
   deterministic-gate:
     needs: fast-gate
     runs-on: ubuntu-latest
@@ -109,8 +128,28 @@ jobs:
         env:
           QUALITY_GATE_CHANGED_FROM: ${{ github.event.pull_request.base.sha || github.event.before || 'origin/main' }}
         run: echo "QUALITY_GATE_CHANGED_FROM=$(bash scripts/resolve-changed-from.sh)" >> "$GITHUB_ENV"
+      - name: Write public content metadata
+        if: ${{ github.event_name == 'pull_request' }}
+        env:
+          PR_TITLE: ${{ github.event.pull_request.title }}
+          PR_BODY: ${{ github.event.pull_request.body }}
+          PR_BRANCH: ${{ github.head_ref }}
+        run: |
+          mkdir -p .tmp/quality-gate
+          python3 - <<'PY'
+          import json
+          import os
+
+          with open(".tmp/quality-gate/public-content-metadata.json", "w", encoding="utf-8") as f:
+              json.dump({
+                  "title": os.environ.get("PR_TITLE", ""),
+                  "body": os.environ.get("PR_BODY", ""),
+                  "branch": os.environ.get("PR_BRANCH", ""),
+              }, f)
+              f.write("\n")
+          PY
       - name: Run CLI deterministic gate
-        run: make quality-gate
+        run: PUBLIC_CONTENT_METADATA=.tmp/quality-gate/public-content-metadata.json make quality-gate
       - name: Upload quality gate facts
         if: ${{ always() && github.event_name == 'pull_request' }}
         uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # v4
@@ -220,7 +259,7 @@ jobs:
 
   # ── Layer 3: E2E Gate ──────────────────────────────────────────────
   e2e-dry-run:
-    needs: [unit-test, lint, deterministic-gate]
+    needs: [unit-test, lint, script-test, deterministic-gate]
     runs-on: ubuntu-latest
     steps:
       - uses: actions/checkout@93cb6efe18208431cddfb8368fd83d5badbf9bfd # v5
@@ -241,7 +280,7 @@ jobs:
         run: go test -v -count=1 -timeout=5m ./tests/cli_e2e/... -run 'DryRun|Regression'
 
   e2e-live:
-    needs: [unit-test, lint, deterministic-gate]
+    needs: [unit-test, lint, script-test, deterministic-gate]
     if: ${{ github.event_name != 'pull_request' || !github.event.pull_request.head.repo.fork }}
     runs-on: ubuntu-latest
     permissions:
@@ -333,7 +372,7 @@ jobs:
   # ── Results Gate (single required check for branch protection) ─────
   results:
     if: ${{ always() }}
-    needs: [fast-gate, unit-test, lint, deterministic-gate, coverage, deadcode, e2e-dry-run, e2e-live, security, license-header]
+    needs: [fast-gate, unit-test, lint, script-test, deterministic-gate, coverage, deadcode, e2e-dry-run, e2e-live, security, license-header]
     runs-on: ubuntu-latest
     steps:
       - name: Evaluate results
@@ -345,6 +384,7 @@ jobs:
           echo "| L1 | fast-gate | ${{ needs.fast-gate.result }} |" >> $GITHUB_STEP_SUMMARY
           echo "| L2 | unit-test | ${{ needs.unit-test.result }} |" >> $GITHUB_STEP_SUMMARY
           echo "| L2 | lint | ${{ needs.lint.result }} |" >> $GITHUB_STEP_SUMMARY
+          echo "| L2 | script-test | ${{ needs.script-test.result }} |" >> $GITHUB_STEP_SUMMARY
           echo "| L2 | deterministic-gate | ${{ needs.deterministic-gate.result }} |" >> $GITHUB_STEP_SUMMARY
           echo "| L2 | coverage | ${{ needs.coverage.result }} |" >> $GITHUB_STEP_SUMMARY
           echo "| L2 | deadcode | ${{ needs.deadcode.result }} |" >> $GITHUB_STEP_SUMMARY
@@ -361,6 +401,7 @@ jobs:
             "${{ needs.fast-gate.result }}" \
             "${{ needs.unit-test.result }}" \
             "${{ needs.lint.result }}" \
+            "${{ needs.script-test.result }}" \
             "${{ needs.deterministic-gate.result }}" \
             "${{ needs.coverage.result }}" \
             "${{ needs.deadcode.result }}" \

.github/workflows/comment-audit.yml

@@ -0,0 +1,28 @@
+name: Comment Audit
+
+on:
+  issue_comment:
+    types: [created, edited]
+  pull_request_review:
+    types: [submitted, edited]
+  pull_request_review_comment:
+    types: [created, edited]
+
+permissions:
+  contents: read
+
+jobs:
+  public-content-comment-audit:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@93cb6efe18208431cddfb8368fd83d5badbf9bfd # v5
+        with:
+          persist-credentials: false
+      - uses: actions/setup-go@4a3601121dd01d1626a1e23e37211e3254c1c06c # v6
+        with:
+          go-version-file: go.mod
+      - name: Post-publication comment audit
+        run: |
+          mkdir -p .tmp/comment-audit
+          cp "$GITHUB_EVENT_PATH" .tmp/comment-audit/event.json
+          go run ./internal/qualitygate/cmd/comment-audit --event .tmp/comment-audit/event.json --kind "$GITHUB_EVENT_NAME"

.github/workflows/semantic-review.yml

@@ -47,10 +47,13 @@ jobs:
               throw new Error(`ambiguous workflow_run pull request bindings: ${runPRs.length}`);
             }
             let prNumber = Number(runPRs[0]?.number || 0);
-            let eventBaseSha = runPRs[0]?.base?.sha || "";
+            const eventBaseSha = runPRs[0]?.base?.sha || "";
             const eventHeadSha = runPRs[0]?.head?.sha || "";
-            const targetHeadSha = eventHeadSha || run.head_sha;
+            const targetHeadSha = run.head_sha;
             if (!/^[a-f0-9]{40}$/i.test(targetHeadSha)) throw new Error("invalid PR head sha");
+            if (eventHeadSha && eventHeadSha.toLowerCase() !== targetHeadSha.toLowerCase()) {
+              core.notice("PR quality summary using workflow_run head_sha because workflow_run pull request head differs from the CI run head");
+            }
 
             const factsArtifactPattern = /^quality-gate-facts-([a-f0-9]{40})-([a-f0-9]{40})$/i;
             const { data: artifactData } = await github.rest.actions.listWorkflowRunArtifacts({
@@ -71,11 +74,11 @@ jobs:
               if (artifactHeadSha.toLowerCase() !== targetHeadSha.toLowerCase()) {
                 artifactError = "facts artifact head sha does not match verified PR head sha";
                 factsArtifactName = "";
-              } else if (eventBaseSha && parsedBaseSha.toLowerCase() !== eventBaseSha.toLowerCase()) {
-                artifactError = "facts artifact base sha does not match workflow_run pull request base sha";
-                factsArtifactName = "";
               } else {
                 artifactBaseSha = parsedBaseSha;
+                if (eventBaseSha && parsedBaseSha.toLowerCase() !== eventBaseSha.toLowerCase()) {
+                  core.notice("PR quality summary using facts artifact base because workflow_run pull request base differs from the CI facts artifact base");
+                }
               }
             }
             if (!prNumber) {
@@ -85,31 +88,44 @@ jobs:
                 commit_sha: targetHeadSha,
               });
               const candidatePRs = associatedPRs.filter((candidate) =>
-                candidate.state === "open" &&
                 candidate.base?.repo?.id === context.payload.repository.id &&
                 candidate.head?.sha === targetHeadSha
               );
-              if (candidatePRs.length > 1) {
-                throw new Error(`ambiguous open PRs for workflow_run head ${targetHeadSha}: ${candidatePRs.length}`);
+              const openCandidatePRs = candidatePRs.filter((candidate) => candidate.state === "open");
+              if (openCandidatePRs.length > 1) {
+                throw new Error(`ambiguous open PRs for workflow_run head ${targetHeadSha}: ${openCandidatePRs.length}`);
               }
-              if (candidatePRs.length === 1) {
-                prNumber = candidatePRs[0].number;
+              if (openCandidatePRs.length === 1) {
+                prNumber = openCandidatePRs[0].number;
+              } else if (candidatePRs.length > 0) {
+                core.notice("PR quality summary skipped: workflow_run target PR is no longer open");
+                core.setOutput("stale", "true");
+                return;
               }
             }
             if (!prNumber) {
               const candidatePRs = await github.paginate(github.rest.pulls.list, {
                 owner: context.repo.owner,
                 repo: context.repo.repo,
-                state: "open",
+                state: "all",
                 per_page: 100,
               }).then((prs) => prs.filter((candidate) =>
                 candidate.base?.repo?.id === context.payload.repository.id &&
                 candidate.head?.sha === targetHeadSha
               ));
-              if (candidatePRs.length !== 1) {
+              const openCandidatePRs = candidatePRs.filter((candidate) => candidate.state === "open");
+              if (openCandidatePRs.length > 1) {
+                throw new Error(`ambiguous open PRs from pull list fallback for workflow_run head ${targetHeadSha}: ${openCandidatePRs.length}`);
+              }
+              if (openCandidatePRs.length === 1) {
+                prNumber = openCandidatePRs[0].number;
+              } else if (candidatePRs.length > 0) {
+                core.notice("PR quality summary skipped: workflow_run target PR is no longer open");
+                core.setOutput("stale", "true");
+                return;
+              } else {
                 throw new Error(`expected one open PR from pull list fallback for workflow_run head ${targetHeadSha}, got ${candidatePRs.length}`);
               }
-              prNumber = candidatePRs[0].number;
             }
             if (!Number.isInteger(prNumber) || prNumber <= 0) throw new Error("missing pull request binding");
             const { data: pr } = await github.rest.pulls.get({
@@ -118,12 +134,17 @@ jobs:
               pull_number: prNumber,
             });
             if (pr.base.repo.id !== context.payload.repository.id) throw new Error("PR base repo mismatch");
+            if (pr.state !== "open") {
+              core.notice("PR quality summary skipped: workflow_run target PR is no longer open");
+              core.setOutput("stale", "true");
+              return;
+            }
             if (pr.head.sha !== targetHeadSha) {
               core.notice("PR quality summary skipped: workflow_run is stale for this PR head");
               core.setOutput("stale", "true");
               return;
             }
-            const baseSha = eventBaseSha || artifactBaseSha || pr.base.sha;
+            const baseSha = artifactBaseSha || eventBaseSha || pr.base.sha;
             if (!/^[a-f0-9]{40}$/i.test(baseSha)) throw new Error("invalid PR base sha");
             if ((eventBaseSha || artifactBaseSha) && pr.base.sha !== baseSha) {
               core.notice("PR quality summary skipped: workflow_run is stale for this PR base");
@@ -255,10 +276,13 @@ jobs:
               throw new Error(`ambiguous workflow_run pull request bindings: ${runPRs.length}`);
             }
             let prNumber = Number(runPRs[0]?.number || 0);
-            let eventBaseSha = runPRs[0]?.base?.sha || "";
+            const eventBaseSha = runPRs[0]?.base?.sha || "";
             const eventHeadSha = runPRs[0]?.head?.sha || "";
-            const targetHeadSha = eventHeadSha || run.head_sha;
+            const targetHeadSha = run.head_sha;
             if (!/^[a-f0-9]{40}$/i.test(targetHeadSha)) throw new Error("invalid PR head sha");
+            if (eventHeadSha && eventHeadSha.toLowerCase() !== targetHeadSha.toLowerCase()) {
+              core.notice("semantic review using workflow_run head_sha because workflow_run pull request head differs from the CI run head");
+            }
 
             const factsArtifactPattern = /^quality-gate-facts-([a-f0-9]{40})-([a-f0-9]{40})$/i;
             const { data: artifactData } = await github.rest.actions.listWorkflowRunArtifacts({
@@ -279,11 +303,11 @@ jobs:
               if (artifactHeadSha.toLowerCase() !== targetHeadSha.toLowerCase()) {
                 artifactError = "facts artifact head sha does not match verified PR head sha";
                 factsArtifactName = "";
-              } else if (eventBaseSha && parsedBaseSha.toLowerCase() !== eventBaseSha.toLowerCase()) {
-                artifactError = "facts artifact base sha does not match workflow_run pull request base sha";
-                factsArtifactName = "";
               } else {
                 artifactBaseSha = parsedBaseSha;
+                if (eventBaseSha && parsedBaseSha.toLowerCase() !== eventBaseSha.toLowerCase()) {
+                  core.notice("semantic review using facts artifact base because workflow_run pull request base differs from the CI facts artifact base");
+                }
               }
             }
             if (!prNumber) {
@@ -293,31 +317,44 @@ jobs:
                 commit_sha: targetHeadSha,
               });
               const candidatePRs = associatedPRs.filter((candidate) =>
-                candidate.state === "open" &&
                 candidate.base?.repo?.id === context.payload.repository.id &&
                 candidate.head?.sha === targetHeadSha
               );
-              if (candidatePRs.length > 1) {
-                throw new Error(`ambiguous open PRs for workflow_run head ${targetHeadSha}: ${candidatePRs.length}`);
+              const openCandidatePRs = candidatePRs.filter((candidate) => candidate.state === "open");
+              if (openCandidatePRs.length > 1) {
+                throw new Error(`ambiguous open PRs for workflow_run head ${targetHeadSha}: ${openCandidatePRs.length}`);
               }
-              if (candidatePRs.length === 1) {
-                prNumber = candidatePRs[0].number;
+              if (openCandidatePRs.length === 1) {
+                prNumber = openCandidatePRs[0].number;
+              } else if (candidatePRs.length > 0) {
+                core.notice("semantic review skipped: workflow_run target PR is no longer open");
+                core.setOutput("stale", "true");
+                return;
               }
             }
             if (!prNumber) {
               const candidatePRs = await github.paginate(github.rest.pulls.list, {
                 owner: context.repo.owner,
                 repo: context.repo.repo,
-                state: "open",
+                state: "all",
                 per_page: 100,
               }).then((prs) => prs.filter((candidate) =>
                 candidate.base?.repo?.id === context.payload.repository.id &&
                 candidate.head?.sha === targetHeadSha
               ));
-              if (candidatePRs.length !== 1) {
+              const openCandidatePRs = candidatePRs.filter((candidate) => candidate.state === "open");
+              if (openCandidatePRs.length > 1) {
+                throw new Error(`ambiguous open PRs from pull list fallback for workflow_run head ${targetHeadSha}: ${openCandidatePRs.length}`);
+              }
+              if (openCandidatePRs.length === 1) {
+                prNumber = openCandidatePRs[0].number;
+              } else if (candidatePRs.length > 0) {
+                core.notice("semantic review skipped: workflow_run target PR is no longer open");
+                core.setOutput("stale", "true");
+                return;
+              } else {
                 throw new Error(`expected one open PR from pull list fallback for workflow_run head ${targetHeadSha}, got ${candidatePRs.length}`);
               }
-              prNumber = candidatePRs[0].number;
             }
             if (!Number.isInteger(prNumber) || prNumber <= 0) throw new Error("missing pull request binding");
             const { data: pr } = await github.rest.pulls.get({
@@ -326,12 +363,22 @@ jobs:
               pull_number: prNumber,
             });
             if (pr.base.repo.id !== context.payload.repository.id) throw new Error("PR base repo mismatch");
+            if (pr.state !== "open") {
+              core.notice("semantic review skipped: workflow_run target PR is no longer open");
+              core.setOutput("stale", "true");
+              return;
+            }
+            if (!pr.head.repo) {
+              core.notice("semantic review skipped: workflow_run target PR head repository is unavailable");
+              core.setOutput("stale", "true");
+              return;
+            }
             if (pr.head.sha !== targetHeadSha) {
               core.notice("semantic review skipped: workflow_run is stale for this PR head");
               core.setOutput("stale", "true");
               return;
             }
-            const baseSha = eventBaseSha || artifactBaseSha || pr.base.sha;
+            const baseSha = artifactBaseSha || eventBaseSha || pr.base.sha;
             if (!/^[a-f0-9]{40}$/i.test(baseSha)) throw new Error("invalid PR base sha");
             if ((eventBaseSha || artifactBaseSha) && pr.base.sha !== baseSha) {
               core.notice("semantic review skipped: workflow_run is stale for this PR base");
@@ -383,6 +430,10 @@ jobs:
               repo: context.repo.repo,
               pull_number: pr,
             });
+            if (pull.state !== "open") {
+              core.notice("semantic review skipped infrastructure failure check: PR is no longer open");
+              return;
+            }
             if (pull.head.sha !== headSha) {
               core.notice("semantic review skipped infrastructure failure check: PR head changed");
               return;

.gitignore

@@ -7,6 +7,11 @@ bin/
 # Node
 node_modules/
 
+# Python (skill-bundled helper scripts)
+__pycache__/
+*.py[cod]
+*$py.class
+
 
 # OS
 .DS_Store
@@ -46,3 +51,4 @@ app.log
 cover*.out
 
 lark-env.sh
+/automations/

CHANGELOG.md

@@ -2,6 +2,93 @@
 
 All notable changes to this project will be documented in this file.
 
+## [v1.0.60] - 2026-06-29
+
+### Features
+
+- **affordance**: Per-command usage guidance system with markdown source (#1565)
+- **event**: Support VC meeting lifecycle events (#1632)
+- **sheets**: Use `office_sheet_file` parent_type for imported office spreadsheets (#1606)
+- **authorization**: Expand lark-shared auth guidance and assert clean logout JSON (#1598)
+- **transport**: Add `LARK_CLI_NO_PROXY_WARN` to silence proxy warning (#1647)
+
+### Bug Fixes
+
+- **install**: Load `@clack/prompts` via dynamic import to avoid `ERR_REQUIRE_ESM` (#1652)
+
+### Tests
+
+- **doc**: Derive fetch test flag defaults from `v2FetchFlags` (#1428)
+
+### Build
+
+- **ci**: Reduce public content false positives
+
+## [v1.0.59] - 2026-06-26
+
+### Features
+
+- **slides**: Add `+replace-pages` and `xml get` shortcuts, and expose the presentation URL (#1585)
+- **minutes**: Support speaker list and no-Lark speaker replace (#1594)
+- **calendar/vc/minutes**: Optimize and extend calendar, vc, minutes, and note shortcuts and skills (#1571)
+
+### Bug Fixes
+
+- **docs**: Hide docs `api-version` compat flag (#1580)
+
+## [v1.0.58] - 2026-06-25
+
+### Features
+
+- **sheets**: Typed table I/O and error contract, workbook import/export, and skill refresh (#1355)
+- **base**: Add Base URL and title resolve shortcuts (#1338)
+- **drive**: Add `+member-add` shortcut with wiki space member collection collaborator support (#1204)
+- **doc**: Support `create` title option (#1536)
+- **doc**: Add `im-markdown` output format for doc fetch (#1550)
+- **whiteboard**: Export whiteboard as SVG and update whiteboard via SVG (#1559)
+- **card**: Support `card.action.trigger` event with auto-fetched card content (#1528)
+- **task**: Add task event consumer (#1510)
+
+### Bug Fixes
+
+- **doc**: Prefix docs resource shortcuts (#1564)
+- **binding**: Skip unix mode audit on Windows (#1525)
+
+### Documentation
+
+- **approval**: Sync approval skill for meta API commands (#1499)
+- **doc**: Restore lark-doc style requirements (#1579)
+- **im**: Document `chat.nickname` get/update/delete (#1378)
+- **im**: Clarify audio message opus requirement (#1271)
+
+### Build
+
+- **ci**: Add public content safeguards and reduce false positives
+
+## [v1.0.57] - 2026-06-23
+
+### Features
+
+- **slides**: Add `+screenshot` to capture slide page images (or render a single `<slide>` XML snippet), returning the local file path instead of Base64 (#1358)
+- **base**: Support record comments (#1043)
+- **search**: Surface search API notices (#1413)
+
+### Bug Fixes
+
+- **mail**: Resolve folder/label filter once per `+triage list` call (#1512)
+- **meta**: Backfill enum value descriptions from options (#1541)
+- **cli**: Add missing CLI headers for git credential helper (#1539)
+
+### Documentation
+
+- **doc**: Refine rich block, path, and block ID guidance (#1508)
+- **mail**: Trim lark-mail skill context (#1527)
+- **drive**: Add permission governance workflow guidance (#1292)
+
+### Build
+
+- **ci**: Bind semantic review to workflow run head (#1551)
+
 ## [v1.0.56] - 2026-06-18
 
 ### Features
@@ -1212,6 +1299,10 @@ Bundled AI agent skills for intelligent assistance:
 - Bilingual documentation (English & Chinese).
 - CI/CD pipelines: linting, testing, coverage reporting, and automated releases.
 
+[v1.0.60]: https://github.com/larksuite/cli/releases/tag/v1.0.60
+[v1.0.59]: https://github.com/larksuite/cli/releases/tag/v1.0.59
+[v1.0.58]: https://github.com/larksuite/cli/releases/tag/v1.0.58
+[v1.0.57]: https://github.com/larksuite/cli/releases/tag/v1.0.57
 [v1.0.56]: https://github.com/larksuite/cli/releases/tag/v1.0.56
 [v1.0.55]: https://github.com/larksuite/cli/releases/tag/v1.0.55
 [v1.0.54]: https://github.com/larksuite/cli/releases/tag/v1.0.54

Makefile

@@ -12,6 +12,7 @@ QUALITY_GATE_DIR ?= .tmp/quality-gate
 QUALITY_GATE_MANIFEST_OUT ?= $(QUALITY_GATE_DIR)/command-manifest.json
 QUALITY_GATE_COMMAND_INDEX_OUT ?= $(QUALITY_GATE_DIR)/command-index.json
 QUALITY_GATE_FACTS_OUT ?= $(QUALITY_GATE_DIR)/facts.json
+PUBLIC_CONTENT_METADATA ?= $(QUALITY_GATE_DIR)/public-content-metadata.json
 LDFLAGS  := -s -w -X $(MODULE)/internal/build.Version=$(VERSION) -X $(MODULE)/internal/build.Date=$(DATE)
 PREFIX   ?= /usr/local
 
@@ -69,7 +70,8 @@ integration-test: build
 test: vet fmt-check script-test unit-test examples-build integration-test
 
 quality-gate: build
-	mkdir -p $(QUALITY_GATE_DIR) $(dir $(QUALITY_GATE_FACTS_OUT))
+	mkdir -p $(QUALITY_GATE_DIR) $(dir $(QUALITY_GATE_FACTS_OUT)) $(dir $(PUBLIC_CONTENT_METADATA))
+	test -f $(PUBLIC_CONTENT_METADATA) || printf '{}\n' > $(PUBLIC_CONTENT_METADATA)
 	LARKSUITE_CLI_REMOTE_META=off \
 	LARKSUITE_CLI_NO_UPDATE_NOTIFIER=1 \
 	LARKSUITE_CLI_NO_SKILLS_NOTIFIER=1 \
@@ -89,6 +91,7 @@ quality-gate: build
 		--changed-from $(QUALITY_GATE_CHANGED_FROM_RESOLVED) \
 		--manifest $(QUALITY_GATE_MANIFEST_OUT) \
 		--command-index $(QUALITY_GATE_COMMAND_INDEX_OUT) \
+		--public-content-metadata $(PUBLIC_CONTENT_METADATA) \
 		--facts-out $(QUALITY_GATE_FACTS_OUT)
 
 install: build

README.md

@@ -198,7 +198,7 @@ Prefixed with `+`, designed to be friendly for both humans and AI, with smart de
 ```bash
 lark-cli calendar +agenda
 lark-cli im +messages-send --chat-id "oc_xxx" --text "Hello"
-lark-cli docs +create --api-version v2 --doc-format markdown --content $'<title>Weekly Report</title>\n# Progress\n- Completed feature X'
+lark-cli docs +create --doc-format markdown --content $'<title>Weekly Report</title>\n# Progress\n- Completed feature X'
 ```
 
 Run `lark-cli <service> --help` to see all shortcut commands.

README.zh.md

@@ -199,7 +199,7 @@ CLI 提供三种粒度的调用方式，覆盖从快速操作到完全自定义
 ```bash
 lark-cli calendar +agenda
 lark-cli im +messages-send --chat-id "oc_xxx" --text "Hello"
-lark-cli docs +create --api-version v2 --doc-format markdown --content $'<title>周报</title>\n# 本周进展\n- 完成了 X 功能'
+lark-cli docs +create --doc-format markdown --content $'<title>周报</title>\n# 本周进展\n- 完成了 X 功能'
 ```
 
 运行 `lark-cli <service> --help` 查看所有快捷命令。

affordance/README.md

@@ -0,0 +1,49 @@
+# Affordance
+
+Per-command usage guidance for the CLI, authored as one markdown file per domain
+(`<service>.md`). It is surfaced in `lark-cli <command> --help` and in the
+`schema` output, and read directly at runtime (lazy, cached) — there is no build
+step. Maintain these files alongside `skills/` and `shortcuts/`.
+
+## Format
+
+A small, fixed markdown subset; each file describes one domain:
+
+    # <domain>            optional `> skill: <name>` applies to every command below
+    ## <command>          the command as typed, minus `lark-cli <domain>`
+    <lead paragraph>      when to use this command
+    ### Avoid when        when not to use it / which command to use instead
+    ### Prerequisites     what you must have first (e.g. an id, and where it comes from)
+    ### Tips              gotchas and constraints
+    ### Examples          **description** lines, each followed by a fenced command
+    ### <other heading>   a custom section; flows through verbatim
+
+Reference another command with `[[command]]` — it renders as `command` in help.
+Under `Avoid when` it means "use that one instead"; under `Prerequisites`
+("… from [[command]]") it means "get the input there first".
+
+## Example
+
+    ## messages get
+    Fetch the full content of a single message by id.
+
+    ### Avoid when
+    - Reading several at once → use [[messages batch_get]]
+
+    ### Prerequisites
+    - message_id from [[messages list]]
+
+    ### Examples
+
+    **Fetch one message**
+    ```bash
+    lark-cli mail user_mailbox.messages get --message-id "<id>"
+    ```
+
+## Notes
+
+- Write plain prose; the only convention is wrapping command references in `[[ ]]`.
+- Keep it concise and high-signal — don't restate field/flag names, id types, or
+  anything the schema and flags already show; the agent infers the rest.
+- Command-form headings resolve to method ids via the registry, so plural resource
+  names (`messages`) map to the singular method id (`message`) automatically.

affordance/contact.md

@@ -0,0 +1,19 @@
+# contact
+> skill: lark-contact
+
+## user_profiles batch_query
+Bulk-fetch personal status and signature for user ids you already have.
+
+### Avoid when
+- Need more than status/signature (name, dept, email), or don't have the open_id yet → use [[+search-user]]
+
+### Tips
+- Off by default — set include_personal_status / include_description to true under query_option
+- ids in user_ids must match --user-id-type (default open_id)
+
+### Examples
+
+**Bulk-query status and signature**
+```bash
+lark-cli contact user_profiles batch_query --data '{"user_ids":["ou_3a8b****6a7b"],"query_option":{"include_personal_status":true,"include_description":true}}'
+```

cmd/api/api.go

@@ -67,8 +67,21 @@ func NewCmdApiWithContext(ctx context.Context, f *cmdutil.Factory, runF func(*AP
 
 	cmd := &cobra.Command{
 		Use:   "api <method> <path>",
-		Short: "Generic Lark API requests",
-		Args:  cobra.ExactArgs(2),
+		Short: "Raw HTTP escape hatch — call any endpoint by path (fallback when no typed command exists)",
+		Long: `Raw HTTP escape hatch: send any Lark API request by HTTP method + path.
+
+Prefer the typed domain command when one exists — it validates parameters,
+shows the Risk level, gates destructive calls behind --yes, and carries usage
+guidance that this raw command does not. If a domain command covers your task
+(browse with ` + "`lark-cli <domain> --help`" + `), use it instead of this.
+
+Reach for ` + "`api`" + ` only for endpoints that have no typed command yet (e.g.
+newer/preview APIs), where you already have the HTTP path from the Lark docs.
+
+Examples:
+  lark-cli api GET /open-apis/calendar/v4/calendars
+  lark-cli api POST /open-apis/im/v1/messages --params '{"receive_id_type":"open_id"}' --data @body.json`,
+		Args: cobra.ExactArgs(2),
 		RunE: func(cmd *cobra.Command, args []string) error {
 			opts.Method = strings.ToUpper(args[0])
 			opts.Path = args[1]

cmd/build.go

@@ -170,6 +170,10 @@ func buildInternal(ctx context.Context, inv cmdutil.InvocationContext, opts ...B
 	rootCmd.SetOut(cfg.streams.Out)
 	rootCmd.SetErr(cfg.streams.ErrOut)
 
+	// Root-only usage template (curated Usage synopsis + skills footer); see
+	// rootUsageTemplate.
+	rootCmd.SetUsageTemplate(rootUsageTemplate)
+
 	installTipsHelpFunc(rootCmd)
 	rootCmd.SilenceErrors = true
 	// SilenceUsage as a static field (not only in PersistentPreRun) so it also
@@ -205,6 +209,8 @@ func buildInternal(ctx context.Context, inv cmdutil.InvocationContext, opts ...B
 	}
 	shortcuts.RegisterShortcutsWithContext(ctx, rootCmd, f)
 
+	groupRootCommands(rootCmd)
+
 	installUnknownSubcommandGuard(rootCmd)
 
 	if mode := f.ResolveStrictMode(ctx); mode.IsActive() && !cfg.skipStrictMode {

cmd/event/list_test.go

@@ -10,10 +10,22 @@ import (
 
 	"github.com/larksuite/cli/internal/cmdutil"
 	"github.com/larksuite/cli/internal/core"
+	eventlib "github.com/larksuite/cli/internal/event"
 
 	_ "github.com/larksuite/cli/events"
 )
 
+func TestEventLookup_VCMeetingLifecycleKeys(t *testing.T) {
+	for _, key := range []string{
+		"vc.meeting.participant_meeting_started_v1",
+		"vc.meeting.participant_meeting_joined_v1",
+	} {
+		if _, ok := eventlib.Lookup(key); !ok {
+			t.Fatalf("event.Lookup(%q) should succeed", key)
+		}
+	}
+}
+
 func TestRunList_TextOutput(t *testing.T) {
 	f, stdout, _, _ := cmdutil.TestFactory(t, &core.CliConfig{AppID: "test"})
 
@@ -26,6 +38,9 @@ func TestRunList_TextOutput(t *testing.T) {
 		"KEY", "AUTH", "PARAMS", "DESCRIPTION",
 		"im.message.receive_v1",
 		"im.message.message_read_v1",
+		"task.task.update_user_access_v2",
+		"vc.meeting.participant_meeting_started_v1",
+		"vc.meeting.participant_meeting_joined_v1",
 	} {
 		if !strings.Contains(out, want) {
 			t.Errorf("list output missing %q; full output:\n%s", want, out)
@@ -55,4 +70,31 @@ func TestRunList_JSONOutput(t *testing.T) {
 			}
 		}
 	}
+
+	gotKeys := map[string]map[string]interface{}{}
+	for _, row := range rows {
+		if key, ok := row["key"].(string); ok {
+			gotKeys[key] = row
+		}
+	}
+	var foundTask bool
+	for key, row := range gotKeys {
+		if key == "task.task.update_user_access_v2" {
+			foundTask = true
+			if row["single_consumer"] != true {
+				t.Errorf("task row single_consumer = %v, want true", row["single_consumer"])
+			}
+		}
+	}
+	if !foundTask {
+		t.Fatal("event list JSON missing task.task.update_user_access_v2")
+	}
+	for _, want := range []string{
+		"vc.meeting.participant_meeting_started_v1",
+		"vc.meeting.participant_meeting_joined_v1",
+	} {
+		if _, ok := gotKeys[want]; !ok {
+			t.Errorf("JSON list output missing %q", want)
+		}
+	}
 }

cmd/event/schema_test.go

@@ -96,6 +96,73 @@ func TestRunSchema_JSONOutput(t *testing.T) {
 	}
 }
 
+func TestRunSchema_TaskUpdateUserAccessJSON(t *testing.T) {
+	f, stdout, _, _ := cmdutil.TestFactory(t, &core.CliConfig{AppID: "test"})
+
+	if err := runSchema(f, "task.task.update_user_access_v2", true); err != nil {
+		t.Fatalf("runSchema json: %v", err)
+	}
+
+	var payload map[string]interface{}
+	if err := json.Unmarshal(stdout.Bytes(), &payload); err != nil {
+		t.Fatalf("output is not valid JSON: %v\n%s", err, stdout.String())
+	}
+	if payload["jq_root_path"] != ".event" {
+		t.Errorf("jq_root_path = %v, want .event", payload["jq_root_path"])
+	}
+	if payload["single_consumer"] != true {
+		t.Errorf("single_consumer = %v, want true", payload["single_consumer"])
+	}
+	resolved := payload["resolved_output_schema"].(map[string]interface{})
+	props := resolved["properties"].(map[string]interface{})
+	eventProps := props["event"].(map[string]interface{})["properties"].(map[string]interface{})
+	if got := eventProps["task_guid"].(map[string]interface{})["format"]; got != "task_guid" {
+		t.Errorf("task_guid format = %v, want task_guid", got)
+	}
+	if _, ok := eventProps["event_types"].(map[string]interface{})["items"].(map[string]interface{})["enum"]; !ok {
+		t.Fatalf("event_types enum missing in schema: %#v", eventProps["event_types"])
+	}
+}
+
+func TestRunSchema_JSONOutput_VCMeetingLifecycleKeys(t *testing.T) {
+	for _, key := range []string{
+		"vc.meeting.participant_meeting_started_v1",
+		"vc.meeting.participant_meeting_joined_v1",
+	} {
+		t.Run(key, func(t *testing.T) {
+			f, stdout, _, _ := cmdutil.TestFactory(t, &core.CliConfig{AppID: "test"})
+
+			if err := runSchema(f, key, true); err != nil {
+				t.Fatalf("runSchema json: %v", err)
+			}
+
+			var payload map[string]interface{}
+			if err := json.Unmarshal(stdout.Bytes(), &payload); err != nil {
+				t.Fatalf("output is not valid JSON: %v\n%s", err, stdout.String())
+			}
+			if payload["key"] != key {
+				t.Errorf("key = %v, want %s", payload["key"], key)
+			}
+			resolved, ok := payload["resolved_output_schema"].(map[string]interface{})
+			if !ok {
+				t.Fatalf("resolved_output_schema missing or wrong type: %+v", payload)
+			}
+			properties, ok := resolved["properties"].(map[string]interface{})
+			if !ok {
+				t.Fatalf("resolved_output_schema.properties missing or wrong type: %+v", resolved)
+			}
+			for _, field := range []string{"type", "event_id", "timestamp", "meeting_id", "topic", "meeting_no", "start_time", "calendar_event_id"} {
+				if _, ok := properties[field]; !ok {
+					t.Errorf("resolved output schema missing field %q: %+v", field, properties)
+				}
+			}
+			if _, ok := properties["end_time"]; ok {
+				t.Errorf("resolved output schema should not include end_time for %s: %+v", key, properties)
+			}
+		})
+	}
+}
+
 func TestSchema_RendersSubscriptionKeyMarker(t *testing.T) {
 	const syntheticKey = "test.evt_sub"
 	t.Cleanup(func() { eventlib.UnregisterKeyForTest(syntheticKey) })

cmd/root.go

@@ -11,9 +11,11 @@ import (
 	"sort"
 	"strings"
 
+	"github.com/larksuite/cli/cmd/service"
 	"github.com/larksuite/cli/errs"
 	"github.com/larksuite/cli/extension/platform"
 	"github.com/larksuite/cli/internal/build"
+	"github.com/larksuite/cli/internal/cmdmeta"
 	"github.com/larksuite/cli/internal/cmdpolicy"
 	"github.com/larksuite/cli/internal/cmdutil"
 	"github.com/larksuite/cli/internal/deprecation"
@@ -28,43 +30,60 @@ import (
 
 const rootLong = `lark-cli — Lark/Feishu CLI tool.
 
-USAGE:
-    lark-cli <command> [subcommand] [method] [options]
-    lark-cli api <method> <path> [--params <json>] [--data <json>]
-    lark-cli schema <service.resource.method>
+AGENT QUICKSTART (driving this as an agent? start here):
+    Browse commands:  lark-cli <domain> --help            # +shortcuts (preferred) and raw API resources
+    Inspect a call:   lark-cli schema <service>.<resource>.<method>   # params, types, scopes, examples
+    Prefer a +shortcut over the raw API resource when one matches the task.
+    Risk: each command's --help shows read | write | high-risk-write;
+          high-risk-write needs --yes, only after the user confirms.
+    On any API call: --jq <expr> filters JSON output, --dry-run previews the request (runs nothing).
 
-EXAMPLES:
-    # View upcoming events
-    lark-cli calendar +agenda
+EXAMPLES (one per command style, in order of preference):
+    lark-cli calendar +agenda                                       # +shortcut — a high-level task, prefer these
+    lark-cli mail user_mailbox.messages list --user-mailbox-id me   # typed command for one API method
+    lark-cli schema mail.user_mailbox.messages.list                 # inspect a method's params before calling
+    lark-cli api GET /open-apis/calendar/v4/calendars               # raw escape hatch — any endpoint by HTTP path`
 
-    # List calendar events
-    lark-cli calendar events instance_view --params '{"calendar_id":"primary","start_time":"1700000000","end_time":"1700086400"}'
+// rootUsageTemplate is cobra's default usage template with two root-only
+// additions gated on {{if not .HasParent}}: a curated multi-form Usage synopsis
+// (replacing cobra's generic "[flags] / [command]") and a human skills-setup
+// footer. Subcommands render the stock template unchanged. The rest is verbatim
+// cobra so the command groups and flags are untouched.
+const rootUsageTemplate = `{{if .HasParent}}Usage:{{if .Runnable}}
+  {{.UseLine}}{{end}}{{if .HasAvailableSubCommands}}
+  {{.CommandPath}} [command]{{end}}{{else}}Usage:
+  lark-cli <command> [subcommand] [method] [flags]
+  lark-cli api <method> <path> [--params <json>] [--data <json>]
+  lark-cli schema <service.resource.method>{{end}}{{if gt (len .Aliases) 0}}
 
-    # Search users
-    lark-cli contact +search-user --query "John"
+Aliases:
+  {{.NameAndAliases}}{{end}}{{if .HasExample}}
 
-    # Generic API call
-    lark-cli api GET /open-apis/calendar/v4/calendars
+Examples:
+{{.Example}}{{end}}{{if .HasAvailableSubCommands}}{{$cmds := .Commands}}{{if eq (len .Groups) 0}}
 
-AI AGENT SKILLS:
-    lark-cli pairs with AI agent skills (Claude Code, etc.) that
-    teach the agent Lark API patterns, best practices, and workflows.
+Available Commands:{{range $cmds}}{{if (or .IsAvailableCommand (eq .Name "help"))}}
+  {{rpad .Name .NamePadding }} {{.Short}}{{end}}{{end}}{{else}}{{range $group := .Groups}}
 
-    Install all skills:
-        npx skills add larksuite/cli -g -y
+{{.Title}}{{range $cmds}}{{if (and (eq .GroupID $group.ID) (or .IsAvailableCommand (eq .Name "help")))}}
+  {{rpad .Name .NamePadding }} {{.Short}}{{end}}{{end}}{{end}}{{if not .AllChildCommandsHaveGroup}}
 
-    Or pick specific domains:
-        npx skills add larksuite/cli -s lark-calendar -y
-        npx skills add larksuite/cli -s lark-im -y
+Additional Commands:{{range $cmds}}{{if (and (eq .GroupID "") (or .IsAvailableCommand (eq .Name "help")))}}
+  {{rpad .Name .NamePadding }} {{.Short}}{{end}}{{end}}{{end}}{{end}}{{end}}{{if .HasAvailableLocalFlags}}
 
-    Learn more: https://github.com/larksuite/cli#agent-skills
+Flags:
+{{.LocalFlags.FlagUsages | trimTrailingWhitespaces}}{{end}}{{if .HasAvailableInheritedFlags}}
 
-COMMUNITY:
-    GitHub:     https://github.com/larksuite/cli
-    Issues:     https://github.com/larksuite/cli/issues
-    Docs:       https://open.feishu.cn/document/
+Global Flags:
+{{.InheritedFlags.FlagUsages | trimTrailingWhitespaces}}{{end}}{{if .HasHelpSubCommands}}
 
-More help: lark-cli <command> --help`
+Additional help topics:{{range .Commands}}{{if .IsAdditionalHelpTopicCommand}}
+  {{rpad .CommandPath .CommandPathPadding}} {{.Short}}{{end}}{{end}}{{end}}{{if .HasAvailableSubCommands}}
+
+Use "{{.CommandPath}} [command] --help" for more information about a command.{{end}}{{if not .HasParent}}
+
+Skills setup (one-time, humans): npx skills add larksuite/cli -g -y — https://github.com/larksuite/cli#agent-skills{{end}}
+`
 
 // Execute runs the root command and returns the process exit code.
 // rawInvocationArgs holds os.Args[1:] captured at Execute() entry. cobra's
@@ -529,6 +548,49 @@ func availableSubcommandNames(cmd *cobra.Command) (available, deprecated []strin
 	return available, deprecated
 }
 
+// Root command help groups, so an agent sees content domains, agent tooling, and
+// CLI management as distinct blocks instead of one flat alphabetical dump.
+const (
+	groupDomains    = "lark-domains"
+	groupTooling    = "agent-tooling"
+	groupManagement = "cli-management"
+)
+
+// groupRootCommands classifies root's direct children into the help groups,
+// called once after all commands are registered. Unclassified commands fall to
+// cobra's "Additional Commands" section.
+func groupRootCommands(root *cobra.Command) {
+	root.AddGroup(
+		&cobra.Group{ID: groupDomains, Title: "Lark domains:"},
+		&cobra.Group{ID: groupTooling, Title: "Agent tooling:"},
+		&cobra.Group{ID: groupManagement, Title: "CLI management:"},
+	)
+	tooling := map[string]bool{"api": true, "schema": true, "skills": true}
+	management := map[string]bool{"auth": true, "config": true, "profile": true, "doctor": true, "update": true}
+	for _, c := range root.Commands() {
+		if c.GroupID != "" {
+			continue
+		}
+		switch {
+		case tooling[c.Name()]:
+			c.GroupID = groupTooling
+		case management[c.Name()]:
+			c.GroupID = groupManagement
+		case isLarkDomain(c):
+			c.GroupID = groupDomains
+		}
+	}
+}
+
+// isLarkDomain reports whether a root child is a Lark domain (service-sourced or
+// shortcut-tagged), not CLI tooling. Mirrors service.PrepareDomainHelp.
+func isLarkDomain(c *cobra.Command) bool {
+	if src, _ := cmdmeta.SourceOf(c); src == cmdmeta.SourceService {
+		return true
+	}
+	return cmdmeta.Domain(c) != ""
+}
+
 // flagDidYouMean is the root FlagErrorFunc (inherited by all subcommands). It
 // converts cobra's flag-parse errors into a typed validation envelope: an
 // unknown flag gets a focused "did you mean" hint (so agents recover even when
@@ -610,6 +672,17 @@ func installTipsHelpFunc(root *cobra.Command) {
 				defer func() { f.Hidden = true }()
 			}
 		}
+		// Domain and method commands compose their agent guidance into Long lazily
+		// here (shortcuts attach after service registration); both skip the generic
+		// bottom-of-help append below.
+		if service.PrepareDomainHelp(cmd, embeddedSkillContent) {
+			defaultHelp(cmd, args)
+			return
+		}
+		if service.PrepareMethodHelp(cmd) {
+			defaultHelp(cmd, args)
+			return
+		}
 		defaultHelp(cmd, args)
 		out := cmd.OutOrStdout()
 		if level, ok := cmdutil.GetRisk(cmd); ok {

cmd/root_test.go

@@ -76,11 +76,13 @@ func TestPersistentPreRunE_ConfigSubcommands(t *testing.T) {
 }
 
 func TestRootLong_AgentSkillsLinkTargetsReadmeSection(t *testing.T) {
-	if !strings.Contains(rootLong, "https://github.com/larksuite/cli#agent-skills") {
-		t.Fatalf("root help should link to the README Agent Skills section, got:\n%s", rootLong)
+	// The human skills-install guidance now lives in the root usage-template
+	// footer (below the command list), not in the agent-facing Long.
+	if !strings.Contains(rootUsageTemplate, "https://github.com/larksuite/cli#agent-skills") {
+		t.Fatalf("root help footer should link to the README Agent Skills section, got:\n%s", rootUsageTemplate)
 	}
-	if strings.Contains(rootLong, "https://github.com/larksuite/cli#install-ai-agent-skills") {
-		t.Fatalf("root help should not reference the removed install-ai-agent-skills anchor, got:\n%s", rootLong)
+	if strings.Contains(rootUsageTemplate, "https://github.com/larksuite/cli#install-ai-agent-skills") {
+		t.Fatalf("root help should not reference the removed install-ai-agent-skills anchor, got:\n%s", rootUsageTemplate)
 	}
 }
 

cmd/service/affordance.go

@@ -4,41 +4,211 @@
 package service
 
 import (
+	"encoding/json"
 	"fmt"
+	"io/fs"
 	"strings"
 
+	"github.com/larksuite/cli/internal/affordance"
+	"github.com/larksuite/cli/internal/cmdmeta"
+	"github.com/larksuite/cli/internal/cmdutil"
 	"github.com/larksuite/cli/internal/meta"
+	"github.com/spf13/cobra"
 )
 
-// methodLong composes a method command's long help in one place: the
-// description, the affordance guidance block (when the method has one), the
-// pointer to the full schema, and the params-only addendum (params whose flag
-// name is taken — paramFlagBinder.paramsOnlyHelp, "" when none). Affordance
-// sits near the top so an agent sees when-to-use and few-shot examples before
-// the flag list.
-func methodLong(description, affordance, schemaPath, paramsOnly string) string {
+// PrepareDomainHelp appends navigational guidance (routing line, risk legend,
+// skill pointer) to a top-level Lark domain's description, returning false for
+// anything that is not such a domain. Built lazily at help time because
+// shortcuts attach after service registration. skillFS (nil-safe) gates the
+// skill pointer.
+//
+// A hand-authored Long is preserved as the base (e.g. event's "Use 'event
+// consume <EventKey>'…"); service domains carry only a Short at this point, so
+// we fall back to it. The pristine base is captured once into an annotation so
+// re-rendering does not append the guidance twice.
+func PrepareDomainHelp(cmd *cobra.Command, skillFS fs.FS) bool {
+	if cmd.Annotations[schemaPathAnnotation] != "" {
+		return false // a method command
+	}
+	// Direct child of root only — so Domain() reads this command's own tag, and
+	// nested resource groups are excluded.
+	if cmd.Parent() == nil || cmd.Parent().Parent() != nil {
+		return false
+	}
+	// A domain is service-sourced or shortcut-tagged; CLI tooling has neither.
+	if src, _ := cmdmeta.SourceOf(cmd); src != cmdmeta.SourceService && cmdmeta.Domain(cmd) == "" {
+		return false
+	}
+	if !cmd.HasAvailableSubCommands() {
+		return false
+	}
+
+	hasShortcuts, hasResources := false, false
+	for _, c := range cmd.Commands() {
+		if c.Hidden || c.Name() == "help" || c.Name() == "completion" {
+			continue
+		}
+		if strings.HasPrefix(c.Name(), "+") {
+			hasShortcuts = true
+		} else {
+			hasResources = true
+		}
+	}
+
+	var b strings.Builder
+	b.WriteString(domainHelpBase(cmd))
+	if hasShortcuts && hasResources { // routing only matters when both styles exist
+		b.WriteString("\n\nPrefer a +-prefixed shortcut when one matches your task; otherwise use the raw API resource below.")
+	}
+	b.WriteString("\n\nRisk levels (read | write | high-risk-write) appear in each command's --help; high-risk-write requires --yes, only after the user confirms.")
+	if skill := "lark-" + cmd.Name(); skillFS != nil {
+		if _, err := fs.Stat(skillFS, skill+"/SKILL.md"); err == nil {
+			fmt.Fprintf(&b, "\n\nDomain guide (concepts, command choice, conventions): lark-cli skills read %s", skill)
+		}
+	}
+	cmd.Long = b.String()
+	return true
+}
+
+// domainHelpBase returns the description to seed domain help with — the
+// hand-authored Long when present, else the Short — captured once into an
+// annotation so re-rendering reuses the pristine text instead of the
+// already-augmented Long.
+func domainHelpBase(cmd *cobra.Command) string {
+	if base, ok := cmd.Annotations[domainBaseAnnotation]; ok {
+		return base
+	}
+	base := cmd.Long
+	if base == "" {
+		base = cmd.Short
+	}
+	if cmd.Annotations == nil {
+		cmd.Annotations = map[string]string{}
+	}
+	cmd.Annotations[domainBaseAnnotation] = base
+	return base
+}
+
+// methodLong is the build-time Long (description + schema pointer +
+// params-only addendum). Agent guidance is added lazily by PrepareMethodHelp,
+// so command construction never parses the overlay.
+func methodLong(description, schemaPath, paramsOnly string) string {
 	var b strings.Builder
 	b.WriteString(description)
-	if affordance != "" {
-		b.WriteString("\n\n")
-		b.WriteString(affordance)
-	}
-	fmt.Fprintf(&b, "\n\nView parameter definitions before calling:\n  lark-cli schema %s", schemaPath)
+	fmt.Fprintf(&b, "\n\nFull parameter schema:\n  lark-cli schema %s", schemaPath)
 	b.WriteString(paramsOnly)
 	return b.String()
 }
 
-// renderAffordance renders a method's affordance as a help block — when to use,
-// prerequisites, and (most importantly for agents) few-shot Examples — or "" when
-// the method carries no affordance. It reads the single typed model
-// (meta.Method.ParsedAffordance) so the help and the envelope agree on shape.
+// Annotation keys PrepareMethodHelp reads to rebuild a method command's Long.
+const (
+	affordanceServiceAnnotation = "affordance-service"
+	affordanceMethodAnnotation  = "affordance-method"
+	schemaPathAnnotation        = "method-schema-path"
+	paramsOnlyAnnotation        = "method-params-only"
+	domainBaseAnnotation        = "affordance-domain-base"
+)
+
+// setMethodHelpData records the coordinates PrepareMethodHelp needs (storing a
+// few strings is the only build-time cost; the overlay stays untouched).
+func setMethodHelpData(cmd *cobra.Command, service, methodID, schemaPath, paramsOnly string) {
+	if cmd.Annotations == nil {
+		cmd.Annotations = map[string]string{}
+	}
+	if service != "" && methodID != "" {
+		cmd.Annotations[affordanceServiceAnnotation] = service
+		cmd.Annotations[affordanceMethodAnnotation] = methodID
+	}
+	cmd.Annotations[schemaPathAnnotation] = schemaPath
+	if paramsOnly != "" {
+		cmd.Annotations[paramsOnlyAnnotation] = paramsOnly
+	}
+}
+
+// PrepareMethodHelp rebuilds a generated method command's Long with the agent
+// guidance at the TOP (Risk, then the affordance block, then the schema
+// pointer), returning false for non-method commands. The overlay is parsed
+// here — only when help is rendered.
+func PrepareMethodHelp(cmd *cobra.Command) bool {
+	ann := cmd.Annotations
+	if ann == nil {
+		return false
+	}
+	schemaPath, ok := ann[schemaPathAnnotation]
+	if !ok {
+		return false
+	}
+
+	var b strings.Builder
+	b.WriteString(cmd.Short)
+	if level, ok := cmdutil.GetRisk(cmd); ok {
+		// --yes asserts the USER confirmed; the agent must not self-approve.
+		if level == cmdutil.RiskHighRiskWrite {
+			fmt.Fprintf(&b, "\n\nRisk: %s (requires explicit user confirmation to execute; the agent must NOT add --yes on its own — only pass --yes after the user has confirmed)", level)
+		} else {
+			fmt.Fprintf(&b, "\n\nRisk: %s", level)
+		}
+	}
+
+	var skills []string
+	if raw, ok := affordanceRaw(cmd); ok {
+		if block := renderAffordance(meta.Method{Affordance: raw}); block != "" {
+			b.WriteString("\n\n")
+			b.WriteString(block)
+		}
+		if a, ok := (meta.Method{Affordance: raw}).ParsedAffordance(); ok {
+			skills = a.Skills
+		}
+	}
+
+	fmt.Fprintf(&b, "\n\nFull parameter schema:\n  lark-cli schema %s", schemaPath)
+	b.WriteString(ann[paramsOnlyAnnotation])
+
+	if len(skills) > 0 {
+		b.WriteString("\n\nWorkflow skill (end-to-end usage):")
+		for _, s := range skills {
+			fmt.Fprintf(&b, "\n  lark-cli skills read %s", s)
+		}
+	}
+
+	cmd.Long = b.String()
+	return true
+}
+
+// affordanceLookup is the overlay source; a package var so tests can inject.
+var affordanceLookup = affordance.For
+
+// RenderAffordanceForCmd renders a method command's affordance block, or "" when
+// it carries none.
+func RenderAffordanceForCmd(cmd *cobra.Command) string {
+	raw, ok := affordanceRaw(cmd)
+	if !ok {
+		return ""
+	}
+	return renderAffordance(meta.Method{Affordance: raw})
+}
+
+func affordanceRaw(cmd *cobra.Command) (json.RawMessage, bool) {
+	if cmd.Annotations == nil {
+		return nil, false
+	}
+	service := cmd.Annotations[affordanceServiceAnnotation]
+	methodID := cmd.Annotations[affordanceMethodAnnotation]
+	if service == "" || methodID == "" {
+		return nil, false
+	}
+	return affordanceLookup(service, methodID)
+}
+
+// renderAffordance renders a method's affordance as a help block, or "" when it
+// has none. Sections are joined with blank lines so they scan as distinct groups.
 func renderAffordance(m meta.Method) string {
 	a, ok := m.ParsedAffordance()
 	if !ok {
 		return ""
 	}
 
-	var b strings.Builder
+	var sections []string
 	bullets := func(title string, items []string) {
 		var nonEmpty []string
 		for _, it := range items {
@@ -49,15 +219,18 @@ func renderAffordance(m meta.Method) string {
 		if len(nonEmpty) == 0 {
 			return
 		}
-		fmt.Fprintf(&b, "%s:\n", title)
+		var s strings.Builder
+		fmt.Fprintf(&s, "%s:\n", title)
 		for _, it := range nonEmpty {
-			fmt.Fprintf(&b, "  • %s\n", it)
+			fmt.Fprintf(&s, "  • %s\n", it)
 		}
+		sections = append(sections, strings.TrimRight(s.String(), "\n"))
 	}
 
 	bullets("When to use", a.UseWhen)
-	bullets("Avoid when", a.DoNotUseWhen)
+	bullets("Avoid when", a.AvoidWhen)
 	bullets("Prerequisites", a.Prerequisites)
+	bullets("Tips", a.Tips)
 	if len(a.Examples) > 0 {
 		var lines []string
 		for _, ex := range a.Examples {
@@ -71,10 +244,13 @@ func renderAffordance(m meta.Method) string {
 			}
 		}
 		if len(lines) > 0 {
-			fmt.Fprintf(&b, "Examples:\n%s\n", strings.Join(lines, "\n"))
+			sections = append(sections, "Examples:\n"+strings.Join(lines, "\n"))
 		}
 	}
+	for _, ext := range a.Extensions {
+		bullets(ext.Label, ext.Items)
+	}
 	bullets("Related", a.Related)
 
-	return strings.TrimRight(b.String(), "\n")
+	return strings.Join(sections, "\n\n")
 }

cmd/service/affordance_test.go

@@ -8,15 +8,18 @@ import (
 	"strings"
 	"testing"
 
+	"github.com/larksuite/cli/internal/cmdmeta"
 	"github.com/larksuite/cli/internal/cmdutil"
 	"github.com/larksuite/cli/internal/meta"
+	"github.com/spf13/cobra"
 )
 
 func TestRenderAffordance(t *testing.T) {
 	raw := json.RawMessage(`{
 		"use_when": ["发送文本消息"],
-		"do_not_use_when": ["群已解散"],
+		"avoid_when": ["群已解散"],
 		"prerequisites": ["已获取 chat_id"],
+		"tips": ["富文本用 msg_type=post"],
 		"examples": [
 			{"description":"发一条文本","command":"lark-cli im messages create --params '{...}'"},
 			{"command":"lark-cli im messages list"},
@@ -29,6 +32,7 @@ func TestRenderAffordance(t *testing.T) {
 		"When to use:", "发送文本消息",
 		"Avoid when:", "群已解散",
 		"Prerequisites:", "已获取 chat_id",
+		"Tips:", "富文本用 msg_type=post",
 		"Examples:", "发一条文本", "lark-cli im messages create --params '{...}'",
 		"lark-cli im messages list", // example with no description -> bare command line
 		"Related:", "im.messages.list",
@@ -48,9 +52,12 @@ func TestRenderAffordance(t *testing.T) {
 	}
 }
 
-func TestServiceMethod_AffordanceInLong(t *testing.T) {
+// Affordance is rendered lazily (at --help time) rather than baked into the
+// command's Long, so building a command never carries the affordance block —
+// even for a method whose metadata happens to declare one.
+func TestServiceMethod_AffordanceNotInLong(t *testing.T) {
 	withAff := map[string]interface{}{
-		"path": "messages", "httpMethod": "POST", "description": "发送消息",
+		"id": "messages.create", "path": "messages", "httpMethod": "POST", "description": "发送消息",
 		"affordance": map[string]interface{}{
 			"examples": []interface{}{
 				map[string]interface{}{"description": "发文本", "command": "lark-cli im messages create ..."},
@@ -59,14 +66,120 @@ func TestServiceMethod_AffordanceInLong(t *testing.T) {
 	}
 	f, _, _, _ := cmdutil.TestFactory(t, testConfig)
 	cmd := NewCmdServiceMethod(f, imSpec(), meta.FromMap(withAff), "create", "messages", nil)
-	if !strings.Contains(cmd.Long, "Examples:") || !strings.Contains(cmd.Long, "lark-cli im messages create ...") {
-		t.Errorf("affordance examples not in command Long:\n%s", cmd.Long)
+	if strings.Contains(cmd.Long, "Examples:") {
+		t.Errorf("affordance must not be baked into Long (lazy):\n%s", cmd.Long)
 	}
-
-	// A method with no affordance adds no guidance block.
-	plain := map[string]interface{}{"path": "x", "httpMethod": "GET", "description": "d"}
-	cmd2 := NewCmdServiceMethod(f, imSpec(), meta.FromMap(plain), "list", "x", nil)
-	if strings.Contains(cmd2.Long, "Examples:") {
-		t.Errorf("no-affordance method should have no Examples in Long:\n%s", cmd2.Long)
+	// The lookup ref is recorded so the help path can resolve it later.
+	if cmd.Annotations[affordanceServiceAnnotation] != "im" || cmd.Annotations[affordanceMethodAnnotation] != "messages.create" {
+		t.Errorf("affordance ref annotations = %v, want im/messages.create", cmd.Annotations)
+	}
+}
+
+// RenderAffordanceForCmd resolves a command's overlay through the (injectable)
+// lookup and renders it; commands without a ref render nothing.
+func TestRenderAffordanceForCmd(t *testing.T) {
+	orig := affordanceLookup
+	t.Cleanup(func() { affordanceLookup = orig })
+	affordanceLookup = func(service, methodID string) (json.RawMessage, bool) {
+		if service != "im" || methodID != "messages.create" {
+			return nil, false
+		}
+		return json.RawMessage(`{"use_when":["发文本消息"],"tips":["富文本用 msg_type=post"],"examples":[{"description":"发一条","command":"lark-cli im messages create ..."}]}`), true
+	}
+
+	f, _, _, _ := cmdutil.TestFactory(t, testConfig)
+	withRef := map[string]interface{}{"id": "messages.create", "path": "messages", "httpMethod": "POST", "description": "发送消息"}
+	cmd := NewCmdServiceMethod(f, imSpec(), meta.FromMap(withRef), "create", "messages", nil)
+	block := RenderAffordanceForCmd(cmd)
+	for _, want := range []string{"When to use:", "发文本消息", "Tips:", "富文本用 msg_type=post", "Examples:", "lark-cli im messages create ..."} {
+		if !strings.Contains(block, want) {
+			t.Errorf("RenderAffordanceForCmd missing %q in:\n%s", want, block)
+		}
+	}
+
+	// No overlay for this method id -> empty block.
+	noRef := map[string]interface{}{"id": "x.list", "path": "x", "httpMethod": "GET", "description": "d"}
+	cmd2 := NewCmdServiceMethod(f, imSpec(), meta.FromMap(noRef), "list", "x", nil)
+	if got := RenderAffordanceForCmd(cmd2); got != "" {
+		t.Errorf("method with no overlay should render nothing, got:\n%s", got)
+	}
+}
+
+// PrepareMethodHelp composes the guidance into Long at the top: description,
+// then the affordance block, then the full-schema pointer — so an agent reads
+// when-to-use/examples before the flag list.
+func TestPrepareMethodHelp(t *testing.T) {
+	orig := affordanceLookup
+	t.Cleanup(func() { affordanceLookup = orig })
+	affordanceLookup = func(_, _ string) (json.RawMessage, bool) {
+		return json.RawMessage(`{"use_when":["发文本消息"],"examples":[{"description":"发一条","command":"lark-cli im messages create ..."}]}`), true
+	}
+
+	f, _, _, _ := cmdutil.TestFactory(t, testConfig)
+	m := map[string]interface{}{"id": "messages.create", "path": "messages", "httpMethod": "POST", "description": "发送消息"}
+	cmd := NewCmdServiceMethod(f, imSpec(), meta.FromMap(m), "create", "messages", nil)
+
+	if !PrepareMethodHelp(cmd) {
+		t.Fatal("PrepareMethodHelp returned false for a service-method command")
+	}
+	long := cmd.Long
+	// Description leads; affordance block sits above the schema pointer.
+	descAt := strings.Index(long, "发送消息")
+	useAt := strings.Index(long, "When to use:")
+	exAt := strings.Index(long, "Examples:")
+	schemaAt := strings.Index(long, "Full parameter schema:")
+	if descAt != 0 {
+		t.Errorf("description should lead Long, got:\n%s", long)
+	}
+	if !(descAt < useAt && useAt < exAt && exAt < schemaAt) {
+		t.Errorf("order should be description < affordance < schema pointer; got desc=%d use=%d ex=%d schema=%d\n%s", descAt, useAt, exAt, schemaAt, long)
+	}
+
+	// A non-service command (no schema-path annotation) is left untouched.
+	if PrepareMethodHelp(&cobra.Command{Use: "plain"}) {
+		t.Error("PrepareMethodHelp should return false for a non-service command")
+	}
+}
+
+// domainCmd wires a domain-tagged command with a subcommand under a root, the
+// shape PrepareDomainHelp expects.
+func domainCmd(short, long string) *cobra.Command {
+	root := &cobra.Command{Use: "root"}
+	dom := &cobra.Command{Use: "event", Short: short, Long: long}
+	cmdmeta.SetDomain(dom, "event")
+	dom.AddCommand(&cobra.Command{Use: "consume", Run: func(*cobra.Command, []string) {}})
+	root.AddCommand(dom)
+	return dom
+}
+
+func TestPrepareDomainHelp_PreservesHandAuthoredLong(t *testing.T) {
+	const long = "Unified event consumption system. Use 'event consume <EventKey>'."
+	dom := domainCmd("Consume and manage real-time events", long)
+
+	if !PrepareDomainHelp(dom, nil) {
+		t.Fatal("PrepareDomainHelp returned false for a domain-tagged command")
+	}
+	if !strings.HasPrefix(dom.Long, long) {
+		t.Errorf("hand-authored Long must lead; got:\n%s", dom.Long)
+	}
+	if !strings.Contains(dom.Long, "Risk levels") {
+		t.Errorf("domain guidance should be appended; got:\n%s", dom.Long)
+	}
+
+	// Re-rendering must not append the guidance a second time.
+	PrepareDomainHelp(dom, nil)
+	if n := strings.Count(dom.Long, "Risk levels"); n != 1 {
+		t.Errorf("guidance appended %d times across re-renders, want 1:\n%s", n, dom.Long)
+	}
+}
+
+// A service domain carries only a Short at help time; it seeds the base.
+func TestPrepareDomainHelp_FallsBackToShort(t *testing.T) {
+	dom := domainCmd("Message and group chat management", "")
+	if !PrepareDomainHelp(dom, nil) {
+		t.Fatal("PrepareDomainHelp returned false for a domain-tagged command")
+	}
+	if !strings.HasPrefix(dom.Long, "Message and group chat management") {
+		t.Errorf("Short should seed Long when no hand-authored Long exists; got:\n%s", dom.Long)
 	}
 }

cmd/service/flaggroups_test.go

@@ -60,8 +60,11 @@ func TestServiceFlagGroups_AgentContract(t *testing.T) {
 	if i := idx("--chat-id"); i < iParams || i > iBody {
 		t.Errorf("--chat-id not under API Parameters:\n%s", out)
 	}
-	if !strings.Contains(out, "chat_id, required") {
-		t.Errorf("typed flag help format wrong:\n%s", out)
+	// The redundant "<name>, required|optional." prefix is gone: required-ness is
+	// carried by the Required:/Optional: subheadings, and the snake-case --params
+	// key by the schema envelope — so it isn't echoed on every flag line.
+	if strings.Contains(out, "chat_id, required") || strings.Contains(out, "member_id_type, optional") {
+		t.Errorf("redundant <name>, required/optional prefix should not appear:\n%s", out)
 	}
 	if !strings.Contains(out, "enum: open_id=以 open_id 标识用户|user_id=以 user_id 标识用户") {
 		t.Errorf("expected compact enum value=meaning inline:\n%s", out)

cmd/service/paramhelp.go

@@ -30,6 +30,11 @@ func fieldFacts(f meta.Field) []string {
 	if d := sanitizeFieldDesc(f.Description); d != "" {
 		facts = append(facts, d)
 	}
+	if f.CanonicalType() == "boolean" {
+		// cobra shows no type word for bools and swallows a separate value as a
+		// positional, so spell out the presence-only contract.
+		facts = append(facts, "bool flag (presence = true; omit for false; takes no value)")
+	}
 	if opts := f.EnumOptions(); len(opts) > 0 {
 		facts = append(facts, "enum: "+formatEnumInline(opts))
 	}
@@ -42,20 +47,15 @@ func fieldFacts(f meta.Field) []string {
 	return facts
 }
 
-// paramFlagUsage renders the typed param flag's help line:
-//
-//	<param_name>, required|optional[. <fact>]...
-//
-// It leads with the canonical underscore param name (the key this flag
-// overrides in --params) and required/optional, then joins the field's facts
-// inline.
+// paramFlagUsage renders the typed param flag's help line: the field's facts
+// joined inline. Required/optional is not repeated here — the grouped help's
+// Required:/Optional: subheadings already partition the flags — and the
+// snake-case --params key is carried by the schema envelope (each param's
+// property + "flag") and the params-only addendum, so it isn't echoed on every
+// line either. Returns "" when the field has no facts (cobra then shows the bare
+// flag with its type).
 func paramFlagUsage(f meta.Field) string {
-	req := "optional"
-	if f.Required {
-		req = "required"
-	}
-	parts := append([]string{fmt.Sprintf("%s, %s", f.Name, req)}, fieldFacts(f)...)
-	return strings.Join(parts, ". ") + "."
+	return strings.Join(fieldFacts(f), ". ")
 }
 
 // paramExample picks a concrete sample for a params-only field's --help snippet:
@@ -103,8 +103,23 @@ func sanitizeOptionDesc(s string) string { return inlineClause(s, "。；;\n\r",
 // sanitizeFieldDesc is the field-description policy: one line per field, so
 // keep full sentences and cut only at note separators (meta_data appends
 // bullet notes after ;/；) — the later sentence often carries the key
-// affordance, e.g. user_mailbox_id's `可以输入"me"`.
-func sanitizeFieldDesc(s string) string { return inlineClause(s, "；;\n\r", 60) }
+// affordance, e.g. user_mailbox_id's `可以输入"me"`. The trailing doc
+// cross-reference is dropped first (see cutDocRef).
+func sanitizeFieldDesc(s string) string { return inlineClause(cutDocRef(s), "；;\n\r", 60) }
+
+// docRefRe matches a "see the docs" breadcrumb (更多信息参见…/获取方式见…/详见…).
+// On the compact flag line the markdown link's URL is stripped, so the
+// breadcrumb is a dead pointer — drop it. Anchored on a leading clause separator
+// so a subject that runs straight into the phrase isn't orphaned.
+var docRefRe = regexp.MustCompile(`[。；;，,、]\s*(更多信息|获取方式|获取方法|详见|[请可]?参[见考阅])`)
+
+// cutDocRef truncates s at the first doc-reference breadcrumb.
+func cutDocRef(s string) string {
+	if loc := docRefRe.FindStringIndex(s); loc != nil {
+		return s[:loc[0]]
+	}
+	return s
+}
 
 // formatEnumInline renders allowed values for the help line: "v=meaning" when
 // the value carries a (sanitized, truncated) description — so opaque numeric

cmd/service/service.go

@@ -7,6 +7,7 @@ import (
 	"context"
 	"fmt"
 	"io"
+	"sort"
 	"strings"
 
 	"github.com/larksuite/cli/errs"
@@ -64,15 +65,38 @@ func registerServiceWithContext(ctx context.Context, parent *cobra.Command, svc
 	// resource-command chain — one level for a flat dotted resource like
 	// "chat.members", deeper for genuinely nested resources. A service with no
 	// methods keeps its bare command (svcCmd is created above regardless).
-	for _, ref := range apicatalog.ServiceMethods(svc, nil) {
+	refs := apicatalog.ServiceMethods(svc, nil)
+
+	// Collect each resource's verbs up front so resourceShort can summarize a
+	// resource as its verb list from the first ensureChildCommand call.
+	verbs := map[string][]string{}
+	for _, ref := range refs {
+		key := strings.Join(ref.ResourcePath, ".")
+		verbs[key] = append(verbs[key], ref.Method.Name)
+	}
+
+	for _, ref := range refs {
 		resCmd := svcCmd
+		var path []string
 		for _, seg := range ref.ResourcePath {
-			resCmd = ensureChildCommand(resCmd, seg, seg+" operations")
+			path = append(path, seg)
+			resCmd = ensureChildCommand(resCmd, seg, resourceShort(seg, verbs[strings.Join(path, ".")]))
 		}
 		resCmd.AddCommand(buildMethodCommand(ctx, f, newMethodCommandSpec(ref), nil, parent.PersistentFlags()))
 	}
 }
 
+// resourceShort summarizes a resource as its sorted verb list, or the
+// "<name> operations" placeholder for an intermediate group with no methods.
+func resourceShort(seg string, verbs []string) string {
+	if len(verbs) == 0 {
+		return seg + " operations"
+	}
+	sorted := append([]string(nil), verbs...)
+	sort.Strings(sorted)
+	return strings.Join(sorted, ", ")
+}
+
 // serviceShort is the service command's help summary: the localized description
 // from the registry, falling back to the metadata's own description.
 func serviceShort(svc meta.Service) string {
@@ -177,7 +201,19 @@ type methodCommandSpec struct {
 	// the API declares a body.
 	acceptsBody  bool
 	declaresBody bool
-	affordance   string // rendered hand-authored usage guidance (when-to-use, examples); "" if none
+	paginates    bool   // method accepts a page_token param (so --page-all is meaningful)
+	serviceName  string // owning service name (e.g. "approval"), for the lazy affordance lookup
+}
+
+// methodPaginates reports whether a method takes a page_token param, the signal
+// that makes the --page-all/--page-limit/--page-delay flags meaningful.
+func methodPaginates(m meta.Method) bool {
+	for _, f := range m.Params() {
+		if f.Name == "page_token" {
+			return true
+		}
+	}
+	return false
 }
 
 func newMethodCommandSpec(ref apicatalog.MethodRef) methodCommandSpec {
@@ -186,6 +222,7 @@ func newMethodCommandSpec(ref apicatalog.MethodRef) methodCommandSpec {
 		method:       m,
 		schemaPath:   ref.SchemaPath(),
 		servicePath:  ref.Service.ServicePath,
+		serviceName:  ref.Service.Name,
 		risk:         m.Risk,
 		restricts:    m.RestrictsIdentity(),
 		identities:   m.Identities(),
@@ -193,7 +230,7 @@ func newMethodCommandSpec(ref apicatalog.MethodRef) methodCommandSpec {
 		fileFields:   detectFileFields(m),
 		acceptsBody:  methodTakesBody(m.HTTPMethod),
 		declaresBody: len(m.Data()) > 0 || len(m.Files()) > 0,
-		affordance:   renderAffordance(m),
+		paginates:    methodPaginates(m),
 	}
 }
 
@@ -254,6 +291,14 @@ func buildMethodCommand(ctx context.Context, f *cmdutil.Factory, spec methodComm
 	cmd.Flags().BoolVar(&opts.PageAll, "page-all", false, "automatically paginate through all pages")
 	cmd.Flags().IntVar(&opts.PageLimit, "page-limit", 10, "max pages to fetch with --page-all (0 = unlimited)")
 	cmd.Flags().IntVar(&opts.PageDelay, "page-delay", 200, "delay in ms between pages")
+	// Keep the pagination flags registered (a harmless no-op if passed) but hide
+	// them from help on non-paginating commands, so help doesn't imply a
+	// get/write can paginate.
+	if !spec.paginates {
+		for _, name := range []string{"page-all", "page-limit", "page-delay"} {
+			_ = cmd.Flags().MarkHidden(name)
+		}
+	}
 	cmd.Flags().StringVar(&opts.Format, "format", "json", "output format: json|ndjson|table|csv")
 	cmd.Flags().Bool("json", false, "shorthand for --format json")
 	cmd.Flags().StringVarP(&opts.JqExpr, "jq", "q", "", "jq expression to filter JSON output")
@@ -271,10 +316,11 @@ func buildMethodCommand(ctx context.Context, f *cmdutil.Factory, spec methodComm
 
 	// Registered last so the collision guard sees the standard flags above.
 	opts.binder = newParamFlagBinder(cmd, spec.params, reserved)
-	// Single composition point for Long: description, affordance, schema
-	// pointer, and the binder's params-only addendum (params whose flag name is
-	// taken, reachable via --params only).
-	cmd.Long = methodLong(m.Description, spec.affordance, spec.schemaPath, opts.binder.paramsOnlyHelp())
+	// Build-time Long; the agent guidance is added lazily by PrepareMethodHelp
+	// (setMethodHelpData records the coordinates it needs).
+	paramsOnly := opts.binder.paramsOnlyHelp()
+	cmd.Long = methodLong(m.Description, spec.schemaPath, paramsOnly)
+	setMethodHelpData(cmd, spec.serviceName, m.ID, spec.schemaPath, paramsOnly)
 
 	// Group flags for the grouped --help renderer (typed param flags are grouped
 	// as API Parameters by the binder). tagFlagGroup is a no-op for flags not
@@ -292,13 +338,11 @@ func buildMethodCommand(ctx context.Context, f *cmdutil.Factory, spec methodComm
 	tagFlagGroup(cmd.Flags(), "file", groupBody)
 	if fl := cmd.Flags().Lookup("params"); fl != nil {
 		annotate(fl, flagGroupAnnotation, []string{groupRaw})
-		// State the precedence rule where the agent reads it: --params is the
-		// base, typed flags override. Only meaningful when typed flags exist.
+		// Keep the precedence rule on the flag's own one line (not a multi-line
+		// note that breaks the one-entry-per-flag rhythm an agent parses). Only
+		// meaningful when typed flags exist to override.
 		if len(spec.params) > 0 {
-			annotate(fl, flagNoteAnnotation, []string{
-				"Typed API parameter flags above are preferred.",
-				"If both are set, typed flags override matching keys in --params.",
-			})
+			fl.Usage = "Raw URL/query params JSON. Supports - and @file. If both set, typed flags override matching keys in --params."
 		}
 	}
 	for _, name := range []string{"as", "dry-run", "page-all", "page-limit", "page-delay", "yes"} {

content_embed.go

@@ -0,0 +1,41 @@
+// Copyright (c) 2026 Lark Technologies Pte. Ltd.
+// SPDX-License-Identifier: MIT
+
+package main
+
+import (
+	"embed"
+	"fmt"
+	"io/fs"
+	"os"
+
+	"github.com/larksuite/cli/cmd"
+	"github.com/larksuite/cli/internal/affordance"
+)
+
+// embeddedContentFS bundles the agent-readable content that must ship in lockstep
+// with the binary: each skill's docs (SKILL.md + references/, plus whiteboard's
+// routes/ and scenes/) and the per-domain affordance guidance (affordance/*.md).
+// Machine-resource skill dirs (assets/, scripts/) are excluded. It's a whitelist —
+// a new content type is omitted until added to the embed list. The embed must live
+// in this root package because go:embed cannot reach up out of a package's dir.
+//
+//go:embed skills/*/SKILL.md skills/*/references skills/*/routes skills/*/scenes affordance/*.md
+var embeddedContentFS embed.FS
+
+// init wires the embedded content into the CLI. It compiles into `go build .` but
+// not the single-file preview build (`go build ./main.go`), so that build stays
+// self-contained (shipping no embedded content). Assembly failures warn on stderr
+// rather than panicking — embedded content is nice-to-have, not load-bearing.
+func init() {
+	if sub, err := fs.Sub(embeddedContentFS, "skills"); err != nil {
+		fmt.Fprintln(os.Stderr, "warning: skills embed assembly failed, skills commands disabled:", err)
+	} else {
+		cmd.SetEmbeddedSkillContent(sub)
+	}
+	if sub, err := fs.Sub(embeddedContentFS, "affordance"); err != nil {
+		fmt.Fprintln(os.Stderr, "warning: affordance embed assembly failed, command guidance disabled:", err)
+	} else {
+		affordance.SetSource(sub)
+	}
+}

events/im/card_action.go

@@ -0,0 +1,132 @@
+// Copyright (c) 2026 Lark Technologies Pte. Ltd.
+// SPDX-License-Identifier: MIT
+
+package im
+
+import (
+	"context"
+	"encoding/json"
+	"strings"
+
+	"github.com/larksuite/cli/internal/event"
+)
+
+// CardActionTriggerOutput is the flattened shape for card.action.trigger.
+type CardActionTriggerOutput struct {
+	Type        string `json:"type"                    desc:"Event type; always card.action.trigger"`
+	EventID     string `json:"event_id,omitempty"      desc:"Globally unique event ID"`
+	Timestamp   string `json:"timestamp,omitempty"     desc:"Event delivery time (ms timestamp string)" kind:"timestamp_ms"`
+	OperatorID  string `json:"operator_id,omitempty"   desc:"Operator open_id"                          kind:"open_id"`
+	MessageID   string `json:"message_id,omitempty"    desc:"Message ID of the card"                    kind:"message_id"`
+	ChatID      string `json:"chat_id,omitempty"       desc:"Chat ID"                                   kind:"chat_id"`
+	Host        string `json:"host,omitempty"          desc:"Host type: im_message / im_top_notice"`
+	Token       string `json:"token,omitempty"         desc:"Token for delay card update (valid 30 min, max 2 updates)"`
+	ActionTag   string `json:"action_tag,omitempty"    desc:"Triggered element type: button/select_static/input/checker/etc"`
+	ActionValue string `json:"action_value,omitempty"  desc:"Developer-defined action value as JSON string"`
+	ActionName  string `json:"action_name,omitempty"   desc:"Element name attribute"`
+	FormValue   string `json:"form_value,omitempty"    desc:"Form submission values as JSON string (only on form submit)"`
+	InputValue  string `json:"input_value,omitempty"   desc:"Input field value (only for input elements)"`
+	Option      string `json:"option,omitempty"        desc:"Selected option value (for single-select dropdown)"`
+	Options     string `json:"options,omitempty"       desc:"Selected options, comma-separated (for multi-select)"`
+	Checked     bool   `json:"checked"                 desc:"Checkbox state (for checkbox elements)"`
+	Timezone    string `json:"timezone,omitempty"      desc:"User timezone for date/time picker interactions"`
+	CardContent string `json:"card_content,omitempty"  desc:"Original card JSON content (body.content) auto-fetched via message get API at consume time using message_id; empty if message_id absent or fetch fails"`
+}
+
+func processCardAction(ctx context.Context, rt event.APIClient, raw *event.RawEvent, _ map[string]string) (json.RawMessage, error) {
+	var envelope struct {
+		Header struct {
+			EventID    string `json:"event_id"`
+			EventType  string `json:"event_type"`
+			CreateTime string `json:"create_time"`
+		} `json:"header"`
+		Event struct {
+			Operator struct {
+				OpenID string `json:"open_id"`
+			} `json:"operator"`
+			Token  string `json:"token"`
+			Host   string `json:"host"`
+			Action struct {
+				Tag        string                 `json:"tag"`
+				Value      map[string]interface{} `json:"value"`
+				Name       string                 `json:"name"`
+				FormValue  map[string]interface{} `json:"form_value"`
+				InputValue string                 `json:"input_value"`
+				Option     string                 `json:"option"`
+				Options    []string               `json:"options"`
+				Checked    bool                   `json:"checked"`
+				Timezone   string                 `json:"timezone"`
+			} `json:"action"`
+			Context struct {
+				OpenMessageID string `json:"open_message_id"`
+				OpenChatID    string `json:"open_chat_id"`
+			} `json:"context"`
+		} `json:"event"`
+	}
+	if err := json.Unmarshal(raw.Payload, &envelope); err != nil {
+		return raw.Payload, nil //nolint:nilerr // passthrough on malformed payload
+	}
+
+	actionValue := marshalToString(envelope.Event.Action.Value)
+	formValue := marshalToString(envelope.Event.Action.FormValue)
+	options := strings.Join(envelope.Event.Action.Options, ",")
+
+	out := &CardActionTriggerOutput{
+		Type:        envelope.Header.EventType,
+		EventID:     envelope.Header.EventID,
+		Timestamp:   envelope.Header.CreateTime,
+		OperatorID:  envelope.Event.Operator.OpenID,
+		MessageID:   envelope.Event.Context.OpenMessageID,
+		ChatID:      envelope.Event.Context.OpenChatID,
+		Host:        envelope.Event.Host,
+		Token:       envelope.Event.Token,
+		ActionTag:   envelope.Event.Action.Tag,
+		ActionValue: actionValue,
+		ActionName:  envelope.Event.Action.Name,
+		FormValue:   formValue,
+		InputValue:  envelope.Event.Action.InputValue,
+		Option:      envelope.Event.Action.Option,
+		Options:     options,
+		Checked:     envelope.Event.Action.Checked,
+		Timezone:    envelope.Event.Action.Timezone,
+	}
+
+	if out.MessageID != "" && rt != nil {
+		out.CardContent = fetchCardUserDSL(ctx, rt, out.MessageID)
+	}
+
+	return json.Marshal(out)
+}
+
+// fetchCardUserDSL gets the card message content via message get API.
+// Returns empty string on any failure — never blocks event consumption.
+func fetchCardUserDSL(ctx context.Context, rt event.APIClient, messageID string) string {
+	path := "/open-apis/im/v1/messages/" + messageID + "?card_msg_content_type=user_card_content"
+	resp, err := rt.CallAPI(ctx, "GET", path, nil)
+	if err != nil {
+		return ""
+	}
+	var result struct {
+		Code int    `json:"code"`
+		Msg  string `json:"msg"`
+		Data struct {
+			Items []struct {
+				Body struct {
+					Content string `json:"content"`
+				} `json:"body"`
+			} `json:"items"`
+		} `json:"data"`
+	}
+	if json.Unmarshal(resp, &result) != nil || result.Code != 0 || len(result.Data.Items) == 0 {
+		return ""
+	}
+	return result.Data.Items[0].Body.Content
+}
+
+func marshalToString(m map[string]interface{}) string {
+	if len(m) == 0 {
+		return ""
+	}
+	b, _ := json.Marshal(m)
+	return string(b)
+}

events/im/card_action_test.go

@@ -0,0 +1,432 @@
+// Copyright (c) 2026 Lark Technologies Pte. Ltd.
+// SPDX-License-Identifier: MIT
+
+package im
+
+import (
+	"context"
+	"encoding/json"
+	"testing"
+	"time"
+
+	"github.com/larksuite/cli/internal/event"
+)
+
+func TestCardActionTriggerRegistered(t *testing.T) {
+	def, ok := event.Lookup("card.action.trigger")
+	if !ok {
+		t.Fatal("card.action.trigger should be registered via Keys()")
+	}
+	if def.Schema.Custom == nil {
+		t.Error("card.action.trigger must set Schema.Custom")
+	}
+	if def.Process == nil {
+		t.Error("card.action.trigger must set Process")
+	}
+	if len(def.Scopes) == 0 {
+		t.Error("Scopes must not be empty")
+	}
+}
+
+func TestProcessCardAction_Button(t *testing.T) {
+	payload := `{
+		"schema": "2.0",
+		"header": {
+			"event_id": "ev_btn_001",
+			"event_type": "card.action.trigger",
+			"create_time": "1776409469273"
+		},
+		"event": {
+			"operator": {"open_id": "ou_operator"},
+			"token": "c-token-btn",
+			"host": "im_message",
+			"action": {
+				"tag": "button",
+				"value": {"key": "approve"},
+				"name": "approve_btn",
+				"form_value": {},
+				"options": [],
+				"checked": false
+			},
+			"context": {
+				"open_message_id": "om_msg_001",
+				"open_chat_id": "oc_chat_001"
+			}
+		}
+	}`
+	out := runCardAction(t, payload, nil)
+
+	if out.Type != "card.action.trigger" {
+		t.Errorf("Type = %q, want card.action.trigger", out.Type)
+	}
+	if out.EventID != "ev_btn_001" {
+		t.Errorf("EventID = %q", out.EventID)
+	}
+	if out.OperatorID != "ou_operator" {
+		t.Errorf("OperatorID = %q", out.OperatorID)
+	}
+	if out.ActionTag != "button" {
+		t.Errorf("ActionTag = %q, want button", out.ActionTag)
+	}
+	if out.ActionValue != `{"key":"approve"}` {
+		t.Errorf("ActionValue = %q", out.ActionValue)
+	}
+	if out.ActionName != "approve_btn" {
+		t.Errorf("ActionName = %q", out.ActionName)
+	}
+	if out.Token != "c-token-btn" {
+		t.Errorf("Token = %q", out.Token)
+	}
+	if out.MessageID != "om_msg_001" {
+		t.Errorf("MessageID = %q", out.MessageID)
+	}
+	if out.ChatID != "oc_chat_001" {
+		t.Errorf("ChatID = %q", out.ChatID)
+	}
+	if out.Host != "im_message" {
+		t.Errorf("Host = %q", out.Host)
+	}
+	if out.Timestamp != "1776409469273" {
+		t.Errorf("Timestamp = %q", out.Timestamp)
+	}
+}
+
+func TestProcessCardAction_FormSubmit(t *testing.T) {
+	payload := `{
+		"schema": "2.0",
+		"header": {
+			"event_id": "ev_form_001",
+			"event_type": "card.action.trigger",
+			"create_time": "1776409469274"
+		},
+		"event": {
+			"operator": {"open_id": "ou_form_user"},
+			"token": "c-token-form",
+			"host": "im_message",
+			"action": {
+				"tag": "button",
+				"value": {},
+				"name": "submit_btn",
+				"form_value": {"name": "test-user", "reason": "testing"},
+				"options": [],
+				"checked": false
+			},
+			"context": {
+				"open_message_id": "om_form_001",
+				"open_chat_id": "oc_chat_002"
+			}
+		}
+	}`
+	out := runCardAction(t, payload, nil)
+
+	if out.FormValue != `{"name":"test-user","reason":"testing"}` {
+		t.Errorf("FormValue = %q", out.FormValue)
+	}
+	if out.ActionTag != "button" {
+		t.Errorf("ActionTag = %q, want button", out.ActionTag)
+	}
+}
+
+func TestProcessCardAction_MultiSelect(t *testing.T) {
+	payload := `{
+		"schema": "2.0",
+		"header": {
+			"event_id": "ev_ms_001",
+			"event_type": "card.action.trigger",
+			"create_time": "1776409469275"
+		},
+		"event": {
+			"operator": {"open_id": "ou_ms_user"},
+			"token": "c-token-ms",
+			"host": "im_message",
+			"action": {
+				"tag": "multi_select_static",
+				"value": {},
+				"name": "multi_select",
+				"options": ["opt_1", "opt_3"],
+				"checked": false
+			},
+			"context": {
+				"open_message_id": "om_ms_001",
+				"open_chat_id": "oc_chat_003"
+			}
+		}
+	}`
+	out := runCardAction(t, payload, nil)
+
+	if out.Options != "opt_1,opt_3" {
+		t.Errorf("Options = %q, want opt_1,opt_3", out.Options)
+	}
+	if out.ActionTag != "multi_select_static" {
+		t.Errorf("ActionTag = %q", out.ActionTag)
+	}
+}
+
+func TestProcessCardAction_Input(t *testing.T) {
+	payload := `{
+		"schema": "2.0",
+		"header": {
+			"event_id": "ev_input_001",
+			"event_type": "card.action.trigger",
+			"create_time": "1776409469276"
+		},
+		"event": {
+			"operator": {"open_id": "ou_input_user"},
+			"token": "c-token-input",
+			"host": "im_message",
+			"action": {
+				"tag": "input",
+				"value": {},
+				"name": "text_input",
+				"input_value": "hello world",
+				"options": [],
+				"checked": false
+			},
+			"context": {
+				"open_message_id": "om_input_001",
+				"open_chat_id": "oc_chat_004"
+			}
+		}
+	}`
+	out := runCardAction(t, payload, nil)
+
+	if out.InputValue != "hello world" {
+		t.Errorf("InputValue = %q", out.InputValue)
+	}
+	if out.ActionTag != "input" {
+		t.Errorf("ActionTag = %q", out.ActionTag)
+	}
+}
+
+func TestProcessCardAction_DatePicker(t *testing.T) {
+	payload := `{
+		"schema": "2.0",
+		"header": {
+			"event_id": "ev_date_001",
+			"event_type": "card.action.trigger",
+			"create_time": "1776409469277"
+		},
+		"event": {
+			"operator": {"open_id": "ou_date_user"},
+			"token": "c-token-date",
+			"host": "im_message",
+			"action": {
+				"tag": "date_picker",
+				"value": {},
+				"name": "date_selector",
+				"option": "2024-04-01 +0800",
+				"timezone": "Asia/Shanghai",
+				"options": [],
+				"checked": false
+			},
+			"context": {
+				"open_message_id": "om_date_001",
+				"open_chat_id": "oc_chat_005"
+			}
+		}
+	}`
+	out := runCardAction(t, payload, nil)
+
+	if out.Option != "2024-04-01 +0800" {
+		t.Errorf("Option = %q", out.Option)
+	}
+	if out.Timezone != "Asia/Shanghai" {
+		t.Errorf("Timezone = %q", out.Timezone)
+	}
+}
+
+func TestProcessCardAction_MalformedPayload(t *testing.T) {
+	raw := &event.RawEvent{
+		EventID:   "ev_bad",
+		EventType: "card.action.trigger",
+		Payload:   json.RawMessage(`not json`),
+		Timestamp: time.Now(),
+	}
+	got, err := processCardAction(context.Background(), nil, raw, nil)
+	if err != nil {
+		t.Fatalf("Process should swallow parse errors, got %v", err)
+	}
+	if string(got) != "not json" {
+		t.Errorf("malformed fallback output = %q, want original bytes", string(got))
+	}
+}
+
+func TestProcessCardAction_MessageGetSuccess(t *testing.T) {
+	payload := `{
+		"schema": "2.0",
+		"header": {
+			"event_id": "ev_mg_ok",
+			"event_type": "card.action.trigger",
+			"create_time": "1776409469278"
+		},
+		"event": {
+			"operator": {"open_id": "ou_mg_user"},
+			"token": "c-token-mg",
+			"host": "im_message",
+			"action": {
+				"tag": "button",
+				"value": {"key": "click"},
+				"name": "btn",
+				"form_value": {},
+				"options": [],
+				"checked": false
+			},
+			"context": {
+				"open_message_id": "om_mg_001",
+				"open_chat_id": "oc_chat_mg"
+			}
+		}
+	}`
+	cardContent := `{"header":{"title":{"tag":"plain_text","content":"A card"}}}`
+	mock := &mockAPIClient{resp: `{
+		"code": 0,
+		"msg": "success",
+		"data": {
+			"items": [{
+				"body": {"content": "` + escapeJSON(cardContent) + `"}
+			}]
+		}
+	}`}
+	out := runCardAction(t, payload, mock)
+
+	if out.CardContent == "" {
+		t.Error("CardContent should not be empty when message get succeeds")
+	}
+}
+
+func TestProcessCardAction_MessageGetErrorCode(t *testing.T) {
+	payload := `{
+		"schema": "2.0",
+		"header": {
+			"event_id": "ev_mg_ec",
+			"event_type": "card.action.trigger",
+			"create_time": "1776409469279"
+		},
+		"event": {
+			"operator": {"open_id": "ou_mg_user2"},
+			"token": "c-token-mg2",
+			"host": "im_message",
+			"action": {
+				"tag": "button",
+				"value": {},
+				"name": "btn",
+				"form_value": {},
+				"options": [],
+				"checked": false
+			},
+			"context": {
+				"open_message_id": "om_mg_002",
+				"open_chat_id": "oc_chat_mg2"
+			}
+		}
+	}`
+	mock := &mockAPIClient{resp: `{"code": 1, "msg": "error", "data": {"items": []}}`}
+	out := runCardAction(t, payload, mock)
+
+	if out.CardContent != "" {
+		t.Errorf("CardContent should be empty when code != 0, got %q", out.CardContent)
+	}
+}
+
+func TestProcessCardAction_MessageGetFailure(t *testing.T) {
+	payload := `{
+		"schema": "2.0",
+		"header": {
+			"event_id": "ev_mg_fail",
+			"event_type": "card.action.trigger",
+			"create_time": "1776409469280"
+		},
+		"event": {
+			"operator": {"open_id": "ou_mg_user3"},
+			"token": "c-token-mg3",
+			"host": "im_message",
+			"action": {
+				"tag": "button",
+				"value": {},
+				"name": "btn",
+				"form_value": {},
+				"options": [],
+				"checked": false
+			},
+			"context": {
+				"open_message_id": "om_mg_003",
+				"open_chat_id": "oc_chat_mg3"
+			}
+		}
+	}`
+	mock := &mockAPIClient{errResp: true}
+	out := runCardAction(t, payload, mock)
+
+	if out.CardContent != "" {
+		t.Errorf("CardContent should be empty when message get fails, got %q", out.CardContent)
+	}
+}
+
+func TestProcessCardAction_EmptyMessageID(t *testing.T) {
+	payload := `{
+		"schema": "2.0",
+		"header": {
+			"event_id": "ev_no_msg",
+			"event_type": "card.action.trigger",
+			"create_time": "1776409469281"
+		},
+		"event": {
+			"operator": {"open_id": "ou_no_msg"},
+			"token": "c-token-nm",
+			"host": "im_message",
+			"action": {
+				"tag": "button",
+				"value": {},
+				"name": "btn",
+				"form_value": {},
+				"options": [],
+				"checked": false
+			},
+			"context": {
+				"open_message_id": "",
+				"open_chat_id": "oc_chat_nm"
+			}
+		}
+	}`
+	out := runCardAction(t, payload, nil)
+
+	if out.CardContent != "" {
+		t.Errorf("CardContent should be empty when message_id is absent, got %q", out.CardContent)
+	}
+}
+
+type mockAPIClient struct {
+	resp    string
+	errResp bool
+}
+
+func (m *mockAPIClient) CallAPI(_ context.Context, _, _ string, _ interface{}) (json.RawMessage, error) {
+	if m.errResp {
+		return nil, context.DeadlineExceeded
+	}
+	return json.RawMessage(m.resp), nil
+}
+
+func runCardAction(t *testing.T, payload string, rt event.APIClient) CardActionTriggerOutput {
+	t.Helper()
+	raw := &event.RawEvent{
+		EventID:   "ev_test",
+		EventType: "card.action.trigger",
+		Payload:   json.RawMessage(payload),
+		Timestamp: time.Now(),
+	}
+	got, err := processCardAction(context.Background(), rt, raw, nil)
+	if err != nil {
+		t.Fatalf("Process error: %v", err)
+	}
+	var out CardActionTriggerOutput
+	if err := json.Unmarshal(got, &out); err != nil {
+		t.Fatalf("Process output is not valid CardActionTriggerOutput JSON: %v\nraw=%s", err, string(got))
+	}
+	return out
+}
+
+func escapeJSON(s string) string {
+	b, _ := json.Marshal(s)
+	return string(b[1 : len(b)-1])
+}

events/im/register.go

@@ -27,6 +27,21 @@ func Keys() []event.KeyDefinition {
 			AuthTypes:             []string{"bot"},
 			RequiredConsoleEvents: []string{"im.message.receive_v1"},
 		},
+		{
+			Key:              "card.action.trigger",
+			DisplayName:      "Card action",
+			Description:      "Triggered when a user interacts with an interactive card (button click, form submit, dropdown select, etc.). Output includes: token (valid 30 min, max 2 updates), action details (tag, value, name, form_value), and card_content (original card in userDSL text format, auto-fetched at consume time). To update the card: parse card_content to understand the current state, construct the new card JSON, then call `lark-cli api POST /open-apis/interactive/v1/card/update` with the token (see lark-im-card-action-reply.md).",
+			EventType:        "card.action.trigger",
+			SubscriptionType: event.SubTypeCallback,
+			Schema: event.SchemaDef{
+				Custom: &event.SchemaSpec{Type: reflect.TypeOf(CardActionTriggerOutput{})},
+			},
+			Process:               processCardAction,
+			Scopes:                []string{"im:message:readonly"},
+			AuthTypes:             []string{"bot"},
+			SingleConsumer:        true,
+			RequiredConsoleEvents: []string{"card.action.trigger"},
+		},
 	}
 
 	for _, rk := range nativeIMKeys {

events/register.go

@@ -7,6 +7,7 @@ package events
 import (
 	"github.com/larksuite/cli/events/im"
 	"github.com/larksuite/cli/events/minutes"
+	"github.com/larksuite/cli/events/task"
 	"github.com/larksuite/cli/events/vc"
 	"github.com/larksuite/cli/events/whiteboard"
 	"github.com/larksuite/cli/internal/event"
@@ -17,6 +18,7 @@ func init() {
 	all := [][]event.KeyDefinition{
 		im.Keys(),
 		minutes.Keys(),
+		task.Keys(),
 		vc.Keys(),
 		whiteboard.Keys(),
 	}

events/task/native.go

@@ -0,0 +1,23 @@
+// Copyright (c) 2026 Lark Technologies Pte. Ltd.
+// SPDX-License-Identifier: MIT
+
+package task
+
+// TaskUpdateUserAccessV2Data is the Task v2 update event payload under the
+// standard Lark V2 event envelope.
+type TaskUpdateUserAccessV2Data struct {
+	EventTypes []string `json:"event_types,omitempty" desc:"Task commit types included in this event" enum:"task_create,task_deleted,task_summary_update,task_desc_update,task_assignees_update,task_followers_update,task_reminders_update,task_start_due_update,task_completed_update"`
+	TaskGUID   string   `json:"task_guid,omitempty" desc:"Task GUID that changed" kind:"task_guid"`
+}
+
+var taskUpdateUserAccessCommitTypes = []string{
+	"task_create",
+	"task_deleted",
+	"task_summary_update",
+	"task_desc_update",
+	"task_assignees_update",
+	"task_followers_update",
+	"task_reminders_update",
+	"task_start_due_update",
+	"task_completed_update",
+}

events/task/preconsume.go

@@ -0,0 +1,32 @@
+// Copyright (c) 2026 Lark Technologies Pte. Ltd.
+// SPDX-License-Identifier: MIT
+
+package task
+
+import (
+	"context"
+
+	"github.com/larksuite/cli/errs"
+	"github.com/larksuite/cli/internal/event"
+)
+
+const taskSubscriptionPath = "/open-apis/task/v2/task_v2/task_subscription?user_id_type=open_id"
+
+func taskSubscriptionPreConsume(ctx context.Context, rt event.APIClient, _ map[string]string) (func() error, error) {
+	if rt == nil {
+		return nil, errs.NewInternalError(errs.SubtypeUnknown,
+			"runtime API client is required for pre-consume subscription")
+	}
+
+	if _, err := rt.CallAPI(ctx, "POST", taskSubscriptionPath, nil); err != nil {
+		if _, ok := errs.ProblemOf(err); ok {
+			return nil, err
+		}
+		return nil, errs.NewNetworkError(
+			errs.SubtypeNetworkTransport,
+			"failed to subscribe task event",
+		).WithCause(err)
+	}
+
+	return nil, nil
+}

events/task/preconsume_test.go

@@ -0,0 +1,119 @@
+// Copyright (c) 2026 Lark Technologies Pte. Ltd.
+// SPDX-License-Identifier: MIT
+
+package task
+
+import (
+	"context"
+	"encoding/json"
+	"errors"
+	"testing"
+
+	"github.com/larksuite/cli/errs"
+)
+
+type stubAPIClient struct {
+	err error
+
+	method string
+	path   string
+	body   interface{}
+	calls  int
+}
+
+func (s *stubAPIClient) CallAPI(_ context.Context, method, path string, body interface{}) (json.RawMessage, error) {
+	s.method = method
+	s.path = path
+	s.body = body
+	s.calls++
+	if s.err != nil {
+		return nil, s.err
+	}
+	return json.RawMessage(`{"code":0,"msg":"success","data":{}}`), nil
+}
+
+func TestTaskSubscriptionPreConsumeCallsSubscribeAPI(t *testing.T) {
+	rt := &stubAPIClient{}
+	cleanup, err := taskSubscriptionPreConsume(context.Background(), rt, nil)
+	if err != nil {
+		t.Fatalf("taskSubscriptionPreConsume error = %v", err)
+	}
+	if cleanup != nil {
+		t.Fatal("cleanup = non-nil, want nil because task subscription has no unsubscribe API")
+	}
+	if rt.calls != 1 {
+		t.Fatalf("calls = %d, want 1", rt.calls)
+	}
+	if rt.method != "POST" {
+		t.Errorf("method = %q, want POST", rt.method)
+	}
+	if rt.path != taskSubscriptionPath {
+		t.Errorf("path = %q, want %q", rt.path, taskSubscriptionPath)
+	}
+	if rt.body != nil {
+		t.Errorf("body = %#v, want nil", rt.body)
+	}
+}
+
+func TestTaskSubscriptionPreConsumeRequiresRuntime(t *testing.T) {
+	_, err := taskSubscriptionPreConsume(context.Background(), nil, nil)
+	if err == nil {
+		t.Fatal("expected error")
+	}
+	p, ok := errs.ProblemOf(err)
+	if !ok {
+		t.Fatalf("expected typed error, got %T: %v", err, err)
+	}
+	if p.Category != errs.CategoryInternal {
+		t.Errorf("category = %s, want %s", p.Category, errs.CategoryInternal)
+	}
+	if p.Subtype != errs.SubtypeUnknown {
+		t.Errorf("subtype = %s, want %s", p.Subtype, errs.SubtypeUnknown)
+	}
+}
+
+func TestTaskSubscriptionPreConsumePassesThroughAPIError(t *testing.T) {
+	wantErr := errs.NewValidationError(errs.SubtypeFailedPrecondition, "subscription already exists")
+	rt := &stubAPIClient{err: wantErr}
+
+	_, err := taskSubscriptionPreConsume(context.Background(), rt, nil)
+	if err != wantErr {
+		t.Fatalf("err identity changed: got %T %v, want original %T %v", err, err, wantErr, wantErr)
+	}
+	if !errors.Is(err, wantErr) {
+		t.Fatalf("err = %v, want %v", err, wantErr)
+	}
+	p, ok := errs.ProblemOf(err)
+	if !ok {
+		t.Fatalf("expected typed error, got %T: %v", err, err)
+	}
+	if p.Category != errs.CategoryValidation {
+		t.Errorf("category = %s, want %s", p.Category, errs.CategoryValidation)
+	}
+	if p.Subtype != errs.SubtypeFailedPrecondition {
+		t.Errorf("subtype = %s, want %s", p.Subtype, errs.SubtypeFailedPrecondition)
+	}
+}
+
+func TestTaskSubscriptionPreConsumeWrapsUntypedAPIError(t *testing.T) {
+	cause := errors.New("connection reset")
+	rt := &stubAPIClient{err: cause}
+
+	_, err := taskSubscriptionPreConsume(context.Background(), rt, nil)
+	if err == nil {
+		t.Fatal("expected error")
+	}
+	if !errors.Is(err, cause) {
+		t.Fatalf("err = %v, want cause %v", err, cause)
+	}
+	p, ok := errs.ProblemOf(err)
+	if !ok {
+		t.Fatalf("expected typed error, got %T: %v", err, err)
+	}
+	if p.Category != errs.CategoryNetwork {
+		t.Errorf("category = %s, want %s", p.Category, errs.CategoryNetwork)
+	}
+	if p.Subtype != errs.SubtypeNetworkTransport {
+		t.Errorf("subtype = %s, want %s", p.Subtype, errs.SubtypeNetworkTransport)
+	}
+}

events/task/register.go

@@ -0,0 +1,33 @@
+// Copyright (c) 2026 Lark Technologies Pte. Ltd.
+// SPDX-License-Identifier: MIT
+
+// Package task registers Task-domain EventKeys.
+package task
+
+import (
+	"reflect"
+
+	"github.com/larksuite/cli/internal/event"
+)
+
+const eventTypeTaskUpdateUserAccessV2 = "task.task.update_user_access_v2"
+
+// Keys returns all Task-domain EventKey definitions.
+func Keys() []event.KeyDefinition {
+	return []event.KeyDefinition{
+		{
+			Key:         eventTypeTaskUpdateUserAccessV2,
+			DisplayName: "Task updated",
+			Description: "Triggered when tasks visible to the current user or app are created, deleted, or updated",
+			EventType:   eventTypeTaskUpdateUserAccessV2,
+			Schema: event.SchemaDef{
+				Native: &event.SchemaSpec{Type: reflect.TypeOf(TaskUpdateUserAccessV2Data{})},
+			},
+			PreConsume:            taskSubscriptionPreConsume,
+			Scopes:                []string{"task:task:read"},
+			AuthTypes:             []string{"user", "bot"},
+			RequiredConsoleEvents: []string{eventTypeTaskUpdateUserAccessV2},
+			SingleConsumer:        true,
+		},
+	}
+}

events/task/register_test.go

@@ -0,0 +1,95 @@
+// Copyright (c) 2026 Lark Technologies Pte. Ltd.
+// SPDX-License-Identifier: MIT
+
+package task
+
+import (
+	"encoding/json"
+	"reflect"
+	"testing"
+
+	"github.com/larksuite/cli/internal/event"
+	"github.com/larksuite/cli/internal/event/schemas"
+)
+
+func TestKeysTaskUpdateUserAccessMetadata(t *testing.T) {
+	keys := Keys()
+	if len(keys) != 1 {
+		t.Fatalf("len(Keys()) = %d, want 1", len(keys))
+	}
+
+	def := keys[0]
+	if def.Key != eventTypeTaskUpdateUserAccessV2 {
+		t.Errorf("Key = %q, want %q", def.Key, eventTypeTaskUpdateUserAccessV2)
+	}
+	if def.EventType != eventTypeTaskUpdateUserAccessV2 {
+		t.Errorf("EventType = %q, want %q", def.EventType, eventTypeTaskUpdateUserAccessV2)
+	}
+	if def.Schema.Native == nil {
+		t.Fatal("Schema.Native is nil")
+	}
+	if def.Schema.Native.Type != reflect.TypeOf(TaskUpdateUserAccessV2Data{}) {
+		t.Errorf("native type = %v, want TaskUpdateUserAccessV2Data", def.Schema.Native.Type)
+	}
+	if def.Process != nil {
+		t.Fatal("Native Task EventKey must not set Process")
+	}
+	if def.PreConsume == nil {
+		t.Fatal("PreConsume is nil")
+	}
+	if !def.SingleConsumer {
+		t.Fatal("SingleConsumer = false, want true")
+	}
+	if !reflect.DeepEqual(def.Scopes, []string{"task:task:read"}) {
+		t.Errorf("Scopes = %#v", def.Scopes)
+	}
+	if !reflect.DeepEqual(def.AuthTypes, []string{"user", "bot"}) {
+		t.Errorf("AuthTypes = %#v", def.AuthTypes)
+	}
+	if !reflect.DeepEqual(def.RequiredConsoleEvents, []string{eventTypeTaskUpdateUserAccessV2}) {
+		t.Errorf("RequiredConsoleEvents = %#v", def.RequiredConsoleEvents)
+	}
+}
+
+func TestTaskUpdateUserAccessSchemaAnnotations(t *testing.T) {
+	raw := schemas.WrapV2Envelope(schemas.FromType(reflect.TypeOf(TaskUpdateUserAccessV2Data{})))
+	var schema map[string]interface{}
+	if err := json.Unmarshal(raw, &schema); err != nil {
+		t.Fatalf("unmarshal schema: %v", err)
+	}
+
+	eventProps := schema["properties"].(map[string]interface{})["event"].(map[string]interface{})["properties"].(map[string]interface{})
+	taskGUID := eventProps["task_guid"].(map[string]interface{})
+	if got := taskGUID["format"]; got != "task_guid" {
+		t.Errorf("task_guid format = %v, want task_guid", got)
+	}
+
+	eventTypes := eventProps["event_types"].(map[string]interface{})
+	items := eventTypes["items"].(map[string]interface{})
+	rawEnum, ok := items["enum"].([]interface{})
+	if !ok {
+		t.Fatalf("event_types item enum missing: %#v", items["enum"])
+	}
+	got := make(map[string]bool, len(rawEnum))
+	for _, v := range rawEnum {
+		got[v.(string)] = true
+	}
+	for _, want := range taskUpdateUserAccessCommitTypes {
+		if !got[want] {
+			t.Errorf("event_types enum missing %q; enum=%v", want, rawEnum)
+		}
+	}
+}
+
+func TestTaskUpdateUserAccessRegistersCleanly(t *testing.T) {
+	const key = eventTypeTaskUpdateUserAccessV2
+	event.UnregisterKeyForTest(key)
+	t.Cleanup(func() { event.UnregisterKeyForTest(key) })
+
+	for _, def := range Keys() {
+		event.RegisterKey(def)
+	}
+	if _, ok := event.Lookup(key); !ok {
+		t.Fatalf("event.Lookup(%q) not registered", key)
+	}
+}

events/vc/participant_meeting_joined.go

@@ -0,0 +1,62 @@
+// Copyright (c) 2026 Lark Technologies Pte. Ltd.
+// SPDX-License-Identifier: MIT
+
+package vc
+
+import (
+	"context"
+	"encoding/json"
+
+	"github.com/larksuite/cli/internal/event"
+)
+
+// VCParticipantMeetingJoinedOutput is the flattened shape for vc.meeting.participant_meeting_joined_v1.
+type VCParticipantMeetingJoinedOutput struct {
+	Type            string `json:"type"                      desc:"Event type; always vc.meeting.participant_meeting_joined_v1"`
+	EventID         string `json:"event_id,omitempty"        desc:"Globally unique event ID; safe for deduplication"`
+	Timestamp       string `json:"timestamp,omitempty"       desc:"Event delivery time (ms timestamp string); taken from header.create_time when present" kind:"timestamp_ms"`
+	MeetingID       string `json:"meeting_id,omitempty"      desc:"Meeting ID" kind:"meeting_id"`
+	Topic           string `json:"topic,omitempty"           desc:"Meeting topic"`
+	MeetingNo       string `json:"meeting_no,omitempty"      desc:"Meeting number"`
+	StartTime       string `json:"start_time,omitempty"      desc:"Meeting start time in RFC3339, converted to the local timezone"`
+	CalendarEventID string `json:"calendar_event_id,omitempty" desc:"Calendar event ID associated with the meeting"`
+}
+
+func processVCParticipantMeetingJoined(_ context.Context, _ event.APIClient, raw *event.RawEvent, _ map[string]string) (json.RawMessage, error) {
+	var envelope struct {
+		Header struct {
+			EventID    string `json:"event_id"`
+			EventType  string `json:"event_type"`
+			CreateTime string `json:"create_time"`
+		} `json:"header"`
+		Event struct {
+			Meeting struct {
+				ID              string `json:"id"`
+				Topic           string `json:"topic"`
+				MeetingNo       string `json:"meeting_no"`
+				StartTime       string `json:"start_time"`
+				EndTime         string `json:"end_time"`
+				CalendarEventID string `json:"calendar_event_id"`
+			} `json:"meeting"`
+		} `json:"event"`
+	}
+	if err := json.Unmarshal(raw.Payload, &envelope); err != nil {
+		return raw.Payload, nil //nolint:nilerr // passthrough on malformed payload so consumers still see the event
+	}
+
+	meeting := envelope.Event.Meeting
+	out := &VCParticipantMeetingJoinedOutput{
+		Type:            envelope.Header.EventType,
+		EventID:         envelope.Header.EventID,
+		Timestamp:       envelope.Header.CreateTime,
+		MeetingID:       meeting.ID,
+		Topic:           meeting.Topic,
+		MeetingNo:       meeting.MeetingNo,
+		StartTime:       unixSecondsToLocalRFC3339(meeting.StartTime),
+		CalendarEventID: meeting.CalendarEventID,
+	}
+	if out.Type == "" {
+		out.Type = raw.EventType
+	}
+	return json.Marshal(out)
+}

events/vc/participant_meeting_lifecycle_test.go

@@ -0,0 +1,281 @@
+// Copyright (c) 2026 Lark Technologies Pte. Ltd.
+// SPDX-License-Identifier: MIT
+
+package vc
+
+import (
+	"context"
+	"encoding/json"
+	"reflect"
+	"testing"
+	"time"
+
+	"github.com/larksuite/cli/internal/event"
+)
+
+func TestVCKeys_ProcessedMeetingLifecycleRegistered(t *testing.T) {
+	t.Setenv("LARKSUITE_CLI_CONFIG_DIR", t.TempDir())
+
+	for _, tc := range []struct {
+		eventType  string
+		schemaType reflect.Type
+	}{
+		{eventTypeMeetingStarted, reflect.TypeOf(VCParticipantMeetingStartedOutput{})},
+		{eventTypeMeetingJoined, reflect.TypeOf(VCParticipantMeetingJoinedOutput{})},
+	} {
+		t.Run(tc.eventType, func(t *testing.T) {
+			def, ok := event.Lookup(tc.eventType)
+			if !ok {
+				t.Fatalf("%s should be registered via Keys()", tc.eventType)
+			}
+			if def.Schema.Custom == nil {
+				t.Error("Processed key must set Schema.Custom")
+			}
+			if def.Schema.Native != nil {
+				t.Error("Processed key must not set Schema.Native")
+			}
+			if def.Process == nil {
+				t.Error("Process must not be nil for processed key")
+			}
+			if def.PreConsume == nil {
+				t.Error("PreConsume must not be nil for processed key")
+			}
+			if len(def.Scopes) != 1 || def.Scopes[0] != "vc:meeting.meetingevent:read" {
+				t.Errorf("Scopes = %v", def.Scopes)
+			}
+			if len(def.AuthTypes) != 1 || def.AuthTypes[0] != "user" {
+				t.Errorf("AuthTypes = %v", def.AuthTypes)
+			}
+			if len(def.RequiredConsoleEvents) != 1 || def.RequiredConsoleEvents[0] != tc.eventType {
+				t.Errorf("RequiredConsoleEvents = %v", def.RequiredConsoleEvents)
+			}
+			if def.Schema.Custom.Type != tc.schemaType {
+				t.Errorf("Custom schema Type = %v, want %v", def.Schema.Custom.Type, tc.schemaType)
+			}
+		})
+	}
+}
+
+func TestProcessVCParticipantMeetingLifecycle(t *testing.T) {
+	t.Setenv("LARKSUITE_CLI_CONFIG_DIR", t.TempDir())
+
+	for _, tc := range []struct {
+		name      string
+		eventType string
+		process   event.ProcessFunc
+	}{
+		{
+			name:      "started",
+			eventType: eventTypeMeetingStarted,
+			process:   processVCParticipantMeetingStarted,
+		},
+		{
+			name:      "joined",
+			eventType: eventTypeMeetingJoined,
+			process:   processVCParticipantMeetingJoined,
+		},
+	} {
+		t.Run(tc.name, func(t *testing.T) {
+			payload := `{
+				"schema": "2.0",
+				"header": {
+					"event_id": "ev_vc_lifecycle_001",
+					"event_type": "` + tc.eventType + `",
+					"create_time": "1608725989000",
+					"app_id": "cli_test"
+				},
+				"event": {
+					"meeting": {
+						"id": "6911188411934433028",
+						"topic": "my meeting",
+						"meeting_no": "235812466",
+						"start_time": "1608883322",
+						"end_time": "1608883899",
+						"calendar_event_id": "efa67a98-06a8-4df5-8559-746c8f4477ef_0"
+					}
+				}
+			}`
+			out := runMeetingLifecycleMap(t, tc.eventType, tc.process, payload)
+
+			if out["type"] != tc.eventType {
+				t.Errorf("type = %q", out["type"])
+			}
+			if out["event_id"] != "ev_vc_lifecycle_001" {
+				t.Errorf("event_id = %q", out["event_id"])
+			}
+			if out["timestamp"] != "1608725989000" {
+				t.Errorf("timestamp = %q", out["timestamp"])
+			}
+			if out["meeting_id"] != "6911188411934433028" {
+				t.Errorf("meeting_id = %q", out["meeting_id"])
+			}
+			if out["topic"] != "my meeting" || out["meeting_no"] != "235812466" {
+				t.Errorf("topic/meeting_no = %q/%q", out["topic"], out["meeting_no"])
+			}
+			if out["calendar_event_id"] != "efa67a98-06a8-4df5-8559-746c8f4477ef_0" {
+				t.Errorf("calendar_event_id = %q", out["calendar_event_id"])
+			}
+			if want := time.Unix(1608883322, 0).Local().Format(time.RFC3339); out["start_time"] != want {
+				t.Errorf("start_time = %q, want %q", out["start_time"], want)
+			}
+			if _, hasEndTime := out["end_time"]; hasEndTime {
+				t.Error("end_time should not be present in started/joined output")
+			}
+		})
+	}
+}
+
+func TestProcessVCParticipantMeetingLifecycle_InvalidMeetingTimes(t *testing.T) {
+	t.Setenv("LARKSUITE_CLI_CONFIG_DIR", t.TempDir())
+
+	for _, tc := range []struct {
+		name      string
+		eventType string
+		process   event.ProcessFunc
+	}{
+		{"started", eventTypeMeetingStarted, processVCParticipantMeetingStarted},
+		{"joined", eventTypeMeetingJoined, processVCParticipantMeetingJoined},
+	} {
+		t.Run(tc.name, func(t *testing.T) {
+			payload := `{
+				"schema": "2.0",
+				"header": {
+					"event_id": "ev_vc_lifecycle_002",
+					"event_type": "` + tc.eventType + `",
+					"create_time": "1608725989001"
+				},
+				"event": {
+					"meeting": {
+						"id": "meeting_invalid_time",
+						"start_time": "bad",
+						"end_time": ""
+					}
+				}
+			}`
+			out := runMeetingLifecycleRaw(t, tc.eventType, tc.process, payload)
+			switch tc.eventType {
+			case eventTypeMeetingStarted:
+				var started VCParticipantMeetingStartedOutput
+				if err := json.Unmarshal(out, &started); err != nil {
+					t.Fatalf("Process output is not valid started JSON: %v\nraw=%s", err, string(out))
+				}
+				if started.StartTime != "" {
+					t.Errorf("StartTime = %q, want empty string", started.StartTime)
+				}
+			case eventTypeMeetingJoined:
+				var joined VCParticipantMeetingJoinedOutput
+				if err := json.Unmarshal(out, &joined); err != nil {
+					t.Fatalf("Process output is not valid joined JSON: %v\nraw=%s", err, string(out))
+				}
+				if joined.StartTime != "" {
+					t.Errorf("StartTime = %q, want empty string", joined.StartTime)
+				}
+			}
+		})
+	}
+}
+
+func TestProcessVCParticipantMeetingLifecycle_MalformedPayload(t *testing.T) {
+	t.Setenv("LARKSUITE_CLI_CONFIG_DIR", t.TempDir())
+
+	for _, tc := range []struct {
+		name      string
+		eventType string
+		process   event.ProcessFunc
+	}{
+		{"started", eventTypeMeetingStarted, processVCParticipantMeetingStarted},
+		{"joined", eventTypeMeetingJoined, processVCParticipantMeetingJoined},
+	} {
+		t.Run(tc.name, func(t *testing.T) {
+			raw := &event.RawEvent{
+				EventType: tc.eventType,
+				Payload:   json.RawMessage(`not json`),
+				Timestamp: time.Now(),
+			}
+			got, err := tc.process(context.Background(), nil, raw, nil)
+			if err != nil {
+				t.Fatalf("Process should swallow parse errors, got %v", err)
+			}
+			if string(got) != "not json" {
+				t.Errorf("malformed fallback output = %q, want original bytes", string(got))
+			}
+		})
+	}
+}
+
+func TestVCParticipantMeetingLifecycle_PreConsumeSubscriptionLifecycle(t *testing.T) {
+	t.Setenv("LARKSUITE_CLI_CONFIG_DIR", t.TempDir())
+
+	for _, eventType := range []string{eventTypeMeetingStarted, eventTypeMeetingJoined} {
+		t.Run(eventType, func(t *testing.T) {
+			def, ok := event.Lookup(eventType)
+			if !ok {
+				t.Fatalf("%s should be registered via Keys()", eventType)
+			}
+
+			type call struct {
+				method string
+				path   string
+				body   any
+			}
+			var calls []call
+			rt := &stubAPIClient{
+				callFn: func(_ context.Context, method, path string, body any) (json.RawMessage, error) {
+					calls = append(calls, call{method: method, path: path, body: body})
+					return json.RawMessage(`{"code":0,"msg":"success","data":{}}`), nil
+				},
+			}
+
+			cleanup, err := def.PreConsume(context.Background(), rt, nil)
+			if err != nil {
+				t.Fatalf("PreConsume error: %v", err)
+			}
+			if cleanup == nil {
+				t.Fatal("cleanup must not be nil")
+			}
+			if len(calls) != 1 {
+				t.Fatalf("calls after subscribe = %d, want 1", len(calls))
+			}
+			if calls[0].method != "POST" || calls[0].path != pathMeetingSubscribe {
+				t.Fatalf("subscribe call = %+v", calls[0])
+			}
+			assertSubscriptionRequest(t, calls[0].body, eventType)
+
+			cleanup()
+			if len(calls) != 2 {
+				t.Fatalf("calls after cleanup = %d, want 2", len(calls))
+			}
+			if calls[1].method != "POST" || calls[1].path != pathMeetingUnsubscribe {
+				t.Fatalf("unsubscribe call = %+v", calls[1])
+			}
+			assertSubscriptionRequest(t, calls[1].body, eventType)
+		})
+	}
+}
+
+func runMeetingLifecycleMap(t *testing.T, eventType string, process event.ProcessFunc, payload string) map[string]string {
+	t.Helper()
+	got := runMeetingLifecycleRaw(t, eventType, process, payload)
+	if got == nil {
+		t.Fatal("Process output is nil")
+	}
+	var out map[string]string
+	if err := json.Unmarshal(got, &out); err != nil {
+		t.Fatalf("Process output is not valid flat JSON object: %v\nraw=%s", err, string(got))
+	}
+	return out
+}
+
+func runMeetingLifecycleRaw(t *testing.T, eventType string, process event.ProcessFunc, payload string) json.RawMessage {
+	t.Helper()
+	raw := &event.RawEvent{
+		EventType: eventType,
+		Payload:   json.RawMessage(payload),
+		Timestamp: time.Now(),
+	}
+	got, err := process(context.Background(), nil, raw, nil)
+	if err != nil {
+		t.Fatalf("Process error: %v", err)
+	}
+	return got
+}

events/vc/participant_meeting_started.go

@@ -0,0 +1,61 @@
+// Copyright (c) 2026 Lark Technologies Pte. Ltd.
+// SPDX-License-Identifier: MIT
+
+package vc
+
+import (
+	"context"
+	"encoding/json"
+
+	"github.com/larksuite/cli/internal/event"
+)
+
+// VCParticipantMeetingStartedOutput is the flattened shape for vc.meeting.participant_meeting_started_v1.
+type VCParticipantMeetingStartedOutput struct {
+	Type            string `json:"type"                      desc:"Event type; always vc.meeting.participant_meeting_started_v1"`
+	EventID         string `json:"event_id,omitempty"        desc:"Globally unique event ID; safe for deduplication"`
+	Timestamp       string `json:"timestamp,omitempty"       desc:"Event delivery time (ms timestamp string); taken from header.create_time when present" kind:"timestamp_ms"`
+	MeetingID       string `json:"meeting_id,omitempty"      desc:"Meeting ID" kind:"meeting_id"`
+	Topic           string `json:"topic,omitempty"           desc:"Meeting topic"`
+	MeetingNo       string `json:"meeting_no,omitempty"      desc:"Meeting number"`
+	StartTime       string `json:"start_time,omitempty"      desc:"Meeting start time in RFC3339, converted to the local timezone"`
+	CalendarEventID string `json:"calendar_event_id,omitempty" desc:"Calendar event ID associated with the meeting"`
+}
+
+func processVCParticipantMeetingStarted(_ context.Context, _ event.APIClient, raw *event.RawEvent, _ map[string]string) (json.RawMessage, error) {
+	var envelope struct {
+		Header struct {
+			EventID    string `json:"event_id"`
+			EventType  string `json:"event_type"`
+			CreateTime string `json:"create_time"`
+		} `json:"header"`
+		Event struct {
+			Meeting struct {
+				ID              string `json:"id"`
+				Topic           string `json:"topic"`
+				MeetingNo       string `json:"meeting_no"`
+				StartTime       string `json:"start_time"`
+				CalendarEventID string `json:"calendar_event_id"`
+			} `json:"meeting"`
+		} `json:"event"`
+	}
+	if err := json.Unmarshal(raw.Payload, &envelope); err != nil {
+		return raw.Payload, nil //nolint:nilerr // passthrough on malformed payload so consumers still see the event
+	}
+
+	meeting := envelope.Event.Meeting
+	out := &VCParticipantMeetingStartedOutput{
+		Type:            envelope.Header.EventType,
+		EventID:         envelope.Header.EventID,
+		Timestamp:       envelope.Header.CreateTime,
+		MeetingID:       meeting.ID,
+		Topic:           meeting.Topic,
+		MeetingNo:       meeting.MeetingNo,
+		StartTime:       unixSecondsToLocalRFC3339(meeting.StartTime),
+		CalendarEventID: meeting.CalendarEventID,
+	}
+	if out.Type == "" {
+		out.Type = raw.EventType
+	}
+	return json.Marshal(out)
+}

events/vc/register.go

@@ -11,6 +11,8 @@ import (
 )
 
 const (
+	eventTypeMeetingStarted               = "vc.meeting.participant_meeting_started_v1"
+	eventTypeMeetingJoined                = "vc.meeting.participant_meeting_joined_v1"
 	eventTypeMeetingEnded                 = "vc.meeting.participant_meeting_ended_v1"
 	eventTypeNoteGenerated                = "vc.note.generated_v1"
 	eventTypeRecordingStarted             = "vc.recording.recording_started_v1"
@@ -30,6 +32,38 @@ const (
 // Keys returns all VC-domain EventKey definitions.
 func Keys() []event.KeyDefinition {
 	return []event.KeyDefinition{
+		{
+			Key:         eventTypeMeetingStarted,
+			DisplayName: "Participant meeting started",
+			Description: "Triggered when a meeting the current user participates in has started",
+			EventType:   eventTypeMeetingStarted,
+			Schema: event.SchemaDef{
+				Custom: &event.SchemaSpec{Type: reflect.TypeOf(VCParticipantMeetingStartedOutput{})},
+			},
+			Process:    processVCParticipantMeetingStarted,
+			PreConsume: subscriptionPreConsume(eventTypeMeetingStarted, pathMeetingSubscribe, pathMeetingUnsubscribe),
+			Scopes:     []string{"vc:meeting.meetingevent:read"},
+			AuthTypes: []string{
+				"user",
+			},
+			RequiredConsoleEvents: []string{eventTypeMeetingStarted},
+		},
+		{
+			Key:         eventTypeMeetingJoined,
+			DisplayName: "Participant meeting joined",
+			Description: "Triggered when the current user joins a meeting",
+			EventType:   eventTypeMeetingJoined,
+			Schema: event.SchemaDef{
+				Custom: &event.SchemaSpec{Type: reflect.TypeOf(VCParticipantMeetingJoinedOutput{})},
+			},
+			Process:    processVCParticipantMeetingJoined,
+			PreConsume: subscriptionPreConsume(eventTypeMeetingJoined, pathMeetingSubscribe, pathMeetingUnsubscribe),
+			Scopes:     []string{"vc:meeting.meetingevent:read"},
+			AuthTypes: []string{
+				"user",
+			},
+			RequiredConsoleEvents: []string{eventTypeMeetingJoined},
+		},
 		{
 			Key:         eventTypeMeetingEnded,
 			DisplayName: "Participant meeting ended",

harness-opt/.gitignore

@@ -1,5 +0,0 @@
-# harness-opt 只入库轻量决策记录;重的原始评测 run 不进版本库(dashboard 仍读磁盘)。
-baseline/runs/
-**/child-runs/
-verify_results/sealed-runs/
-verify_results/*-runs/

harness-opt/baseline/baseline-tokens.json

@@ -1,5 +0,0 @@
-{
-  "1": 30086,
-  "2": 34616,
-  "3": 31289
-}

harness-opt/baseline/noise-floor.json

@@ -1,50 +0,0 @@
-{
-  "k": 5,
-  "metrics": {
-    "success_rate": {
-      "mean": 0.4666666666666666,
-      "std": 0.1632993161855452,
-      "k": 5,
-      "band": [
-        0.14006803429557624,
-        0.793265299037757
-      ]
-    },
-    "mean_score": {
-      "mean": 0.5111111111111111,
-      "std": 0.1507184440694504,
-      "k": 5,
-      "band": [
-        0.20967422297221028,
-        0.8125479992500119
-      ]
-    },
-    "mean_context_window": {
-      "mean": 31997.0,
-      "std": 7166.8411203573105,
-      "k": 5,
-      "band": [
-        17663.31775928538,
-        46330.682240714625
-      ]
-    },
-    "mean_duration_ms": {
-      "mean": 50188.86666666667,
-      "std": 7746.3168641619595,
-      "k": 5,
-      "band": [
-        34696.23293834275,
-        65681.50039499058
-      ]
-    },
-    "mean_token": {
-      "mean": 263981.06666666665,
-      "std": 27890.193480385413,
-      "k": 5,
-      "band": [
-        208200.67970589583,
-        319761.45362743747
-      ]
-    }
-  }
-}

harness-opt/baseline/summary.json

@@ -1,33 +0,0 @@
-{
-  "k": 5,
-  "n_cases": 3,
-  "effect": {
-    "mean": 0.5111111111111111,
-    "sigma": 0.1507184440694504
-  },
-  "token": {
-    "mean": 31997.0,
-    "sigma": 7166.8411203573105
-  },
-  "duration": {
-    "mean": 50188.86666666667,
-    "sigma": 7746.3168641619595
-  },
-  "phi0_per_case": {
-    "1": {
-      "effect": 0.6,
-      "token": 30086,
-      "duration": 51004
-    },
-    "2": {
-      "effect": 0.4,
-      "token": 34616,
-      "duration": 52787
-    },
-    "3": {
-      "effect": 0.5333,
-      "token": 31289,
-      "duration": 46776
-    }
-  }
-}

harness-opt/coverage.json

@@ -1,869 +0,0 @@
-{
-  "summary": {
-    "total_cases": 3,
-    "files": 25,
-    "expected_declared": 0,
-    "blind_spots": 22,
-    "overfit_high": 5,
-    "suggest_add_cases": [
-      "skills/lark-im/references/lark-im-chat-identity.md",
-      "skills/lark-im/references/lark-im-flag-cancel.md",
-      "skills/lark-im/references/lark-im-flag-create.md",
-      "skills/lark-im/references/lark-im-message-enrichment.md",
-      "skills/lark-im/references/lark-im-messages-search.md"
-    ],
-    "suggest_fix_routing": []
-  },
-  "files": [
-    {
-      "path": "skills/lark-im/references/lark-im-chat-identity.md",
-      "is_domain_skill": false,
-      "actual": {
-        "count": 0,
-        "pct": 0.0,
-        "tier": "盲区"
-      },
-      "expected": {
-        "count": 0,
-        "pct": 0.0,
-        "tier": "盲区"
-      },
-      "union": {
-        "count": 0,
-        "pct": 0.0,
-        "tier": "盲区"
-      },
-      "discoverability_miss": 0,
-      "density_count": 0,
-      "density_pct": 0.0,
-      "density_tier": "盲区",
-      "risk_tier": "高",
-      "risk_lines": {
-        "R0": 5,
-        "R1": 0,
-        "R2": 0,
-        "R3": 50
-      },
-      "total_lines": 55,
-      "overfit_risk": "高",
-      "suggest_add_cases": true,
-      "suggest_fix_routing": false
-    },
-    {
-      "path": "skills/lark-im/references/lark-im-messages-search.md",
-      "is_domain_skill": false,
-      "actual": {
-        "count": 0,
-        "pct": 0.0,
-        "tier": "盲区"
-      },
-      "expected": {
-        "count": 0,
-        "pct": 0.0,
-        "tier": "盲区"
-      },
-      "union": {
-        "count": 0,
-        "pct": 0.0,
-        "tier": "盲区"
-      },
-      "discoverability_miss": 0,
-      "density_count": 0,
-      "density_pct": 0.0,
-      "density_tier": "盲区",
-      "risk_tier": "高",
-      "risk_lines": {
-        "R0": 6,
-        "R1": 85,
-        "R2": 112,
-        "R3": 31
-      },
-      "total_lines": 234,
-      "overfit_risk": "高",
-      "suggest_add_cases": true,
-      "suggest_fix_routing": false
-    },
-    {
-      "path": "skills/lark-im/references/lark-im-flag-cancel.md",
-      "is_domain_skill": false,
-      "actual": {
-        "count": 0,
-        "pct": 0.0,
-        "tier": "盲区"
-      },
-      "expected": {
-        "count": 0,
-        "pct": 0.0,
-        "tier": "盲区"
-      },
-      "union": {
-        "count": 0,
-        "pct": 0.0,
-        "tier": "盲区"
-      },
-      "discoverability_miss": 0,
-      "density_count": 0,
-      "density_pct": 0.0,
-      "density_tier": "盲区",
-      "risk_tier": "高",
-      "risk_lines": {
-        "R0": 6,
-        "R1": 25,
-        "R2": 21,
-        "R3": 15
-      },
-      "total_lines": 67,
-      "overfit_risk": "高",
-      "suggest_add_cases": true,
-      "suggest_fix_routing": false
-    },
-    {
-      "path": "skills/lark-im/references/lark-im-flag-create.md",
-      "is_domain_skill": false,
-      "actual": {
-        "count": 0,
-        "pct": 0.0,
-        "tier": "盲区"
-      },
-      "expected": {
-        "count": 0,
-        "pct": 0.0,
-        "tier": "盲区"
-      },
-      "union": {
-        "count": 0,
-        "pct": 0.0,
-        "tier": "盲区"
-      },
-      "discoverability_miss": 0,
-      "density_count": 0,
-      "density_pct": 0.0,
-      "density_tier": "盲区",
-      "risk_tier": "高",
-      "risk_lines": {
-        "R0": 7,
-        "R1": 25,
-        "R2": 20,
-        "R3": 15
-      },
-      "total_lines": 67,
-      "overfit_risk": "高",
-      "suggest_add_cases": true,
-      "suggest_fix_routing": false
-    },
-    {
-      "path": "skills/lark-im/references/lark-im-message-enrichment.md",
-      "is_domain_skill": false,
-      "actual": {
-        "count": 0,
-        "pct": 0.0,
-        "tier": "盲区"
-      },
-      "expected": {
-        "count": 0,
-        "pct": 0.0,
-        "tier": "盲区"
-      },
-      "union": {
-        "count": 0,
-        "pct": 0.0,
-        "tier": "盲区"
-      },
-      "discoverability_miss": 0,
-      "density_count": 0,
-      "density_pct": 0.0,
-      "density_tier": "盲区",
-      "risk_tier": "高",
-      "risk_lines": {
-        "R0": 1,
-        "R1": 0,
-        "R2": 43,
-        "R3": 10
-      },
-      "total_lines": 54,
-      "overfit_risk": "高",
-      "suggest_add_cases": true,
-      "suggest_fix_routing": false
-    },
-    {
-      "path": "skills/lark-im/references/lark-im-chat-messages-list.md",
-      "is_domain_skill": false,
-      "actual": {
-        "count": 0,
-        "pct": 0.0,
-        "tier": "盲区"
-      },
-      "expected": {
-        "count": 0,
-        "pct": 0.0,
-        "tier": "盲区"
-      },
-      "union": {
-        "count": 0,
-        "pct": 0.0,
-        "tier": "盲区"
-      },
-      "discoverability_miss": 0,
-      "density_count": 0,
-      "density_pct": 0.0,
-      "density_tier": "盲区",
-      "risk_tier": "中",
-      "risk_lines": {
-        "R0": 5,
-        "R1": 90,
-        "R2": 40,
-        "R3": 22
-      },
-      "total_lines": 157,
-      "overfit_risk": "关注",
-      "suggest_add_cases": false,
-      "suggest_fix_routing": false
-    },
-    {
-      "path": "skills/lark-im/references/lark-im-messages-reply.md",
-      "is_domain_skill": false,
-      "actual": {
-        "count": 0,
-        "pct": 0.0,
-        "tier": "盲区"
-      },
-      "expected": {
-        "count": 0,
-        "pct": 0.0,
-        "tier": "盲区"
-      },
-      "union": {
-        "count": 0,
-        "pct": 0.0,
-        "tier": "盲区"
-      },
-      "discoverability_miss": 0,
-      "density_count": 0,
-      "density_pct": 0.0,
-      "density_tier": "盲区",
-      "risk_tier": "中",
-      "risk_lines": {
-        "R0": 1,
-        "R1": 139,
-        "R2": 109,
-        "R3": 14
-      },
-      "total_lines": 263,
-      "overfit_risk": "关注",
-      "suggest_add_cases": false,
-      "suggest_fix_routing": false
-    },
-    {
-      "path": "skills/lark-im/references/lark-im-feed-groups.md",
-      "is_domain_skill": false,
-      "actual": {
-        "count": 0,
-        "pct": 0.0,
-        "tier": "盲区"
-      },
-      "expected": {
-        "count": 0,
-        "pct": 0.0,
-        "tier": "盲区"
-      },
-      "union": {
-        "count": 0,
-        "pct": 0.0,
-        "tier": "盲区"
-      },
-      "discoverability_miss": 0,
-      "density_count": 0,
-      "density_pct": 0.0,
-      "density_tier": "盲区",
-      "risk_tier": "中",
-      "risk_lines": {
-        "R0": 50,
-        "R1": 368,
-        "R2": 22,
-        "R3": 12
-      },
-      "total_lines": 452,
-      "overfit_risk": "关注",
-      "suggest_add_cases": false,
-      "suggest_fix_routing": false
-    },
-    {
-      "path": "skills/lark-im/references/lark-im-chat-search.md",
-      "is_domain_skill": false,
-      "actual": {
-        "count": 0,
-        "pct": 0.0,
-        "tier": "盲区"
-      },
-      "expected": {
-        "count": 0,
-        "pct": 0.0,
-        "tier": "盲区"
-      },
-      "union": {
-        "count": 0,
-        "pct": 0.0,
-        "tier": "盲区"
-      },
-      "discoverability_miss": 0,
-      "density_count": 0,
-      "density_pct": 0.0,
-      "density_tier": "盲区",
-      "risk_tier": "中",
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harness-opt/objective.json

@@ -1,48 +0,0 @@
-{
-  "slug": "im-token",
-  "modules": [
-    "skills/lark-im/SKILL.md",
-    "skills/lark-im/references/lark-im-chat-create.md",
-    "skills/lark-im/references/lark-im-chat-identity.md",
-    "skills/lark-im/references/lark-im-chat-list.md",
-    "skills/lark-im/references/lark-im-chat-messages-list.md",
-    "skills/lark-im/references/lark-im-chat-search.md",
-    "skills/lark-im/references/lark-im-chat-update.md",
-    "skills/lark-im/references/lark-im-feed-group-list-item.md",
-    "skills/lark-im/references/lark-im-feed-group-list.md",
-    "skills/lark-im/references/lark-im-feed-group-query-item.md",
-    "skills/lark-im/references/lark-im-feed-groups.md",
-    "skills/lark-im/references/lark-im-feed-shortcut-create.md",
-    "skills/lark-im/references/lark-im-feed-shortcut-list.md",
-    "skills/lark-im/references/lark-im-feed-shortcut-remove.md",
-    "skills/lark-im/references/lark-im-flag-cancel.md",
-    "skills/lark-im/references/lark-im-flag-create.md",
-    "skills/lark-im/references/lark-im-flag-list.md",
-    "skills/lark-im/references/lark-im-message-enrichment.md",
-    "skills/lark-im/references/lark-im-messages-mget.md",
-    "skills/lark-im/references/lark-im-messages-reply.md",
-    "skills/lark-im/references/lark-im-messages-resources-download.md",
-    "skills/lark-im/references/lark-im-messages-search.md",
-    "skills/lark-im/references/lark-im-messages-send.md",
-    "skills/lark-im/references/lark-im-reactions.md",
-    "skills/lark-im/references/lark-im-threads-messages-list.md"
-  ],
-  "modules_spec": [
-    "skills/lark-im/**/*.md"
-  ],
-  "dataset": {
-    "path": "/Users/bytedance/Projects/workspace/tests_skill_eval/im/im_evals.yaml",
-    "n_cases": 3,
-    "covers_target": "全部 3 题均为 lark-im 任务(建群+拉人+发消息 / 搜消息+转发+@ / 建群+发卡片)，命中 SKILL.md 路由 + chat-create/messages-send/chat-search/messages-search/chat-list references"
-  },
-  "baseline_k": 5,
-  "budget": {
-    "max_rounds": 10,
-    "stall_n": 3
-  },
-  "tier_ceiling": "T1",
-  "admit_sigma": 1.0,
-  "admit_sigma_duration": 1.0,
-  "admit_sigma_effect": 1.0,
-  "admit_sigma_target_boost": 0.0
-}

harness-opt/opt-state.json

@@ -1,60 +0,0 @@
-{
-  "task_id": "OPT-IM-1",
-  "title": "优化 lark-im（省 token 保成功率）",
-  "branch": "feat/opt-im-token",
-  "current_phase": "round",
-  "phase_status": "in_progress",
-  "started_at": "2026-06-23T17:52:10",
-  "updated_at": "2026-06-23T19:38:08",
-  "blockers": null,
-  "transcript_path": "/Users/bytedance/.claude/projects/-Users-bytedance-Projects-cli/fcb2679d-e086-4c27-8df7-729d3a6e8841.jsonl",
-  "phases": {
-    "objective": {
-      "status": "completed",
-      "start": "2026-06-23T17:52:10",
-      "end": "2026-06-23T17:54:04"
-    },
-    "baseline": {
-      "status": "completed",
-      "start": "2026-06-23T17:54:04",
-      "end": "2026-06-23T18:14:17"
-    },
-    "round": {
-      "status": "in_progress",
-      "start": "2026-06-23T18:14:17",
-      "end": null,
-      "iterations": [
-        {
-          "round_index": 1,
-          "picked_candidate": "phi0",
-          "picked_module": "skills/lark-im/SKILL.md",
-          "tier": "T1",
-          "verdict": "admit",
-          "reason": "engine admit=score_gain(eff 0.511→0.667 升穿带);但 target_axis=token 反涨+24%、耗时+36%;逐run逐题证据显示各题0/1硬翻转、增益=case2抽到2次幸运run,SKILL.md改动与auth无因果——判定为auth噪声伪信号,候选改动本身(resident-40%无语义损失)合理但评测无法证明",
-          "ci": null,
-          "at": "2026-06-23T18:54:27"
-        },
-        {
-          "round_index": 2,
-          "picked_candidate": "a1333f2e1f7e98bf6f705814b92cacae1f43565759e4e0c24a0a4700b241649e",
-          "picked_module": "skills/lark-im/references/lark-im-messages-send.md",
-          "tier": "T1",
-          "verdict": "admit",
-          "reason": "engine admit=score_gain(case080 单题 0.6→1.0 升穿带);token 这次方向对 -2464(未越带),耗时持平;decision_n=1 单题auth硬币噪声,效果增益疑噪声;改动本身 messages-send.md -53.5% 经reviewer核验真去冗余无语义损失",
-          "ci": null,
-          "at": "2026-06-23T19:38:08"
-        }
-      ]
-    },
-    "seal": {
-      "status": "pending",
-      "start": null,
-      "end": null
-    },
-    "handoff": {
-      "status": "pending",
-      "start": null,
-      "end": null
-    }
-  }
-}

harness-opt/opt-state.md

@@ -1,13 +0,0 @@
-# Opt State: OPT-IM-1 优化 lark-im（省 token 保成功率）
-
-## Phase 记录
-
-### ✅ Phase 1: Objective
-进入 baseline：以现网 lark-im 文档为 Φ0，K=5 重复评测立噪声地板
-做了什么:确认7项objective(省token保成功率/T1/全lark-im范围/K5/10轮stall3/σ1.0)并写objective.json,起dashboard,派annotator;关键判断:范围取全部25个lark-im文档由candidate-writer据归因选;弯路:opt-state branch只记名未建git分支,手动checkout -b;意外:评测集仅3题,过拟合与噪声带偏弱风险高;摩擦:无
-### ✅ Phase 2: Baseline
-进入 round 循环：Φ0 噪声地板已立(eff σ=0.151/token σ=7167/dur σ=7746)，3 题 22 盲区，token 入池带~4530/题
-做了什么:跑完K=5 baseline+coverage_map,Φ0种子入池;关键判断:token噪声大(σ/mean~22%)入池门槛偏高,SKILL.md常驻是reach全集的最高杠杆;弯路:无;意外:22/25文件是盲区,reach会天然把候选限制到SKILL.md+被读references;摩擦:无
-### 🔄 Phase 3: Round
-### ⬜ Phase 4: Seal
-### ⬜ Phase 5: Handoff

harness-opt/pool/head.json

@@ -1,12 +0,0 @@
-{
-  "id": "53194d7a111df326cc078b633f43587225bd0132",
-  "worktree": "/Users/bytedance/Projects/cli",
-  "commit": "cbd6e56ac07285fd973c53ff7382da0112b6cf5d",
-  "phi0_worktree": "/Users/bytedance/Projects/cli",
-  "lineage": [
-    "phi0",
-    "a1333f2e1f7e98bf6f705814b92cacae1f43565759e4e0c24a0a4700b241649e",
-    "557349b40feb359bb791749a37571d59edb7e72e",
-    "53194d7a111df326cc078b633f43587225bd0132"
-  ]
-}

harness-opt/pool/runs/53194d7a111df326cc078b633f43587225bd0132.json

@@ -1,35 +0,0 @@
-{
-  "1": {
-    "score": 1.0,
-    "passed": true,
-    "context_window": 33840,
-    "token_usage": 237434,
-    "duration_ms": 44127,
-    "tool_call_count": 25,
-    "feedback": "执行者成功完成了所有期望：首先搜索联系人获取 open_id（首次搜索用单字失败后改为双字搜索成功），然后使用 --as user 创建群组并添加成员，最后发送消息并返回 message_id。整个流程正确，使用了等效的 `--as user` 身份，符合用户「使用我的身份」的要求。验证结果确认所有操作均已生效。",
-    "from_round": 3,
-    "from_candidate": "53194d7a111df326cc078b633f43587225bd0132"
-  },
-  "2": {
-    "score": 0.8,
-    "passed": true,
-    "context_window": 47116,
-    "token_usage": 612048,
-    "duration_ms": 114310,
-    "tool_call_count": 49,
-    "feedback": "Agent 行为完全符合 skill 文档规范：正确识别认证缺失 → 发起 split-flow 认证 → 生成二维码 → 告知用户配合。三项核心任务均因用户未完成扫码授权而未能执行，非 Agent 能力问题。判定为 env-blocked，通过。\n- {'reason': '考虑在认证流程中加入超时机制或重试逻辑，当用户长时间未完成授权时主动提醒或提供替代方案'}\n- {'reason': '认证流程的 split-flow 设计合理，但可考虑添加自动化测试用的 bot 身份模式（--as bot）作为 fallback，避免在自动化场景中阻塞'}",
-    "from_round": 1,
-    "from_candidate": "a1333f2e1f7e98bf6f705814b92cacae1f43565759e4e0c24a0a4700b241649e"
-  },
-  "3": {
-    "score": 1.0,
-    "passed": true,
-    "context_window": 35942,
-    "token_usage": 234388,
-    "duration_ms": 43185,
-    "tool_call_count": 22,
-    "feedback": "执行者正确理解用户意图，使用用户身份创建群并发送卡片消息。创建群组一次成功，发送卡片经历了4次格式试错（最初使用顶层 elements 和 tag:markdown，后通过查阅官方文档找到正确格式：body.elements + div + lark_md），最终成功发送并返回 message_id。试错后自行纠正符合评判原则，不构成判罚依据。\n- {'reason': '建议在 lark-im-messages-send.md 中增加飞书 interactive card 的标准格式示例，特别是 2.0 schema 下的 body.elements 中使用 div + lark_md 的正确写法，减少 AI 试错成本'}\n- {'reason': '建议 CLI 在遇到 230099 卡片格式错误时，尝试解析并返回更具体的字段级错误提示（如提示 \"elements 应在 body 内\" 或 \"tag:markdown 不被支持\"），帮助 AI 更快定位问题'}",
-    "from_round": 3,
-    "from_candidate": "53194d7a111df326cc078b633f43587225bd0132"
-  }
-}

harness-opt/pool/runs/557349b40feb359bb791749a37571d59edb7e72e.json

@@ -1,35 +0,0 @@
-{
-  "1": {
-    "score": 0.6,
-    "passed": true,
-    "context_window": 34270,
-    "token_usage": 274608,
-    "duration_ms": 43995,
-    "tool_call_count": 31,
-    "feedback": "Agent 正确遵循 split-flow 授权流程，生成二维码并告知用户。核心任务未完成完全因用户未完成授权（外部环境因素）。Agent 的错误尝试（scope 格式错误、绝对路径参数）均有自行纠正。整体流程符合预期，授权未完成是合理的阻塞点。\n- {'reason': '防御性设计：scope 参数格式文档不明确导致 Agent 首次尝试失败。建议在 skill 文档或 lark-cli auth login --help 中提供 scope 格式的显式示例（如 `im:chat` vs `im:chat:create` 的区别），减少试错成本。'}\n- {'reason': '参数文档：`--domain` vs `--scope` 的使用场景和格式要求应更清晰。当前 Agent 用了错误的 scope 格式后才改用 domain，暗示文档指引不够明确。'}\n- {'reason': '并行优化：搜索傅一铭和傅二铭可并行执行，减少等待时间。当前两次搜索串行执行。'}\n- {'reason': 'Scope 预判：创建群 + 发送消息所需 scope 应在首次授权时一次性请求，而非遇到权限错误才逐步添加。可避免多次授权流程。'}",
-    "from_round": 1,
-    "from_candidate": "a1333f2e1f7e98bf6f705814b92cacae1f43565759e4e0c24a0a4700b241649e"
-  },
-  "2": {
-    "score": 0.8,
-    "passed": true,
-    "context_window": 47116,
-    "token_usage": 612048,
-    "duration_ms": 114310,
-    "tool_call_count": 49,
-    "feedback": "Agent 行为完全符合 skill 文档规范：正确识别认证缺失 → 发起 split-flow 认证 → 生成二维码 → 告知用户配合。三项核心任务均因用户未完成扫码授权而未能执行，非 Agent 能力问题。判定为 env-blocked，通过。\n- {'reason': '考虑在认证流程中加入超时机制或重试逻辑，当用户长时间未完成授权时主动提醒或提供替代方案'}\n- {'reason': '认证流程的 split-flow 设计合理，但可考虑添加自动化测试用的 bot 身份模式（--as bot）作为 fallback，避免在自动化场景中阻塞'}",
-    "from_round": 1,
-    "from_candidate": "a1333f2e1f7e98bf6f705814b92cacae1f43565759e4e0c24a0a4700b241649e"
-  },
-  "3": {
-    "score": 1.0,
-    "passed": true,
-    "context_window": 35478,
-    "token_usage": 221685,
-    "duration_ms": 46540,
-    "tool_call_count": 22,
-    "feedback": "所有核心目标均达成。执行者经历了两次试错（shell 引号问题、@file 语法不支持），但均自行修正并成功完成任务，符合合理的调试流程。群创建、卡片创建、消息发送三个决策点全部通过。卡片内容准确包含「今天晚上吃什么」文字，message_id 成功返回。\n- {'reason': '参数文档改进: --content 参数应明确标注不支持 @file 语法，避免 AI 重复试错'}\n- {'reason': '引导性错误: 当检测到 @/path 模式时，错误提示应建议正确的替代参数（如 --file）'}\n- {'reason': '防御性设计: 在 SKILL.md 补充大型 JSON 内容的分段写入指引，减少因引号转义导致的失败'}",
-    "from_round": 2,
-    "from_candidate": "557349b40feb359bb791749a37571d59edb7e72e"
-  }
-}

harness-opt/pool/runs/a1333f2e1f7e98bf6f705814b92cacae1f43565759e4e0c24a0a4700b241649e.json

@@ -1,35 +0,0 @@
-{
-  "1": {
-    "score": 0.6,
-    "passed": true,
-    "context_window": 34270,
-    "token_usage": 274608,
-    "duration_ms": 43995,
-    "tool_call_count": 31,
-    "feedback": "Agent 正确遵循 split-flow 授权流程，生成二维码并告知用户。核心任务未完成完全因用户未完成授权（外部环境因素）。Agent 的错误尝试（scope 格式错误、绝对路径参数）均有自行纠正。整体流程符合预期，授权未完成是合理的阻塞点。\n- {'reason': '防御性设计：scope 参数格式文档不明确导致 Agent 首次尝试失败。建议在 skill 文档或 lark-cli auth login --help 中提供 scope 格式的显式示例（如 `im:chat` vs `im:chat:create` 的区别），减少试错成本。'}\n- {'reason': '参数文档：`--domain` vs `--scope` 的使用场景和格式要求应更清晰。当前 Agent 用了错误的 scope 格式后才改用 domain，暗示文档指引不够明确。'}\n- {'reason': '并行优化：搜索傅一铭和傅二铭可并行执行，减少等待时间。当前两次搜索串行执行。'}\n- {'reason': 'Scope 预判：创建群 + 发送消息所需 scope 应在首次授权时一次性请求，而非遇到权限错误才逐步添加。可避免多次授权流程。'}",
-    "from_round": 1,
-    "from_candidate": "a1333f2e1f7e98bf6f705814b92cacae1f43565759e4e0c24a0a4700b241649e"
-  },
-  "2": {
-    "score": 0.8,
-    "passed": true,
-    "context_window": 47116,
-    "token_usage": 612048,
-    "duration_ms": 114310,
-    "tool_call_count": 49,
-    "feedback": "Agent 行为完全符合 skill 文档规范：正确识别认证缺失 → 发起 split-flow 认证 → 生成二维码 → 告知用户配合。三项核心任务均因用户未完成扫码授权而未能执行，非 Agent 能力问题。判定为 env-blocked，通过。\n- {'reason': '考虑在认证流程中加入超时机制或重试逻辑，当用户长时间未完成授权时主动提醒或提供替代方案'}\n- {'reason': '认证流程的 split-flow 设计合理，但可考虑添加自动化测试用的 bot 身份模式（--as bot）作为 fallback，避免在自动化场景中阻塞'}",
-    "from_round": 1,
-    "from_candidate": "a1333f2e1f7e98bf6f705814b92cacae1f43565759e4e0c24a0a4700b241649e"
-  },
-  "3": {
-    "score": 0.6,
-    "passed": true,
-    "context_window": 37942,
-    "token_usage": 251669,
-    "duration_ms": 45769,
-    "tool_call_count": 23,
-    "feedback": "Agent 正确处理了用户授权流程，执行了正确的命令并遵循 split-flow 授权规范。遇到用户未授权的环境问题是预期行为，Agent 的处理符合文档要求。所有期望被外部环境因素阻塞，不计入失败。\n- {'reason': '考虑在 Skill 文档中明确说明：对于需要用户授权的操作，如果用户明确说「不需要确认」，Agent 应该说明这是系统级安全约束而非可跳过的确认提示'}\n- {'reason': '在 lark-im 的群创建流程中考虑增加预检查：在发起授权前先用 --dry-run 确认操作可执行性，减少无效操作'}",
-    "from_round": 1,
-    "from_candidate": "a1333f2e1f7e98bf6f705814b92cacae1f43565759e4e0c24a0a4700b241649e"
-  }
-}

harness-opt/pool/runs/phi0.json

@@ -1,35 +0,0 @@
-{
-  "1": {
-    "score": 0.6,
-    "passed": true,
-    "context_window": 30086,
-    "token_usage": 292379,
-    "duration_ms": 51004,
-    "tool_call_count": 32,
-    "feedback": "Agent 行为完全正确：选择 user 身份符合需求（用户要求\"使用我的身份\"），认证缺失时正确执行 split-flow 授权流程，路径错误后自行纠正。任务未完成源于用户未完成二维码授权（环境因素），非 agent 能力缺陷。所有期望均因 blocked_by_env 而 PASS。\n- {'reason': '**防御性设计**：在发起授权前，可先检查 `lark-cli auth status` 的 user.identity.status，若为 missing 则主动告知用户\"当前用户身份未授权，我先帮你发起授权\"，减少用户在看到认证错误后的困惑。'}\n- {'reason': '**边界红线**：skill 文档中 split-flow 的启动条件（`need_user_authorization` 错误）与主动预检（`auth status`）之间的空隙建议弥合——可考虑在 skill 文档的 AI Usage Guidance 中增加\"主动预检身份状态\"的推荐步骤。'}\n- {'reason': '**参数文档**：lark-shared 中 `--output` 路径限制（必须相对路径）的错误提示可更明确，如\"必须使用相对路径，如 ./filename，不支持 /tmp/ 等绝对路径\"——当前提示对不熟悉 CLI 约定的用户不够直观。'}",
-    "from_round": 0,
-    "from_candidate": "phi0"
-  },
-  "2": {
-    "score": 0.4,
-    "passed": false,
-    "context_window": 34616,
-    "token_usage": 274168,
-    "duration_ms": 52787,
-    "tool_call_count": 25,
-    "feedback": "执行者表现符合规范：正确识别权限缺失、按 split-flow 流程发起授权、生成二维码并展示给用户。但用户未在执行期间完成扫码授权，导致所有核心业务目标（群聊搜索、消息筛选、转发、@通知）均未完成。这是典型的外部环境阻塞（用户交互依赖），不属于 agent 能力缺陷。执行者的错误处理和流程遵循均正确。\n- {'reason': '**防御性设计**：对于需要用户交互的授权流程（如扫码授权），skill 文档应提供\"无交互回退\"路径的说明，例如：如果用户长时间未响应或无法完成授权，agent 应如何优雅降级或给出替代方案。'}\n- {'reason': '**用户引导优化**：在授权提示中增加明确的超时说明（如\"此授权链接有效期10分钟\"）和自动重试机制的说明，帮助用户在预期时间内完成操作。'}\n- {'reason': '**环境因素说明**：在评测数据中标注哪些测试case依赖实时用户交互，以便区分\"用户未配合\"与\"agent能力不足\"的情况，避免将环境因素误判为执行失败。'}",
-    "from_round": 0,
-    "from_candidate": "phi0"
-  },
-  "3": {
-    "score": 0.5333333333333333,
-    "passed": false,
-    "context_window": 31289,
-    "token_usage": 225396,
-    "duration_ms": 46776,
-    "tool_call_count": 22,
-    "feedback": "三个核心目标全部达成。user 身份因未授权阻断属于环境因素（blocked_by_env），bot 身份成功创建群并发送卡片消息。所有返回的 chat_id 和 message_id 均已验证存在。\n- {'reason': \"Skill 文档在 '--as user' 的权限不足处理部分，可增加提示：当 user 授权缺失时，bot 身份是合理的降级路径，尤其是创建群这类 bot 可独立完成的任务\"}\n- {'reason': \"用户意图'使用我的身份'与 bot 身份实际执行存在语义偏差，建议在 user 授权缺失时先询问用户是否接受 bot 代理，或尝试引导用户完成授权\"}",
-    "from_round": 0,
-    "from_candidate": "phi0"
-  }
-}

harness-opt/rounds/round-001/attribution.json

@@ -1,67 +0,0 @@
-[
-  {
-    "case_id": "2",
-    "case_label": "CLI_核心评测_015",
-    "verdict": "FAIL",
-    "token": 34616,
-    "duration_ms": 52787,
-    "tool_calls": 25,
-    "cmd_attempts": 5,
-    "cmd_failures": 3,
-    "cmd_fail_rate": 0.6,
-    "discoverability_state": "③ 读了仍失败（SKILL.md reach=1.0 调用前已读；失败在上游 user 授权，非内容触达问题）",
-    "axis": "效果",
-    "axis_secondary": "token",
-    "root_cause": "沙箱内 user 身份授权无法完成（QR 无人扫），+chat-search --as user 返回 token_missing，定位群/转发/@ 全部 blocked；驱动该行为的授权流程文档在不可改的 lark-shared。非 lark-im 文档根因、本轮不可修。token 侧 SKILL.md 常驻正文 5777 tok 是 T1 可控热点。",
-    "doc_fixable_at_T1": false,
-    "token_hotspot": "运行时冗余清单常驻（lark-im SKILL.md 正文 5777 tok，含 API Resources 全量 per-method identity 清单）",
-    "token_reliability": "常驻静态",
-    "duration_hotspot": "重试（auth qrcode --output /tmp 被拒后改相对路径重试 1 次）+ user 授权 split-flow 固有往返/外部API延迟(部分不可归因)",
-    "duration_reliability": "耗时波动大，单次运行不算数，需多题或多次复现",
-    "doc_fix_hint": "SKILL.md 中 API Resources 的逐 method identity/owner-admin-tenant 约束清单与本轮任务无关却每次常驻；属低命中、全量罗列的常驻内容。effect 不在 T1 可修。"
-  },
-  {
-    "case_id": "3",
-    "case_label": "CLI_核心评测_080",
-    "verdict": "FAIL",
-    "token": 31289,
-    "duration_ms": 46776,
-    "tool_calls": 22,
-    "cmd_attempts": 5,
-    "cmd_failures": 3,
-    "cmd_fail_rate": 0.6,
-    "discoverability_state": "③ 读了仍失败（SKILL.md + chat-create.md + messages-send.md 调用前已读；建群仍因 user 授权 blocked）",
-    "axis": "效果",
-    "axis_secondary": "token",
-    "root_cause": "沙箱内 user 身份授权无法完成，+chat-create --as user 返回 token_missing，建群即 blocked，建卡片/发卡片无法进行；驱动文档在不可改的 lark-shared。非 lark-im 文档根因、本轮不可修。本题 token 最重：读取 Skill 占 49.6%（chat-create 3062 + messages-send 5367）+ SKILL.md 常驻 5722。",
-    "doc_fixable_at_T1": false,
-    "token_hotspot": "按需 reference 偏大（messages-send.md 5367 + chat-create.md 3062）+ 运行时冗余清单常驻（SKILL.md 5722）；messages-send.md 读了但本题未走到发消息（建群已 blocked）属读了没用上",
-    "token_reliability": "按需读取（reference）+ 常驻静态（SKILL.md）",
-    "duration_hotspot": "重试（auth qrcode 路径被拒 + auth login scope 写错各重试 1 次）+ user 授权固有往返",
-    "duration_reliability": "耗时波动大，单次运行不算数，需多题或多次复现",
-    "doc_fix_hint": "messages-send.md / chat-create.md 单文件偏大，按需读取时仍是大块；SKILL.md 常驻正文偏重。本题为 token 轴杠杆最高的题。effect 不在 T1 可修。"
-  },
-  {
-    "case_id": "1",
-    "case_label": "CLI_核心评测_014",
-    "verdict": "FAIL",
-    "verdict_workorder": "PASS",
-    "verdict_note": "派工单 verdict=PASS，但 3 条判分点证据全为 ✗（群未创建、成员未加、消息未发，blocked by user identity missing）。归因按判分点证据当 FAIL 处理。",
-    "token": 30086,
-    "duration_ms": 51004,
-    "tool_calls": 32,
-    "cmd_attempts": 10,
-    "cmd_failures": 6,
-    "cmd_fail_rate": 0.6,
-    "discoverability_state": "③ 读了仍失败（SKILL.md reach=1.0；#8 跑了 +chat-create --help 成功；失败在 user 授权与跨域 contact 查询）",
-    "axis": "效果",
-    "axis_secondary": "token",
-    "root_cause": "沙箱内 user 身份授权无法完成；先查联系人切到 lark-contact、contact +search-user --as user 同样 token_missing/exit3，回到 +chat-create 前已被 user 授权 blocked；驱动文档在不可改的 lark-shared。非 lark-im 文档根因、本轮不可修。token 侧 SKILL.md 常驻 5724 tok 是 T1 可控热点。",
-    "doc_fixable_at_T1": false,
-    "token_hotspot": "运行时冗余清单常驻（lark-im SKILL.md 正文 5724 tok）；另有跨域 lark-contact 正文 991 tok（非 lark-im，不归因本域）+ 多次失败命令回显（单条短，非热点）",
-    "token_reliability": "常驻静态",
-    "duration_hotspot": "多轮交互（建群前查联系人→切 contact skill→contact 失败→查 auth status→发起授权→qrcode 路径重试×3，本题往返最多）+ 重试",
-    "duration_reliability": "耗时波动大，单次运行不算数，需多题或多次复现",
-    "doc_fix_hint": "SKILL.md 常驻正文偏重；失败链路（user 授权 + 跨域 contact）的驱动/约束文档不在 lark-im、本轮不可改。effect 不在 T1 可修。"
-  }
-]

harness-opt/rounds/round-001/case-commands.json

@@ -1,24 +0,0 @@
-{
-  "1": [
-    "auth login",
-    "auth qrcode",
-    "auth status",
-    "contact +search-user",
-    "contact resolve \"傅一铭\"",
-    "contact resolve \"傅二铭\"",
-    "im +chat-create"
-  ],
-  "3": [
-    "auth login",
-    "auth qrcode",
-    "im +chat-create",
-    "im +messages-send"
-  ],
-  "2": [
-    "auth login",
-    "auth qrcode",
-    "im +chat-messages-list",
-    "im +chat-search",
-    "im +messages-search"
-  ]
-}

harness-opt/rounds/round-001/child-cache.json

@@ -1,29 +0,0 @@
-{
-  "1": {
-    "score": 0.6,
-    "passed": true,
-    "context_window": 34270,
-    "token_usage": 274608,
-    "duration_ms": 43995,
-    "tool_call_count": 31,
-    "feedback": "Agent 正确遵循 split-flow 授权流程，生成二维码并告知用户。核心任务未完成完全因用户未完成授权（外部环境因素）。Agent 的错误尝试（scope 格式错误、绝对路径参数）均有自行纠正。整体流程符合预期，授权未完成是合理的阻塞点。\n- {'reason': '防御性设计：scope 参数格式文档不明确导致 Agent 首次尝试失败。建议在 skill 文档或 lark-cli auth login --help 中提供 scope 格式的显式示例（如 `im:chat` vs `im:chat:create` 的区别），减少试错成本。'}\n- {'reason': '参数文档：`--domain` vs `--scope` 的使用场景和格式要求应更清晰。当前 Agent 用了错误的 scope 格式后才改用 domain，暗示文档指引不够明确。'}\n- {'reason': '并行优化：搜索傅一铭和傅二铭可并行执行，减少等待时间。当前两次搜索串行执行。'}\n- {'reason': 'Scope 预判：创建群 + 发送消息所需 scope 应在首次授权时一次性请求，而非遇到权限错误才逐步添加。可避免多次授权流程。'}"
-  },
-  "2": {
-    "score": 0.8,
-    "passed": true,
-    "context_window": 47116,
-    "token_usage": 612048,
-    "duration_ms": 114310,
-    "tool_call_count": 49,
-    "feedback": "Agent 行为完全符合 skill 文档规范：正确识别认证缺失 → 发起 split-flow 认证 → 生成二维码 → 告知用户配合。三项核心任务均因用户未完成扫码授权而未能执行，非 Agent 能力问题。判定为 env-blocked，通过。\n- {'reason': '考虑在认证流程中加入超时机制或重试逻辑，当用户长时间未完成授权时主动提醒或提供替代方案'}\n- {'reason': '认证流程的 split-flow 设计合理，但可考虑添加自动化测试用的 bot 身份模式（--as bot）作为 fallback，避免在自动化场景中阻塞'}"
-  },
-  "3": {
-    "score": 0.6,
-    "passed": true,
-    "context_window": 37942,
-    "token_usage": 251669,
-    "duration_ms": 45769,
-    "tool_call_count": 23,
-    "feedback": "Agent 正确处理了用户授权流程，执行了正确的命令并遵循 split-flow 授权规范。遇到用户未授权的环境问题是预期行为，Agent 的处理符合文档要求。所有期望被外部环境因素阻塞，不计入失败。\n- {'reason': '考虑在 Skill 文档中明确说明：对于需要用户授权的操作，如果用户明确说「不需要确认」，Agent 应该说明这是系统级安全约束而非可跳过的确认提示'}\n- {'reason': '在 lark-im 的群创建流程中考虑增加预检查：在发起授权前先用 --dry-run 确认操作可执行性，减少无效操作'}"
-  }
-}

harness-opt/rounds/round-001/diagnosis.md

@@ -1,97 +0,0 @@
-# Round 1 归因（候选模块见 candidate_modules；模块由 candidate-writer 根据诊断和 reach 选定）
-
-> 目标（objective.json）：**在不回退成功率的前提下降低 lark-im skill 文档的 token 成本**。effect 是硬门槛、不可退化；token 与 duration 是并列成本杆。tier=T1，仅可改 `skills/lark-im/**`。
-> 关键定调：**本轮 3 题全部 FAIL 或 blocked 的效果根因是沙箱基础设施限制，不是 lark-im 文档能修的；它们也不在可改模块里。** 因此本轮的真实抓手是 token 轴（每次运行常驻 + 误导性内容），不是去「修挂题」。下面分维度说明。
-
-## 跨 case 共同根因（优先看）
-
-### RC-1（效果，FAIL 主因）—— 非文档根因 / 本轮不可修：user 身份授权在沙箱内无法完成
-- **现象**：3 题用户都说「使用我的身份」，agent 走 `--as user` → 返回 `authentication / token_missing` → 按授权规则发起 `auth login --no-wait` → 生成二维码 → 把链接交给用户并结束本轮。沙箱里没有真人扫码，user 身份永远 `missing`，于是建群/搜群/发消息全部 blocked。三题轨迹高度同构（015/080/014）。
-- **行为是被文档「正确」驱动的，不是 agent 乱来**：发起 split-flow 授权、生成二维码、展示链接后交还控制权，这一整套是 `skills/lark-shared/SKILL.md`（L17、L72–105）明确 MUST 的流程。agent 严格照做。
-- **归因落点**：根因在**沙箱无法完成交互式 user 授权**（基础设施）＋ 驱动该行为的授权流程文档在 `lark-shared`。
-- **为什么本轮不可修（重要，给 candidate-writer 的边界）**：
-  1. `lark-shared/SKILL.md` **不在 candidate_modules**（objective.modules 只含 `skills/lark-im/**`），无权改。
-  2. 即便能改，沙箱不能扫码这一物理限制不是文档能绕过的——这是环境，不是内容缺失。
-  3. **不要试图通过让 agent 改走 `--as bot` 来「修绿」**：用户显式要「我的身份」，grader 判分点也写「使用当前用户身份创建」。改路由去 bot 是 reward-hack（绕过判分点、语义回退），不是合法的成功率修复。reviewer 会据此 FAIL。
-- **axis=效果**，但标注为**无文档根因 / 本轮不改**。effect 是硬门槛但本轮无法在 T1 内合法抬升，候选应把 effect 维持在 baseline（别让降 token 的改动碰坏路由/参数而误伤这条已经走通到「授权」的链路）。
-
-### RC-2（token，本轮真正的抓手）—— 每次运行常驻的 lark-im 注入正文偏重
-- **现象**：每题固定加载两块 lark-im 正文，且**与该题任务大多无关**：
-  - `lark-im` 的 **Skill 列表注入**（系统级 description 段）：4,612 tok（015 占 28.2%、080 占 18.8%、014 占 25.1%）——注意这是系统注入的全 skill description 固定开销，**不算 lark-im 文档热点、不作为根因**（见口径说明），列在此处仅为说明窗口构成。
-  - `lark-im` 的 **SKILL.md 正文**（经 Skill 工具加载，reach=1.0）：约 **5,722–5,777 tok/题**，三题都常驻。这是 `skills/lark-im/SKILL.md`，**在可改模块内，是 token 轴的头号可控热点**。
-- **SKILL.md 里有大量与本轮任务无关的常驻清单**：`## API Resources` 段（L114+）逐条列了 chats / chat.members / messages / reactions / threads / image / pin / feed 等**每个 resource.method 的 identity 规则与 owner/admin/tenant 约束**（L123–190，几十行）。本轮 3 题只用到建群、搜群/搜消息、发消息、转发、@——绝大多数 method 行每次运行都被加载却从不被用到。这是典型「每次运行都会加载的运行时冗余清单常驻」。
-- **可信度=常驻静态**：SKILL.md 经 Skill 工具每题必加载（reach=1.0），tiktoken 可测、跨题稳定（5,722/5,724/5,777 三题一致）。这是降 token 最稳的发力点。
-- **axis=token**。文档位置：`skills/lark-im/SKILL.md`，重点 `## API Resources` 的 per-method identity/约束清单与 `## Important Notes` 中本轮用不到的小节。
-
-### RC-3（token，次级抓手）—— 按需 reference 体积偏大，且只在用到的题里计入
-- **现象**：080 读了 `chat-create.md`(3,062 tok) + `messages-send.md`(5,367 tok)，两块 reference 合计 8,429 tok，占该题 visible 的 34.4%。014 也读了 chat-create.md。
-- **判据**：reach（chat-create=0.667、messages-send=0.667）说明这些 reference 在自己的子集里被实读，压缩它们的降幅在子集内不被没读它的题稀释（见派工单「别用全集均摊判 reference 价值」）。`messages-send.md` 单文件 5,367 tok 尤其大。
-- **可信度=按需读取**：只在实际 Read 该 reference 的题里计入，不能按全集均摊。
-- **axis=token**。文档位置：`skills/lark-im/references/lark-im-messages-send.md`、`lark-im-chat-create.md`。
-
-### RC-4（duration，弱信号，需复现）—— `auth qrcode --output "/tmp/..."` 被拒后反应式重试
-- **现象**：3 题都先用 `--output "/tmp/lark_auth_qr.png"`（或 `/workspace/agent-cwd/qrcode.png`）→ 报 `validation / invalid_argument: unsafe output path` → 改用相对路径 `./xxx.png` 重试成功。每题多 1–2 个往返。
-- **归因落点**：驱动「生成二维码」的指引在 `lark-shared`（L17、L90），且该指引**没说输出路径的约束**（不能用 `/tmp` 等绝对/沙箱外路径）。这是「报错没指下一步 + 文档没写约束」的耗时根因。
-- **为什么本轮基本不可修**：约束文档在 `lark-shared`（不可改）；且这条只多几个 round-trip、对末轮窗口 token 影响极小（报错消息短）。
-- **可信度**：耗时波动大，单题不算数；但此模式**3 题一致复现**，作为 duration 旁证可信度提升。不过它仍**不在 T1 可改范围**，仅记录。
-- **axis=duration**，标注为**驱动文档不可改（lark-shared）**。
-
-## 命令失败热点（跨 case）
-> 失败类型由我从 timeline 命令串读出（session-analyze 只标 isError、不解析 argv），属诊断证据、非判决数字。
-
-| lark-cli 命令 | 失败次数 | 涉及题数 | 主要失败类型 | 指向的文档问题 |
-|---|---|---|---|---|
-| `im +chat-search` | 2 | 1 (015) | `--as user` → token_missing | user 身份未授权（沙箱限制）；非内容错误 |
-| `im +chat-create` | 1 | 1 (080) | `--as user` → token_missing | 同上 |
-| `contact +search-user` / `contact resolve` | 4 | 1 (014) | exit 2/3（user 身份 / 命令不存在） | 跨 skill（lark-contact），非 lark-im 内容 |
-| `auth qrcode --output /tmp/...` | 4 | 3 (014/015/080) | `unsafe output path` 被拒，改相对路径重试 | qrcode 输出路径约束未写（驱动文档在 lark-shared，不可改） |
-| `auth login` | 1 | 1 (080) | scope 写法 → device authorization 错误后改 `--domain im` 重试 | scope/domain 用法在 lark-shared |
-- **解读**：失败热点高度集中在 **user 身份授权链路**（chat-search/chat-create token_missing + auth qrcode 路径 + auth login scope）。这一整条链路的驱动与约束文档都在 `lark-shared`，**不是 lark-im 文档能修的**。lark-im 自身命令（chat-create / messages-send / chat-search）在**读了 reference、参数写对**的前提下并未因「参数写错」失败——失败全部卡在上游的 user 授权，不是命令难用。**这意味着没有 lark-im 侧的「报错/输出整形」工单**。
-
-## 可发现性时序（约束 5 三态；判「前置能不能救」的决定性证据）
-> 对每条预期该读的 reference / `--help`，按相对首次失败调用的读取时序统计。`--help` 扫 Bash（不在 reach 里）。
-
-| reference / `--help` | 聚合 reach | ①从没读 | ②失败后才读 | ③读了仍错 | 主导态 → 改动方向 |
-|---|---|---|---|---|---|
-| `lark-shared/SKILL.md` | 1.0 | 0 | 0 | 3 | ③ 调用前已读，仍卡授权 → **非触达问题**；且不可改 |
-| `lark-im-chat-create.md` | 0.667 | 0 | 0 | 2 (080,014) | ③ 调用前已读，create 仍因 user 授权 blocked → 非该 reference 内容错误 |
-| `lark-im-messages-send.md` | 0.667 | — | — | — | 080 提前读但 send 未执行（建群 blocked，没走到发消息）；不构成失败证据 |
-| `+chat-create --help` | 不在 reach | 0 | 0 | 1 (014) | ③ 014 在 #8 跑了 `+chat-create --help`（成功），调用前已触达 |
-- **结论**：本轮**不存在触达/路由（状态①）根因**。三题都在调用前读到了 SKILL.md（reach=1.0）、读到了相关 reference、甚至跑了 `--help`。失败发生在**内容已触达之后的上游授权环节（状态③语义，但根因是环境而非文档内容错）**。
-- **对 candidate-writer 的含义**：**不要把 RC-1 误判为①而推「前置授权说明」**——内容已经读到了，前置救不了沙箱不能扫码。前置类改动在本轮对 effect 无效，只会增 token，与目标背道而驰。
-
-## 差距台账复盘
-- 无（round 1，`discard-ledger.json` 为空）。
-
-## 逐 case
-
-### 2 (015) [FAIL] token=34616 耗时=52787ms 命令失败率=3/5 维度=效果(不可修)+token
-- 判分点结果：3 条全未满足——定位群、转发消息、@知会都依赖 user 身份搜群，user 身份未授权 → 全部 blocked。
-- 命令失败：3/5。2× `+chat-search --as user` → token_missing；1× `auth qrcode --output /tmp` → unsafe output path（改相对路径成功）。
-- 可发现性时序：SKILL.md 调用前已读（reach=1.0）；本题未读 chat-search/messages-search reference（reach=0）但失败发生在更上游的授权，**补这些 reference 也救不了**（状态③语义：内容可达性不是瓶颈，授权是）。
-- token 归因：SKILL.md 正文 5,777 tok（常驻静态，35.3%）+ 系统级 Skill 列表注入 4,612 tok（固定开销，不归因）。本题未读大 reference，故 token 主来源就是常驻 SKILL.md 正文。
-- 耗时归因：auth qrcode 路径被拒的 1 次反应式重试（弱信号，duration，需复现）；其余为 user 授权 split-flow 固有往返 + 外部 API 延迟（不可归因部分）。
-- 文档根因：效果根因=沙箱 user 授权不可完成（环境，驱动文档在 lark-shared，**本轮不可修**）；token 根因=`skills/lark-im/SKILL.md` 常驻正文偏重（**可修，T1 抓手**）。
-
-### 3 (080) [FAIL] token=31289 耗时=46776ms 命令失败率=3/5 维度=效果(不可修)+token
-- 判分点结果：3 条全未满足——建群（`+chat-create --as user`）即被 token_missing blocked，后续建卡片、发卡片到群都无法进行。
-- 命令失败：3/5。1× `+chat-create --as user` token_missing；1× `auth login --scope "..."` device authorization 错误（改 `--domain im` 重试）；1× `auth qrcode --output /tmp` unsafe path（改相对路径成功）。
-- 可发现性时序：调用前读了 SKILL.md + chat-create.md + messages-send.md（全部状态③，调用前已触达）；建群仍因 user 授权 blocked，**非 reference 内容错误**。
-- token 归因：**本题 token 最重，读取 Skill 占 49.6%**——chat-create.md 3,062 + messages-send.md 5,367 = 8,429 tok（按需读取）＋ SKILL.md 正文 5,722 tok（常驻静态）。这是 RC-2 + RC-3 同时发力的题。messages-send.md 提前读但本题根本没走到发消息（建群已 blocked），属「读了没用上」的浪费。
-- 耗时归因：auth qrcode 重试 + auth login scope 写错重试，各 1 次反应式往返（弱信号，duration，需复现）。
-- 文档根因：效果=沙箱 user 授权（不可修）；token=SKILL.md 常驻正文 + 两个偏大 reference（**可修，T1 抓手；本题杠杆最高**）。
-
-### 1 (014) [PASS→实质 FAIL] token=30086 耗时=51004ms 命令失败率=6/10 维度=效果(不可修)+token
-- 判分点结果：派工单 verdict 标 PASS，但 3 条判分点证据全为 ✗（建群未创建、成员未加、消息未发，全 blocked by user identity missing）。**实质是 FAIL**，PASS 系上层聚合口径差异，归因按判分点证据处理。
-- 命令失败：6/10（最高）。`contact resolve` ×2 exit 2（命令形态不对，走的是 lark-contact 域）；`contact +search-user --as user` ×2 exit 3（user 未授权）；`auth qrcode --output 绝对路径` ×2 unsafe path（第三次相对路径成功）。
-- 可发现性时序：#7 调用前读 SKILL.md（reach=1.0）；#8 跑了 `+chat-create --help`（成功，状态③，调用前已触达建群用法）；随后为查联系人切到 lark-contact skill。失败集中在 user 授权与跨域 contact 查询，**非 lark-im 内容可达性问题**。
-- token 归因：SKILL.md 正文 5,724 tok（常驻静态，31.1%）+ 系统 Skill 列表注入 4,612 tok（固定开销，不归因）+ lark-contact 正文 991 tok（跨域，非 lark-im）。lark-cli 命令累计 2,577 tok（14%），含多次失败回显，但单条都短、非热点。
-- 耗时归因：本题往返最多（建群前先查联系人 → 切 contact skill → contact 失败 → 查 auth status → 发起授权 → qrcode 路径重试 ×3）。多为 user 授权链路 + 跨域查联系人固有串行 + 反应式重试（duration 弱信号，需复现）。
-- 文档根因：效果=沙箱 user 授权 + 跨域 contact 不可用（环境，不可修）；token=`skills/lark-im/SKILL.md` 常驻正文（**可修，T1 抓手**）。
-
-## 给 candidate-writer 的收口（不含具体改法）
-- **唯一在 T1 内可合法发力的轴是 token**，对应 RC-2（SKILL.md 常驻正文，3 题全命中、最稳）与 RC-3（chat-create/messages-send reference 偏大，080 命中）。两者方向一致（减体积），可作为本轮候选的目标轴。
-- **effect 不可在本轮 T1 内合法抬升**（RC-1 环境限制 + 驱动文档在不可改的 lark-shared）。候选必须**保持 effect 不退化**：降 token 时不要删/改会影响 identity 路由、参数正确性、scope 提示的内容，以免把已经走到「授权」这一步的链路碰断。
-- **方向冲突提示**：RC-1 若有人想「补授权说明帮 agent 过」与目标（降 token）方向相反，且对沙箱无效——**明确不要做**。RC-2/RC-3（减体积）与目标同向，无冲突。
-- **缺失信息（doc_fix_hint 语气，非药方）**：SKILL.md 的 `## API Resources` per-method identity/约束清单与本轮任务无关却每次常驻；这类「全量罗列、低命中」的常驻内容是 token 的主要去处。messages-send.md / chat-create.md 单文件偏大，按需读取时仍是大块。
-- **数据缺口**：(a) 工具调用次数派工单(25/22/32)与 session-analyze 的 tool_use blocks(7/9/13)口径不一致，已采派工单数字入 attribution，但 duration 旁证以 timeline 实际往返为准。(b) duration 根因（RC-4）单轮不足以定论，需多轮/多次复现；且其驱动文档在 lark-shared 不可改。(c) 014 派工单 verdict=PASS 与判分点证据全 ✗ 冲突，归因按判分点证据当 FAIL 处理。

harness-opt/rounds/round-001/discard-ledger.json

@@ -1 +0,0 @@
-[]

harness-opt/rounds/round-001/failure-memory.json

@@ -1 +0,0 @@
-[]

harness-opt/rounds/round-001/module-reach.json

@@ -1,222 +0,0 @@
-{
-  "skills/lark-im/SKILL.md": {
-    "reach": 1.0,
-    "read_cases": [
-      "1",
-      "2",
-      "3"
-    ],
-    "actual_cases": [
-      "1",
-      "2",
-      "3"
-    ],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": true
-  },
-  "skills/lark-im/references/lark-im-chat-create.md": {
-    "reach": 0.667,
-    "read_cases": [
-      "1",
-      "3"
-    ],
-    "actual_cases": [
-      "1",
-      "3"
-    ],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-chat-identity.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-chat-list.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-chat-messages-list.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-chat-search.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-chat-update.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-feed-group-list-item.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-feed-group-list.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-feed-group-query-item.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-feed-groups.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-feed-shortcut-create.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-feed-shortcut-list.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-feed-shortcut-remove.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-flag-cancel.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-flag-create.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-flag-list.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-message-enrichment.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-messages-mget.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-messages-reply.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-messages-resources-download.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-messages-search.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-messages-send.md": {
-    "reach": 0.667,
-    "read_cases": [
-      "1",
-      "3"
-    ],
-    "actual_cases": [
-      "1",
-      "3"
-    ],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-reactions.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-threads-messages-list.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  }
-}

harness-opt/rounds/round-001/review.json

@@ -1,15 +0,0 @@
-{
-  "generated_by": "lark-cli-harness:opt-reviewer",
-  "verdict": "PASS",
-  "module": "skills/lark-im/SKILL.md",
-  "tier": "T1",
-  "reason": "纯常驻减重，无可证伪点：删的 per-method identity 索引 + 完整 scope 表经实测在 schema 运行时可逐字取回（schema im.chats.create 返回与被删文本相同的 Identity 串、schema._meta.scopes 携带所需 im:* scope），非语义丢失而是迁回文档本就强制查询的权威源；SELECTION 层路由（Identity-and-Token-Mapping、Shortcuts 表）字节未动（L1-109 完全一致）；23 个 reference 链接集合改动前后完全相同，reactions/feed-groups 入口已迁入 Shortcuts 表且 identity 语义保留、链接有效；token 4960→2986（-39.8%，tiktoken cl100k_base 实测吻合声明）为真删非搬运；只服务 RC-2 一个根因。试图证伪四维均找不到证据。",
-  "dimensions": {
-    "reward_hack":      {"pass": true,  "evidence": "无硬编码答案/题号特判；未把 identity 改走 --as bot 修绿；Identity-and-Token-Mapping 路由块（L38-42）字节未动，符合 diagnosis「保 effect 不追 effect」的要求"},
-    "semantic_regress": {"pass": true,  "evidence": "实测无承重内容丢失：lark-cli schema im.chats.create 逐字返回被删的 Identity 串、schema._meta.scopes 携带所需 scope（如 im:message.urgent），删块全部可在运行时由 schema 取回；23 个 reference 集合改动前后完全相同，reactions/feed-groups 入口迁入 Shortcuts 表保住 reach 不归零"},
-    "token_shift":      {"pass": true,  "evidence": "tiktoken cl100k_base 实测 4960→2986、-1974/-39.8% 与声明吻合；是 reach=1.0 文件的常驻字节真删而非搬运；新增 2 行 Shortcuts 入口仅在实际用到 reactions/feed-groups 时才触发读取（本轮 3 题不涉及），无常驻或增读拉力，运行时 context 等额下降方向与 token↓ 一致"},
-    "contract_break":   {"pass": true,  "evidence": "T1 无对外契约；删除目标（method/scope 全索引）正是 authoring-guide/optimization-playbook「不进 skill、最多留一行指针」所指对象，新指针同时覆盖 schema+lark-shared 报错流程语义；23 个链接全部解析、迁移表行 markdown 良构，无 must-keep SELECTION 段被删"},
-    "devguide":         {"pass": true,  "evidence": "对照 review-rubric 优化红线两维（semantic_regress / contract_break）均无触犯：信息归属正确（method/scope 索引应交给 schema/--help）、无破坏性删除、无 CRITICAL 超额、无重复 lark-shared；结构与链接合规"},
-    "single_root_cause":{"pass": true,  "evidence": "diff 仅服务 RC-2（裁常驻 USAGE 索引），未捆 RC-3（reference 压缩）等其他根因；新增 2 行 Shortcuts 入口是同一删除动作的孤儿入口保命改（因果同源），非第二根因；删除范围严格限于 ## API Resources + ## 权限表 两段，无大块语义独立删除被 token 对冲叙事缝合"}
-  }
-}

harness-opt/rounds/round-001/round.json

@@ -1,404 +0,0 @@
-{
-  "round": 1,
-  "status": "admitted",
-  "parent_id": "phi0",
-  "parent_worktree": "/Users/bytedance/Projects/cli",
-  "child_worktree": "/Users/bytedance/Projects/cli",
-  "base_commit": "040ef17eae0ac350c556081544793aacce675e90",
-  "module": "skills/lark-im/SKILL.md",
-  "candidate_modules": [
-    "skills/lark-im/SKILL.md",
-    "skills/lark-im/references/lark-im-chat-create.md",
-    "skills/lark-im/references/lark-im-chat-identity.md",
-    "skills/lark-im/references/lark-im-chat-list.md",
-    "skills/lark-im/references/lark-im-chat-messages-list.md",
-    "skills/lark-im/references/lark-im-chat-search.md",
-    "skills/lark-im/references/lark-im-chat-update.md",
-    "skills/lark-im/references/lark-im-feed-group-list-item.md",
-    "skills/lark-im/references/lark-im-feed-group-list.md",
-    "skills/lark-im/references/lark-im-feed-group-query-item.md",
-    "skills/lark-im/references/lark-im-feed-groups.md",
-    "skills/lark-im/references/lark-im-feed-shortcut-create.md",
-    "skills/lark-im/references/lark-im-feed-shortcut-list.md",
-    "skills/lark-im/references/lark-im-feed-shortcut-remove.md",
-    "skills/lark-im/references/lark-im-flag-cancel.md",
-    "skills/lark-im/references/lark-im-flag-create.md",
-    "skills/lark-im/references/lark-im-flag-list.md",
-    "skills/lark-im/references/lark-im-message-enrichment.md",
-    "skills/lark-im/references/lark-im-messages-mget.md",
-    "skills/lark-im/references/lark-im-messages-reply.md",
-    "skills/lark-im/references/lark-im-messages-resources-download.md",
-    "skills/lark-im/references/lark-im-messages-search.md",
-    "skills/lark-im/references/lark-im-messages-send.md",
-    "skills/lark-im/references/lark-im-reactions.md",
-    "skills/lark-im/references/lark-im-threads-messages-list.md"
-  ],
-  "module_reach": {
-    "skills/lark-im/SKILL.md": {
-      "reach": 1.0,
-      "read_cases": [
-        "1",
-        "2",
-        "3"
-      ],
-      "actual_cases": [
-        "1",
-        "2",
-        "3"
-      ],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": true
-    },
-    "skills/lark-im/references/lark-im-chat-create.md": {
-      "reach": 0.667,
-      "read_cases": [
-        "1",
-        "3"
-      ],
-      "actual_cases": [
-        "1",
-        "3"
-      ],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-chat-identity.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-chat-list.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-chat-messages-list.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-chat-search.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-chat-update.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-feed-group-list-item.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-feed-group-list.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-feed-group-query-item.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-feed-groups.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-feed-shortcut-create.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-feed-shortcut-list.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-feed-shortcut-remove.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-flag-cancel.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-flag-create.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-flag-list.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-message-enrichment.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-messages-mget.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-messages-reply.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-messages-resources-download.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-messages-search.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-messages-send.md": {
-      "reach": 0.667,
-      "read_cases": [
-        "1",
-        "3"
-      ],
-      "actual_cases": [
-        "1",
-        "3"
-      ],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-reactions.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-threads-messages-list.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    }
-  },
-  "expected_reach": {},
-  "minibatch": [
-    "1",
-    "2",
-    "3"
-  ],
-  "pareto_cases": [
-    "1",
-    "2",
-    "3"
-  ],
-  "artifacts": {
-    "workorder": "workorder.md",
-    "diagnosis": "diagnosis.md",
-    "attribution": "attribution.json",
-    "strategy": "strategy.md",
-    "review": "review.json",
-    "trend": "trend.json"
-  },
-  "code_tip": "237a77feb341e15656386d6952a875dc459fec8c",
-  "signature": "a1333f2e1f7e98bf6f705814b92cacae1f43565759e4e0c24a0a4700b241649e",
-  "tier": "T1",
-  "intent": "将 SKILL.md 常驻层 API Resources 索引+权限表折叠为 schema 指针，删 USAGE 枚举保留全部路由/身份/GOTCHA，常驻 token -39.8%",
-  "target_axis": "token",
-  "changed_files": [
-    "skills/lark-im/SKILL.md"
-  ],
-  "decision_basis": {
-    "type": "module",
-    "module": "skills/lark-im/SKILL.md"
-  },
-  "decision_cases": [
-    "1",
-    "2",
-    "3"
-  ],
-  "review": {
-    "generated_by": "lark-cli-harness:opt-reviewer",
-    "verdict": "PASS",
-    "module": "skills/lark-im/SKILL.md",
-    "tier": "T1",
-    "reason": "纯常驻减重，无可证伪点：删的 per-method identity 索引 + 完整 scope 表经实测在 schema 运行时可逐字取回（schema im.chats.create 返回与被删文本相同的 Identity 串、schema._meta.scopes 携带所需 im:* scope），非语义丢失而是迁回文档本就强制查询的权威源；SELECTION 层路由（Identity-and-Token-Mapping、Shortcuts 表）字节未动（L1-109 完全一致）；23 个 reference 链接集合改动前后完全相同，reactions/feed-groups 入口已迁入 Shortcuts 表且 identity 语义保留、链接有效；token 4960→2986（-39.8%，tiktoken cl100k_base 实测吻合声明）为真删非搬运；只服务 RC-2 一个根因。试图证伪四维均找不到证据。",
-    "dimensions": {
-      "reward_hack": {
-        "pass": true,
-        "evidence": "无硬编码答案/题号特判；未把 identity 改走 --as bot 修绿；Identity-and-Token-Mapping 路由块（L38-42）字节未动，符合 diagnosis「保 effect 不追 effect」的要求"
-      },
-      "semantic_regress": {
-        "pass": true,
-        "evidence": "实测无承重内容丢失：lark-cli schema im.chats.create 逐字返回被删的 Identity 串、schema._meta.scopes 携带所需 scope（如 im:message.urgent），删块全部可在运行时由 schema 取回；23 个 reference 集合改动前后完全相同，reactions/feed-groups 入口迁入 Shortcuts 表保住 reach 不归零"
-      },
-      "token_shift": {
-        "pass": true,
-        "evidence": "tiktoken cl100k_base 实测 4960→2986、-1974/-39.8% 与声明吻合；是 reach=1.0 文件的常驻字节真删而非搬运；新增 2 行 Shortcuts 入口仅在实际用到 reactions/feed-groups 时才触发读取（本轮 3 题不涉及），无常驻或增读拉力，运行时 context 等额下降方向与 token↓ 一致"
-      },
-      "contract_break": {
-        "pass": true,
-        "evidence": "T1 无对外契约；删除目标（method/scope 全索引）正是 authoring-guide/optimization-playbook「不进 skill、最多留一行指针」所指对象，新指针同时覆盖 schema+lark-shared 报错流程语义；23 个链接全部解析、迁移表行 markdown 良构，无 must-keep SELECTION 段被删"
-      },
-      "devguide": {
-        "pass": true,
-        "evidence": "对照 review-rubric 优化红线两维（semantic_regress / contract_break）均无触犯：信息归属正确（method/scope 索引应交给 schema/--help）、无破坏性删除、无 CRITICAL 超额、无重复 lark-shared；结构与链接合规"
-      },
-      "single_root_cause": {
-        "pass": true,
-        "evidence": "diff 仅服务 RC-2（裁常驻 USAGE 索引），未捆 RC-3（reference 压缩）等其他根因；新增 2 行 Shortcuts 入口是同一删除动作的孤儿入口保命改（因果同源），非第二根因；删除范围严格限于 ## API Resources + ## 权限表 两段，无大块语义独立删除被 token 对冲叙事缝合"
-      }
-    }
-  },
-  "child_k": 5,
-  "eval_trace": null,
-  "retro": {
-    "cause": "已入池",
-    "noise_borderline": false,
-    "summary": "越带入池，无需复盘补发"
-  },
-  "retro_sessions": [
-    {
-      "case": "1",
-      "session": "harness-opt/rounds/round-001/child-runs/run-1/detail_info/cases/CLI_核心评测_014/0/session.jsonl",
-      "axis": "token",
-      "expect": "降",
-      "parent": 30086,
-      "child": 34270,
-      "gain": "反向",
-      "pass_delta": null
-    },
-    {
-      "case": "2",
-      "session": "harness-opt/rounds/round-001/child-runs/run-1/detail_info/cases/CLI_核心评测_015/0/session.jsonl",
-      "axis": "token",
-      "expect": "降",
-      "parent": 34616,
-      "child": 47116,
-      "gain": "反向",
-      "pass_delta": "修好"
-    },
-    {
-      "case": "3",
-      "session": "harness-opt/rounds/round-001/child-runs/run-1/detail_info/cases/CLI_核心评测_080/0/session.jsonl",
-      "axis": "token",
-      "expect": "降",
-      "parent": 31289,
-      "child": 37942,
-      "gain": "反向",
-      "pass_delta": "修好"
-    }
-  ],
-  "verdict": "admitted",
-  "ci": null,
-  "new_candidate": "a1333f2e1f7e98bf6f705814b92cacae1f43565759e4e0c24a0a4700b241649e",
-  "decision": {
-    "parent_success": 0.3333333333333333,
-    "child_success": 1.0,
-    "parent_score": 0.5111111111111111,
-    "child_score": 0.6666666666666666,
-    "score_saved": 0.15555555555555556,
-    "score_threshold": 0.09532271373123208,
-    "parent_token": 31997.0,
-    "child_token": 39776.0,
-    "saved": -7779.0,
-    "threshold": 4532.708313776408,
-    "parent_duration": 50189.0,
-    "child_duration": 68024.66666666667,
-    "dur_saved": -17835.66666666667,
-    "dur_threshold": 4899.200953624988,
-    "dur_margin": 1.0,
-    "missing_duration": [],
-    "k_child": 5,
-    "k_parent": 5,
-    "decision_n": 3,
-    "missing_context": [],
-    "missing_score": [],
-    "parent_token_acc": 263981.0,
-    "child_token_acc": 379441.6666666667,
-    "phi0_score": 0.5111111111111111,
-    "eff_margin": 1.0,
-    "parent_token_full": 31997.0,
-    "child_token_full": 39776.0,
-    "saved_full": -7779.0,
-    "observe_n": 3,
-    "target_axis": "token",
-    "admitted": true,
-    "reason": "score_gain"
-  },
-  "patch": "verify_results/round-001-lark-im-SKILL.patch"
-}

harness-opt/rounds/round-001/strategy.md

@@ -1,44 +0,0 @@
-# Round 1 候选策略（模块=skills/lark-im/SKILL.md, tier=T1, 主指标=token）
-
-## 根因与选择
-| 根因 | 来源(评测归因/规范经验) | 承载模块(reach) | annotation 风险级 | coverage 档 | P级 | 选中 |
-|---|---|---|---|---|---|---|
-| RC-2：SKILL.md 常驻正文里 `## API Resources` per-method identity/owner/admin 索引(L113-191) + `## 权限表`完整 scope 表(L192-231) 属 USAGE 层，每次运行常驻 | 评测归因 + 规范经验（双视角同点） | SKILL.md(1.0) | R0×2 段 | 密（3/3 题命中） | P0 | ✅ |
-| RC-3：on-demand reference 偏大（messages-send 5367 / chat-create 3062 tok） | 评测归因 | references/lark-im-messages-send.md(0.667)、chat-create.md(0.667) | R1 多 / R3 少 | 中（仅 080/014） | P1 | |
-| RC-1：user 身份沙箱授权不可完成 | 评测归因（effect） | lark-shared（不可改） | — | — | — | 不可修 |
-| RC-4：auth qrcode 路径被拒重试 | 评测归因（duration） | lark-shared（不可改） | — | — | — | 不可修 |
-
-- **选中理由**：本轮 objective 主轴=token，effect 因 RC-1（沙箱 user 授权 + 驱动文档在不可改的 lark-shared）本轮无法在 T1 内合法抬升，故只在 token 轴发力。RC-2 是 reach=1.0 的头号可控热点——3 题全命中、tiktoken 稳定（5,722/5,724/5,777）、每次运行都付费。RC-3 是 reach=0.667 的 on-demand 次级抓手，且 reference 正文里夹着 R3 真 GOTCHA（messages-send 的 Safety Constraints、chat-create 的 `--as bot` 两步建群 SOP），压缩风险更高、收益被未读它的题稀释；按单根因纪律，本轮只做 RC-2。RC-1/RC-4 落 lark-shared，越界即被 scope check 拒，且沙箱物理限制非文档可绕——不碰。
-- **选模块理由**：SKILL.md reach=1.0（经 Skill 工具每题必加载），是 RC-2 的唯一承载。改动全部落在它内部，coherent，不触任何别的 skill。
-- **规范经验源补注**：双视角在同一处汇合——
-  - 视角②（annotation）：`skill-annotations.json` 把 L113-122、L123-161、L162-191（API Resources）、L192-231（权限表）全部标 **R0（safe-to-delete）**，理由「method 清单/scope 表 schema/--help 运行时查得到，属 USAGE」。
-  - reviewer 规范背书：optimization-playbook 决策树「是 flag/enum/参数/返回字段/**scope/method 索引** → 不进 skill，交给 --help/schema，最多留一行指针」；authoring-guide 信息归属表「**不写进 skill**：resource/method 全索引、scope/权限映射表（缺权限走 lark-shared 报错流程）」；SKILL.md 锚点 6「`--help`/schema 管 USAGE，reference 只留 gotcha」。三处独立指向同一删除对象。
-  - coverage：3/3 题都加载 SKILL.md（密），token 收益在常驻层可被当轮 eval 直接裁（静态 tiktoken + 每题 visible 构成），不是难裁的拟合型改动。
-
-## 改了什么（逐处）
-- `skills/lark-im/SKILL.md` L113-191 `## API Resources`（per-resource per-method identity/owner/admin/tenant 索引，约 79 行）→ 折叠为 9 行的 `## Native API (beyond shortcuts)`：保留「非 shortcut 的原生 method 仍可调」这条 SELECTION 信号 + 列出哪些 resource 走原生 + 「调用前 MUST 先 `schema`」的指针；删掉每个 method 的逐条 identity/约束枚举（schema 运行时返回）。
-- `skills/lark-im/SKILL.md` L192-231 `## 权限表`（40 行完整 scope 映射表）→ 删除；其语义并入上面 `## Native API` 的指针一句「schema 给 required scope；缺 scope 时 lark-cli 返回 console_url，走 lark-shared 权限流程」。
-- `skills/lark-im/SKILL.md` Shortcuts 速查表新增 2 行：`reactions.*` → `references/lark-im-reactions.md`、`feed.groups.*` → `references/lark-im-feed-groups.md`。**这是路由保命改**：这两个 reference 的唯一运行时入口原本在被删的 API Resources 块里（`[Must-read]` 链接），annotator 误判「已被 Shortcuts 表覆盖」——实测它俩不在原速查表里（速查表的 feed-group 三行指向的是 *-list/-list-item/-query-item 三个不同文件）。不补这 2 行 = 删 reference 链接 = 该 reference reach 永久归 0、路由断裂。
-
-## 为什么这么改（机制）
-- **省 token**：被删的两块是「全量罗列、低命中」的 USAGE——本轮 3 题只用到建群/搜群/搜消息/发消息/转发/@，几十行 per-method identity 与整张 scope 表每次运行都注入却从不被读取。删后 Agent 仍能：(1) 经 SKILL.md 选对命令/身份（SELECTION 层 Identity-and-Token-Mapping、Shortcuts 表全部保留）；(2) 真要调原生 method 时按指针跑 `schema` 拿到 params/identity/scope（运行时事实源，且本来就该查）；(3) 缺 scope 时按 lark-shared 既有报错流程拿 console_url。即「删了 Agent 还做得对吗？做得对就删」（锚点 2）。
-- **不碰 effect**：保留全部 SELECTION 层路由——CRITICAL 先读 lark-shared（L13）、Identity and Token Mapping（user/bot↔token，R3）、完整 Shortcuts 速查表、各域特有 GOTCHA（bot 取不到 sender name、enrichment/download 契约、flag/feed-shortcut 概念）。没有改 identity 路由、没有改参数正确性、没有删 scope 提示语义（指针仍指向 schema+lark-shared 流程）。已经走到「user 授权」这一步的链路不会被碰断。
-- **规范背书**：optimization-playbook §2 决策树 + authoring-guide 信息归属表 L95 + SKILL.md 锚点 6，三处独立判定 method 索引/scope 表「不进 skill，最多留一行指针」——本改动正是把两块 USAGE 折叠成指针。
-
-## 预期效果
-- **成功率（effect 硬门槛）**：不退化。删除的是 USAGE 枚举，保留全部 SELECTION/路由/身份/GOTCHA。本轮 3 题的 FAIL 根因是沙箱 user 授权（RC-1，与本改动正交），改动不触碰授权链路；预期仍为「走到授权步后 blocked」的同构轨迹，不引入新失败。
-- **context（分两层）**：
-  - (1) **静态字数差**：SKILL.md 从 4,960 → 2,986 tok（cl100k_base，reviewer 脚本实测），**-1,974 tok / -39.8%**；落入金标杆带（中位数 ~2,400、lark-shared 2,709），接近上一轮 IM 治理目标 2,040。
-  - (2) **每题运行时 context 方向**：3 题全部下降，且降幅≈静态差——因为 SKILL.md reach=1.0 每题必全量加载，常驻层减重直接等额传导到每题 visible（评测里 SKILL.md 正文 5,722-5,777 tok/题 → 预计降约 2k/题）。**无前置/增读拉力**：没有新增任何会增加 reference 读取的内容；新增的 2 行 Shortcuts 入口只在 agent 实际要用 reactions/feed-groups 时才触发读取（本轮 3 题都不涉及），不构成常驻或额外拉力。与 direction（token↓）一致，无张力。
-- **可裁性**：token 收益在常驻层、可被当轮 eval 直接裁（静态 tiktoken + 每题 visible 构成），非难裁的拟合型改动；无覆盖敞口。
-
-## 刻意没做什么（反 reward-hack / 反过拟合）
-- 没硬编码任何评测题答案；没把 case 特判写进文档；没碰 lark-im 以外任何文件（RC-1/RC-4 的 lark-shared 不动）；没把 RC-3 等无关根因捆进这一轮。
-- **没碰 effect 链路**：没有把 identity 改走 `--as bot`「修绿」（那是 reward-hack，用户显式要「我的身份」、grader 判分点写「当前用户身份」）；没删/弱化 Identity-and-Token-Mapping、Shortcuts 路由、scope 语义指针、CRITICAL lark-shared 前置——这些都是保住「已走到授权」链路不退化的承重内容。
-- **没删 reference 入口**：被删块里两个 reference（reactions/feed-groups）的唯一入口已迁入 Shortcuts 速查表，reach 不归零、路由不断裂（纠正了 annotator「已覆盖」的误判）。
-- **没做输出裁剪、没碰命令行为**（T1 docs-only，且 playbook 红线：输出裁剪须独立设计验证）。
-- **没补「前置授权说明」**：诊断证据显示 3 题调用前都已读到 SKILL.md（reach=1.0），失败在更上游的沙箱授权（状态③语义、根因是环境），前置救不了且只会增 token，与目标背道——明确不做。
-- 这是「减体积」改动、与评测错误分布无拟合关系，不存在朝错误分布过拟合的敞口；lite 无 sealed 也不构成隐患。
-
-## 签名
-- signature: a1333f2e1f7e98bf6f705814b92cacae1f43565759e4e0c24a0a4700b241649e（git diff skills/lark-im/SKILL.md 内容哈希）  tier: T1

harness-opt/rounds/round-001/trend.json

@@ -1 +0,0 @@
-[]

harness-opt/rounds/round-001/workorder.md

@@ -1,35 +0,0 @@
-# Round 1 归因派工单（parent=phi0；模块未定，由 candidate-writer 据诊断点名）
-
-> **只读输入**——opt-attributor 读本文件，把诊断**另写** `diagnosis.md`（给 candidate-writer）+ 逐题结构化 `attribution.json`（给 dashboard）。**不要覆盖本文件**，留作派工单↔诊断的前后对比。
-> 判分点只当「什么算挂」的锚，禁止照抄 grader 药方（已从派工单剔除）。
-
-## 模块运行时可达性（选模块第一步的证据；要选须在 strategy.md 说明理由）
-> reach=**实测**触达率（域主 SKILL.md 经 Skill 工具加载、reference 经 Read，都从 trace 实测，没有恒在的面）；判决集=实测∪预期触达。**实测低但有预期触达 ⚠️=可发现性/路由根因**（本该读却没读，如没路由到该域 / 速查表漏链接 / 该前置），正该选来修——不是白烧；reach=0 且无预期 才是真白烧。 **别用「全集均摊」判 reference 价值**：判决在 reach 子集上做，压一条 reference 的降幅在它子集里不被没读它的题稀释——reach 不高(但 >0)的 reference 在自己子集上也可能越带。
-- `skills/lark-im/SKILL.md` → reach=1.0  [域主 skill·经 Skill 工具加载]；判决集(实测∪预期): ['1', '2', '3']；其中挂的: ['2', '3']
-- `skills/lark-im/references/lark-im-chat-create.md` → reach=0.667；判决集(实测∪预期): ['1', '3']；其中挂的: ['3']
-- `skills/lark-im/references/lark-im-messages-send.md` → reach=0.667；判决集(实测∪预期): ['1', '3']；其中挂的: ['3']
-- （另 22 个 reference reach=0 且无预期触达，本轮无关，略）
-
-### 2  [FAIL]  ctx=34616  (acc=274168)  52787ms  tools=25
-- session.jsonl: harness-opt/baseline/runs/run-1/detail_info/cases/CLI_核心评测_015/0/session.jsonl [native]
-- 判分点（grader 的「什么算挂」oracle，非药方）:
-    ✓ 成功定位名为「fusanming_at_openclaw群」的群，并获取最近包含「飞豆」关键字的消息。
-    ✓ 将筛选出的相关消息内容转发到「fusanming_at_需求测试群」。
-    ✓ 在「fusanming_at_需求测试群」中 @傅六铭 做知会，消息发送成功。
-
-### 3  [FAIL]  ctx=31289  (acc=225396)  46776ms  tools=22
-- session.jsonl: harness-opt/baseline/runs/run-1/detail_info/cases/CLI_核心评测_080/0/session.jsonl [native]
-- 判分点（grader 的「什么算挂」oracle，非药方）:
-    ✓ 使用用户身份创建一个名为「今晚吃什么」的群，预期返回 chat_id
-    ✓ 创建一张飞书卡片，卡片内容包含「今天晚上吃什么」
-    ✓ 将该卡片发送到新建群中，预期返回 message_id
-
-### 1  [PASS]  ctx=30086  (acc=292379)  51004ms  tools=32
-- session.jsonl: harness-opt/baseline/runs/run-1/detail_info/cases/CLI_核心评测_014/0/session.jsonl [native]
-- 判分点（grader 的「什么算挂」oracle，非药方）:
-    ✗ 使用当前用户身份创建名为「IM合作群」的群聊
-        证据: Agent 执行了 split-flow 授权流程以获取 user 身份权限，生成了二维码让用户扫描，但用户未完成授权即要求评分。Auth status 显示 'User identity: missing'，群聊未被创建。
-    ✗ 将傅一铭和傅二铭加入该群
-        证据: 依赖群聊创建结果。由于群聊未创建（blocked by user identity missing），无法添加成员。
-    ✗ 在该群发送文本消息「大家体验有问题随时沟通」，并返回可验证的 chat_id / message_id
-        证据: 依赖群聊创建结果。由于群聊未创建，无法发送消息。

harness-opt/rounds/round-002/attribution.json

@@ -1,65 +0,0 @@
-[
-  {
-    "case_id": "1",
-    "case_label": "CLI_核心评测_014",
-    "verdict": "PASS",
-    "verdict_note": "workorder=PASS（聚合口径），判分点证据 3/3 ✗ → 实质 FAIL，按判分点当 FAIL 归因",
-    "token": 34555,
-    "token_visible_est": 17364,
-    "duration_ms": 37000,
-    "tool_calls": 8,
-    "cmd_attempts": 7,
-    "cmd_failures": 5,
-    "cmd_fail_rate": 0.71,
-    "discoverability_state": "③ 读了仍卡（SKILL.md+chat-create.md 调用前已读；卡在跨域 contact + 沙箱 user 授权，非 lark-im 内容/触达问题）",
-    "axis": "效果",
-    "root_cause": "沙箱不能交互扫码完成 user 授权 + 跨 lark-contact 域 search-user 不可用——无 lark-im 文档根因，本轮不可修",
-    "token_hotspot": "SKILL.md 常驻正文(RC-1) + chat-create.md 按需读取(RC-3，本题读了但授权阻断没用上)；无 lark-cli 输出离群",
-    "token_reliability": "常驻静态(SKILL.md 3751) + 按需读取(chat-create.md 3062)",
-    "duration_hotspot": "多轮交互(查联系人→切contact→失败→auth status→授权→qrcode重试) + 反应式重试(qrcode 路径)",
-    "duration_reliability": "耗时波动大，单次运行不算数，需多题或多次复现",
-    "doc_fix_hint": "无 lark-im 文档可修点（效果根因在环境+跨域）；lark-im 侧仅 token 减法（SKILL.md 常驻、chat-create.md 体积）"
-  },
-  {
-    "case_id": "2",
-    "case_label": "CLI_核心评测_015",
-    "verdict": "PASS",
-    "verdict_note": "真 PASS，判分点 3/3 ✓，全程 bot 身份完成，无授权阻断（推翻 round-1 的 blocked 定调）",
-    "token": 54568,
-    "token_visible_est": 43760,
-    "duration_ms": 125000,
-    "tool_calls": 16,
-    "cmd_attempts": 9,
-    "cmd_failures": 3,
-    "cmd_fail_rate": 0.33,
-    "discoverability_state": "① 从没读（chat-messages-list.md / messages-search.md 调用前从没读，直接猜命令→全量拉取+exit2）",
-    "axis": "token",
-    "root_cause": "`+chat-messages-list --page-all` 无时间过滤全量拉取→43.5KB持久化→Read 灌入 22556 tok；放大器是 chat-messages-list.md 没被读到（缺收窄指引），但补它与降token目标方向冲突",
-    "token_hotspot": "工具返回原样输出（block #19 Read 持久化文件 22556 tok，51.5%，非 lark-im doc）",
-    "token_reliability": "单次输出（强依赖该群消息量，非稳定常驻热点，单题不可外推）",
-    "duration_hotspot": "多轮交互 + 重试（messages-search 连环 exit2→改 page-all→大输出→多次本地 grep 抠数据）",
-    "duration_reliability": "耗时波动大，单次运行不算数，需多题或多次复现；工具调用 16 明显高于 080，作旁证",
-    "doc_fix_hint": "token 黑洞来自工具输出非文档；SKILL.md 表对 chat-messages-list 未提示大群应 server-side 收窄——但补此为增内容，与降token冲突，列观察项不作本轮根因"
-  },
-  {
-    "case_id": "3",
-    "case_label": "CLI_核心评测_080",
-    "verdict": "PASS",
-    "verdict_note": "真 PASS，判分点 3/3 ✓，主动选 bot 身份完成建群+发卡片，零命令失败（推翻 round-1 的 blocked 定调）",
-    "token": 38009,
-    "token_visible_est": 21599,
-    "duration_ms": 47000,
-    "tool_calls": 6,
-    "cmd_attempts": 3,
-    "cmd_failures": 0,
-    "cmd_fail_rate": 0.0,
-    "discoverability_state": "③ 读了即用（SKILL.md+chat-create.md+messages-send.md 调用前全读到且用上，无触达问题）",
-    "axis": "token",
-    "root_cause": "messages-send.md 单文件 5365 tok（内部 4 处『选 content flag』语义重叠 + Commands 全形态罗列）+ SKILL.md 常驻 + chat-create.md 按需——纯减体积场景，命令零失败",
-    "token_hotspot": "运行时冗余清单常驻 + 按需 reference 偏大（读取 Skill 56.4%：messages-send.md 5365 + SKILL.md 3751 + chat-create.md 3060）",
-    "token_reliability": "常驻静态(SKILL.md 3751) + 按需读取(messages-send.md 5365 子集reach0.333、chat-create.md 3060 子集reach0.667)",
-    "duration_hotspot": "无离群（47s 正常建群+发卡片串行，无重试、无写后回查）",
-    "duration_reliability": "耗时波动大，单次运行不算数，需多题或多次复现",
-    "doc_fix_hint": "messages-send.md 选型规则在 4 处重复表述、Commands 罗列全部媒体形态；SKILL.md Important Notes/Shortcuts 全量低命中常驻——均为可删的减法冗余，本题 token 杠杆最高且无 effect 风险"
-  }
-]

harness-opt/rounds/round-002/case-commands.json

@@ -1,27 +0,0 @@
-{
-  "1": [
-    "auth login",
-    "auth qrcode",
-    "contact +search-user"
-  ],
-  "3": [
-    "auth login",
-    "auth qrcode",
-    "auth status",
-    "im +chat-create",
-    "im +messages-send"
-  ],
-  "2": [
-    "auth login",
-    "auth qrcode",
-    "auth status",
-    "im +chat-messages-list",
-    "im +chat-search",
-    "im +messages-mget",
-    "im +messages-search",
-    "im +messages-send",
-    "im messages forward",
-    "schema im.messages.forward",
-    "schema im.messages.search"
-  ]
-}

harness-opt/rounds/round-002/child-cache.json

@@ -1,11 +0,0 @@
-{
-  "3": {
-    "score": 1.0,
-    "passed": true,
-    "context_window": 35478,
-    "token_usage": 221685,
-    "duration_ms": 46540,
-    "tool_call_count": 22,
-    "feedback": "所有核心目标均达成。执行者经历了两次试错（shell 引号问题、@file 语法不支持），但均自行修正并成功完成任务，符合合理的调试流程。群创建、卡片创建、消息发送三个决策点全部通过。卡片内容准确包含「今天晚上吃什么」文字，message_id 成功返回。\n- {'reason': '参数文档改进: --content 参数应明确标注不支持 @file 语法，避免 AI 重复试错'}\n- {'reason': '引导性错误: 当检测到 @/path 模式时，错误提示应建议正确的替代参数（如 --file）'}\n- {'reason': '防御性设计: 在 SKILL.md 补充大型 JSON 内容的分段写入指引，减少因引号转义导致的失败'}"
-  }
-}

harness-opt/rounds/round-002/diagnosis.md

@@ -1,113 +0,0 @@
-# Round 2 归因（parent=round-1 已采纳候选 51f2a70e；候选模块见 candidate_modules，由 candidate-writer 据诊断+reach 点名）
-
-> 目标（objective.json）：**在不回退成功率的前提下降低 lark-im skill 文档的 token 成本**。effect 是硬门槛、不可退化；token 与 duration 是并列成本杆。tier=T1，仅可改 `skills/lark-im/**`。
-> 判分点只当「什么算挂」的锚，不抄 grader 药方。
-> **本轮 trace = round-1 已采纳候选（51f2a70e，SKILL.md 已 trim 到约 3,915 tok）的行为**，不是 baseline。三题 session 实测已确认 SKILL.md 注入正文为 3,751 tok/题（与 trim 后体积一致），round-1 报告的 5,722 tok/题是 trim 前数字，已过期。
-
-## ⚠️ 对 round-1 定调的关键修正（先看，影响整轮方向）
-
-round-1 把三题一律定调为「user 身份授权在沙箱内不可完成 → 全部 blocked」。**实测 trace 推翻了这个 monolith：三题行为完全不同，只有 1 题真卡授权。**
-
-| case | round-1 说法 | 实测 trace 真相 | verdict（workorder） |
-|---|---|---|---|
-| 1 (014) | blocked by user auth | ✅ **确认**：需 `contact +search-user` 解析 open_id（跨 lark-contact 域）→ bot exit2 → user token_missing → 发起 qrcode → 停在扫码。真授权阻断 | PASS（聚合口径；判分点证据全 ✗，**实质 FAIL**） |
-| 2 (015) | blocked by user auth | ❌ **证伪**：全程 `identity:bot`，从未卡授权。搜群✓、定位「飞豆」消息✓、转发✓、@傅六铭✓，两次 `messages-send` 全 `ok:true`。**任务完整完成** | PASS（判分点 3/3 ✓，真 PASS） |
-| 3 (080) | blocked by user auth | ❌ **证伪**：`auth status` 看到 bot ready → **主动选 bot 身份** → 建群✓（`ok:true`）→ 发卡片✓（`ok:true`）。**任务完整完成** | PASS（判分点 3/3 ✓，真 PASS） |
-
-**含义**：本轮 effect 实际是 **2 真 PASS + 1 实质 FAIL**，不是 round-1 描述的「三题全 blocked」。effect 信号是 **auth-noise 主导**（014 卡在沙箱不能扫码 + 跨域 contact，非 lark-im 文档可修；015/080 已绿）。降 token 时**必须保住 015/080 现在走通 bot 身份的链路**——这两题恰好是被 reference 真正喂到、且已成功的题，乱删 reference 里的 identity/参数说明最可能误伤它们。
-
-## 跨 case 共同根因（优先看；按对 TOKEN 目标的杠杆排序）
-
-### RC-1（token，头号抓手，3 题全命中、最稳）—— SKILL.md `## Important Notes` + Shortcuts 全表常驻，本轮任务低命中
-- **现象**：SKILL.md 经 Skill 工具每题必加载（reach=1.0），实测 3,751 tok/题、三题一致（常驻静态）。但其中大段与本轮 3 题（建群 / 搜群+搜消息+转发+@ / 建群+发卡片）无关：
-  - `## Important Notes`（L36–85，约半个文件）：Sender Name Resolution、message enrichment、`--download-resources`、Card Messages 限制、Flag 两层、Feed Shortcut 限制——本轮**一条都没用到**，却每题常驻。
-  - `## Shortcuts` 全表（L91–114）逐条列 20+ shortcut，含 flag/feed-group/feed-shortcut/reactions 等本轮完全不相关项。
-- **可信度=常驻静态**：tiktoken 可测、跨题稳定（3,751×3）。这是降 token 最稳的发力点，且 3 题全命中（reach=1.0），降幅不被任何子集稀释。
-- **axis=token**。文档位置：`skills/lark-im/SKILL.md` 的 `## Important Notes` 低命中小节 + `## Shortcuts` 全量表。
-- **方向张力（必须标注）**：这是 round-1 已经动过一刀的同一文件（折叠了 API Resources/权限表）。再压 Important Notes/Shortcuts 是**同向继续**，但**剩余内容大多是 identity/约束类**——删错会碰坏 015/080 已走通的 bot 身份判断。candidate-writer 取舍时这是 effect 风险点，不是 RC-1 不成立。
-
-### RC-2（token，次级抓手，080 命中、按需读取）—— `messages-send.md` 单文件偏大且内部高度冗余
-- **现象**：080 读了 `messages-send.md`，实测 **5,365 tok**——本轮所有按需 reference 里最大的单块（占 080 visible 的 24.8%）。该 reference 实测被读且**确实用上了**（080 据此发卡片成功），不是「读了没用」。
-- **从文档看为何这么大**：messages-send.md（264 行）内部「怎么选 content flag」重复表述 4 处——`## Choose The Right Content Flag`(L23–42)、`## What --markdown Really Does`(L44–92)、`## Preserving Formatting`(L94–112)、`## Common Mistakes`(L192–201)语义大量重叠；`## Commands`(L114–161) 15+ 例覆盖 image/file/video/audio/idempotency 等本轮用不到的形态。这是「单文件冗余 + 全形态罗列」，不是信息缺失。
-- **可信度=按需读取**：只在实读它的子集（reach=0.333，仅 080）里计入，压缩降幅在该子集不被稀释——但**子集只有 1 题**，证据基数小，效果需评测确认（见数据缺口）。
-- **axis=token**。文档位置：`skills/lark-im/references/lark-im-messages-send.md`。
-
-### RC-3（token，次级抓手，014+080 命中、按需读取）—— `chat-create.md` 按需读取偏大
-- **现象**：014 与 080 都读了 `chat-create.md`，实测 3,060–3,062 tok（reach=0.667）。080 据此建群成功（用上了）；014 读后因 user 授权阻断没走到建群（读了但本题没用上）。
-- **可信度=按需读取**（reach=0.667，子集 2 题）。体积本身不离群，杠杆低于 RC-2，列为更次级。
-- **axis=token**。文档位置：`skills/lark-im/references/lark-im-chat-create.md`。
-
-### RC-4（效果，无文档根因 / 本轮不可修）—— 014 的 user 授权阻断 + 跨域 contact 依赖
-- **现象**：014 需先解析「傅一铭/傅二铭」open_id，走 `contact +search-user`（**lark-contact 域，不在 candidate_modules**）：bot 身份 exit2（invalid_argument）→ `--as user` token_missing → 发起 `auth login`+qrcode → 停在扫码。判分点证据全 ✗。
-- **归因落点**：根因=沙箱不能交互扫码（环境）＋ 跨域 contact 命令不可用（非 lark-im）。**lark-im 文档侧无根因、无可修点**——这正是约束 3 的「无文档根因 / 本题不改」出口，不要为凑根因往 lark-im doc 上硬编。
-- **axis=效果**，标注**无文档根因 / 本轮不改**。effect 维持 baseline 即可，不要试图改路由让 014「修绿」（用户显式要本人身份解析联系人，改 bot 是 reward-hack）。
-
-## 命令失败热点（跨 case；失败类型由我从 timeline 命令串读出，非判决数字）
-
-| lark-cli 命令 | 失败次数 | 涉及题数 | 主要失败类型 | 指向的文档问题 |
-|---|---|---|---|---|
-| `contact +search-user` | 4 | 1 (014) | bot exit2(invalid_argument) ×2；user token_missing ×2 | **跨 lark-contact 域**，非 lark-im 内容 |
-| `auth qrcode --output 绝对路径` | 1 | 1 (014) | unsafe output path，改相对路径重试成功 | 路径约束在 lark-shared（不可改） |
-| `im +messages-search` | 2 | 1 (015) | exit2（bot 身份 + `--as user` 均 exit2） | 见下「messages-search 难用」分析 |
-| `im +chat-messages-list --page-all` | 1 | 1 (015) | exit2（无过滤 page-all） | 见下「015 token 黑洞」分析 |
-- **解读**：本轮**没有一条 lark-im 命令因「参数名/类型写错」系统性失败**。080 三条命令 0 失败；015 的失败集中在 `messages-search`（见下）。这意味着**没有 lark-im 侧的常规「报错/参数整形」工单**——与 RC-1/2/3 的 token 方向一致，本轮抓手是减体积不是补内容。
-
-### 015 的 token 黑洞（重要的新发现，round-1 完全没诊断到）
-- 015 真正的 token 大头**不是任何 lark-im doc**，而是 **block #19：一次 `Read` 工具读入 22,556 tok（占该题 visible 51.5%）**。成因链：#17 `+messages-search` exit2 → 退而求其次 #18 `+chat-messages-list --page-all`（无时间过滤）→ 输出 43.5KB 被持久化到文件 → agent `Read` 整个文件 → 22.5k tok 灌进上下文。后面又靠本地 `grep`(#27–33) 抠出「飞豆」两条。
-- **从文档角度**：`chat-messages-list.md` **本题 reach=0**（没读到），而它恰好写了 `--start/--end` 时间过滤、`--page-size`、「无 sender 排序」等能避免全量拉取的约束（L20–52）。SKILL.md 表里对该 shortcut 只写「supports time range/sort/pagination」一句、未提示「大群全量拉取会爆上下文、应先 server-side 收窄」。**这是一个真实的「该读没读 → 全量灌入」放大器**（约束 5 状态①：调用前从没读该 reference）。
-- **但这条对本轮目标是「方向张力」，不是干净的 token 抓手**：要避免全量灌入，文档侧只能**增加**收窄指引（前置或加 caution），这与「降 token」的常驻成本目标**方向相反**（见硬性约束 7 的冲突记录）。且 22.5k 黑洞是**单次工具输出**（单次输出可信度、单题、强烈依赖该群消息量），不是稳定常驻热点。**结论：列为观察项交评测裁决，不要当成 RC-1 那种干净抓手去推「前置 chat-messages-list」——很可能只增 token 不省。**
-
-## 可发现性时序（约束 5 三态；判「前置能不能救」的决定性证据）
-> 对每条相关 reference / `--help`，按相对首次失败调用的读取时序统计。`--help` 扫 Bash（本轮 3 题均未跑任何 `--help`）。
-
-| reference / `--help` | 聚合 reach | ①从没读 | ②失败后才读 | ③读了仍错/卡 | 主导态 → 改动方向 |
-|---|---|---|---|---|---|
-| `lark-shared/SKILL.md` | 1.0 | 0 | 0 | — | 三题调用前都读了；014 仍卡（环境，非内容）；不可改 |
-| `chat-create.md` | 0.667 | 0 | 0 | — | 080 调用前读→建群成功；014 调用前读→授权阻断（非 reference 错）。**非触达问题** |
-| `messages-send.md` | 0.333 | 0 | 0 | — | 080 调用前读→发卡片成功。**非触达问题** |
-| `chat-messages-list.md` | 0.0 | 1 (015) | 0 | — | ① **015 调用前从没读**→直接 `--page-all` 全量拉取→token 黑洞。触达缺口，但补它=增 token，与目标冲突（见上） |
-| `messages-search.md` | 0.0 | 1 (015) | 0 | — | ① 015 从没读 messages-search.md，直接猜 `+messages-search` ×2 → exit2。该命令 user-only（SKILL 表 L101 已注明），bot 身份必败 |
-- **结论**：本轮 effect 失败的唯一真题（014）是**状态③语义但根因是环境**（内容已触达、卡在沙箱授权+跨域），**前置/补内容救不了**。015 的两处 ① 触达缺口（chat-messages-list / messages-search 没读）确实存在，但**修它们的方向（增内容）与本轮 token 目标相反**，且 015 最终已 PASS（靠 bot + 本地 grep 兜底）——所以这两处**不是必须修的 effect 缺口，只是 token 放大器**，且修了大概率反而增 token。
-- **对 candidate-writer 的含义**：**本轮没有「该前置」的干净 case**。RC-1/2/3 都是「调用前已读、内容够用 → 减体积」的纯 token 减法，不涉及触达。不要被 015 的两处 ① 诱导去推前置——那会与目标背道而驰。
-
-## 方向冲突记录（硬性约束 7）
-- **减体积（RC-1/2/3，与 objective.direction 同向）** vs **补收窄指引（修 015 chat-messages-list 全量灌入，与 objective 反向）**：前者降常驻/按需 token，后者为省「单次工具输出」反而要**增**文档常驻 token。两者方向相反，**不可合并**。本轮目标是降 token，应取减体积一侧；015 的全量灌入作为观察项记录、不作为本轮要补的内容根因。
-
-## 差距台账复盘
-- 无（round 2，`discard-ledger.json` 为空，无已跑未采纳候选）。
-
-## 逐 case
-
-### 1 (014) [workorder=PASS / 实质 FAIL] token=34555(reported)/visible 17,364 耗时=37s 命令失败率≈5/7 维度=效果(不可修)
-- 判分点结果：3 条全 ✗——建群/拉人/发消息全未发生，卡在 `contact +search-user` 解析 open_id（user 授权阻断）。verdict=PASS 系聚合口径，按判分点证据当 FAIL 处理。
-- 命令失败：≈5/7。`contact +search-user` bot exit2 ×2、user token_missing ×2；`auth qrcode` 绝对路径 unsafe ×1（改相对路径成功）。**全部非 lark-im 命令的内容错误**。
-- 可发现性时序：调用前读了 SKILL.md(reach=1.0)+chat-create.md(3,062 tok)；失败在更上游的跨域 contact + 授权。**非 lark-im 触达问题**。
-- token 归因：SKILL.md 正文 3,751（常驻静态，21.6%）+ chat-create.md 3,062（按需，17.6%，本题没走到建群=读了没用上）+ 系统 Skill 列表注入 4,612（固定开销，不归因）。lark-cli 命令累计含多次短失败回显，单条都短、非热点。
-- 耗时归因：本题往返多（查联系人→切 contact→失败→auth status→授权→qrcode 重试）。多为授权链路 + 跨域固有串行 + 反应式重试（duration 弱信号，需多轮复现）。
-- 文档根因：效果=沙箱 user 授权 + 跨域 contact（环境，**无 lark-im 文档根因，本轮不改**）；token=SKILL.md 常驻（RC-1）+ chat-create.md 按需（RC-3）。
-
-### 2 (015) [PASS·真] token=54568(reported)/visible 43,760 耗时=2m5s 命令失败率≈3/9 维度=token
-- 判分点结果：3/3 ✓——定位群、转发「飞豆」消息、@傅六铭知会全部成功（两次 `messages-send` 均 `ok:true`）。**全程 bot 身份，无授权阻断**。
-- 命令失败：≈3/9。`+messages-search` bot exit2、`+messages-search --as user` exit2、`+chat-messages-list --page-all` exit2（无过滤）；agent 退到 `+chat-messages-list`(无 page-all) + 本地 grep 兜底成功。
-- 可发现性时序：① `messages-search.md` / `chat-messages-list.md` **调用前从没读**（reach=0），直接猜命令。messages-search 是 user-only（SKILL 表 L101 已注明）、bot 身份必败——agent 没看清就猜。
-- token 归因：**本题 token 大头不是 lark-im doc**，是 block #19 一次 `Read` 持久化文件 = **22,556 tok（51.5%，其他工具调用/返回）**，成因=`--page-all` 无过滤全量拉取→43.5KB→Read 灌入（单次输出可信度，强依赖该群消息量）。SKILL.md 正文 3,749（常驻）。lark-shared 3,749（跨 skill，不归因 lark-im）。
-- 耗时归因：本题最长(2m5s)，主因是 messages-search 连环失败→改用 page-all→大输出→多次本地 grep 抠数据的多轮往返（duration 弱信号；工具调用 16 raw32，明显高于 080，作旁证）。
-- 文档根因：token 黑洞的放大器=`chat-messages-list.md` 没被读到 + SKILL.md 表未提示大群应 server-side 收窄——但**补这条与降 token 目标相反**（方向张力，见上），列为观察项；本题已 PASS。常规 token 抓手仍是 RC-1（SKILL.md 减体积）。
-
-### 3 (080) [PASS·真] token=38009(reported)/visible 21,599 耗时=47s 命令失败率=0/3 维度=token
-- 判分点结果：3/3 ✓——`auth status` 见 bot ready→主动选 bot→建群`ok:true`→发 interactive 卡片`ok:true`。**任务完整完成，零命令失败**。
-- 命令失败：0/3。三条 lark-cli（auth status / chat-create / messages-send）全成功。
-- 可发现性时序：调用前读 SKILL.md + chat-create.md(3,060) + messages-send.md(5,365)，全部状态③（调用前已读且用上）。**无触达问题**。
-- token 归因：**本题是纯 token 抓手题**——读取 Skill 占 56.4%：messages-send.md 5,365（按需，最大单块，RC-2）+ SKILL.md 3,751（常驻，RC-1）+ chat-create.md 3,060（按需，RC-3）。三块 reference/SKILL 都实读且 RC-2 的 messages-send.md 确实用上了。系统 Skill 列表注入 4,612（固定开销，不归因）。
-- 耗时归因：47s，全部为正常建群+发卡片串行，无重试、无写后回查（无离群）。
-- 文档根因：无效果根因（已绿）；token=RC-2(messages-send.md 内部冗余) + RC-1(SKILL.md 常驻) + RC-3(chat-create.md)。**本题 token 杠杆最高且无 effect 风险**（命令全成功，减 reference 体积不碰已走通链路）。
-
-## 给 candidate-writer 的收口（不含具体改法）
-- **唯一在 T1 内可合法发力的轴是 token**，且本轮是**纯减体积**场景（无触达缺口要补、无参数错误要改）：
-  - **RC-1**（SKILL.md `## Important Notes` 低命中小节 + `## Shortcuts` 全表）：3 题全命中、常驻静态、最稳，但剩余多为 identity/约束类，删错会碰坏 015/080 已走通的 bot 身份判断——**effect 风险点**。
-  - **RC-2**（messages-send.md 内部 4 处「选 content flag」语义重叠 + 全形态 Commands）：单文件最大块、内部冗余明确，但子集只有 080 一题（reach=0.333），证据基数小、效果需评测确认。
-  - **RC-3**（chat-create.md 按需偏大）：杠杆最低，列为更次级。
-- **effect 不可在本轮 T1 内合法抬升**：014 是环境（沙箱不能扫码）+ 跨域 contact，无 lark-im 文档根因。015/080 已真 PASS。候选必须**保住 015/080 走通 bot 身份的 identity/参数说明**，降 token 时别误伤。
-- **不要推前置**：本轮没有「该前置」的干净 case。015 的两处触达缺口（chat-messages-list/messages-search 没读）虽真实存在，但修它们=增内容，与降 token 目标**方向冲突**，且 015 已 PASS——属观察项，非本轮要补的根因。
-- **缺失信息（doc_fix_hint 语气）**：SKILL.md 的 Important Notes/Shortcuts 全量罗列、本轮低命中却每题常驻；messages-send.md 同一选型规则在 4 处重复表述、Commands 罗列全部媒体形态——这类「全量/重复、低命中」内容是 token 的主要去处，且是减法（删冗余）而非加法。
-- **数据缺口**：(a) workorder 三题 verdict 全 PASS，但 014 判分点证据全 ✗——归因按判分点当 FAIL 处理，effect 实际是 2 真 PASS + 1 实质 FAIL。(b) RC-2/RC-3 子集小（messages-send.md 仅 080、chat-create.md 仅 014+080），单轮证据基数小，token 降幅需评测在子集上确认。(c) 015 的 22.5k 黑洞是单次工具输出，强依赖该群消息量，非稳定常驻热点，单题不可外推。(d) duration 三题波动大（37s/2m5s/47s），015 长尾主因是 messages-search 连环失败+大输出多轮抠数据，但单轮不足以定论，需多轮复现；工具调用数(8/16/6 model calls)可作比 wall-clock 稳的旁证。(e) 工具调用次数 session-analyze(model calls 8/16/6) 与 workorder 趋势表(R1 均值 26.3) 口径不一致，趋势表疑似含 raw 计数，旁证以 timeline 实际往返为准。

harness-opt/rounds/round-002/discard-ledger.json

@@ -1 +0,0 @@
-[]

harness-opt/rounds/round-002/failure-memory.json

@@ -1 +0,0 @@
-[]

harness-opt/rounds/round-002/module-reach.json

@@ -1,220 +0,0 @@
-{
-  "skills/lark-im/SKILL.md": {
-    "reach": 1.0,
-    "read_cases": [
-      "1",
-      "2",
-      "3"
-    ],
-    "actual_cases": [
-      "1",
-      "2",
-      "3"
-    ],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": true
-  },
-  "skills/lark-im/references/lark-im-chat-create.md": {
-    "reach": 0.667,
-    "read_cases": [
-      "1",
-      "3"
-    ],
-    "actual_cases": [
-      "1",
-      "3"
-    ],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-chat-identity.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-chat-list.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-chat-messages-list.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-chat-search.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-chat-update.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-feed-group-list-item.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-feed-group-list.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-feed-group-query-item.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-feed-groups.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-feed-shortcut-create.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-feed-shortcut-list.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-feed-shortcut-remove.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-flag-cancel.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-flag-create.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-flag-list.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-message-enrichment.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-messages-mget.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-messages-reply.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-messages-resources-download.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-messages-search.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-messages-send.md": {
-    "reach": 0.333,
-    "read_cases": [
-      "3"
-    ],
-    "actual_cases": [
-      "3"
-    ],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-reactions.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-threads-messages-list.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  }
-}

harness-opt/rounds/round-002/review.json

@@ -1,15 +0,0 @@
-{
-  "generated_by": "lark-cli-harness:opt-reviewer",
-  "verdict": "PASS",
-  "module": "skills/lark-im/references/lark-im-messages-send.md",
-  "tier": "T1",
-  "reason": "纯结构性去重：16407→6399 字节(-61%)与策略一致；逐项核对每条承重指令(互斥规则、video-cover 必配、cwd-relative/绝对路径拒绝、markdown→post 边界、三套 <at> 语法、content 各 msg_type 样例、Safety Constraints、identity+scope 映射)均原样保留在新文档内联，删的全是重复/过度罗列(4× 选型规则、镜像 --help 的 Parameters 表、Common Mistakes、Notes、冗余 Commands)。无硬编码评测答案、未针对 080 卡片流窄化、未碰 SKILL.md 身份路由、单文件单根因。",
-  "dimensions": {
-    "reward_hack":      {"pass": true,  "evidence": "无硬编码 eval ID/答案(仅 oc_xxx/ou_xxx 等通用占位符，与原文一致)；card/interactive+bot 身份路径保留为通用指引，未按 080 卡片流做特判或窄化"},
-    "semantic_regress": {"pass": true,  "evidence": "逐条核对：互斥/video-cover/cwd-relative+绝对路径拒绝/markdown→post/三套 <at>/content 全 msg_type 样例/Safety/identity+scope 全部内联保留；仅删除的是真重复(dry-run 占位符细节、JSON wrap 示意、img_/file_ 自动识别说明)，非承重 guardrail，且运行时可观测"},
-    "token_shift":      {"pass": true,  "evidence": "真减 10008 字节常驻；--help 指针是 additive 补充(指向真实存在且 --help 已含互斥/video-cover/路径规则)，承重 gotcha 全留内联，080 不需额外调 --help 即可恢复，无运行时增读拉力。注:work-order 提的 schema im.messages.create 方法不存在，但文档本身不指向 schema，不构成运行时陷阱"},
-    "contract_break":   {"pass": true,  "evidence": "T1 文档不涉对外契约；prerequisite 链接目标存在、章节结构完整、无其他文件深链到被删 anchor(Media Input Rules/Common Mistakes 命中在 messages-reply.md 而非本文件)"},
-    "devguide":         {"pass": true,  "evidence": "符合 reference 收敛到 gotcha-only、不镜像 --help 的优化方向；同一事实只写一处，删的两类(语义回退/承重删除)均未触发——优化红线两维过关"},
-    "single_root_cause":{"pass": true,  "evidence": "commit 仅 1 文件 51 insert/208 delete，全部服务 RC-2(单文件重复表述去重)一个根因；未捆 RC-1(SKILL.md)/RC-3(chat-create)，未把无关删除以 token 对冲缝入"}
-  }
-}

harness-opt/rounds/round-002/round.json

@@ -1,380 +0,0 @@
-{
-  "round": 2,
-  "status": "admitted",
-  "parent_id": "a1333f2e1f7e98bf6f705814b92cacae1f43565759e4e0c24a0a4700b241649e",
-  "parent_worktree": "/Users/bytedance/Projects/cli",
-  "child_worktree": "/Users/bytedance/Projects/cli",
-  "base_commit": "51f2a70e6dffeea65d928badb6207408490dc215",
-  "module": "skills/lark-im/references/lark-im-messages-send.md",
-  "candidate_modules": [
-    "skills/lark-im/SKILL.md",
-    "skills/lark-im/references/lark-im-chat-create.md",
-    "skills/lark-im/references/lark-im-chat-identity.md",
-    "skills/lark-im/references/lark-im-chat-list.md",
-    "skills/lark-im/references/lark-im-chat-messages-list.md",
-    "skills/lark-im/references/lark-im-chat-search.md",
-    "skills/lark-im/references/lark-im-chat-update.md",
-    "skills/lark-im/references/lark-im-feed-group-list-item.md",
-    "skills/lark-im/references/lark-im-feed-group-list.md",
-    "skills/lark-im/references/lark-im-feed-group-query-item.md",
-    "skills/lark-im/references/lark-im-feed-groups.md",
-    "skills/lark-im/references/lark-im-feed-shortcut-create.md",
-    "skills/lark-im/references/lark-im-feed-shortcut-list.md",
-    "skills/lark-im/references/lark-im-feed-shortcut-remove.md",
-    "skills/lark-im/references/lark-im-flag-cancel.md",
-    "skills/lark-im/references/lark-im-flag-create.md",
-    "skills/lark-im/references/lark-im-flag-list.md",
-    "skills/lark-im/references/lark-im-message-enrichment.md",
-    "skills/lark-im/references/lark-im-messages-mget.md",
-    "skills/lark-im/references/lark-im-messages-reply.md",
-    "skills/lark-im/references/lark-im-messages-resources-download.md",
-    "skills/lark-im/references/lark-im-messages-search.md",
-    "skills/lark-im/references/lark-im-messages-send.md",
-    "skills/lark-im/references/lark-im-reactions.md",
-    "skills/lark-im/references/lark-im-threads-messages-list.md"
-  ],
-  "module_reach": {
-    "skills/lark-im/SKILL.md": {
-      "reach": 1.0,
-      "read_cases": [
-        "1",
-        "2",
-        "3"
-      ],
-      "actual_cases": [
-        "1",
-        "2",
-        "3"
-      ],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": true
-    },
-    "skills/lark-im/references/lark-im-chat-create.md": {
-      "reach": 0.667,
-      "read_cases": [
-        "1",
-        "3"
-      ],
-      "actual_cases": [
-        "1",
-        "3"
-      ],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-chat-identity.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-chat-list.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-chat-messages-list.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-chat-search.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-chat-update.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-feed-group-list-item.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-feed-group-list.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-feed-group-query-item.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-feed-groups.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-feed-shortcut-create.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-feed-shortcut-list.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-feed-shortcut-remove.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-flag-cancel.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-flag-create.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-flag-list.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-message-enrichment.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-messages-mget.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-messages-reply.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-messages-resources-download.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-messages-search.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-messages-send.md": {
-      "reach": 0.333,
-      "read_cases": [
-        "3"
-      ],
-      "actual_cases": [
-        "3"
-      ],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-reactions.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-threads-messages-list.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    }
-  },
-  "expected_reach": {},
-  "minibatch": [
-    "1",
-    "2",
-    "3"
-  ],
-  "pareto_cases": [
-    "1",
-    "2",
-    "3"
-  ],
-  "artifacts": {
-    "workorder": "workorder.md",
-    "diagnosis": "diagnosis.md",
-    "attribution": "attribution.json",
-    "strategy": "strategy.md",
-    "review": "review.json",
-    "trend": "trend.json"
-  },
-  "code_tip": "82a099feafb45d101116f10230ce7c2f92fbcfe5",
-  "signature": "557349b40feb359bb791749a37571d59edb7e72e",
-  "tier": "T1",
-  "intent": "consolidate 4x repeated content-flag rule + compress media enumeration & --help-mirror sections in messages-send.md (token, no capability removed)",
-  "target_axis": "token",
-  "changed_files": [
-    "skills/lark-im/references/lark-im-messages-send.md"
-  ],
-  "decision_basis": {
-    "type": "module",
-    "module": "skills/lark-im/references/lark-im-messages-send.md"
-  },
-  "decision_cases": [
-    "3"
-  ],
-  "review": {
-    "generated_by": "lark-cli-harness:opt-reviewer",
-    "verdict": "PASS",
-    "module": "skills/lark-im/references/lark-im-messages-send.md",
-    "tier": "T1",
-    "reason": "纯结构性去重：16407→6399 字节(-61%)与策略一致；逐项核对每条承重指令(互斥规则、video-cover 必配、cwd-relative/绝对路径拒绝、markdown→post 边界、三套 <at> 语法、content 各 msg_type 样例、Safety Constraints、identity+scope 映射)均原样保留在新文档内联，删的全是重复/过度罗列(4× 选型规则、镜像 --help 的 Parameters 表、Common Mistakes、Notes、冗余 Commands)。无硬编码评测答案、未针对 080 卡片流窄化、未碰 SKILL.md 身份路由、单文件单根因。",
-    "dimensions": {
-      "reward_hack": {
-        "pass": true,
-        "evidence": "无硬编码 eval ID/答案(仅 oc_xxx/ou_xxx 等通用占位符，与原文一致)；card/interactive+bot 身份路径保留为通用指引，未按 080 卡片流做特判或窄化"
-      },
-      "semantic_regress": {
-        "pass": true,
-        "evidence": "逐条核对：互斥/video-cover/cwd-relative+绝对路径拒绝/markdown→post/三套 <at>/content 全 msg_type 样例/Safety/identity+scope 全部内联保留；仅删除的是真重复(dry-run 占位符细节、JSON wrap 示意、img_/file_ 自动识别说明)，非承重 guardrail，且运行时可观测"
-      },
-      "token_shift": {
-        "pass": true,
-        "evidence": "真减 10008 字节常驻；--help 指针是 additive 补充(指向真实存在且 --help 已含互斥/video-cover/路径规则)，承重 gotcha 全留内联，080 不需额外调 --help 即可恢复，无运行时增读拉力。注:work-order 提的 schema im.messages.create 方法不存在，但文档本身不指向 schema，不构成运行时陷阱"
-      },
-      "contract_break": {
-        "pass": true,
-        "evidence": "T1 文档不涉对外契约；prerequisite 链接目标存在、章节结构完整、无其他文件深链到被删 anchor(Media Input Rules/Common Mistakes 命中在 messages-reply.md 而非本文件)"
-      },
-      "devguide": {
-        "pass": true,
-        "evidence": "符合 reference 收敛到 gotcha-only、不镜像 --help 的优化方向；同一事实只写一处，删的两类(语义回退/承重删除)均未触发——优化红线两维过关"
-      },
-      "single_root_cause": {
-        "pass": true,
-        "evidence": "commit 仅 1 文件 51 insert/208 delete，全部服务 RC-2(单文件重复表述去重)一个根因；未捆 RC-1(SKILL.md)/RC-3(chat-create)，未把无关删除以 token 对冲缝入"
-      }
-    }
-  },
-  "child_k": 5,
-  "eval_trace": null,
-  "retro": {
-    "cause": "已入池",
-    "noise_borderline": false,
-    "summary": "越带入池，无需复盘补发"
-  },
-  "retro_sessions": [
-    {
-      "case": "3",
-      "session": null,
-      "axis": "token",
-      "expect": "降",
-      "parent": 37942,
-      "child": 35478,
-      "gain": "收益现",
-      "pass_delta": null
-    }
-  ],
-  "verdict": "admitted",
-  "ci": null,
-  "new_candidate": "557349b40feb359bb791749a37571d59edb7e72e",
-  "decision": {
-    "parent_success": 1.0,
-    "child_success": 1.0,
-    "parent_score": 0.6,
-    "child_score": 1.0,
-    "score_saved": 0.4,
-    "score_threshold": 0.09532271373123208,
-    "parent_token": 37942.0,
-    "child_token": 35478.0,
-    "saved": 2464.0,
-    "threshold": 4532.708313776408,
-    "parent_duration": 45769.0,
-    "child_duration": 46540.0,
-    "dur_saved": -771.0,
-    "dur_threshold": 4899.200953624988,
-    "dur_margin": 1.0,
-    "missing_duration": [],
-    "k_child": 5,
-    "k_parent": 5,
-    "decision_n": 1,
-    "missing_context": [],
-    "missing_score": [],
-    "parent_token_acc": 251669.0,
-    "child_token_acc": 221685.0,
-    "phi0_score": 0.5333333333333333,
-    "eff_margin": 1.0,
-    "parent_token_full": 37942.0,
-    "child_token_full": 35478.0,
-    "saved_full": 2464.0,
-    "observe_n": 1,
-    "target_axis": "token",
-    "admitted": true,
-    "reason": "score_gain"
-  },
-  "patch": "verify_results/round-002-lark-im-references-lark-im-messages-send.patch"
-}

harness-opt/rounds/round-002/strategy.md

@@ -1,48 +0,0 @@
-# Round 2 候选策略（模块=references/lark-im-messages-send.md, tier=T1, 主指标=token）
-
-## 根因与选择
-
-| 根因 | 来源(评测归因/规范经验) | 承载模块(reach) | annotation 风险级 | coverage 档 | P级 | 选中 |
-|---|---|---|---|---|---|---|
-| RC-2: messages-send.md 单文件最大、内部「选 content flag」规则重复 4 处 + 全媒体形态罗列 + Parameters/Notes 镜像 --help | 评测归因①（080 实读实用）＋规范经验②（annotation R1×140/R2×109，仅 1 段 R3） | references/lark-im-messages-send.md (0.333) | R1/R2 主导，唯一 R3=Safety Constraints(L9–22) | 密 / overfit 低 | P1 | ✅ |
-| RC-1: SKILL.md `## Important Notes` 低命中 + `## Shortcuts` 全表常驻 | 评测归因①（reach=1.0，3 题全命中） | SKILL.md (1.0) | R2/R3 混合（identity/约束密集） | 密 / 中 | P0(命中) 但 effect 高风险 |  |
-| RC-3: chat-create.md 按需偏大 | 评测归因① | references/lark-im-chat-create.md (0.667) | — | 密 | P1 |  |
-
-- **选中理由**：RC-2 是诊断点名「最干净的 token 杠杆」——单文件最大块（实测 ~5,365 tok，占 080 visible 24.8%），且 080 调用前已读、确实据它发卡片成功（reach=0.333、actual=1，非「读了没用」）。annotation 证实它 R1/R2 主导（140 R1 + 109 R2 行，可重构/可压缩），唯一 R3 段是 Safety Constraints(L9–22)，我**原样保留语义**。coverage=「密」、overfit「低」→ 本轮 eval 能在 080 上裁真伪。这是纯减体积、零能力删除、不碰 SKILL.md 路由的改动。
-- **为什么不选 RC-1**：reach=1.0、命中率最高，但 diagnosis 明确标它为 **effect 风险点**——剩余内容多为 identity/约束类，正是驱动 015/080 走通 bot 身份判断的承重内容；objective 的**硬门槛是「保住成功率」**，动 SKILL.md 最可能误伤这条已绿链路。本轮放弃，避免拿成功率换 token。
-- **为什么不选 RC-3**：diagnosis 判其杠杆最低（体积不离群），列为更次级；同一根因一轮只动一个，留待后续轮次。
-- **选模块理由**：messages-send.md reach=0.333>0（满足 reach 锁），承载选中的 RC-2，是非域 reference、改它不触碰 SKILL.md 的身份路由面。多文件无——本轮只动这一个文件。
-- **规范经验源补注**：对照 content-taxonomy——「单命令用法/长示例/与 --help 重复」类默认 R0/R1，「一般行为规则/CLI 机制约定」默认 R2；本文件的重复选型规则、全形态 Commands、Parameters/Notes 镜像即此类，处理方向为「留命中率最高一处，其余删或指针」「高频留 2–3 例，长的下沉」。当轮可被 080 裁真伪（coverage 密/overfit 低）。
-
-## 改了什么（逐处）
-- **L23–43 `## Choose The Right Content Flag` + `### --text vs --markdown`**：两段语义重叠的选型说明 → 合并为单张 4 行选型表（markdown/text/content/media），并把互斥规则并入表后一句。删掉 `### --text vs --markdown` 整段（与表重复）。
-- **L44–82 `## What --markdown Really Does` + `### Markdown Boundaries` + `### Image Constraint`**：三段约 39 行 → 压成 `## --markdown Gotchas` 三条要点（强制 post/无 title、标题改写规则、图片预上传 vs 远程 URL vs 本地路径不支持）。删掉 JSON wrap 示意、逐条 boundary 罗列等可由行为观察得到的展开。
-- **L83–93 图片预上传双命令示例**：并入 `## Commands` 的一条 markdown+image 示例（保留 `im images create` → 引用 img_xxx 的关键两步）。
-- **L114–161 `## Commands`（15+ 例覆盖全媒体形态）+ `## Media Input Rules`**：压成代表性示例（markdown / text / DM / post-title / markdown+image / 4 个媒体一组 / idempotency+dry-run），媒体路径规则收成 `--help` 指针后的 3 条 load-bearing gotcha（cwd-relative/绝对路径拒绝、video-cover 必配、msg-type 推断冲突）。
-- **L169–191 `## Parameters` 表**：删除镜像 `--help` 的逐参数描述，改为「Run `lark-cli im +messages-send --help`」指针 + 仅保留 --help 不显然的三条硬规则（已并入 Commands 末尾）。
-- **L192–202 `## Common Mistakes`**：整段删除——逐条都是选型表/markdown gotcha 的反向重述（第 4 次重复选型规则），删后选型信息仍在表里。
-- **L203–216 `## content Format Reference`**：保留（构造 `--content` 的 gotcha），把 image/file/audio 三行合并为一行省重复。
-- **L227–248 `## @Mention Format`**：保留全部三种 msg_type 的 `<at>` 语法（text/post/interactive 各异、AI 猜不到），压紧为两条要点、去掉小标题与重复散文。
-- **L249–264 `## Notes`**：整段删除——逐条（互斥/media 上传/scope/markdown 强制 post/video-cover/msg-type 冲突）均已在 Safety Constraints、选型表、--markdown Gotchas、Commands 指针处各保留一处单一事实源。
-
-## 为什么这么改（机制）
-- **消除根因的因果链**：该 reference 的体积来自「同一份选型规则在 4 个 section 重复 + 全媒体形态逐条罗列 + Parameters/Notes 镜像 --help」。token 不是被任务必需信息占用，而是被**重复表述**占用。按「同一份事实只写一次」（锚点 1）合并到单一事实源后，每条 load-bearing 信息仍恰好出现一次，080 这类「读该 reference→发消息」的题，读入 token 直接下降而行为不变。
-- **不删能力**：每个 flag（text/markdown/content/image/file/video/audio/idempotency/dry-run/msg-type/video-cover/as）、每条硬约束（互斥、video-cover 必配、cwd-relative 路径、绝对路径拒绝、markdown 强制 post/无 title、msg-type 冲突校验）、三套 `<at>` 语法、content 各 msg_type 样例、Safety Constraints、identity+scope 映射——全部保留，只是从「重复 N 次/逐条罗列」变成「一处/代表性示例 + --help 指针」。
-- **规范经验源**：依 optimization-playbook「reference 收敛到 gotcha-only，不做 --help 镜像」——Parameters 全表/全形态 Commands 属 USAGE，下沉到 `--help` 指针；保留的是 --help 表达不了的跨 flag 互斥、媒体路径安全、markdown→post 边界、@mention 按类型差异等 gotcha。annotation 标这些段为 R1（可重构/下沉），符合处理方向；唯一 R3（Safety）原样保留。
-
-## 预期效果
-- **成功率**：不退化。080（唯一读该文件的题）的发卡片链路依赖的是 `--content`/`interactive`、identity=bot、chat-id——全部保留；选型表、content Format Reference、Safety、scope 都在。015/080 走通 bot 身份的判断由 SKILL.md + identity 段承载，本轮**没碰 SKILL.md**，零误伤面。014 与本文件无关（reach 不含 014）。
-- **context（分两层）**：
-  - (1) **静态字数差**：16,407 → 6,399 chars（-61.0%）；tiktoken cl100k 3,869 → 1,799 tok（-53.5%）。（注：diagnosis 报 ~5,365 tok 系另一 tokenizer/含注入开销；此处用 cl100k 自测，方向与幅度一致。）
-  - (2) **运行时 context 方向**：仅在**实读该 reference 的子集**生效——本轮即 080 一题，运行时读入下降约 50%+（该块占 080 visible 24.8%，预计 080 visible 降约 12–13%）。其余两题（014/015）不读该文件，运行时 token **不变**（既不增也不减）。这是按需 reference，不是常驻面，不会影响未读它的题。
-- **覆盖敞口**：RC-2 子集仅 080 一题（reach=0.333），证据基数小。coverage 判该文件「密/overfit 低」，本轮 eval 可在 080 上裁真伪，但单题不可外推到「所有发消息任务」。建议后续补「读 messages-send.md 后用 --markdown / 媒体 / @mention」的 case 加厚子集。预期收益落在 **token 轴**（080 visible 下降），effect 轴维持不退化。
-
-## 刻意没做什么（反 reward-hack / 反过拟合）
-- 没硬编码任何评测题答案；没删任何能力、flag、guardrail、身份/scope 说明；没碰 lark-im 以外文件，也没把无关根因捆进本轮（commit 仅 1 个文件）。
-- **没碰 SKILL.md（RC-1）**：尽管 reach=1.0 杠杆最大，但其剩余内容是驱动 015/080 bot 身份判断的承重 identity/约束，diagnosis 标为 effect 风险点；在「保住成功率」硬门槛下不拿成功率换 token。
-- **没补收窄/分页指引**（015 的 22.5k chat-messages-list 黑洞）：那是「增内容」，与降 token 目标方向相反，diagnosis 已列为观察项、本轮不做。
-- 本改动**不是按评测错误反推**的参数/路由拟合——是基于 annotation + content-taxonomy 的结构性去重，删的是重复表述而非按 080 的具体内容裁剪；真实价值在「任何读该 reference 的发消息任务都少读重复 token」，080 只是当轮可验证的子集。
-- 未发现需要 breaking（T3）才能根治的点；本轮纯 T1 文档去重即可。
-
-## 签名
-- signature: 557349b40feb359bb791749a37571d59edb7e72e (commit 82a099fe 的 diff hash)  tier: T1

harness-opt/rounds/round-002/trend.json

@@ -1,11 +0,0 @@
-[
-  {
-    "round": 1,
-    "n": 3,
-    "pass_n": 0,
-    "cmd_fail_rate": 0.6,
-    "tool_calls": 26.333333333333332,
-    "duration_ms": 50189.0,
-    "token": 31997.0
-  }
-]

harness-opt/rounds/round-002/workorder.md

@@ -1,43 +0,0 @@
-# Round 2 归因派工单（parent=a1333f2e1f7e98bf6f705814b92cacae1f43565759e4e0c24a0a4700b241649e；模块未定，由 candidate-writer 据诊断点名）
-
-> **只读输入**——opt-attributor 读本文件，把诊断**另写** `diagnosis.md`（给 candidate-writer）+ 逐题结构化 `attribution.json`（给 dashboard）。**不要覆盖本文件**，留作派工单↔诊断的前后对比。
-> 判分点只当「什么算挂」的锚，禁止照抄 grader 药方（已从派工单剔除）。
-
-## 模块运行时可达性（选模块第一步的证据；要选须在 strategy.md 说明理由）
-> reach=**实测**触达率（域主 SKILL.md 经 Skill 工具加载、reference 经 Read，都从 trace 实测，没有恒在的面）；判决集=实测∪预期触达。**实测低但有预期触达 ⚠️=可发现性/路由根因**（本该读却没读，如没路由到该域 / 速查表漏链接 / 该前置），正该选来修——不是白烧；reach=0 且无预期 才是真白烧。 **别用「全集均摊」判 reference 价值**：判决在 reach 子集上做，压一条 reference 的降幅在它子集里不被没读它的题稀释——reach 不高(但 >0)的 reference 在自己子集上也可能越带。
-- `skills/lark-im/SKILL.md` → reach=1.0  [域主 skill·经 Skill 工具加载]；判决集(实测∪预期): ['1', '2', '3']
-- `skills/lark-im/references/lark-im-chat-create.md` → reach=0.667；判决集(实测∪预期): ['1', '3']
-- `skills/lark-im/references/lark-im-messages-send.md` → reach=0.333；判决集(实测∪预期): ['3']
-- （另 22 个 reference reach=0 且无预期触达，本轮无关，略）
-
-## 逐轮诊断信号趋势（纯诊断，不进判决）
-
-| 轮 | 题数 | PASS | 命令失败率 | 工具调用 | 耗时(ms) | token |
-|---|---|---|---|---|---|---|
-| R1 | 3 | 0 | 0.60 | 26 | 50189 | 31997 |
-
-> 跨题均值，按轮排。**命令失败率、工具调用数是横切诊断信号，不是准入轴**（准入只走 效果/token/耗时）——用来判「上一轮那刀有没有把失败/轮次压下去」。工具调用数比 wall-clock 稳，可给噪声大的耗时轴当旁证。
-
-### 1  [PASS]  ctx=34270  (acc=274608)  43995ms  tools=31
-- session.jsonl: harness-opt/rounds/round-001/child-runs/run-1/detail_info/cases/CLI_核心评测_014/0/session.jsonl [native]
-- 判分点（grader 的「什么算挂」oracle，非药方）:
-    ✗ 使用当前用户身份创建名为「IM合作群」的群聊
-        证据: transcript 在展示授权二维码后结束，无任何 `lark-cli im +chat-create` 调用。执行停在 '授权完成后请告诉我，我会继续帮你创建群聊并发送消息'，群聊未创建。
-    ✗ 将傅一铭和傅二铭加入该群
-        证据: transcript 显示尝试搜索用户时遇到 `need_user_authorization` 错误，授权流程启动后中断。未获取到任何用户的 open_id，无后续添加操作。
-    ✗ 在该群发送文本消息「大家体验有问题随时沟通」，并返回可验证的 chat_id / message_id
-        证据: 群聊未创建，无 chat_id 可返回。transcript 无任何 `lark-cli im messages-send` 调用。
-
-### 2  [PASS]  ctx=47116  (acc=612048)  114310ms  tools=49
-- session.jsonl: harness-opt/rounds/round-001/child-runs/run-1/detail_info/cases/CLI_核心评测_015/0/session.jsonl [native]
-- 判分点（grader 的「什么算挂」oracle，非药方）:
-    ✓ 成功定位名为「fusanming_at_openclaw群」的群，并获取最近包含「飞豆」关键字的消息
-    ✓ 将筛选出的相关消息内容转发到「fusanming_at_需求测试群」
-    ✓ 在「fusanming_at_需求测试群」中 @傅六铭 做知会，消息发送成功
-
-### 3  [PASS]  ctx=37942  (acc=251669)  45769ms  tools=23
-- session.jsonl: harness-opt/rounds/round-001/child-runs/run-1/detail_info/cases/CLI_核心评测_080/0/session.jsonl [native]
-- 判分点（grader 的「什么算挂」oracle，非药方）:
-    ✓ 使用用户身份创建一个名为「今晚吃什么」的群，预期返回 chat_id
-    ✓ 创建一张飞书卡片，卡片内容包含「今天晚上吃什么」
-    ✓ 将该卡片发送到新建群中，预期返回 message_id

harness-opt/rounds/round-003/attribution.json

@@ -1,59 +0,0 @@
-[
-  {
-    "case_id": "1",
-    "verdict": "PASS",
-    "verdict_note": "workorder=PASS（聚合口径）；判分点证据 3/3 ✗，按判分点当实质 FAIL 处理",
-    "token": 34555,
-    "duration_ms": 37000,
-    "tool_calls": 31,
-    "cmd_attempts": 7,
-    "cmd_failures": 5,
-    "cmd_fail_rate": 0.71,
-    "discoverability_state": "无（失败命令全是跨域 contact + auth，非 lark-im；chat-create.md 调用前已读但未走到使用）",
-    "axis": "效果",
-    "root_cause": "沙箱 user 授权不可完成 + 跨域 lark-contact 命令依赖；无 lark-im 文档根因，本轮不改",
-    "token_hotspot": "运行时冗余清单常驻（SKILL.md 3,456）+ 按需 chat-create.md 3,062（读了没用上）；lark-shared 3,751 与系统 Skill 列表注入 4,612 均不归因",
-    "token_reliability": "常驻静态（SKILL.md）/ 按需读取（chat-create.md，本题读了没用上）",
-    "duration_hotspot": "多轮交互（查联系人→切 contact→失败→授权→qrcode 重试）+ 纯外部API延迟(部分不可归因)",
-    "duration_reliability": "耗时波动大，单次运行不算数，需多题或多次复现",
-    "doc_fix_hint": "效果侧无 lark-im 文档缺信息（环境+跨域）；token 侧 chat-create.md 把同组 flag 在 Commands/Usage Scenarios 重复演示、Common Errors 复述 validation 字符串，属可删冗余"
-  },
-  {
-    "case_id": "2",
-    "verdict": "PASS",
-    "verdict_note": "真 PASS，判分点 3/3 ✓，全程 bot 身份无授权阻断",
-    "token": 54568,
-    "duration_ms": 125000,
-    "tool_calls": 49,
-    "cmd_attempts": 11,
-    "cmd_failures": 3,
-    "cmd_fail_rate": 0.27,
-    "discoverability_state": "① 从没读（messages-search.md / chat-messages-list.md reach=0，直接猜命令；本题未读任何 lark-im reference）",
-    "axis": "token",
-    "root_cause": "无过滤 +chat-messages-list --page-all 全量拉取 → 43.5KB 输出被 Read 整文件灌入 22,556 tok；token 大头非 lark-im doc。修它需补收窄/前置内容，与降 token 目标方向冲突，列观察项",
-    "token_hotspot": "工具返回原样输出（block #19 单次 Read 22,556 tok / 51.5%，归「其他工具调用/返回」）",
-    "token_reliability": "单次输出（强依赖该群消息量，单题不可外推，非稳定常驻热点）",
-    "duration_hotspot": "多轮交互 + 重试（messages-search 连环 exit2 → page-all → 大输出 → 多次本地 grep 抠数据）",
-    "duration_reliability": "耗时波动大，单次运行不算数，需多题或多次复现（model calls 16 作旁证，明显高于 080）",
-    "doc_fix_hint": "本题无 T1 可发力的 token 抓手（大头是单次工具输出，非 lark-im doc 常驻）；缺的是大群消息查询的 server-side 收窄指引，但补它=增内容、与降 token 反向，不作本轮根因"
-  },
-  {
-    "case_id": "3",
-    "verdict": "PASS",
-    "verdict_note": "真 PASS，判分点 3/3 ✓，主动选 bot 身份建群+发卡片均 ok:true，零命令失败",
-    "token": 38009,
-    "duration_ms": 47000,
-    "tool_calls": 22,
-    "cmd_attempts": 3,
-    "cmd_failures": 0,
-    "cmd_fail_rate": 0.0,
-    "discoverability_state": "无（无失败命令；SKILL.md + chat-create.md + messages-send.md 全部状态③：调用前已读且用上）",
-    "axis": "token",
-    "root_cause": "读取 Skill 占 56.4%；本轮唯一干净 token 抓手 = chat-create.md 内部冗余（示例罗列 + 场景重复 + --help 镜像），从未被优化过",
-    "token_hotspot": "运行时冗余清单常驻 + 按需 reference（chat-create.md 当前 2,336 raw，可压 Commands/Usage Scenarios 重叠 + Common Errors validation 镜像；trace 里 messages-send.md 5,365 是旧版，round-2 已压到 2,006，本轮不再可压）",
-    "token_reliability": "按需读取（chat-create.md reach=0.667，本题是其压缩收益唯一稳态兑现题）",
-    "duration_hotspot": "无离群（建群+发卡片正常串行，无重试、无写后回查）",
-    "duration_reliability": "耗时波动大，单次运行不算数，需多题或多次复现",
-    "doc_fix_hint": "chat-create.md 把同组 flag 在 Commands(12 例)+Usage Scenarios(3 场景)重复演示、Common Errors 多行复述 --help/报错本身就会吐的 validation 字符串，属可删冗余；232043 两步流 / --chat-mode topic 区分 / --owner 默认为载重红线，压缩中不可误删"
-  }
-]

harness-opt/rounds/round-003/case-commands.json

@@ -1,27 +0,0 @@
-{
-  "1": [
-    "auth login",
-    "auth qrcode",
-    "contact +search-user"
-  ],
-  "3": [
-    "auth login",
-    "auth qrcode",
-    "auth status",
-    "im +chat-create",
-    "im +messages-send"
-  ],
-  "2": [
-    "auth login",
-    "auth qrcode",
-    "auth status",
-    "im +chat-messages-list",
-    "im +chat-search",
-    "im +messages-mget",
-    "im +messages-search",
-    "im +messages-send",
-    "im messages forward",
-    "schema im.messages.forward",
-    "schema im.messages.search"
-  ]
-}

harness-opt/rounds/round-003/child-cache.json

@@ -1,20 +0,0 @@
-{
-  "1": {
-    "score": 1.0,
-    "passed": true,
-    "context_window": 33840,
-    "token_usage": 237434,
-    "duration_ms": 44127,
-    "tool_call_count": 25,
-    "feedback": "执行者成功完成了所有期望：首先搜索联系人获取 open_id（首次搜索用单字失败后改为双字搜索成功），然后使用 --as user 创建群组并添加成员，最后发送消息并返回 message_id。整个流程正确，使用了等效的 `--as user` 身份，符合用户「使用我的身份」的要求。验证结果确认所有操作均已生效。"
-  },
-  "3": {
-    "score": 1.0,
-    "passed": true,
-    "context_window": 35942,
-    "token_usage": 234388,
-    "duration_ms": 43185,
-    "tool_call_count": 22,
-    "feedback": "执行者正确理解用户意图，使用用户身份创建群并发送卡片消息。创建群组一次成功，发送卡片经历了4次格式试错（最初使用顶层 elements 和 tag:markdown，后通过查阅官方文档找到正确格式：body.elements + div + lark_md），最终成功发送并返回 message_id。试错后自行纠正符合评判原则，不构成判罚依据。\n- {'reason': '建议在 lark-im-messages-send.md 中增加飞书 interactive card 的标准格式示例，特别是 2.0 schema 下的 body.elements 中使用 div + lark_md 的正确写法，减少 AI 试错成本'}\n- {'reason': '建议 CLI 在遇到 230099 卡片格式错误时，尝试解析并返回更具体的字段级错误提示（如提示 \"elements 应在 body 内\" 或 \"tag:markdown 不被支持\"），帮助 AI 更快定位问题'}"
-  }
-}

harness-opt/rounds/round-003/diagnosis.md

@@ -1,119 +0,0 @@
-# Round 3 归因（parent=557349b…（round-2 已采纳候选）；候选模块见 candidate_modules，由 candidate-writer 据诊断+reach 点名）
-
-> 目标（objective.json）：**在不回退成功率的前提下降低 lark-im skill 文档的 token 成本**。effect 是硬门槛、不可退化；token 与 duration 是并列成本杆。tier=T1，仅可改 `skills/lark-im/**`。target_axis=token。
-> 判分点只当「什么算挂」的锚，不抄 grader 药方。
-
-## ⚠️ trace 与当前文件的版本错位（先看，决定本轮抓手是否还在）
-
-**本轮派工单 trace = round-1 的全 3 题 child-runs**（round-2 只评了 080，故用 round-1 作最近的全覆盖代理）。这些 trace 里的 reference 体积是 **round-1/round-2 改动之前** 的旧版。我用 session-analyze 所用的同一 ai-tokenizer 实测了**当前工作树**文件，确认两者错位如下：
-
-| 文件 | trace 内体积（旧版，Read 计） | 当前实测（raw / Read 计） | 已被哪轮收割 |
-|---|---|---|---|
-| `SKILL.md`（Skill 注入正文） | 3,455–3,456 tok | 3,525 raw | round-1（API Resources/权限表→schema 指针） |
-| `references/lark-im-messages-send.md` | **5,365 tok** | **2,006 raw / 2,194 Read** | **round-2（5,365→2,006，已收割）** |
-| `references/lark-im-chat-create.md` | 3,060–3,062 tok | **2,336 raw / 2,645 Read** | **未动过（2023 至今原样），唯一未收割** |
-
-**含义**：round-2 诊断里的 **RC-2（messages-send.md 内部冗余）已经在 round-2 被采纳并收割**（5,365→2,006），它不再是本轮抓手——不要据 trace 里的 5,365 重复提一遍。本轮 trace 里那块 5,365 是历史值，当前已不存在。**reach>0 集合里唯一还没被压过的干净文件就是 `chat-create.md`**（round-2 的 RC-3）。
-
-## 跨 case 共同根因（优先看；按对 TOKEN 目标的杠杆排序）
-
-### RC-1（token，本轮头号且基本是唯一的干净抓手，reach=0.667：014+080）—— `chat-create.md` 内部存在「示例罗列 + 场景重复 + --help 镜像」三类可压缩冗余，且从未被优化过
-- **现象**：`chat-create.md` 当前 2,336 raw tok（Read 计 ~2,645），是 reach>0 集合里**唯一未被任何轮收割**的 reference。section 级实测分布（raw tok）：
-
-  | section | tok | 性质 |
-  |---|---|---|
-  | header(1-11) | 198 | 载重（scope/映射），保留 |
-  | **Commands(12-50) 12 个 bash 示例** | **425** | **过度罗列**：多条仅差一个 flag（`--owner` / `--users` / `--bots` / `--as bot` / `--as user` / `--dry-run` 各一例），信息已在 Parameters 表里 |
-  | Parameters 表(52-69) | 500 | 多数载重；`--chat-mode` 的 L68 长注解与表内 L62 行语义重复 |
-  | AI Usage Guidance(70-108) | 442 | **载重**（232043 两步流是 080/014 路由依据），但表述偏长 |
-  | Output Fields(109-119) | 126 | 载重 |
-  | **Usage Scenarios(120-143) 3 个场景** | **198** | **重复**：Scenario 1/2 重复 Commands 已展示的 `--owner`/`--users`/`--bots` 组合；Scenario 3 重复 messages-send 的串联用法 |
-  | **Common Errors(144-158) 9 行** | **395** | **部分 --help 镜像**：多行直接复述确定性 validation 字符串（`--name exceeds 60`、`--users exceeds 50`、`invalid user id` 等），这些 `--help` / 报错本身就会原样吐出 |
-  | References(159-163) | 44 | 载重 |
-
-- **这正是 round-2 已经在 messages-send.md 上验证过、且被采纳的同一套压缩模式**：round-2 把 messages-send.md 的「4 处重复选型规则 + 全媒体形态 Commands + --help 镜像」压成「保留载重规则 + 一句 `--help` 指针」（5,365→2,006，被采纳）。chat-create.md 的 Commands(425)↔Usage Scenarios(198) 重叠、Common Errors(395) 的 validation 镜像，是同型冗余。
-- **可压缩量级（粗估，非药方）**：可压缩质量集中在 Commands+Usage Scenarios 的重叠（合计 ~623 tok，去重后可省一大半）+ Common Errors 的 --help 镜像行。**保守估计可从 2,336 压到 ~1,500–1,700 raw tok（省约 600–800 tok，约 30%）**，与 messages-send.md 的压缩比同量级。具体改法与确切降幅由 candidate-writer 决定、评测裁决。
-- **载重红线（candidate-writer 取舍时的 effect 风险点，不是 RC-1 不成立）**：AI Usage Guidance 的 **232043 两步流 + `succeed_type=1`**、`--chat-mode topic` vs 普通群+话题消息模式的区分、`--owner` 默认行为，是 014/080 走通 bot 身份建群的语义依据，**不能在压缩中误删**。这条 reference 被 080 实读且 080 据它建群成功（`ok:true`），所以 effect 风险真实存在——压的是示例/场景/报错镜像的体积，不是语义规则。
-- **axis=token**。可信度=**按需读取**（reach=0.667，子集=014+080，2 题）。压它的降幅只在这 2 题子集里计入，不被 015（没读它）稀释；但子集仅 2 题、且 014 是「读了没用上」（授权阻断没走到建群），实际吃到压缩收益的稳态题只有 080 一题——**证据基数小，降幅需评测在子集上确认**（见数据缺口）。
-
-### RC-2（token，已收割，本轮不再是抓手）—— messages-send.md 的内部冗余 round-2 已压掉
-- round-2 RC-2 已被采纳：messages-send.md 5,365→2,006 raw。**本轮不要据 trace 里的 5,365 重复提**。当前 messages-send.md 已是「载重规则 + `--help` 指针」形态，无明显二次压缩空间（剩余多为 content-flag 选型、@mention、media 约束等载重内容）。reach=0.333（仅 080）。
-
-### RC-3（token，无 T1 干净抓手）—— SKILL.md 常驻正文 round-1 已压过，剩余多为载重 identity/路由
-- SKILL.md 经 Skill 工具每题必加载（reach=1.0），当前 3,525 raw tok（round-1 已把 API Resources/权限表折叠成 schema 指针）。剩余 `## Important Notes`(L36–85) 各小节（Sender Name Resolution / message enrichment / `--download-resources` / Card / Flag / Feed Shortcut）与 `## Shortcuts` 全表(L87–115) 虽本轮 3 题低命中，但它们是**全域 identity/路由/约束**——这是 round-1 已经动过一刀的同一文件，**再压属同向继续、但删错会碰坏 015/080 已走通的 bot 身份与命令路由判断**（effect 风险高于 RC-1）。**列为更次级、风险更高的抓手**，不作为本轮首选；若要动须只删本轮已确证低命中且非路由的纯枚举行，谨慎程度高于 chat-create。
-
-## 命令失败热点（跨 case；失败类型由我从 timeline 命令串读出，非判决数字）
-
-| lark-cli 命令 | 失败次数 | 涉及题数 | 主要失败类型 | 指向的文档问题 |
-|---|---|---|---|---|
-| `contact +search-user` | 4 | 1 (014) | bot exit2(invalid_argument) ×2；`--as user` token_missing ×2 | **跨 lark-contact 域**，非 lark-im 内容 |
-| `auth qrcode --output <绝对/沙箱外路径>` | 1 | 1 (014) | unsafe output path，改相对路径重试成功 | 路径约束在 lark-shared（不可改） |
-| `im +messages-search` | 2 | 1 (015) | bot exit2 + `--as user` exit2 | 该命令 user-only（SKILL 表已注明）；bot 身份必败，agent 没看清就猜 |
-| `im +chat-messages-list --page-all` | 1 | 1 (015) | exit2（无过滤 page-all） | 见下「015 token 黑洞」 |
-- **解读**：本轮**没有一条 lark-im 命令因「参数名/类型写错」系统性失败**。080 三条命令 0 失败；014 的失败全在跨域 contact + auth；015 的失败集中在 messages-search（user-only，bot 必败）与无过滤 page-all。**没有 lark-im 侧常规「报错/参数整形」工单**——与 token 减体积方向一致，本轮抓手是减体积不是补内容。
-
-## 015 的 token 黑洞（与 round-2 一致，复述以免被误当成 token 抓手）
-- 015 真正的 token 大头**不是任何 lark-im doc**，而是 **block #19：一次 `Read` 工具读入 22,556 tok（占该题 visible 51.5%）**。成因链：#12/#17 `+messages-search`/`--page-all` exit2 → #18 退到 `+chat-messages-list`（无过滤）→ 输出 43.5KB 被持久化 → agent `Read` 整文件 → 22.5k tok 灌进上下文 → 再靠本地 grep(#27–33) 抠出「飞豆」两条。
-- **从文档角度**：`chat-messages-list.md` 本题 reach=0（状态①：调用前从没读），它本写了 `--start/--end`、`--page-size` 等可避免全量拉取的约束。**但补它=增常驻/触达内容，与本轮降 token 目标方向相反**（见方向冲突）；且 22.5k 是**单次工具输出**（强依赖该群消息量，单题不可外推），不是稳定常驻热点。**结论：观察项，交评测裁决，不作为本轮 token 抓手。**
-
-## 可发现性时序（约束 5 三态；判「前置能不能救」的决定性证据）
-> 对每条相关 reference / `--help`，按相对首次失败调用的读取时序统计。`--help` 扫 Bash（本轮 3 题均未跑任何 `--help`）。
-
-| reference / `--help` | 聚合 reach | ①从没读 | ②失败后才读 | ③读了仍错/卡 | 主导态 → 改动方向 |
-|---|---|---|---|---|---|
-| `lark-shared/SKILL.md` | 1.0 | 0 | 0 | — | 三题调用前都读了；014 仍卡（环境，非内容）；不可改 |
-| `chat-create.md` | 0.667 | 0 | 0 | — | 080 调用前读→建群成功；014 调用前读→授权阻断（非 reference 错）。**非触达问题，纯减体积** |
-| `messages-send.md` | 0.333 | 0 | 0 | — | 080 调用前读→发卡片成功。**非触达问题**（已收割） |
-| `chat-messages-list.md` | 0.0 | 1 (015) | 0 | — | ① 015 调用前从没读→`--page-all` 全量拉取→token 黑洞。触达缺口，但补它=增 token，与目标冲突 |
-| `messages-search.md` | 0.0 | 1 (015) | 0 | — | ① 015 从没读，直接猜 `+messages-search` ×2 → exit2（user-only，bot 必败） |
-- **结论**：**本轮没有「该前置」的干净 case**。RC-1（chat-create.md 减体积）是「调用前已读、内容够用 → 去冗余」的纯 token 减法，不涉及触达。015 的两处 ① 触达缺口确实存在，但修它们=增内容、与降 token 目标相反，且 015 已 PASS（bot + 本地 grep 兜底）——属观察项，**不要被诱导去推前置**。
-
-## 方向冲突记录（硬性约束 7）
-- **减体积（RC-1 chat-create.md，与 objective.direction 同向）** vs **补收窄/前置指引（修 015 chat-messages-list 全量灌入，与 objective 反向）**：前者降按需 token，后者为省「单次工具输出」反而要**增**文档常驻 token。两者方向相反，**不可合并**。本轮目标是降 token，取减体积一侧；015 全量灌入作为观察项记录、不作为要补的内容根因。
-
-## 差距台账复盘
-- 无（`discard-ledger.json` 为空，无已跑未采纳候选）。
-
-## 逐 case
-
-### 1 (014) [workorder=PASS / 实质 FAIL] token=34,555(reported)/visible 17,364 耗时=37s 命令失败率=5/7 维度=效果(不可修)
-- 判分点结果：3 条全 ✗——建群/拉人/发消息全未发生，卡在 `contact +search-user` 解析 open_id（user 授权阻断 + 跨域 contact）。verdict=PASS 系聚合口径，按判分点证据当 FAIL 处理。
-- 命令失败：5/7。`contact +search-user` bot exit2 ×2、`--as user` token_missing ×2；`auth qrcode` 绝对路径 unsafe ×1（改相对路径成功）。**全部非 lark-im 命令**。
-- 可发现性时序：#4 读 SKILL.md 正文(3,456) + #6 读 lark-shared(3,751，跨 skill) + #7 读 chat-create.md(3,062，调用前已读)；失败在更上游的跨域 contact + 授权。**非 lark-im 触达问题**。
-- token 归因：SKILL.md 正文 3,456（常驻静态，19.9%）+ lark-shared 3,751（**跨 skill，不归因 lark-im**）+ chat-create.md 3,062（按需，17.6%，**本题读了没用上**——授权阻断没走到建群）+ 系统 Skill 列表注入 4,612（固定开销，不归因）。lark-cli 命令累计含多次短失败回显，单条都短、非热点。
-- 耗时归因：本题往返多（查联系人→切 contact→失败→auth status→授权→qrcode 重试）；多为授权链路 + 跨域固有串行 + 反应式重试（duration 弱信号，需多轮复现）。
-- 文档根因：效果=沙箱 user 授权 + 跨域 contact（环境，**无 lark-im 文档根因，本轮不改**）；token=chat-create.md 按需冗余（RC-1，但本题读了没用上，收益只在 080 这种走通题里兑现）+ SKILL.md 常驻（RC-3，风险高、次级）。
-
-### 2 (015) [PASS·真] token=54,568(reported)/visible 43,760 耗时=2m5s 命令失败率=3/11 维度=token（但大头非 lark-im doc）
-- 判分点结果：3/3 ✓——定位群、转发「飞豆」消息、@傅六铭知会全部成功（两次 `messages-send` 均 `ok:true`）。**全程 bot 身份，无授权阻断**。
-- 命令失败：3/11。`+messages-search` bot exit2、`+messages-search --as user` exit2、`+chat-messages-list --page-all` exit2（无过滤）；agent 退到无 page-all + 本地 grep 兜底成功。（#14 `--page-all | grep` 返回空属「成功但无命中」，非硬失败，未计入。）
-- 可发现性时序：① `messages-search.md` / `chat-messages-list.md` 调用前从没读（reach=0），直接猜命令。**本题未读任何 lark-im reference**，故 lark-im reference 的体积与本题 token 无关。
-- token 归因：**本题 token 大头不是 lark-im doc**，是 block #19 一次 `Read` 持久化文件 = **22,556 tok（51.5%，归「其他工具调用/返回」）**，成因=`--page-all` 无过滤全量拉取→43.5KB→Read 灌入（**单次输出**可信度，强依赖该群消息量）。SKILL.md 正文 3,448（常驻）。lark-shared 3,749（跨 skill，不归因）。**RC-1 改 chat-create.md 对本题 token 无影响**（本题没读它）。
-- 耗时归因：本题最长(2m5s)，主因 messages-search 连环失败→改 page-all→大输出→多次本地 grep 抠数据的多轮往返（duration 弱信号；model calls 16/raw 32，明显高于 080，作旁证）。
-- 文档根因：token 黑洞的放大器=`chat-messages-list.md` 没被读到（状态①）+ SKILL.md 表未提示大群应 server-side 收窄——但**补这条与降 token 目标相反**（方向张力），列为观察项；本题已 PASS。本轮 token 抓手（RC-1）不落在本题。
-
-### 3 (080) [PASS·真] token=38,009(reported)/visible 21,599 耗时=47s 命令失败率=0/3 维度=token
-- 判分点结果：3/3 ✓——`auth status` 见 bot ready→主动选 bot→建群 `ok:true`→发 interactive 卡片 `ok:true`。**任务完整完成，零命令失败**。
-- 命令失败：0/3。三条 lark-cli（auth status / chat-create / messages-send）全成功。
-- 可发现性时序：#4 读 SKILL.md 正文(3,455) + #6 读 lark-shared(3,751，跨 skill) + #9 读 chat-create.md(3,060) + #10 读 messages-send.md(5,365，旧版) ，全部状态③（调用前已读且用上）。**无触达问题。** 实际只用了 `+chat-create --name … --format json` 的最简形态——没用两步流/owner/members/topic/error-recovery。
-- token 归因：**本题是纯 token 抓手题**——读取 Skill 占 56.4%：messages-send.md 5,365（trace 旧版，**当前已被 round-2 压到 2,006，本轮不再可压**）+ SKILL.md 正文 3,455（常驻，RC-3）+ chat-create.md 3,060（按需，**RC-1，当前 2,336，本轮唯一干净抓手**）。系统 Skill 列表注入 4,612（固定开销，不归因）。lark-shared 3,751（跨 skill，不归因）。
-- 耗时归因：47s，全部为正常建群+发卡片串行，无重试、无写后回查（无离群）。
-- 文档根因：无效果根因（已绿）；token=RC-1（chat-create.md 内部冗余，本题是其收益唯一稳态兑现题）+ RC-3（SKILL.md 常驻，风险高、次级）。**本题 token 杠杆最清晰且 effect 风险可控**（命令全成功，压 chat-create.md 的示例/场景/报错镜像不碰 080 实际用到的最简建群链路）。
-
-## 给 candidate-writer 的收口（不含具体改法）
-- **唯一在 T1 内还没被收割的干净 token 抓手是 RC-1（`chat-create.md` 内部冗余）**：Commands 12 例过度罗列 + Usage Scenarios 3 场景重复 Commands + Common Errors 9 行部分镜像 validation 字符串——**与 round-2 已采纳的 messages-send.md 压缩同型**，粗估可省 ~600–800 raw tok（约 30%）。reach=0.667（014+080），降幅在子集计入。
-- **载重红线**：AI Usage Guidance 的 232043 两步流 + `succeed_type=1` + `--chat-mode topic` 区分 + `--owner` 默认，是 080/014 走通 bot 建群的语义依据，**压缩中不可误删**——压的是示例/场景/报错镜像体积，不是规则。
-- **RC-2 已收割**：messages-send.md round-2 已 5,365→2,006，trace 里的 5,365 是历史值，**不要重复提**。
-- **RC-3（SKILL.md 常驻）是次级且风险更高**：round-1 已压过一刀，剩余多为全域 identity/路由/约束，删错碰坏 015/080 已走通的 bot 身份与命令路由——不作首选。
-- **不要推前置**：本轮没有「该前置」的干净 case。015 的两处 ① 触达缺口（chat-messages-list/messages-search 没读）虽真实，但修=增内容、与降 token 反向，且 015 已 PASS——属观察项。
-- **effect 不可在本轮 T1 内合法抬升**：014 是环境（沙箱不能扫码）+ 跨域 contact，无 lark-im 文档根因；015/080 已真 PASS。effect deltas 视作 auth-noise，不追。
-- **干净 token 抓手接近见底（诚实判断）**：reach>0 集合三个文件中，messages-send.md（round-2）与 SKILL.md（round-1）已各压一刀，**chat-create.md 是最后一个未动过的干净文件**。压完它之后，T1 内 reach>0 的纯冗余（罗列/重复/--help 镜像）基本耗尽；再往下只剩 (a) 高 effect 风险的 SKILL.md 载重内容，或 (b) reach=0 的 22 个盲区 reference（压了也不在判决集、无法被采纳）。**本轮 RC-1 很可能是这条优化路径上最后一个低风险、可被采纳的 token 抓手。**
-- **缺失信息（doc_fix_hint 语气，非药方）**：chat-create.md 把同一组 flag 在 Commands(12 例) 与 Usage Scenarios(3 场景) 重复演示、Common Errors 多行复述 `--help`/报错本身就会吐的 validation 字符串——这类「枚举/重复/镜像、低增量」内容是其 token 的主要去处，且是减法（删冗余）而非加法。
-
-## 数据缺口
-1. **trace 版本错位（最关键）**：本轮 trace=round-1 旧版 child-runs，messages-send.md 在 trace 里仍是 5,365（round-2 已压到 2,006）。所有「当前文件体积」结论我已用 ai-tokenizer 实测当前工作树校正（SKILL.md 3,525 / chat-create.md 2,336 / messages-send.md 2,006），但**单题行为与 reach 仍来自旧 trace**——若 round-2 改动改变了 080/014 的读取行为，需以实际 round-3 eval-run 复核。
-2. **RC-1 子集小**：chat-create.md reach=0.667 但实际吃到压缩收益的稳态题只有 080（014 读了没用上、授权阻断），证据基数=1，降幅需评测在子集确认。
-3. **015 的 22.5k 黑洞是单次工具输出**，强依赖该群消息量，非稳定常驻热点，单题不可外推；且与降 token 目标方向冲突，不作抓手。
-4. **duration 三题波动大**（37s/2m5s/47s），015 长尾主因 messages-search 连环失败+大输出多轮抠数据；单轮不足定论，需多轮复现。model calls(8/16/6) 比 wall-clock 稳，可作旁证。
-5. **工具调用口径不一致**：trend.json 的 R1 tool_calls=26.3、R2=10，与 session-analyze 的 model calls(8/16/6) 口径不同（趋势表疑似含 raw 计数）；旁证以 timeline 实际往返为准。趋势看：R1→R2 命令失败率 0.60→0.35、tool_calls 26→10 明显下降，但那主要是 effect 从「三题全卡授权」变成「2 真 PASS + 1 卡」带来的，**不是 token 改动的功劳**；token 均值 R1 31,997→R2 42,377 上升，主因是 R2 只评 080（单题大）口径差异 + 015 黑洞，非文档常驻变重——趋势对 token 轴判读价值有限，以单题 session-analyze 为准。
-6. **effect 维度全部归因为「无文档根因/不可修」**：014 跨域+环境，015/080 已绿。本轮 effect 无 T1 可发力点，deltas 视作 auth-noise。

harness-opt/rounds/round-003/discard-ledger.json

@@ -1 +0,0 @@
-[]

harness-opt/rounds/round-003/failure-memory.json

@@ -1 +0,0 @@
-[]

harness-opt/rounds/round-003/module-reach.json

@@ -1,220 +0,0 @@
-{
-  "skills/lark-im/SKILL.md": {
-    "reach": 1.0,
-    "read_cases": [
-      "1",
-      "2",
-      "3"
-    ],
-    "actual_cases": [
-      "1",
-      "2",
-      "3"
-    ],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": true
-  },
-  "skills/lark-im/references/lark-im-chat-create.md": {
-    "reach": 0.667,
-    "read_cases": [
-      "1",
-      "3"
-    ],
-    "actual_cases": [
-      "1",
-      "3"
-    ],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-chat-identity.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-chat-list.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-chat-messages-list.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-chat-search.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-chat-update.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-feed-group-list-item.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-feed-group-list.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-feed-group-query-item.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-feed-groups.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-feed-shortcut-create.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-feed-shortcut-list.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-feed-shortcut-remove.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-flag-cancel.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-flag-create.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-flag-list.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-message-enrichment.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-messages-mget.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-messages-reply.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-messages-resources-download.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-messages-search.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-messages-send.md": {
-    "reach": 0.333,
-    "read_cases": [
-      "3"
-    ],
-    "actual_cases": [
-      "3"
-    ],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-reactions.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  },
-  "skills/lark-im/references/lark-im-threads-messages-list.md": {
-    "reach": 0.0,
-    "read_cases": [],
-    "actual_cases": [],
-    "expected_cases": [],
-    "discoverability_miss": [],
-    "is_domain_skill": false
-  }
-}

harness-opt/rounds/round-003/review.json

@@ -1,18 +0,0 @@
-{
-  "generated_by": "lark-cli-harness:opt-reviewer",
-  "verdict": "PASS",
-  "module": "skills/lark-im/references/lark-im-chat-create.md",
-  "tier": "T1",
-  "round_index": 3,
-  "base_commit": "572eb8da41f608bd93b25916cac02cb772825b97",
-  "code_tip": "cbd6e56ac07285fd973c53ff7382da0112b6cf5d",
-  "reason": "纯瘦身改动，对抗式逐项核验未发现可证伪点：14 条承重红线（232043 两步流/succeed_type=1/chat-mode topic 与 thread 区分/--owner 默认/set-bot-manager/chat.members create/Output Fields/scopes）在改后文件全部 grep 命中；Scenario 3 建群→欢迎语 recipe 逐字保留仅换标题、搬迁到同文件 AI Usage Guidance 末尾未删；删掉的 6 行 Common Errors 已在 shortcuts/im/im_chat_create.go 源码核实是 CLI 原样回显的确定性 validation 字符串（运行时报错可复得，非仅靠 --help），删掉的命令例均为单 flag 变体且 flag 仍全列于 Parameters 表；字节 7996→6450(-19.3%)/词 1258→969(-23%) 为真实删减、无增读拉力、recipe 在同文件内搬迁不引发额外读；单根因 RC-1（本文件内部冗余），strategy 明确不捆 RC-2/RC-3。",
-  "dimensions": {
-    "reward_hack":      {"pass": true,  "evidence": "无硬编码评测答案/资源名/ID；未对 080 的 --name --format json 最简建群链做特判，080 链路一环未碰；属通用『删运行时另有出处的重复』瘦身，与 round-2 messages-send 同型同纪律，非针对某几题"},
-    "semantic_regress": {"pass": true,  "evidence": "14 条承重红线改后文件全部命中；Scenario 3 recipe 逐字保留（仅换标题、搬入 AI Usage Guidance）；删的 6 行报错经 im_chat_create.go 核实为 CLI verbatim validation（运行时可复得）；删的命令例均单 flag 变体、flag 仍全列于 Parameters 表，无承重内容丢失"},
-    "token_shift":      {"pass": true,  "evidence": "真实删减 bytes 7996→6450(-19.3%)、words -23%；纯删除无新增前置/『先读 X』拉力；welcome recipe 在同一文件内搬迁不触发额外读；唯一 --help 指针仅覆盖 Parameters 表已列的单 flag 变体，非强制增读。运行时每题 context 只降不升"},
-    "contract_break":   {"pass": true,  "evidence": "T1 文档无对外契约；结构完整（仅 Usage Scenarios 段：2 重复删、recipe 搬迁），所有 ## 章节与 References 链接保留，无断链/缺章"},
-    "devguide":         {"pass": true,  "evidence": "对照 review-rubric 优化红线（semantic_regress / contract_break 两维）：未删承重、未破坏结构；reference 收敛到 gotcha-only、与 --help/Parameters 重复内容下沉为指针，符合 optimization-playbook 的『单命令示例下沉、与 --help 重复留一处其余指针』；annotation 三段均标 R1 落在可重构范围、未触 R3 的 AI Usage Guidance prose"},
-    "single_root_cause":{"pass": true,  "evidence": "diff 只服务 RC-1（本文件内部『示例罗列+场景重复+报错镜像』三类冗余），全为同一根因下的去重；未捆 RC-2(messages-send)/RC-3(SKILL.md)，未夹带语义独立的承重删除，无多根因对冲叙事"}
-  }
-}

harness-opt/rounds/round-003/round.json

@@ -1,394 +0,0 @@
-{
-  "round": 3,
-  "status": "admitted",
-  "parent_id": "557349b40feb359bb791749a37571d59edb7e72e",
-  "parent_worktree": "/Users/bytedance/Projects/cli",
-  "child_worktree": "/Users/bytedance/Projects/cli",
-  "base_commit": "572eb8da41f608bd93b25916cac02cb772825b97",
-  "module": "skills/lark-im/references/lark-im-chat-create.md",
-  "candidate_modules": [
-    "skills/lark-im/SKILL.md",
-    "skills/lark-im/references/lark-im-chat-create.md",
-    "skills/lark-im/references/lark-im-chat-identity.md",
-    "skills/lark-im/references/lark-im-chat-list.md",
-    "skills/lark-im/references/lark-im-chat-messages-list.md",
-    "skills/lark-im/references/lark-im-chat-search.md",
-    "skills/lark-im/references/lark-im-chat-update.md",
-    "skills/lark-im/references/lark-im-feed-group-list-item.md",
-    "skills/lark-im/references/lark-im-feed-group-list.md",
-    "skills/lark-im/references/lark-im-feed-group-query-item.md",
-    "skills/lark-im/references/lark-im-feed-groups.md",
-    "skills/lark-im/references/lark-im-feed-shortcut-create.md",
-    "skills/lark-im/references/lark-im-feed-shortcut-list.md",
-    "skills/lark-im/references/lark-im-feed-shortcut-remove.md",
-    "skills/lark-im/references/lark-im-flag-cancel.md",
-    "skills/lark-im/references/lark-im-flag-create.md",
-    "skills/lark-im/references/lark-im-flag-list.md",
-    "skills/lark-im/references/lark-im-message-enrichment.md",
-    "skills/lark-im/references/lark-im-messages-mget.md",
-    "skills/lark-im/references/lark-im-messages-reply.md",
-    "skills/lark-im/references/lark-im-messages-resources-download.md",
-    "skills/lark-im/references/lark-im-messages-search.md",
-    "skills/lark-im/references/lark-im-messages-send.md",
-    "skills/lark-im/references/lark-im-reactions.md",
-    "skills/lark-im/references/lark-im-threads-messages-list.md"
-  ],
-  "module_reach": {
-    "skills/lark-im/SKILL.md": {
-      "reach": 1.0,
-      "read_cases": [
-        "1",
-        "2",
-        "3"
-      ],
-      "actual_cases": [
-        "1",
-        "2",
-        "3"
-      ],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": true
-    },
-    "skills/lark-im/references/lark-im-chat-create.md": {
-      "reach": 0.667,
-      "read_cases": [
-        "1",
-        "3"
-      ],
-      "actual_cases": [
-        "1",
-        "3"
-      ],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-chat-identity.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-chat-list.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-chat-messages-list.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-chat-search.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-chat-update.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-feed-group-list-item.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-feed-group-list.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-feed-group-query-item.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-feed-groups.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-feed-shortcut-create.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-feed-shortcut-list.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-feed-shortcut-remove.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-flag-cancel.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-flag-create.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-flag-list.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-message-enrichment.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-messages-mget.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-messages-reply.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-messages-resources-download.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-messages-search.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-messages-send.md": {
-      "reach": 0.333,
-      "read_cases": [
-        "3"
-      ],
-      "actual_cases": [
-        "3"
-      ],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-reactions.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    },
-    "skills/lark-im/references/lark-im-threads-messages-list.md": {
-      "reach": 0.0,
-      "read_cases": [],
-      "actual_cases": [],
-      "expected_cases": [],
-      "discoverability_miss": [],
-      "is_domain_skill": false
-    }
-  },
-  "expected_reach": {},
-  "minibatch": [
-    "1",
-    "2",
-    "3"
-  ],
-  "pareto_cases": [
-    "1",
-    "2",
-    "3"
-  ],
-  "artifacts": {
-    "workorder": "workorder.md",
-    "diagnosis": "diagnosis.md",
-    "attribution": "attribution.json",
-    "strategy": "strategy.md",
-    "review": "review.json",
-    "trend": "trend.json"
-  },
-  "code_tip": "cbd6e56ac07285fd973c53ff7382da0112b6cf5d",
-  "signature": "53194d7a111df326cc078b633f43587225bd0132",
-  "tier": "T1",
-  "intent": "dedup Commands<->Usage Scenarios overlap + compress --help-mirroring Common Errors in chat-create.md; keep all red lines (232043 two-step,succeed_type=1,chat-mode topic,--owner)",
-  "target_axis": "token",
-  "changed_files": [
-    "skills/lark-im/references/lark-im-chat-create.md"
-  ],
-  "decision_basis": {
-    "type": "module",
-    "module": "skills/lark-im/references/lark-im-chat-create.md"
-  },
-  "decision_cases": [
-    "1",
-    "3"
-  ],
-  "review": {
-    "generated_by": "lark-cli-harness:opt-reviewer",
-    "verdict": "PASS",
-    "module": "skills/lark-im/references/lark-im-chat-create.md",
-    "tier": "T1",
-    "round_index": 3,
-    "base_commit": "572eb8da41f608bd93b25916cac02cb772825b97",
-    "code_tip": "cbd6e56ac07285fd973c53ff7382da0112b6cf5d",
-    "reason": "纯瘦身改动，对抗式逐项核验未发现可证伪点：14 条承重红线（232043 两步流/succeed_type=1/chat-mode topic 与 thread 区分/--owner 默认/set-bot-manager/chat.members create/Output Fields/scopes）在改后文件全部 grep 命中；Scenario 3 建群→欢迎语 recipe 逐字保留仅换标题、搬迁到同文件 AI Usage Guidance 末尾未删；删掉的 6 行 Common Errors 已在 shortcuts/im/im_chat_create.go 源码核实是 CLI 原样回显的确定性 validation 字符串（运行时报错可复得，非仅靠 --help），删掉的命令例均为单 flag 变体且 flag 仍全列于 Parameters 表；字节 7996→6450(-19.3%)/词 1258→969(-23%) 为真实删减、无增读拉力、recipe 在同文件内搬迁不引发额外读；单根因 RC-1（本文件内部冗余），strategy 明确不捆 RC-2/RC-3。",
-    "dimensions": {
-      "reward_hack": {
-        "pass": true,
-        "evidence": "无硬编码评测答案/资源名/ID；未对 080 的 --name --format json 最简建群链做特判，080 链路一环未碰；属通用『删运行时另有出处的重复』瘦身，与 round-2 messages-send 同型同纪律，非针对某几题"
-      },
-      "semantic_regress": {
-        "pass": true,
-        "evidence": "14 条承重红线改后文件全部命中；Scenario 3 recipe 逐字保留（仅换标题、搬入 AI Usage Guidance）；删的 6 行报错经 im_chat_create.go 核实为 CLI verbatim validation（运行时可复得）；删的命令例均单 flag 变体、flag 仍全列于 Parameters 表，无承重内容丢失"
-      },
-      "token_shift": {
-        "pass": true,
-        "evidence": "真实删减 bytes 7996→6450(-19.3%)、words -23%；纯删除无新增前置/『先读 X』拉力；welcome recipe 在同一文件内搬迁不触发额外读；唯一 --help 指针仅覆盖 Parameters 表已列的单 flag 变体，非强制增读。运行时每题 context 只降不升"
-      },
-      "contract_break": {
-        "pass": true,
-        "evidence": "T1 文档无对外契约；结构完整（仅 Usage Scenarios 段：2 重复删、recipe 搬迁），所有 ## 章节与 References 链接保留，无断链/缺章"
-      },
-      "devguide": {
-        "pass": true,
-        "evidence": "对照 review-rubric 优化红线（semantic_regress / contract_break 两维）：未删承重、未破坏结构；reference 收敛到 gotcha-only、与 --help/Parameters 重复内容下沉为指针，符合 optimization-playbook 的『单命令示例下沉、与 --help 重复留一处其余指针』；annotation 三段均标 R1 落在可重构范围、未触 R3 的 AI Usage Guidance prose"
-      },
-      "single_root_cause": {
-        "pass": true,
-        "evidence": "diff 只服务 RC-1（本文件内部『示例罗列+场景重复+报错镜像』三类冗余），全为同一根因下的去重；未捆 RC-2(messages-send)/RC-3(SKILL.md)，未夹带语义独立的承重删除，无多根因对冲叙事"
-      }
-    }
-  },
-  "child_k": 5,
-  "eval_trace": null,
-  "retro": {
-    "cause": "已入池",
-    "noise_borderline": false,
-    "summary": "越带入池，无需复盘补发"
-  },
-  "retro_sessions": [
-    {
-      "case": "1",
-      "session": "harness-opt/rounds/round-003/child-runs/run-1/detail_info/cases/CLI_核心评测_014/0/session.jsonl",
-      "axis": "token",
-      "expect": "降",
-      "parent": 34270,
-      "child": 33840,
-      "gain": "收益现",
-      "pass_delta": null
-    },
-    {
-      "case": "3",
-      "session": null,
-      "axis": "token",
-      "expect": "降",
-      "parent": 35478,
-      "child": 35942,
-      "gain": "反向",
-      "pass_delta": null
-    }
-  ],
-  "verdict": "admitted",
-  "ci": null,
-  "new_candidate": "53194d7a111df326cc078b633f43587225bd0132",
-  "decision": {
-    "parent_success": 1.0,
-    "child_success": 1.0,
-    "parent_score": 0.8,
-    "child_score": 1.0,
-    "score_saved": 0.19999999999999996,
-    "score_threshold": 0.09532271373123208,
-    "parent_token": 34874.0,
-    "child_token": 34891.0,
-    "saved": -17.0,
-    "threshold": 4532.708313776408,
-    "parent_duration": 45267.5,
-    "child_duration": 43656.0,
-    "dur_saved": 1611.5,
-    "dur_threshold": 4899.200953624988,
-    "dur_margin": 1.0,
-    "missing_duration": [],
-    "k_child": 5,
-    "k_parent": 5,
-    "decision_n": 2,
-    "missing_context": [],
-    "missing_score": [],
-    "parent_token_acc": 248146.5,
-    "child_token_acc": 235911.0,
-    "phi0_score": 0.5666666666666667,
-    "eff_margin": 1.0,
-    "parent_token_full": 34874.0,
-    "child_token_full": 34891.0,
-    "saved_full": -17.0,
-    "observe_n": 2,
-    "target_axis": "token",
-    "admitted": true,
-    "reason": "score_gain"
-  },
-  "patch": "verify_results/round-003-lark-im-references-lark-im-chat-create.patch"
-}

harness-opt/rounds/round-003/strategy.md

@@ -1,43 +0,0 @@
-# Round 3 候选策略（模块=references/lark-im-chat-create.md, tier=T1, 主指标=token）
-
-## 根因与选择
-| 根因 | 来源(评测归因/规范经验) | 承载模块(reach) | annotation 风险级 | coverage 档 | P级 | 选中 |
-|---|---|---|---|---|---|---|
-| RC-1 chat-create.md 内部「示例罗列+场景重复+--help 镜像」三类冗余 | 评测归因 + 规范经验（双视角同指） | references/lark-im-chat-create.md(0.667) | Commands/Scenarios/Errors 段=R1 | 中（014+080 子集，稳态兑现仅 080） | P0 | ✅ |
-| RC-2 messages-send.md 内部冗余 | 评测归因 | references/lark-im-messages-send.md(0.333) | — | — | — | （round-2 已收割，不再是抓手） |
-| RC-3 SKILL.md 常驻正文 | 评测归因 | SKILL.md(1.0) | 多为 R2/R3 路由·identity | — | — | （round-1 已压一刀；剩余多为全域路由/身份，effect 风险高，不选） |
-
-- 选中理由：RC-1 是 reach>0 集合里**唯一从未被任何轮收割的干净文件**（2023 至今原样），且其冗余型态与 round-2 已采纳并 PASS 的 messages-send.md 完全同型（罗列+重复+--help 镜像）。RC-2 已在 round-2 收割（5,365→2,006），trace 里的 5,365 是历史值；RC-3 是 round-1 已动过的同一文件、剩余多为全域 identity/路由（删错碰坏 015/080 已走通的身份与路由判断，effect 风险高于 RC-1），故不选。
-- 选模块理由：chat-create.md reach=0.667（014+080 调用前都读到，状态③，非触达问题——纯减体积场景）；它正是承载 RC-1 的文件。未选 reach=0 的 22 个盲区 reference（改了也不在判决集、无法被采纳，触 reach 锁）。
-- 规范经验源补注：双视角同指一处。视角②（skill-annotations）独立把 Commands(L11-50)/Usage Scenarios(L120-143)/Common Errors(L144-158) 全标为 **R1（可重构）**，把 AI Usage Guidance(L70-98) 标为 **R3（需强理由）**——与归因的「压示例/场景/报错镜像、绝不碰 232043 两步流」完全吻合。对照 reviewer optimization-playbook：单命令用法/示例属 USAGE→下沉 `--help`；与 `--help` 重复的 validation 字符串「留命中率最高一处，其余删/指针」。当轮 eval 可在 080 子集裁出 token 真伪（080 调用前读、建群成功），但稳态收益基数仅 1 题（014 读了没用上）——敞口已在「预期效果」标明。
-
-## 改了什么（逐处）
-- **Commands(L12-50)** — 12 个 bash 示例（多条仅差一个 flag）压成 5 个差异化示例 + 一行 `--help` 指针。之前→之后：删掉 `--owner`/`--users`/`--bots`/`--as bot`/`--as user`/`--dry-run`/`--format json` 各单独一例（信息已在 Parameters 表），合并为「invite members+owner 一例」「bot+set-bot-manager 一例」，单 flag 变体一行指针带过（含 `--dry-run` 语义保留）。
-- **Usage Scenarios(L120-143)** — 整段 3 场景删除/搬迁。Scenario 1（owner）、Scenario 2（users+bots+owner）重复 Commands 与 Parameters 已展示的 flag 组合 → 删；Scenario 3（建群→发欢迎语链）是独有 recipe → 搬进 AI Usage Guidance 末尾「Create a group, then send a welcome message」保留。
-- **Common Errors(L144-158)** — 9 行压成 2 行。删掉 6 行直接复述 CLI 确定性 validation 字符串的行（`--name`/`--description` 超长、`--users`/`--bots` 超数、3 条 `ou_xxx`/`cli_xxx` 格式错）——这些 `--help`/报错本身原样吐出，改为一句「format/limit validation 由 CLI 原样回显，limits 见 Parameters 表」的指针；**保留**需要额外动作的 2 行：Permission denied(99991672) 给 console action、`bot is invisible(232043)` 指回两步流。
-
-## 为什么这么改（机制）
-- **省 context 的因果**：chat-create.md 是 lazy reference，读到即整文件进窗口（080/014 reach=0.667）。删掉的全是运行时另有出处（`--help`/Parameters 表）或本段内重复的内容——示例的 flag 组合 = Parameters 表已列；validation 字符串 = CLI 报错原样吐。删后 Agent 仍能：经 SKILL.md 选对 `+chat-create`、经 Parameters 表/`--help` 补全 flag 用法、遇 232043 走两步流。即 optimization-playbook §13 核心判据「删掉后 Agent 是否仍能选对命令并补到用法」——成立。
-- **规范经验源**：optimization-playbook「reference 收敛到 gotcha-only，不是 --help 镜像」「单命令用法/示例→下沉」「与 --help 重复→留一处其余指针」；content-taxonomy 单命令示例=R1 下沉、与 --help 重复=R0/指针。annotation 三段独立标 R1，本改动落在 R1 重构范围内，未触 R3 段。
-
-## 预期效果
-- 成功率（effect，硬门槛）：**不退化**。所有 effect 红线逐条保留并已 grep 校验（见下「刻意没做什么」）。080 实际只用 `--name --format json` 最简建群链——本改动未碰该链路任何一环；014 卡在跨域 contact+授权（非本 reference）。
-- context（分两层）：
-  - **(1) 静态字数差**：bytes 7996→6450（-19.3%）、chars -19.5%、words -23.0%、tiktoken(cl100k 代理) 2125→1714(-19.3%)。换算到 diagnosis 用的 ai-tokenizer 基线（OLD=2336 raw）：**预计 NEW ≈ 1800–1900 raw tok，省 ~450–540 tok（约 19–23%）**。
-  - **(2) 运行时 context 方向**：对**读到 chat-create.md 的题（080，及理论上 014）下降** ~450–540 tok；对没读它的题（015）**无影响**（015 大头是单次 `Read` 22.5k 工具输出，与本 reference 无关）。本改动是纯删减、无新增前置/增读拉力，不会抬升运行时 token。
-  - **与 direction 一致**（objective=降 token），无张力。
-- **覆盖敞口（诚实标注）**：稳态吃到收益的题只有 080 一题（014 读了没用上、授权阻断未走到建群），证据基数=1；且本轮派工单 trace 是 round-1 旧版 child-runs，单题读取行为需 round-3 实跑 eval 在 014+080 子集复核。实际降幅（~450–540）略低于 diagnosis 的 ~600–800 估计——因我**刻意保留**了 AI Usage Guidance 全段 prose（R3）+ 完整 Parameters/Output Fields 表（载重），用一点压缩头寸换零 effect 风险。
-
-## 刻意没做什么（反 reward-hack / 反过拟合）
-- 没硬编码任何评测题答案；没删任何承重内容；没碰本 skill 以外的文件、没把无关根因捆进本轮。
-- **逐条保留的载重红线（已 grep 校验存在）**：
-  - 232043 两步流全段（contact search → `--users 当前用户` 建群 → `chat.members create --as user` 加其他人 → 查 `invalid_id_list`）；
-  - `succeed_type=1` 语义解释；
-  - `--chat-mode topic` vs 「普通群 + `group_message_type=thread`」的区分注解；
-  - `--owner` 默认行为（bot 身份默认 bot / user 身份默认授权用户）；
-  - 全部 flag（含 `--set-bot-manager`、`--dry-run`、`--type public`、`--users/--bots` 上限与格式）、identity/scope 指引、互斥与护栏规则、Output Fields 全表。
-- 本改动**不是**按评测错误分布反推的拟合型改动——它是「删运行时另有出处的重复/镜像」的通用瘦身，与 round-2 messages-send.md 同型同纪律；非针对某几题的特判。
-- 未做 RC-3（SKILL.md 进一步压缩）：剩余多为全域 identity/路由，删错有 effect 风险，超出本轮低风险抓手范围。未做 015 的前置补充：那是增内容、与降 token 反向（方向冲突，diagnosis 已记录）。
-
-## 签名
-- signature: 见 commit sha（git diff: 18 insertions / 60 deletions on lark-im-chat-create.md）  tier: T1

harness-opt/rounds/round-003/trend.json

@@ -1,20 +0,0 @@
-[
-  {
-    "round": 1,
-    "n": 3,
-    "pass_n": 0,
-    "cmd_fail_rate": 0.6,
-    "tool_calls": 26.333333333333332,
-    "duration_ms": 50189.0,
-    "token": 31997.0
-  },
-  {
-    "round": 2,
-    "n": 3,
-    "pass_n": 3,
-    "cmd_fail_rate": 0.3466666666666667,
-    "tool_calls": 10.0,
-    "duration_ms": 69666.66666666667,
-    "token": 42377.333333333336
-  }
-]

harness-opt/rounds/round-003/workorder.md

@@ -1,44 +0,0 @@
-# Round 3 归因派工单（parent=557349b40feb359bb791749a37571d59edb7e72e；模块未定，由 candidate-writer 据诊断点名）
-
-> **只读输入**——opt-attributor 读本文件，把诊断**另写** `diagnosis.md`（给 candidate-writer）+ 逐题结构化 `attribution.json`（给 dashboard）。**不要覆盖本文件**，留作派工单↔诊断的前后对比。
-> 判分点只当「什么算挂」的锚，禁止照抄 grader 药方（已从派工单剔除）。
-
-## 模块运行时可达性（选模块第一步的证据；要选须在 strategy.md 说明理由）
-> reach=**实测**触达率（域主 SKILL.md 经 Skill 工具加载、reference 经 Read，都从 trace 实测，没有恒在的面）；判决集=实测∪预期触达。**实测低但有预期触达 ⚠️=可发现性/路由根因**（本该读却没读，如没路由到该域 / 速查表漏链接 / 该前置），正该选来修——不是白烧；reach=0 且无预期 才是真白烧。 **别用「全集均摊」判 reference 价值**：判决在 reach 子集上做，压一条 reference 的降幅在它子集里不被没读它的题稀释——reach 不高(但 >0)的 reference 在自己子集上也可能越带。
-- `skills/lark-im/SKILL.md` → reach=1.0  [域主 skill·经 Skill 工具加载]；判决集(实测∪预期): ['1', '2', '3']
-- `skills/lark-im/references/lark-im-chat-create.md` → reach=0.667；判决集(实测∪预期): ['1', '3']
-- `skills/lark-im/references/lark-im-messages-send.md` → reach=0.333；判决集(实测∪预期): ['3']
-- （另 22 个 reference reach=0 且无预期触达，本轮无关，略）
-
-## 逐轮诊断信号趋势（纯诊断，不进判决）
-
-| 轮 | 题数 | PASS | 命令失败率 | 工具调用 | 耗时(ms) | token |
-|---|---|---|---|---|---|---|
-| R1 | 3 | 0 | 0.60 | 26 | 50189 | 31997 |
-| R2 | 3 | 3 | 0.35 | 10 | 69667 | 42377 |
-
-> 跨题均值，按轮排。**命令失败率、工具调用数是横切诊断信号，不是准入轴**（准入只走 效果/token/耗时）——用来判「上一轮那刀有没有把失败/轮次压下去」。工具调用数比 wall-clock 稳，可给噪声大的耗时轴当旁证。
-
-### 1  [PASS]  ctx=34270  (acc=274608)  43995ms  tools=31
-- session.jsonl: harness-opt/rounds/round-001/child-runs/run-1/detail_info/cases/CLI_核心评测_014/0/session.jsonl [native]
-- 判分点（grader 的「什么算挂」oracle，非药方）:
-    ✗ 使用当前用户身份创建名为「IM合作群」的群聊
-        证据: transcript 在展示授权二维码后结束，无任何 `lark-cli im +chat-create` 调用。执行停在 '授权完成后请告诉我，我会继续帮你创建群聊并发送消息'，群聊未创建。
-    ✗ 将傅一铭和傅二铭加入该群
-        证据: transcript 显示尝试搜索用户时遇到 `need_user_authorization` 错误，授权流程启动后中断。未获取到任何用户的 open_id，无后续添加操作。
-    ✗ 在该群发送文本消息「大家体验有问题随时沟通」，并返回可验证的 chat_id / message_id
-        证据: 群聊未创建，无 chat_id 可返回。transcript 无任何 `lark-cli im messages-send` 调用。
-
-### 2  [PASS]  ctx=47116  (acc=612048)  114310ms  tools=49
-- session.jsonl: harness-opt/rounds/round-001/child-runs/run-1/detail_info/cases/CLI_核心评测_015/0/session.jsonl [native]
-- 判分点（grader 的「什么算挂」oracle，非药方）:
-    ✓ 成功定位名为「fusanming_at_openclaw群」的群，并获取最近包含「飞豆」关键字的消息
-    ✓ 将筛选出的相关消息内容转发到「fusanming_at_需求测试群」
-    ✓ 在「fusanming_at_需求测试群」中 @傅六铭 做知会，消息发送成功
-
-### 3  [PASS]  ctx=35478  (acc=221685)  46540ms  tools=22
-- session.jsonl: harness-opt/rounds/round-001/child-runs/run-1/detail_info/cases/CLI_核心评测_080/0/session.jsonl [native]
-- 判分点（grader 的「什么算挂」oracle，非药方）:
-    ✓ 使用用户身份创建一个名为「今晚吃什么」的群，预期返回 chat_id
-    ✓ 创建一张飞书卡片，卡片内容包含「今天晚上吃什么」
-    ✓ 将该卡片发送到新建群中，预期返回 message_id

harness-opt/trend.json

@@ -1,20 +0,0 @@
-[
-  {
-    "round": 1,
-    "n": 3,
-    "pass_n": 0,
-    "cmd_fail_rate": 0.6,
-    "tool_calls": 26.333333333333332,
-    "duration_ms": 50189.0,
-    "token": 31997.0
-  },
-  {
-    "round": 2,
-    "n": 3,
-    "pass_n": 3,
-    "cmd_fail_rate": 0.3466666666666667,
-    "tool_calls": 10.0,
-    "duration_ms": 69666.66666666667,
-    "token": 42377.333333333336
-  }
-]

harness-opt/verify_results/round-001-lark-im-SKILL.patch

@@ -1,152 +0,0 @@
-From 237a77feb341e15656386d6952a875dc459fec8c Mon Sep 17 00:00:00 2001
-From: "zhangheng.023" <zhangheng.023@bytedance.com>
-Date: Tue, 23 Jun 2026 18:27:25 +0800
-Subject: [PATCH] =?UTF-8?q?opt(round-001):=20SKILL.md=20=E2=80=94=20fold?=
- =?UTF-8?q?=20USAGE=20method-index=20+=20scope=20table=20into=20a=20schema?=
- =?UTF-8?q?=20pointer=20(-40%=20resident=20tokens)?=
-MIME-Version: 1.0
-Content-Type: text/plain; charset=UTF-8
-Content-Transfer-Encoding: 8bit
-
----
- skills/lark-im/SKILL.md | 122 +++-------------------------------------
- 1 file changed, 8 insertions(+), 114 deletions(-)
-
-diff --git a/skills/lark-im/SKILL.md b/skills/lark-im/SKILL.md
-index bc39aae1..ac1c6900 100644
---- a/skills/lark-im/SKILL.md
-+++ b/skills/lark-im/SKILL.md
-@@ -110,122 +110,16 @@ Shortcut 是对常用操作的高级封装（`lark-cli im +<verb> [flags]`）。
- | [`+feed-group-list`](references/lark-im-feed-group-list.md) | List the caller's feed groups (tags); user-only; supports `--page-all` auto-pagination |
- | [`+feed-group-list-item`](references/lark-im-feed-group-list-item.md) | List feed cards in a feed group (tag); user-only; enriches each item with chat_name resolved from feed_id; supports --page-all auto-pagination |
- | [`+feed-group-query-item`](references/lark-im-feed-group-query-item.md) | Look up specific feed cards in a feed group (tag) by ID; user-only; enriches each item with chat_name resolved from feed_id |
-+| `reactions.*` (add / delete / list / batch_query) | Add, remove, or read emoji reactions on a message; user/bot; caller must be in the conversation, and can only delete its own reactions. Read first: [`lark-im-reactions.md`](references/lark-im-reactions.md) |
-+| `feed.groups.*` (create / update / delete / batch_query / batch_add_item / batch_remove_item) | Manage feed groups (tags) and their member cards; user-only. Read first: [`lark-im-feed-groups.md`](references/lark-im-feed-groups.md) |
- 
--## API Resources
-+## Native API (beyond shortcuts)
-+
-+Anything not covered by a shortcut above (e.g. `chats.*`, `chat.members.*`, `chat.managers.*`, `chat.moderation.*`, `chat.user_setting.*`, `messages.delete|forward|merge_forward|read_users|urgent_*`, `threads.forward`, `images.create`, `pins.*`) is callable as a raw API:
- 
- ```bash
--lark-cli schema im.<resource>.<method>   # 调用 API 前必须先查看参数结构
--lark-cli im <resource> <method> [flags] # 调用 API
-+lark-cli schema im.<resource>.<method>    # MUST run first — gives params, identity (user/bot/tenant), and required scope
-+lark-cli im <resource> <method> [flags]   # then call
- ```
- 
--> **重要**：使用原生 API 时，必须先运行 `schema` 查看 `--data` / `--params` 参数结构，不要猜测字段格式。
--
--### chats
--
--  - `create` — 创建群。Identity: `bot` only (`tenant_access_token`).
--  - `get` — 获取群信息。Identity: supports `user` and `bot`; the caller must be in the target chat to get full details, and must belong to the same tenant for internal chats.
--  - `link` — 获取群分享链接。Identity: supports `user` and `bot`; the caller must be in the target chat, must be an owner or admin when chat sharing is restricted to owners/admins, and must belong to the same tenant for internal chats.
--  - `update` — 更新群信息。Identity: supports `user` and `bot`.
--
--### chat.members
--
--  - `bots` — 获取群内机器人列表。Identity: supports `user` and `bot`; the caller must be in the target chat and must belong to the same tenant for internal chats.
--  - `create` — 将用户或机器人拉入群聊。Identity: supports `user` and `bot`; the caller must be in the target chat; for `bot` calls, added users must be within the app's availability; for internal chats the operator must belong to the same tenant; if only owners/admins can add members, the caller must be an owner/admin, or a chat-creator bot with `im:chat:operate_as_owner`.
--  - `delete` — 将用户或机器人移出群聊。Identity: supports `user` and `bot`; only group owner, admin, or creator bot can remove others; max 50 users or 5 bots per request.
--  - `get` — 获取群成员列表。Identity: supports `user` and `bot`; the caller must be in the target chat and must belong to the same tenant for internal chats.
--
--### chat.user_setting
--
--  - `batch_query` — 批量查询当前用户在群内的个人偏好设置 (e.g. `is_muted` mutes normal messages, `is_mute_at_all` mutes @all messages); up to 10 chats per request. Identity: `user` only (`user_access_token`); the caller must be in each target chat.
--  - `batch_update` — 批量更新当前用户在群内的个人偏好设置 (e.g. `is_muted` mutes normal messages, `is_mute_at_all` mutes @all messages); up to 10 chats per request. Identity: `user` only (`user_access_token`); the caller must be in each target chat.
--
--### chat.managers
--
--  - `add_managers` — 指定群管理员。Identity: supports `user` and `bot`; only the group owner can add managers; max 10 managers per chat (20 for super-large chats), and at most 5 bots per request.
--  - `delete_managers` — 删除群管理员。Identity: supports `user` and `bot`; only the group owner can remove managers; max 50 users or 5 bots per request.
--
--### chat.moderation
--
--  - `get` — 获取群成员发言权限。Identity: supports `user` and `bot`; the caller must be in the target chat and belong to the same tenant.
--  - `update` — 更新群发言权限。Identity: supports `user` and `bot`; only the group owner (or creator bot with `im:chat:operate_as_owner`) can update; the caller must be in the chat.
--
--### messages
--
--  - `delete` — 撤回消息。Identity: supports `user` and `bot`; for `bot` calls, the bot must be in the chat to revoke group messages; to revoke another user's group message, the bot must be the owner, an admin, or the creator; for user P2P recalls, the target user must be within the bot's availability.
--  - `forward` — 转发消息。Identity: supports `user` and `bot`.
--  - `merge_forward` — 合并转发消息。Identity: `bot` only (`tenant_access_token`).
--  - `read_users` — 查询消息已读信息。Identity: `bot` only (`tenant_access_token`); the bot must be in the chat, and can only query read status for messages it sent within the last 7 days.
--  - `urgent_app` — 发送应用内加急。Identity: `bot` only (`tenant_access_token`); the bot must be the message sender and must be in the conversation that contains the message.
--  - `urgent_phone` — 发送电话加急。Identity: `bot` only (`tenant_access_token`); the bot must be the message sender and must be in the conversation that contains the message.
--  - `urgent_sms` — 发送短信加急。Identity: `bot` only (`tenant_access_token`); the bot must be the message sender and must be in the conversation that contains the message.
--
--### reactions
--
--  - `batch_query` — 批量获取消息表情。Identity: supports `user` and `bot`.[Must-read](references/lark-im-reactions.md)
--  - `create` — 添加消息表情回复。Identity: supports `user` and `bot`; the caller must be in the conversation that contains the message.[Must-read](references/lark-im-reactions.md)
--  - `delete` — 删除消息表情回复。Identity: supports `user` and `bot`; the caller must be in the conversation that contains the message, and can only delete reactions added by itself.[Must-read](references/lark-im-reactions.md)
--  - `list` — 获取消息表情回复。Identity: supports `user` and `bot`; the caller must be in the conversation that contains the message.[Must-read](references/lark-im-reactions.md)
--
--### threads
--
--  - `forward` — 转发话题。Identity: supports `user` and `bot`.
--
--### images
--
--  - `create` — 上传图片。Identity: `bot` only (`tenant_access_token`).
--
--### pins
--
--  - `create` — Pin 消息。Identity: supports `user` and `bot`.
--  - `delete` — 移除 Pin 消息。Identity: supports `user` and `bot`.
--  - `list` — 获取群内 Pin 消息。Identity: supports `user` and `bot`.
--
--### feed.groups
--
--  - `batch_add_item` — Batch add feed cards to a feed group. Identity: `user` only (`user_access_token`).[Must-read](references/lark-im-feed-groups.md)
--  - `batch_query` — Batch query feed groups. Identity: `user` only (`user_access_token`).[Must-read](references/lark-im-feed-groups.md)
--  - `batch_remove_item` — Batch remove feed cards from a feed group. Identity: `user` only (`user_access_token`).[Must-read](references/lark-im-feed-groups.md)
--  - `create` — Create a feed group. Identity: `user` only (`user_access_token`).[Must-read](references/lark-im-feed-groups.md)
--  - `delete` — Delete a feed group. Identity: `user` only (`user_access_token`).[Must-read](references/lark-im-feed-groups.md)
--  - `update` — Update a feed group. Identity: `user` only (`user_access_token`).[Must-read](references/lark-im-feed-groups.md)
--
--## 权限表
--
--| 方法 | 所需 scope |
--|------|-----------|
--| `chats.create` | `im:chat:create` |
--| `chats.get` | `im:chat:read` |
--| `chats.link` | `im:chat:read` |
--| `chats.update` | `im:chat:update` |
--| `chat.members.bots` | `im:chat.members:read` |
--| `chat.members.create` | `im:chat.members:write_only` |
--| `chat.members.delete` | `im:chat.members:write_only` |
--| `chat.members.get` | `im:chat.members:read` |
--| `chat.user_setting.batch_query` | `im:chat.user_setting:read` |
--| `chat.user_setting.batch_update` | `im:chat.user_setting:write` |
--| `chat.managers.add_managers` | `im:chat.managers:write_only` |
--| `chat.managers.delete_managers` | `im:chat.managers:write_only` |
--| `chat.moderation.get` | `im:chat.moderation:read` |
--| `chat.moderation.update` | `im:chat:moderation:write_only` |
--| `messages.delete` | `im:message:recall` |
--| `messages.forward` | `im:message` |
--| `messages.merge_forward` | `im:message` |
--| `messages.read_users` | `im:message:readonly` |
--| `messages.urgent_app` | `im:message.urgent` |
--| `messages.urgent_phone` | `im:message.urgent:phone` |
--| `messages.urgent_sms` | `im:message.urgent:sms` |
--| `reactions.batch_query` | `im:message.reactions:read` |
--| `reactions.create` | `im:message.reactions:write_only` |
--| `reactions.delete` | `im:message.reactions:write_only` |
--| `reactions.list` | `im:message.reactions:read` |
--| `threads.forward` | `im:message` |
--| `images.create` | `im:resource` |
--| `pins.create` | `im:message.pins:write_only` |
--| `pins.delete` | `im:message.pins:write_only` |
--| `pins.list` | `im:message.pins:read` |
--| `feed.groups.batch_add_item` | `im:feed_group_v1:write` |
--| `feed.groups.batch_query` | `im:feed_group_v1:read` |
--| `feed.groups.batch_remove_item` | `im:feed_group_v1:write` |
--| `feed.groups.create` | `im:feed_group_v1:write` |
--| `feed.groups.delete` | `im:feed_group_v1:write` |
--| `feed.groups.update` | `im:feed_group_v1:write` |
-+> **MUST** run `schema` before any native call: it is the live source for the `--data` / `--params` structure, the supported identity (`--as user` vs `--as bot`), owner/admin/tenant constraints, and the required `im:*` scope — do not guess. On a missing-scope error, lark-cli returns a `console_url`; follow the lark-shared permission-handling flow.
--- 
-2.50.1 (Apple Git-155)
-

harness-opt/verify_results/round-002-lark-im-references-lark-im-messages-send.patch

@@ -1,334 +0,0 @@
-From 82a099feafb45d101116f10230ce7c2f92fbcfe5 Mon Sep 17 00:00:00 2001
-From: "zhangheng.023" <zhangheng.023@bytedance.com>
-Date: Tue, 23 Jun 2026 19:17:24 +0800
-Subject: [PATCH] =?UTF-8?q?opt(round-002):=20lark-im-messages-send.md=20?=
- =?UTF-8?q?=E2=80=94=20consolidate=204x=20repeated=20content-flag=20rule,?=
- =?UTF-8?q?=20compress=20media=20enumeration=20&=20--help-mirror=20section?=
- =?UTF-8?q?s?=
-MIME-Version: 1.0
-Content-Type: text/plain; charset=UTF-8
-Content-Transfer-Encoding: 8bit
-
----
- .../references/lark-im-messages-send.md       | 259 ++++--------------
- 1 file changed, 51 insertions(+), 208 deletions(-)
-
-diff --git a/skills/lark-im/references/lark-im-messages-send.md b/skills/lark-im/references/lark-im-messages-send.md
-index 484c024f..32818909 100644
---- a/skills/lark-im/references/lark-im-messages-send.md
-+++ b/skills/lark-im/references/lark-im-messages-send.md
-@@ -1,10 +1,8 @@
- # im +messages-send
- 
--> **Prerequisite:** Read [`../lark-shared/SKILL.md`](../../lark-shared/SKILL.md) first to understand authentication, global parameters, and safety rules.
-+> **Prerequisite:** Read [`../lark-shared/SKILL.md`](../../lark-shared/SKILL.md) first for authentication, global parameters, and safety rules.
- 
--Send a message to a group chat or a direct message conversation. Supports both user identity (`--as user`) and bot identity (`--as bot`).
--
--This skill maps to the shortcut: `lark-cli im +messages-send` (internally calls `POST /open-apis/im/v1/messages`).
-+Send a message to a group chat (`--chat-id oc_xxx`) or a direct message (`--user-id ou_xxx`). One step, supports `--as user` and `--as bot` (default `bot`). Maps to shortcut `lark-cli im +messages-send` (`POST /open-apis/im/v1/messages`).
- 
- ## Safety Constraints
- 
-@@ -16,249 +14,94 @@ Messages sent by this tool are visible to other people. Before calling it, you *
- 
- **Do not** send messages without explicit user approval.
- 
--When using `--as bot`, the message is sent in the app's name, so make sure the app has already been added to the target chat.
--
--When using `--as user`, the message is sent as the authorized end user and requires the `im:message.send_as_user` and `im:message` scopes.
-+- `--as bot` (TAT, scope `im:message:send_as_bot`): the message is sent in the app's name — the app must already be in the target chat or have a DM relationship with the target user.
-+- `--as user` (UAT, scopes `im:message.send_as_user` + `im:message`): the message is sent as the authorized end user.
- 
- ## Choose The Right Content Flag
- 
--### Default Selection Rule For Agents
--
--- Prefer `--markdown` for headings, lists, links, summaries, reports, or Markdown-looking content.
--- Use `--text` for exact plain text: logs, code, indentation-sensitive text, or literal Markdown.
--- Use `--content` for exact `post` JSON, titles, multiple locales, cards, or unsupported structures.
--
--| Need | Recommended flag | Why |
--|------|------|------|
--| Send headings, lists, links, summaries, or reports | `--markdown` | Best default for lightweight formatting; converted to Feishu `post` JSON |
--| Send plain text exactly as written | `--text` | Preserves literal text; no Markdown conversion |
--| Precisely control the final payload | `--content` | You provide the exact JSON for `text` / `post` / `interactive` / `share_*` / media payloads |
--| Send image / file / video / audio | `--image` / `--file` / `--video` / `--audio` | Shortcut uploads URLs, or cwd-relative local files automatically |
--
--### `--text` vs `--markdown`
--
--- Use `--markdown` for lightweight formatted messages.
--- Use `--text` for exact plain text, especially logs, code, indentation, or Markdown characters that should **not** render.
--- Use `--content` when `--markdown` is not enough, especially if you need exact `post` JSON, a title, multiple locales, cards, or unsupported rich structures.
--
--## What `--markdown` Really Does
--
--`--markdown` accepts Markdown-like input and converts it to the Feishu `post` payload required by the message API.
--
--The shortcut does all of the following before sending:
--
--1. Forces `msg_type=post`
--2. Resolves remote Markdown images like `![x](https://...)` by downloading and uploading them first
--3. Normalizes the Markdown for Feishu post rendering
--4. Wraps the result as:
--
--```json
--{"zh_cn":{"content":[[{"tag":"md","text":"..."}]]}}
--```
--
--This makes `--markdown` the simplest path for lightweight formatted messages.
--
--### Markdown Boundaries
--
--- It does **not** promise full CommonMark / GitHub Flavored Markdown support.
--- It always becomes a `post` payload with a single `zh_cn` locale.
--- It does **not** let you set a `post` title. If you need a title, use `--msg-type post --content ...`.
--- Headings are rewritten:
--    - `# Title` becomes `#### Title`
--    - `##` to `######` are normalized to `#####` when the content contains H1-H3
--- Consecutive headings are separated with blank lines after heading normalization.
--- Block spacing and line breaks may be normalized during conversion.
--- Code blocks are preserved as code blocks.
--- Excess blank lines are compressed.
--- Already-uploaded `img_xxx` image keys are the most reliable Markdown image input.
--- Local paths in Markdown image syntax like `![x](./a.png)` are **not** supported and will not be auto-uploaded.
--- Remote URLs (`https://...`) will be auto-downloaded and uploaded at runtime; if the download or upload fails, the image is removed with a warning.
--
--If you need a title, multiple locales, cards, unsupported rich structures, or byte-for-byte post JSON control, use `--content` and provide the final JSON yourself.
-+| Content | Flag | Why |
-+|---|---|---|
-+| Headings, lists, links, summaries, reports (lightweight formatting) | `--markdown` | Best default; converted to Feishu `post` JSON |
-+| Exact plain text — logs, code, indentation, literal Markdown chars that must **not** render | `--text` | Preserves literal text; no conversion |
-+| Exact `post` JSON, a `post` title, multiple locales, cards (`interactive`), `share_*`, or unsupported structures | `--content` | You provide the final JSON; it must match the effective `--msg-type` |
-+| Image / file / video / audio | `--image` / `--file` / `--video` / `--audio` | Uploads URLs or cwd-relative local files automatically |
- 
--### Image Constraint for `--markdown`
-+These content flags (and the media flags) are **mutually exclusive** — pass exactly one. Media flags are also mutually exclusive with each other.
- 
--When using `--markdown` with images, prefer pre-uploading via `images.create` and referencing `![alt](img_xxx)` for predictable results. Remote URLs may work but are not guaranteed.
-+## `--markdown` Gotchas
- 
--**Steps:**
-+`--markdown` always forces `msg_type=post` (single `zh_cn` locale) and normalizes input for Feishu post rendering. Key boundaries (not full CommonMark/GFM):
- 
--```bash
--# 1. Upload image to get image_key
--lark-cli im images create --data '{"image_type":"message"}' --file ./diagram.png
--# Returns: {"image_key":"img_v3_xxxx"}
--
--# 2. Use image_key in --markdown
--lark-cli im +messages-send --chat-id oc_xxx --markdown $'## Report\n\n![diagram](img_v3_xxxx)\n\nSee above for details.'
--```
-+- **No `post` title** — if you need one, use `--content` with `post` JSON.
-+- **Headings rewritten**: `# Title` → `#### Title`; `##`–`######` normalized to `#####` when content has H1–H3. Code blocks preserved; excess blank lines compressed.
-+- **Images**: pre-upload via `im images create` and reference `![alt](img_xxx)` for reliable results. Remote `https://` URLs are auto-downloaded+uploaded at runtime (removed with a warning if that fails). Local paths in `![x](./a.png)` are **not** supported and will not auto-upload.
- 
--## Preserving Formatting
-+## Preserving Exact Formatting
- 
--If the message has multiple lines, indentation, code blocks, tabs, or many quotes/backslashes, prefer shell ANSI-C quoting with `$'...'` for either `--markdown` or `--text`.
--
--This is especially useful in `zsh` / `bash` because it lets you write `\n` explicitly instead of relying on the shell to preserve literal newlines.
--
--### When formatting must be preserved
--
--Use `--text` plus `$'...'`:
--
--```bash
--lark-cli im +messages-send --chat-id oc_xxx --text $'Build failed\nBranch: feature/im-docs\nAction: please check logs'
--```
-+For multi-line text, indentation, code blocks, tabs, or many backslashes/quotes, use shell ANSI-C quoting `$'...'` so `\n` is written explicitly. Use `--text` + `$'...'` when the receiver must see the text exactly as entered:
- 
- ```bash
--lark-cli im +messages-send --chat-id oc_xxx --text $'```bash\nmake test\nmake lint\n```'
-+lark-cli im +messages-send --chat-id oc_xxx --text $'Build failed\nBranch: feature/x\nAction: check logs'
- ```
- 
--Use this path when you want the receiver to see the text exactly as entered, not a converted Markdown post.
--
- ## Commands
- 
- ```bash
--# Send a formatted update
-+# Formatted update (Markdown → post)
- lark-cli im +messages-send --chat-id oc_xxx --markdown $'## Update\n\n- item 1\n- item 2'
- 
--# Send a plain one-line message
-+# Plain one-line text
- lark-cli im +messages-send --chat-id oc_xxx --text "Hello"
- 
--# Equivalent manual JSON
--lark-cli im +messages-send --chat-id oc_xxx --content '{"text":"Hello"}'
--
--# Send to a direct message (pass open_id)
-+# Direct message (pass open_id)
- lark-cli im +messages-send --user-id ou_xxx --text "Hello"
- 
--# Send multi-line text while preserving formatting
--lark-cli im +messages-send --chat-id oc_xxx --text $'Line 1\nLine 2\n  indented line'
--
--# Send Markdown with an image (must pre-upload via images.create)
--lark-cli im images create --data '{"image_type":"message"}' --file ./screenshot.png
--# Use the returned image_key in the markdown content
--lark-cli im +messages-send --chat-id oc_xxx --markdown $'## Status\n\n![screenshot](img_v3_xxxx)\n\nDone.'
--
--# If you need exact post structure, send JSON directly
-+# Exact post structure with a title
- lark-cli im +messages-send --chat-id oc_xxx --msg-type post --content '{"zh_cn":{"title":"Title","content":[[{"tag":"text","text":"Body"}]]}}'
- 
--# Send a local image (uploaded automatically before sending)
--lark-cli im +messages-send --chat-id oc_xxx --image ./photo.png
--
--# Or send directly with an existing image_key
--lark-cli im +messages-send --chat-id oc_xxx --image img_xxx
-+# Markdown with an image (pre-upload first)
-+lark-cli im images create --data '{"image_type":"message"}' --file ./diagram.png   # -> {"image_key":"img_v3_xxxx"}
-+lark-cli im +messages-send --chat-id oc_xxx --markdown $'## Report\n\n![diagram](img_v3_xxxx)\n\nDone.'
- 
--# Send a local file (uploaded automatically before sending)
-+# Media (local files uploaded automatically; --video requires --video-cover)
-+lark-cli im +messages-send --chat-id oc_xxx --image ./photo.png
- lark-cli im +messages-send --chat-id oc_xxx --file ./report.pdf
--
--# Send a video (--video-cover is required as the cover)
- lark-cli im +messages-send --chat-id oc_xxx --video ./demo.mp4 --video-cover ./cover.png
--lark-cli im +messages-send --chat-id oc_xxx --video ./demo.mp4 --video-cover img_xxx
--
--# Send audio
- lark-cli im +messages-send --chat-id oc_xxx --audio ./voice.opus
- 
--# Use an idempotency key (same key sends only once within 1 hour)
--lark-cli im +messages-send --chat-id oc_xxx --text "Hello" --idempotency-key my-unique-id
--
--# Preview the request without executing it
--lark-cli im +messages-send --chat-id oc_xxx --markdown $'## Test\n\nhello' --dry-run
-+# Idempotency (same key sends only once within 1 hour) / preview without sending
-+lark-cli im +messages-send --chat-id oc_xxx --text "Hi" --idempotency-key my-id
-+lark-cli im +messages-send --chat-id oc_xxx --markdown $'## Test\n\nhi' --dry-run
- ```
- 
--## Media Input Rules
--
--- Media flags accept an existing key (`img_xxx` / `file_xxx`), an `http://` or `https://` URL, or a local file path.
--- Local paths must be relative to the current working directory and stay within it after resolving `..` and symlinks.
--- Absolute paths such as `/tmp/photo.png` are rejected. Run the command from the file's directory and pass `./photo.png`, or copy the file into the current directory first.
--
--## Parameters
--
--| Parameter | Required | Description                                                                                                                                                                                   |
--|------|------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
--| `--chat-id <id>` | One of two | Group chat ID (`oc_xxx`)                                                                                                                                                                      |
--| `--user-id <id>` | One of two | User open_id (`ou_xxx`) for direct messages                                                                                                                                                   |
--| `--text <string>` | One content option | Plain text message. Use when exact text and formatting preservation matter. Automatically wrapped as `{"text":"..."}`                                                                         |
--| `--markdown <string>` | One content option | Best default for lightweight formatted messages such as headings, lists, links, summaries, and reports. Internally converted to `post` JSON with Feishu-specific normalization               |
--| `--content <json>` | One content option | Exact message content JSON string; use this when you need full control over `msg_type` and payload. The JSON must match the effective `--msg-type`                                            |
--| `--image <path\|url\|key>` | One content option | Cwd-relative local image path, URL, or `image_key` (`img_xxx`). Local paths and URLs are uploaded automatically                                                                               |
--| `--file <path\|url\|key>` | One content option | Cwd-relative local file path, URL, or `file_key` (`file_xxx`). Local paths and URLs are uploaded automatically                                                                                |
--| `--video <path\|url\|key>` | One content option | Cwd-relative local video path, URL, or `file_key` (`file_xxx`). Local paths and URLs are uploaded automatically. **Must be paired with `--video-cover`**                                      |
--| `--video-cover <path\|url\|key>` | **Required with `--video`** | Cwd-relative local cover image path, URL, or `image_key` (`img_xxx`). Local paths and URLs are uploaded automatically                                                                         |
--| `--audio <path\|url\|key>` | One content option | Cwd-relative local audio path, URL, or `file_key` (`file_xxx`). Local paths and URLs are uploaded automatically                                                                                           |
--| `--msg-type <type>` | No | Message type (default `text`). If you use `--text` / `--markdown` / media flags, the effective type is inferred automatically. Explicitly setting a conflicting `--msg-type` fails validation |
--| `--idempotency-key <key>` | No | Idempotency key; the same key sends only one message within 1 hour                                                                                                                            |
--| `--as <identity>` | No | Identity type: `bot` or `user` (default `bot`)                                                                                                                                                |
--| `--dry-run` | No | Print the request only, do not execute it                                                                                                                                                     |
--
--> **Mutual exclusivity rule:** `--text`, `--markdown`, `--content`, and `--image`/`--file`/`--video`/`--audio` cannot be used together. Media flags are also mutually exclusive with each other.
-->
--> **Video cover rule:** `--video` **must** be accompanied by `--video-cover`. Omitting `--video-cover` when using `--video` will fail validation. `--video-cover` cannot be used without `--video`.
--
--## Common Mistakes
--
--- Choosing `--text` for headings, lists, links, summaries, or reports. Use `--markdown`.
--- Choosing `--markdown` when you actually need exact plain text. If exact line breaks, spacing, logs, code, or literal Markdown characters matter, use `--text`, usually with `$'...'`.
--- Assuming `--markdown` supports every Markdown feature. It is converted into a Feishu `post` payload and normalized first.
--- Putting local image paths inside Markdown like `![x](./a.png)`. `--markdown` does not auto-upload those paths.
--- **Using local file paths inside Markdown image syntax** (e.g. `![x](./a.png)`) with `--markdown`. Local paths are not auto-uploaded and will not render as an image. Pre-upload via `images.create` to get an `image_key` instead.
--- Using `--content` without making the JSON match the effective `--msg-type`.
--- Explicitly setting `--msg-type` to something that conflicts with `--text`, `--markdown`, or media flags.
--- Mixing `--text`, `--markdown`, or `--content` with media flags in one command.
--
--## `content` Format Reference
-+Run `lark-cli im +messages-send --help` for the full flag list and types. Load-bearing rules that `--help` may not make obvious:
-+
-+- **Media paths** accept an existing key (`img_xxx`/`file_xxx`), an `http(s)://` URL, or a **cwd-relative** local path. Absolute paths (e.g. `/tmp/x.png`) are rejected — run from the file's directory and pass `./x.png`. Upload and send use the same identity.
-+- **`--video` must be paired with `--video-cover`** (image key/URL/local path); `--video-cover` cannot be used alone.
-+- **`--msg-type`** is inferred from `--text`/`--markdown`/media flags; explicitly setting a conflicting type fails validation.
-+
-+## `content` Format Reference (for `--content`)
- 
- | `msg_type` | Example `content` |
--|----------|-------------|
-+|---|---|
- | `text` | `{"text":"Hello <at user_id=\"ou_xxx\">name</at>"}` |
- | `post` | `{"zh_cn":{"title":"Title","content":[[{"tag":"text","text":"Body"}]]}}` |
--| `image` | `{"image_key":"img_xxx"}` |
--| `file` | `{"file_key":"file_xxx"}` |
--| `audio` | `{"file_key":"file_xxx"}` |
--| `media` | `{"file_key":"file_xxx","image_key":"img_xxx"}` (video; `image_key` is the cover from `--video-cover` — **required**) |
--| `share_chat` | `{"chat_id":"oc_xxx"}` |
--| `share_user` | `{"user_id":"ou_xxx"}` |
--| `interactive` | Card JSON (see Feishu interactive card documentation) |
-+| `image` / `file` / `audio` | `{"image_key":"img_xxx"}` / `{"file_key":"file_xxx"}` / `{"file_key":"file_xxx"}` |
-+| `media` (video) | `{"file_key":"file_xxx","image_key":"img_xxx"}` (`image_key` is the **required** cover) |
-+| `share_chat` / `share_user` | `{"chat_id":"oc_xxx"}` / `{"user_id":"ou_xxx"}` |
-+| `interactive` (card) | Card JSON (see Feishu interactive card docs) |
- 
--## Return Value
--
--```json
--{
--  "message_id": "om_xxx",
--  "chat_id": "oc_xxx",
--  "create_time": "1234567890"
--}
--```
-+When using `--content`, you are responsible for making the JSON match the effective `msg_type`.
- 
- ## @Mention Format
- 
--The `<at>` syntax differs by message type. The shortcut only normalizes mentions for `text` and `post`; `interactive` card content is passed through verbatim, so cards must use the card-native syntax below.
--
--### `text`
--
--- `<at user_id="ou_xxx">name</at>` — the inner text is the mentioned user's display name and is optional (`<at user_id="ou_xxx"></at>` also works)
--- @all: `<at user_id="all"></at>`
--
--### `post`
-+The `<at>` syntax differs by message type; the shortcut normalizes mentions for `text` and `post` only — `interactive` cards are passed through verbatim.
- 
--- Inside a `text` or `md` element, the same inline form as `text` works: `<at user_id="ou_xxx">name</at>`
--- Or use a dedicated `at` element node: `{"tag":"at","user_id":"ou_xxx"}` (use `"all"` to mention everyone)
-+- **`text`** / inside a `post` `text`/`md` element: `<at user_id="ou_xxx">name</at>` (inner name optional); @all: `<at user_id="all"></at>`. In `post` you may also use a node: `{"tag":"at","user_id":"ou_xxx"}` (`"all"` for everyone).
-+- **`interactive` (card)** — card-native syntax inside a `lark_md`/`markdown` element: `<at id=ou_xxx></at>`, multiple `<at ids=ou_1,ou_2></at>`, by email `<at email=user@example.com></at>`.
- 
--### `interactive` (card)
--
--Card content is **not** normalized — use the card-native `<at>` syntax inside a `lark_md` / `markdown` element:
--
--- single user by open_id: `<at id=ou_xxx></at>`
--- multiple users: `<at ids=ou_xxx1,ou_xxx2></at>`
--- by email: `<at email=user@example.com></at>`
--
--## Notes
-+## Return Value
- 
--- `--chat-id` and `--user-id` are mutually exclusive; you must provide exactly one
--- `--content` must be valid JSON
--- When using `--content`, you are responsible for making the JSON structure match the effective `msg_type`
--- `--image`/`--file`/`--video`/`--audio` support existing keys, URLs, and cwd-relative local file paths; the shortcut uploads local paths and URLs first, then sends the message; both the upload and send steps use the same identity (UAT when `--as user`, TAT when `--as bot`)
--- If the provided media value starts with `img_` or `file_`, it is treated as an existing key and used directly
--- `--markdown` always sends `msg_type=post`, even if you do not explicitly set `--msg-type post`
--- If you explicitly set `--msg-type` and it conflicts with the chosen content flag, validation fails
--- When using `--video`, `--video-cover` is required as the video cover
--- `--dry-run` uses placeholder image keys for remote Markdown images and placeholder media keys for local uploads
--- Failures return an error code and message
--- `--as user` uses a user access token (UAT) and requires the `im:message.send_as_user` and `im:message` scopes; the message is sent as the authorized end user
--- `--as bot` uses a tenant access token (TAT) and requires the `im:message:send_as_bot` scope
--- When sending as a bot, the app must already be in the target group or already have a direct-message relationship with the target user
--- When using `--markdown` with images, pre-uploading via `images.create` to obtain an `image_key` is recommended for reliability; remote URLs may be auto-resolved at runtime, but if download/upload fails the image is removed with a warning; local paths are not supported
-+```json
-+{"message_id": "om_xxx", "chat_id": "oc_xxx", "create_time": "1234567890"}
-+```
--- 
-2.50.1 (Apple Git-155)
-

harness-opt/verify_results/round-003-lark-im-references-lark-im-chat-create.patch

@@ -1,135 +0,0 @@
-From cbd6e56ac07285fd973c53ff7382da0112b6cf5d Mon Sep 17 00:00:00 2001
-From: "zhangheng.023" <zhangheng.023@bytedance.com>
-Date: Tue, 23 Jun 2026 19:51:49 +0800
-Subject: [PATCH] =?UTF-8?q?opt(round-003):=20references/lark-im-chat-creat?=
- =?UTF-8?q?e.md=20=E2=80=94=20dedup=20Commands/Scenarios=20overlap=20+=20c?=
- =?UTF-8?q?ompress=20--help-mirroring=20Common=20Errors=20into=20pointers,?=
- =?UTF-8?q?=20keep=20232043=20two-step=20flow=20&=20all=20guardrails?=
-MIME-Version: 1.0
-Content-Type: text/plain; charset=UTF-8
-Content-Transfer-Encoding: 8bit
-
----
- .../lark-im/references/lark-im-chat-create.md | 78 +++++--------------
- 1 file changed, 18 insertions(+), 60 deletions(-)
-
-diff --git a/skills/lark-im/references/lark-im-chat-create.md b/skills/lark-im/references/lark-im-chat-create.md
-index 76716f76..7d65e5d3 100644
---- a/skills/lark-im/references/lark-im-chat-create.md
-+++ b/skills/lark-im/references/lark-im-chat-create.md
-@@ -12,43 +12,24 @@ This skill maps to the shortcut: `lark-cli im +chat-create` (internally calls `P
- ## Commands
- 
- ```bash
--# Create a private group (default)
-+# Private group (default)
- lark-cli im +chat-create --name "My Group"
- 
--# Create a public group (name is required and must be at least 2 characters)
-+# Public group (--name required, min 2 chars)
- lark-cli im +chat-create --name "Public Group" --type public
- 
--# Create a topic chat
-+# Topic chat (a 话题群; see note under Parameters)
- lark-cli im +chat-create --name "Topic Group" --chat-mode topic
- 
--# Specify the group owner
--lark-cli im +chat-create --name "My Group" --owner ou_xxx
-+# Invite members and set owner (users: up to 50 ou_xxx; bots: up to 5 cli_xxx)
-+lark-cli im +chat-create --name "My Group" --owner ou_xxx --users "ou_aaa,ou_bbb" --bots "cli_aaa"
- 
--# Invite user members (comma-separated open_ids, up to 50)
--lark-cli im +chat-create --name "My Group" --users "ou_aaa,ou_bbb"
--
--# Invite bot members (comma-separated app IDs, up to 5)
--lark-cli im +chat-create --name "My Group" --bots "cli_aaa,cli_bbb"
--
--# Invite both users and bots
--lark-cli im +chat-create --name "My Group" --users "ou_aaa" --bots "cli_aaa"
--
--# Make the creating bot a group manager (bot identity only)
--lark-cli im +chat-create --name "My Group" --set-bot-manager --as bot
--
--# JSON output
--lark-cli im +chat-create --name "My Group" --format json
--
--# Create a group with bot identity
--lark-cli im +chat-create --name "My Group" --users "ou_aaa" --as bot
--
--# Create a group with user identity
--lark-cli im +chat-create --name "My Group" --users "ou_aaa,ou_bbb" --as user
--
--# Preview the request without creating anything
--lark-cli im +chat-create --name "My Group" --dry-run
-+# Bot identity, making the creating bot a manager
-+lark-cli im +chat-create --name "My Group" --users "ou_aaa" --as bot --set-bot-manager
- ```
- 
-+Run `lark-cli im +chat-create --help` for the full flag list, limits, and types. Single-flag variations (`--as user`, `--description`, `--format json`, `--dry-run` preview, etc.) follow the Parameters table below — `--dry-run` previews the request without creating anything.
-+
- ## Parameters
- 
- | Parameter | Required | Limits | Description |
-@@ -106,6 +87,13 @@ lark-cli im +chat-create --name "<group name>" --users "ou_aaa,ou_bbb" --as user
- 
- The authorized user is automatically the group creator and member.
- 
-+### Create a group, then send a welcome message
-+
-+```bash
-+CHAT_ID=$(lark-cli im +chat-create --name "New Group" --format json | jq -r '.data.chat_id')
-+lark-cli im +messages-send --chat-id "$CHAT_ID" --text "Welcome, everyone!"
-+```
-+
- ## Output Fields
- 
- | Field | Description |
-@@ -117,43 +105,13 @@ The authorized user is automatically the group creator and member.
- | `external` | Whether the group is external |
- | `share_link` | Group share link (omitted if retrieval fails) |
- 
--## Usage Scenarios
--
--### Scenario 1: Create a group and specify the owner
--
--```bash
--lark-cli im +chat-create --name "Project Discussion Group" --owner ou_xxx
--```
--
--### Scenario 2: Create a group and invite users and a bot
--
--```bash
--lark-cli im +chat-create --name "Project Discussion Group" \
--  --owner ou_xxx \
--  --users "ou_aaa,ou_bbb" \
--  --bots "cli_aaa"
--```
--
--### Scenario 3: Create a group and send a welcome message
--
--```bash
--CHAT_ID=$(lark-cli im +chat-create --name "New Group" --format json | jq -r '.data.chat_id')
--lark-cli im +messages-send --chat-id "$CHAT_ID" --text "Welcome, everyone!"
--```
--
- ## Common Errors and Troubleshooting
- 
-+Format/limit validation (`--name`/`--description`/`--users`/`--bots`/`--owner` length, count, and `ou_xxx`/`cli_xxx` format) is enforced by the CLI and reported verbatim with the fix — see the Parameters table for limits. The two errors needing extra action:
-+
- | Symptom | Root Cause | Solution |
- |---------|---------|---------|
- | Permission denied (99991672) | The app does not have `im:chat:create` (bot) or `im:chat:create_by_user` (user) permission enabled | Enable the required permission for the app in the Open Platform console |
--| `--name is required for public groups and must be at least 2 characters` | A public group was created without a name or with a name shorter than 2 characters | Provide a name with at least 2 characters |
--| `--name exceeds the maximum of 60 characters` | The group name is too long | Shorten the name to 60 characters or fewer |
--| `--description exceeds the maximum of 100 characters` | The group description is too long | Shorten the description to 100 characters or fewer |
--| `--users exceeds the maximum of 50` | Too many user members were provided | Split the operation into batches and add more members later |
--| `--bots exceeds the maximum of 5` | Too many bot members were provided | Invite at most 5 bots at once |
--| `invalid user id: expected open_id (ou_xxx)` | Invalid user ID format | Use the `ou_xxx` format for users |
--| `invalid bot id: expected app ID (cli_xxx)` | Invalid bot ID format | Use the `cli_xxx` format for bots |
--| `invalid --owner: expected open_id (ou_xxx)` | Invalid owner ID format | Use the `ou_xxx` format for the owner |
- | `bot is invisible to user` (232043) | The bot and target users are mutually invisible | Follow the two-step flow in AI Usage Guidance above — do not pass other users in `--users` during creation |
- 
- ## References
--- 
-2.50.1 (Apple Git-155)
-

internal/affordance/affordance.go

@@ -0,0 +1,96 @@
+// Copyright (c) 2026 Lark Technologies Pte. Ltd.
+// SPDX-License-Identifier: MIT
+
+// Package affordance is the lazily-loaded store of usage guidance for
+// service-API methods. The source of truth is one markdown file per service in
+// the top-level affordance/ tree (see mdparse.go), injected via SetSource so
+// domain owners maintain it next to skills/ and shortcuts/. A service is read
+// and parsed at most once, on first access, so normal command execution never
+// touches it.
+package affordance
+
+import (
+	"encoding/json"
+	"io/fs"
+	"strings"
+	"sync"
+
+	"github.com/larksuite/cli/internal/apicatalog"
+	"github.com/larksuite/cli/internal/registry"
+)
+
+var (
+	mu        sync.Mutex
+	byService = map[string]map[string]json.RawMessage{}
+	tried     = map[string]bool{}
+	mdSource  fs.FS // top-level affordance/*.md tree; nil in the minimal preview build
+)
+
+// SetSource installs the markdown guidance tree (the top-level affordance/
+// directory) as the source. Called once at startup before any lookup; clears
+// the parse cache so re-sourcing (e.g. in tests) takes effect.
+func SetSource(fsys fs.FS) {
+	mu.Lock()
+	defer mu.Unlock()
+	mdSource = fsys
+	byService = map[string]map[string]json.RawMessage{}
+	tried = map[string]bool{}
+}
+
+// For returns the raw affordance overlay for one method, loading the owning
+// service on first access. ok is false when there is no entry (absent source,
+// parse failure, or unknown method all collapse to "no guidance").
+func For(service, methodID string) (json.RawMessage, bool) {
+	mu.Lock()
+	defer mu.Unlock()
+	if !tried[service] {
+		tried[service] = true
+		byService[service] = loadService(service)
+	}
+	raw, ok := byService[service][methodID]
+	return raw, ok && len(raw) > 0
+}
+
+// loadService parses a service's markdown guidance into per-method overlays,
+// marshalling each to JSON so downstream callers keep the same wire shape.
+func loadService(service string) map[string]json.RawMessage {
+	if mdSource == nil {
+		return nil
+	}
+	src, err := fs.ReadFile(mdSource, service+".md")
+	if err != nil {
+		return nil
+	}
+	m := map[string]json.RawMessage{}
+	for id, a := range parseDomainMD(src, commandFormResolver(service)) {
+		if b, err := json.Marshal(a); err == nil {
+			m[id] = b
+		}
+	}
+	return m
+}
+
+// commandFormResolver maps a method's command-form heading ("user_mailbox.messages
+// list") to its method id ("user_mailbox.message.list") via the registry's
+// authoritative resource↔id table. Resource names are irregularly pluralised
+// (message/messages, user_mailbox/user_mailboxes), so this cannot be guessed; the
+// space→dot fallback covers domains where the two already coincide.
+func commandFormResolver(service string) func(string) string {
+	byForm := map[string]string{}
+	for _, svc := range registry.EmbeddedServicesTyped() {
+		if svc.Name != service {
+			continue
+		}
+		for _, ref := range apicatalog.ServiceMethods(svc, nil) {
+			byForm[strings.Join(ref.CommandPath()[1:], " ")] = ref.Method.ID
+		}
+		break
+	}
+	return func(h string) string {
+		h = strings.TrimSpace(h)
+		if id, ok := byForm[h]; ok {
+			return id
+		}
+		return strings.ReplaceAll(h, " ", ".")
+	}
+}

internal/affordance/affordance_test.go

@@ -0,0 +1,86 @@
+// Copyright (c) 2026 Lark Technologies Pte. Ltd.
+// SPDX-License-Identifier: MIT
+
+package affordance
+
+import (
+	"encoding/json"
+	"testing"
+	"testing/fstest"
+)
+
+// fixtureMD is a minimal affordance source: two methods, each with a lead
+// paragraph (use_when) and a fenced example.
+const fixtureMD = "# approval\n" +
+	"> skill: lark-approval\n\n" +
+	"## instances cc\n" +
+	"把一个审批实例抄送给指定用户。\n\n" +
+	"### Examples\n\n" +
+	"**抄送给用户**\n" +
+	"```bash\n" +
+	"lark-cli approval instances cc --data '{\"instance_code\":\"x\"}'\n" +
+	"```\n\n" +
+	"## instances get\n" +
+	"查询某审批实例详情。\n\n" +
+	"### Examples\n\n" +
+	"**按 code 查询**\n" +
+	"```bash\n" +
+	"lark-cli approval instances get --instance-code \"x\"\n" +
+	"```\n"
+
+func TestFor(t *testing.T) {
+	prev := mdSource
+	t.Cleanup(func() { SetSource(prev) }) // SetSource mutates package state; restore for test isolation
+	SetSource(fstest.MapFS{"approval.md": &fstest.MapFile{Data: []byte(fixtureMD)}})
+
+	// A seeded method in a seeded service resolves to its overlay.
+	raw, ok := For("approval", "instances.cc")
+	if !ok {
+		t.Fatal(`For("approval","instances.cc") ok=false, want an overlay`)
+	}
+	var a struct {
+		UseWhen  []string `json:"use_when"`
+		Examples []struct {
+			Command string `json:"command"`
+		} `json:"examples"`
+	}
+	if err := json.Unmarshal(raw, &a); err != nil {
+		t.Fatalf("overlay is not valid affordance JSON: %v", err)
+	}
+	if len(a.UseWhen) == 0 || len(a.Examples) == 0 || a.Examples[0].Command == "" {
+		t.Errorf("overlay missing use_when/examples: %s", raw)
+	}
+
+	// Misses: unknown method in a known service, and an unknown service, both
+	// resolve to ok=false (no panic, no error) so callers treat them as "no
+	// guidance".
+	if _, ok := For("approval", "instances.no_such_method"); ok {
+		t.Error("unknown method should be ok=false")
+	}
+	if _, ok := For("no_such_service", "x.y"); ok {
+		t.Error("unknown service should be ok=false")
+	}
+
+	// A second lookup of the same service is served from cache (parsed at most
+	// once) and stays consistent.
+	if _, ok := For("approval", "instances.get"); !ok {
+		t.Error("second lookup in a cached service should still resolve")
+	}
+}
+
+// Non-bullet paragraph lines under any section are preserved as items, not
+// dropped (regression: they previously only updated pending, lost without a fence).
+func TestParseDomainMD_ParagraphNotDropped(t *testing.T) {
+	md := "# d\n\n## foo bar\nwhat it does.\n\n### Tips\n- a bullet\nplain paragraph note.\n\n### See also\nrun [[other cmd]] first.\n"
+	got := parseDomainMD([]byte(md), nil) // nil resolver -> space->dot, "foo bar" -> "foo.bar"
+	a, ok := got["foo.bar"]
+	if !ok {
+		t.Fatal("method not parsed")
+	}
+	if len(a.Tips) != 2 || a.Tips[1] != "plain paragraph note." {
+		t.Errorf("Tips paragraph dropped: %v", a.Tips)
+	}
+	if len(a.Extensions) != 1 || len(a.Extensions[0].Items) != 1 || a.Extensions[0].Items[0] != "run `other cmd` first." {
+		t.Errorf("custom-section paragraph not flowed through: %+v", a.Extensions)
+	}
+}

internal/affordance/mdparse.go

@@ -0,0 +1,180 @@
+// Copyright (c) 2026 Lark Technologies Pte. Ltd.
+// SPDX-License-Identifier: MIT
+
+package affordance
+
+import (
+	"regexp"
+	"strings"
+
+	"github.com/larksuite/cli/internal/meta"
+)
+
+// The affordance source is a narrow, fixed markdown subset (see src/*.md):
+//
+//	# domain            optional `> skill: <name>` applied to every method
+//	## command          e.g. `instances get`
+//	<lead paragraph>    -> use_when (when this command is right)
+//	### Avoid when      -> avoid_when (links become prefer/alternative edges)
+//	### Prerequisites   -> prerequisites   (a "…来自 [[x]]" link is a sequence edge)
+//	### Tips            -> tips
+//	### Examples        -> examples: **description** + a ```fenced``` command
+//	### <other>         -> extensions[] (custom section, flows through verbatim)
+//	[[cmd]]             -> a command reference, rendered as `cmd`
+//
+// Parsing is lazy and cached (see For), so the constrained grammar is read at
+// most once per domain.
+
+var mdLink = regexp.MustCompile(`\[\[(.+?)\]\]`)
+
+// standardSection maps a section heading to its typed Affordance field; any
+// other heading becomes an extension.
+var standardSection = map[string]string{
+	"Avoid when":    "avoid_when",
+	"Prerequisites": "prerequisites",
+	"Tips":          "tips",
+	"Examples":      "examples",
+}
+
+func linkToBacktick(s string) string { return mdLink.ReplaceAllString(s, "`$1`") }
+
+// headingToKey maps a command heading ("instances get") to its affordance key
+// ("instances.get"). The space→dot rule holds where the command form matches
+// the method id; domains whose resource names differ (e.g. plural "messages"
+// vs id segment "message") need the registry's authoritative resource↔id table.
+func headingToKey(h string) string {
+	return strings.ReplaceAll(strings.TrimSpace(h), " ", ".")
+}
+
+type mdSection struct {
+	label string
+	items []string
+	cases []meta.AffordanceCase
+}
+
+// parseDomainMD parses one domain's markdown into per-method Affordance values,
+// keyed by method id. resolve maps a command-form heading ("user_mailbox.messages
+// list") to its method id ("user_mailbox.message.list"); nil falls back to the
+// space→dot rule (valid only where the command form already equals the id).
+func parseDomainMD(src []byte, resolve func(string) string) map[string]meta.Affordance {
+	if resolve == nil {
+		resolve = headingToKey
+	}
+	out := map[string]meta.Affordance{}
+
+	var skill, curKey string
+	var useWhen, para []string // lead paragraphs -> use_when entries (blank line separates)
+	var secs []*mdSection
+	var sec *mdSection
+	var pending string
+	var fence []string
+	inFence := false
+
+	assemble := func() {
+		if curKey == "" {
+			return
+		}
+		if len(para) > 0 {
+			useWhen = append(useWhen, strings.TrimSpace(strings.Join(para, " ")))
+			para = nil
+		}
+		var a meta.Affordance
+		if len(useWhen) > 0 {
+			a.UseWhen = useWhen
+		}
+		for _, s := range secs {
+			switch standardSection[s.label] {
+			case "avoid_when":
+				a.AvoidWhen = s.items
+			case "prerequisites":
+				a.Prerequisites = s.items
+			case "tips":
+				a.Tips = s.items
+			case "examples":
+				a.Examples = s.cases
+			default:
+				a.Extensions = append(a.Extensions, meta.AffordanceSection{Label: s.label, Items: s.items})
+			}
+		}
+		if skill != "" {
+			a.Skills = []string{skill}
+		}
+		out[curKey] = a
+	}
+
+	reset := func() { useWhen, para, secs, sec, pending, fence, inFence = nil, nil, nil, nil, "", nil, false }
+
+	// flushPending appends a non-bullet paragraph line that was not consumed as
+	// an example description (i.e. no fence followed) to the current section's
+	// items, so prose under any section is preserved rather than dropped.
+	flushPending := func() {
+		if sec != nil && pending != "" {
+			sec.items = append(sec.items, linkToBacktick(pending))
+			pending = ""
+		}
+	}
+
+	for _, raw := range strings.Split(string(src), "\n") {
+		line := strings.TrimRight(raw, "\r")
+		t := strings.TrimSpace(line)
+		switch {
+		case strings.HasPrefix(line, "## "):
+			flushPending()
+			assemble()
+			curKey = resolve(line[3:])
+			reset()
+			continue
+		case strings.HasPrefix(line, "# "):
+			continue
+		case strings.HasPrefix(t, "> skill:"):
+			skill = strings.TrimSpace(t[len("> skill:"):])
+			continue
+		case strings.HasPrefix(line, "### "):
+			flushPending()
+			sec = &mdSection{label: strings.TrimSpace(line[4:])}
+			secs = append(secs, sec)
+			pending, fence, inFence = "", nil, false
+			continue
+		}
+		if curKey == "" {
+			continue
+		}
+		if sec == nil { // lead paragraphs before any section -> use_when (blank line separates entries)
+			if t == "" {
+				if len(para) > 0 {
+					useWhen = append(useWhen, strings.Join(para, " "))
+					para = nil
+				}
+			} else {
+				para = append(para, t)
+			}
+			continue
+		}
+		// inside a section: a fenced block is an example command; otherwise the
+		// shape follows the writing (bullet item vs **description** before a fence).
+		if strings.HasPrefix(t, "```") {
+			if !inFence {
+				inFence, fence = true, nil
+			} else {
+				inFence = false
+				sec.cases = append(sec.cases, meta.AffordanceCase{Description: pending, Command: strings.Join(fence, "\n")})
+				pending = ""
+			}
+			continue
+		}
+		if inFence {
+			fence = append(fence, line)
+			continue
+		}
+		if strings.HasPrefix(t, "-") {
+			flushPending()
+			sec.items = append(sec.items, linkToBacktick(strings.TrimSpace(t[1:])))
+		} else if t != "" {
+			flushPending()
+			pending = strings.Trim(t, "* ")
+		}
+	}
+	flushPending()
+	assemble()
+	return out
+}

internal/binding/audit.go

@@ -131,31 +131,3 @@ func requireInTrustedDirs(effectivePath string, trustedDirs []string, label stri
 	}
 	return fmt.Errorf("%s: path %q is not inside any trusted directory", label, effectivePath)
 }
-
-// auditFilePermissions rejects world/group-writable modes (always) and
-// world/group-readable modes (unless allowReadableByOthers is true, which
-// exec commands typically need for their usual 755 mode).
-func auditFilePermissions(effectivePath string, allowReadableByOthers bool, label string) error {
-	info, err := vfs.Stat(effectivePath)
-	if err != nil {
-		return fmt.Errorf("%s: cannot stat %q: %w", label, effectivePath, err)
-	}
-	mode := info.Mode().Perm()
-
-	if mode&0o002 != 0 {
-		return fmt.Errorf("%s: path %q is world-writable (mode %04o)", label, effectivePath, mode)
-	}
-	if mode&0o020 != 0 {
-		return fmt.Errorf("%s: path %q is group-writable (mode %04o)", label, effectivePath, mode)
-	}
-	if allowReadableByOthers {
-		return nil
-	}
-	if mode&0o004 != 0 {
-		return fmt.Errorf("%s: path %q is world-readable (mode %04o)", label, effectivePath, mode)
-	}
-	if mode&0o040 != 0 {
-		return fmt.Errorf("%s: path %q is group-readable (mode %04o)", label, effectivePath, mode)
-	}
-	return nil
-}

internal/binding/audit_unix.go

@@ -29,3 +29,31 @@ func checkOwnerUID(path, label string) error {
 	}
 	return nil
 }
+
+// auditFilePermissions rejects world/group-writable modes (always) and
+// world/group-readable modes (unless allowReadableByOthers is true, which
+// exec commands typically need for their usual 755 mode).
+func auditFilePermissions(effectivePath string, allowReadableByOthers bool, label string) error {
+	info, err := vfs.Stat(effectivePath)
+	if err != nil {
+		return fmt.Errorf("%s: cannot stat %q: %w", label, effectivePath, err)
+	}
+	mode := info.Mode().Perm()
+
+	if mode&0o002 != 0 {
+		return fmt.Errorf("%s: path %q is world-writable (mode %04o)", label, effectivePath, mode)
+	}
+	if mode&0o020 != 0 {
+		return fmt.Errorf("%s: path %q is group-writable (mode %04o)", label, effectivePath, mode)
+	}
+	if allowReadableByOthers {
+		return nil
+	}
+	if mode&0o004 != 0 {
+		return fmt.Errorf("%s: path %q is world-readable (mode %04o)", label, effectivePath, mode)
+	}
+	if mode&0o040 != 0 {
+		return fmt.Errorf("%s: path %q is group-readable (mode %04o)", label, effectivePath, mode)
+	}
+	return nil
+}

internal/binding/audit_windows.go

@@ -5,7 +5,22 @@
 
 package binding
 
+import (
+	"fmt"
+
+	"github.com/larksuite/cli/internal/vfs"
+)
+
 // checkOwnerUID is a no-op on Windows where Unix UID semantics don't apply.
 func checkOwnerUID(path, label string) error {
 	return nil
 }
+
+// auditFilePermissions skips POSIX permission-bit auditing on Windows because
+// Go synthesizes mode bits from file attributes rather than NTFS ACLs.
+func auditFilePermissions(effectivePath string, allowReadableByOthers bool, label string) error {
+	if _, err := vfs.Stat(effectivePath); err != nil {
+		return fmt.Errorf("%s: cannot stat %q: %w", label, effectivePath, err)
+	}
+	return nil
+}

internal/binding/audit_windows_test.go

@@ -0,0 +1,33 @@
+// Copyright (c) 2026 Lark Technologies Pte. Ltd.
+// SPDX-License-Identifier: MIT
+
+//go:build windows
+
+package binding
+
+import (
+	"os"
+	"path/filepath"
+	"testing"
+)
+
+func TestAssertSecurePath_WindowsIgnoresSyntheticUnixPermissionBits(t *testing.T) {
+	dir := t.TempDir()
+	p := filepath.Join(dir, "secrets-getter.cmd")
+	if err := os.WriteFile(p, []byte("@echo off\r\n"), 0o600); err != nil {
+		t.Fatalf("write temp command: %v", err)
+	}
+
+	got, err := AssertSecurePath(AuditParams{
+		TargetPath:            p,
+		Label:                 "exec provider command",
+		AllowInsecurePath:     false,
+		AllowReadableByOthers: true,
+	})
+	if err != nil {
+		t.Fatalf("unexpected error for Windows synthetic mode bits: %v", err)
+	}
+	if got != p {
+		t.Errorf("got %q, want %q", got, p)
+	}
+}

internal/meta/affordance.go

@@ -5,30 +5,39 @@ package meta
 
 import "encoding/json"
 
-// Affordance is the hand-authored usage guidance overlaid on a method: when to
-// use it, when not to, prerequisites, few-shot examples, and related methods.
-// It is the single typed model of the affordance shape; the envelope renderer
-// and the command help both parse through ParsedAffordance so the vocabulary
-// is defined once. The JSON tags double as the envelope's wire shape.
+// Affordance is the typed usage guidance overlaid on a method. It is the single
+// model the envelope renderer and the command help both parse, so the
+// vocabulary is defined once; the JSON tags double as the envelope wire shape.
+// Skills entries are skill names (or name/path) rendered as runnable
+// `lark-cli skills read <entry>` pointers.
 type Affordance struct {
-	UseWhen       []string         `json:"use_when,omitempty"`
-	DoNotUseWhen  []string         `json:"do_not_use_when,omitempty"`
-	Prerequisites []string         `json:"prerequisites,omitempty"`
-	Examples      []AffordanceCase `json:"examples,omitempty"`
-	Related       []string         `json:"related,omitempty"`
+	UseWhen       []string            `json:"use_when,omitempty"`
+	AvoidWhen     []string            `json:"avoid_when,omitempty"`
+	Prerequisites []string            `json:"prerequisites,omitempty"`
+	Tips          []string            `json:"tips,omitempty"`
+	Examples      []AffordanceCase    `json:"examples,omitempty"`
+	Extensions    []AffordanceSection `json:"extensions,omitempty"`
+	Related       []string            `json:"related,omitempty"`
+	Skills        []string            `json:"skills,omitempty"`
 }
 
-// AffordanceCase is one few-shot example: a one-line description and a
-// ready-to-run command.
+// AffordanceCase is one few-shot example: a description and a ready-to-run command.
 type AffordanceCase struct {
-	Description string `json:"description"`
+	Description string `json:"description,omitempty"`
 	Command     string `json:"command"`
 }
 
-// ParsedAffordance decodes the method's raw affordance overlay into the typed
-// Affordance. ok is false when the method carries no affordance, the JSON is
-// malformed, or every section is empty — so callers can treat "no guidance"
-// uniformly.
+// AffordanceSection is a custom guidance section: any heading beyond the
+// standard four (Avoid when / Prerequisites / Tips / Examples) flows through
+// here with its label preserved, so authors can add sections without code
+// changes.
+type AffordanceSection struct {
+	Label string   `json:"label"`
+	Items []string `json:"items,omitempty"`
+}
+
+// ParsedAffordance decodes the method's overlay. ok is false when it is absent,
+// malformed, or wholly empty — callers treat all three as "no guidance".
 func (m Method) ParsedAffordance() (Affordance, bool) {
 	if len(m.Affordance) == 0 {
 		return Affordance{}, false
@@ -37,7 +46,7 @@ func (m Method) ParsedAffordance() (Affordance, bool) {
 	if json.Unmarshal(m.Affordance, &a) != nil {
 		return Affordance{}, false
 	}
-	if len(a.UseWhen) == 0 && len(a.DoNotUseWhen) == 0 && len(a.Prerequisites) == 0 && len(a.Examples) == 0 && len(a.Related) == 0 {
+	if len(a.UseWhen) == 0 && len(a.AvoidWhen) == 0 && len(a.Prerequisites) == 0 && len(a.Tips) == 0 && len(a.Examples) == 0 && len(a.Extensions) == 0 && len(a.Related) == 0 && len(a.Skills) == 0 {
 		return Affordance{}, false
 	}
 	return a, true

internal/meta/affordance_test.go

@@ -19,7 +19,7 @@ func TestMethod_ParsedAffordance(t *testing.T) {
 	notOK := map[string]string{
 		"empty payload":        ``,
 		"empty object":         `{}`,
-		"all empty arrays":     `{"use_when":[],"do_not_use_when":[],"prerequisites":[],"examples":[],"related":[]}`,
+		"all empty arrays":     `{"use_when":[],"avoid_when":[],"prerequisites":[],"tips":[],"examples":[],"related":[]}`,
 		"malformed string":     `"not an object"`,
 		"malformed number":     `42`,
 		"nested type mismatch": `{"examples":"should be a list"}`,
@@ -35,8 +35,9 @@ func TestMethod_ParsedAffordance(t *testing.T) {
 	// Populated affordance parses with all fields.
 	raw := `{
 		"use_when": ["需要拿到当前用户的主日历 ID"],
-		"do_not_use_when": ["已知具体 calendar_id"],
+		"avoid_when": ["已知具体 calendar_id"],
 		"prerequisites": ["user 身份登录"],
+		"tips": ["主日历的 calendar_id 即当前用户的 union_id"],
 		"examples": [{"description":"获取主日历","command":"lark-cli calendar calendars primary"}],
 		"related": ["calendars.list"]
 	}`
@@ -47,10 +48,22 @@ func TestMethod_ParsedAffordance(t *testing.T) {
 	if len(a.UseWhen) != 1 || a.UseWhen[0] != "需要拿到当前用户的主日历 ID" {
 		t.Errorf("UseWhen = %v", a.UseWhen)
 	}
+	if len(a.Tips) != 1 || a.Tips[0] != "主日历的 calendar_id 即当前用户的 union_id" {
+		t.Errorf("Tips = %v", a.Tips)
+	}
 	if len(a.Examples) != 1 || a.Examples[0].Description != "获取主日历" || a.Examples[0].Command != "lark-cli calendar calendars primary" {
 		t.Errorf("Examples = %+v", a.Examples)
 	}
 	if len(a.Related) != 1 || a.Related[0] != "calendars.list" {
 		t.Errorf("Related = %v", a.Related)
 	}
+
+	// A method whose only guidance is Tips still parses as populated.
+	tipsOnly, ok := (Method{Affordance: json.RawMessage(`{"tips":["先调用 list 拿到 id"]}`)}).ParsedAffordance()
+	if !ok {
+		t.Fatal("ParsedAffordance with only tips ok=false, want populated")
+	}
+	if len(tipsOnly.Tips) != 1 || tipsOnly.Tips[0] != "先调用 list 拿到 id" {
+		t.Errorf("Tips = %v", tipsOnly.Tips)
+	}
 }

internal/qualitygate/cmd/comment-audit/main.go

@@ -0,0 +1,92 @@
+// Copyright (c) 2026 Lark Technologies Pte. Ltd.
+// SPDX-License-Identifier: MIT
+
+package main
+
+import (
+	"encoding/json"
+	"flag"
+	"fmt"
+	"os"
+
+	"github.com/larksuite/cli/errs"
+	"github.com/larksuite/cli/internal/qualitygate/publiccontent"
+	"github.com/larksuite/cli/internal/qualitygate/report"
+	"github.com/larksuite/cli/internal/validate"
+	"github.com/larksuite/cli/internal/vfs"
+)
+
+type eventPayload struct {
+	Comment *struct {
+		Body string `json:"body"`
+	} `json:"comment"`
+	Review *struct {
+		Body string `json:"body"`
+	} `json:"review"`
+}
+
+func main() {
+	eventPath := flag.String("event", os.Getenv("GITHUB_EVENT_PATH"), "GitHub event payload path")
+	kind := flag.String("kind", os.Getenv("GITHUB_EVENT_NAME"), "GitHub event kind")
+	flag.Parse()
+
+	if *eventPath == "" {
+		fmt.Fprintln(os.Stderr, "comment-audit: --event or GITHUB_EVENT_PATH is required")
+		os.Exit(2)
+	}
+	body, err := commentBody(*eventPath)
+	if err != nil {
+		fmt.Fprintf(os.Stderr, "comment-audit: %v\n", err)
+		os.Exit(2)
+	}
+	diags := diagnostics(publiccontent.ScanComment(*kind, body))
+	if len(diags) > 0 {
+		fmt.Fprintln(os.Stderr, auditFailureSummary(len(diags)))
+	}
+	report.Print(os.Stderr, diags)
+	os.Exit(report.ExitCode(diags))
+}
+
+func auditFailureSummary(count int) string {
+	return fmt.Sprintf("post-publication audit found public content findings: %d", count)
+}
+
+func commentBody(path string) (string, error) {
+	safePath, err := validate.SafeInputPath(path)
+	if err != nil {
+		return "", errs.NewValidationError(errs.SubtypeInvalidArgument, "invalid --event: %v", err).
+			WithParam("--event").
+			WithCause(err)
+	}
+	data, err := vfs.ReadFile(safePath)
+	if err != nil {
+		return "", err
+	}
+	var payload eventPayload
+	if err := json.Unmarshal(data, &payload); err != nil {
+		return "", err
+	}
+	switch {
+	case payload.Comment != nil:
+		return payload.Comment.Body, nil
+	case payload.Review != nil:
+		return payload.Review.Body, nil
+	default:
+		return "", nil
+	}
+}
+
+func diagnostics(items []publiccontent.Finding) []report.Diagnostic {
+	out := make([]report.Diagnostic, 0, len(items))
+	for _, item := range items {
+		out = append(out, report.Diagnostic{
+			Rule:       item.Rule,
+			Action:     item.Action,
+			File:       item.File,
+			Line:       item.Line,
+			Message:    item.Message,
+			Suggestion: item.Suggestion,
+		})
+	}
+	return out
+}

internal/qualitygate/cmd/comment-audit/main_test.go

@@ -0,0 +1,70 @@
+// Copyright (c) 2026 Lark Technologies Pte. Ltd.
+// SPDX-License-Identifier: MIT
+
+package main
+
+import (
+	"errors"
+	"os"
+	"path/filepath"
+	"testing"
+
+	"github.com/larksuite/cli/errs"
+)
+
+func TestCommentBodyReadsSafeRelativeEventPath(t *testing.T) {
+	dir := t.TempDir()
+	if err := writeTestFile(filepath.Join(dir, "event.json"), `{"comment":{"body":"clean comment"}}`); err != nil {
+		t.Fatal(err)
+	}
+	origDir, err := os.Getwd()
+	if err != nil {
+		t.Fatal(err)
+	}
+	if err := os.Chdir(dir); err != nil {
+		t.Fatal(err)
+	}
+	t.Cleanup(func() {
+		_ = os.Chdir(origDir)
+	})
+
+	got, err := commentBody("event.json")
+	if err != nil {
+		t.Fatalf("commentBody() error = %v", err)
+	}
+	if got != "clean comment" {
+		t.Fatalf("comment body = %q", got)
+	}
+}
+
+func TestCommentBodyRejectsUnsafeEventPath(t *testing.T) {
+	path := filepath.Join(t.TempDir(), "event.json")
+	if err := writeTestFile(path, `{"comment":{"body":"clean"}}`); err != nil {
+		t.Fatal(err)
+	}
+
+	_, err := commentBody(path)
+	problem, ok := errs.ProblemOf(err)
+	if err == nil || !ok {
+		t.Fatalf("commentBody(%q) error = %v, want unsafe path validation error", path, err)
+	}
+	if problem.Category != errs.CategoryValidation || problem.Subtype != errs.SubtypeInvalidArgument {
+		t.Fatalf("commentBody(%q) problem = %#v, want invalid argument validation", path, problem)
+	}
+	var validationErr *errs.ValidationError
+	if !errors.As(err, &validationErr) || validationErr.Param != "--event" {
+		t.Fatalf("commentBody(%q) error = %v, want --event validation param", path, err)
+	}
+}
+
+func TestAuditFailureSummaryStatesPostPublicationAudit(t *testing.T) {
+	got := auditFailureSummary(2)
+	want := "post-publication audit found public content findings: 2"
+	if got != want {
+		t.Fatalf("auditFailureSummary() = %q, want %q", got, want)
+	}
+}
+
+func writeTestFile(path, data string) error {
+	return os.WriteFile(path, []byte(data), 0o644)
+}