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cheat-shoot\ndescription: \u767b\u8bb0\u4e00\u6761\u89c6\u9891\u5df2\u62cd\u6444\u3002**\u5efa video folder + \u8be2\u95ee\u5b9e\u9645\u62cd\u6444\u7a3f\u662f\u5426\u4e0e scripts/<id>.md \u4e00\u81f4 + buffer +1**\u3002\u4e0e cheat-publish \u914d\u5bf9\uff1a\u62cd\u4e86\u8fdb\u961f\u5217\uff0c\u53d1\u4e86\u51fa\u961f\u5217\u3002\u89e6\u53d1\u8bcd\uff1a\"\u62cd\u4e86\"/\"\u62cd\u4e86 X\"/\"shot\"/\"shot it\"/\"\u5df2\u62cd X\"/\"\u5f55\u5b8c\u4e86\"\u3002\nargument-hint: <scripts-path-or-id>\nallowed-tools: Bash(*), Read, Write, Edit, Glob\n---\n\n# /cheat-shoot \u2014 \u767b\u8bb0\u62cd\u6444\u5b8c\u6210 + \u5efa video folder + (\u6539\u7a3f\u5219) \u89e6\u53d1 v2 \u9884\u6d4b\n\n\u628a\u89c6\u9891\u4ece\"\u5df2\u5199\u9884\u6d4b\u3001\u672a\u62cd\u6444\"\u72b6\u6001\u63a8\u8fdb\u5230\"\u5df2\u62cd\u6444\u3001\u672a\u53d1\u5e03\"\u72b6\u6001\u3002\u8fd9\u4e00\u6b65\uff1a\n1. **\u5efa `videos/<\u540c id>/`** \u76ee\u5f55\uff08\u4e4b\u524d\u6ca1\u6709\u7684\u8bdd\uff09\n2. **\u8be2\u95ee\u7528\u6237**\uff1a\"\u5b9e\u9645\u62cd\u6444\u65f6\u7528\u7684\u7a3f\u5b50\u548c `scripts/<id>.md` \u4e00\u81f4\u5417\uff1f\"\n3. \u7b97 diff\u2014\u2014\u8d85\u8fc7 V2_TRIGGER_THRESHOLD (\u9ed8\u8ba4 30%) \u2192 **delegate \u5230 `/cheat-predict \u2014 mode: v2`** \u5728\u539f prediction \u6587\u4ef6 append `## \u9884\u6d4b v2` \u6bb5\n4. \u628a video folder \u52a0\u8fdb state.shoots \u961f\u5217\uff0cbuffer +1\n\ncheat-shoot \u81ea\u5df1**\u4e0d**\u5199\u9884\u6d4b\u5185\u5bb9\u2014\u2014\u6240\u6709\u9884\u6d4b\u843d\u76d8\u903b\u8f91\u5728 cheat-predict\u3002cheat-shoot \u53ea\u8d1f\u8d23\u68c0\u6d4b\u6539\u7a3f + \u6d3e\u53d1\u3002\n\n\u4e3a\u4ec0\u4e48\u5355\u72ec\u4e00\u4e2a skill\uff1a\n- buffer \u8b66\u6212\u7cfb\u7edf\u9700\u8981\u660e\u786e\u533a\u5206\"\u62cd\u4e86\" vs \"\u53d1\u4e86\"\u3002\u89c6\u9891\u53ef\u4ee5\u6279\u91cf\u62cd\uff08\u4e00\u5929\u62cd 5 \u6761\uff09\uff0c\u5206\u6563\u53d1\uff08\u6bcf\u5929\u53d1 1 \u6761\uff09\n- \"\u5b9e\u9645\u62cd\u6444\u7a3f\" \u2260 \"pre-shoot \u8349\u7a3f\"\u662f\u5e38\u6001\u3002\u8fd9\u4e00\u6b65\u662f\u628a diff \u663e\u5f0f\u5316\u3001\u89e6\u53d1 v2 \u91cd\u5224\u3001\u91c7\u96c6\"\u7528\u6237\u6539\u7a3f pattern\"\u4fe1\u53f7\u7684\u5165\u53e3\n- v2 \u9884\u6d4b vs v1 \u9884\u6d4b\u7684\u5dee\u5f02\u672c\u8eab\u5c31\u662f rubric \u5347\u7ea7\u8bc1\u636e\u2014\u2014\u6bd4\u5982 v1 \u7ed9 ER=4\uff0cv2 \u7ed9 ER=5\uff08\u7528\u6237\u6539\u7a3f\u6539\u9ad8\u4e86 hook \u5f3a\u5ea6\uff09\uff0c\u5c31\u544a\u8bc9 rubric \"\u8fd9\u4e2a\u7528\u6237\u7684 ER \u9608\u503c\u8ddf\u6211\u73b0\u5728\u516c\u5f0f\u4e0d\u4e00\u81f4\"\n\n## Overview\n\n```\n[\u7528\u6237\uff1a\u62cd\u4e86 scripts/2026-05-04_abc123_\u505c\u6b62\u671f\u5f85.md]\n  \u2193\n[Phase 0: \u89e3\u6790\u8def\u5f84 + \u9a8c\u8bc1 prediction \u5df2\u5b58\u5728]\n  \u2193\n[Phase 1: \u68c0\u67e5\u662f\u5426\u5df2\u767b\u8bb0\uff08\u907f\u514d\u91cd\u590d\uff09]\n  \u2193\n[Phase 2: \u5efa videos/<id>/ + \u8be2\u95ee\"\u5b9e\u9645\u62cd\u6444\u7a3f\u4e00\u81f4\u5417\uff1f\"]\n  \u2193\n[Phase 3: \u5199 videos/<id>/script.md]\n  \u2193\n[Phase 4: append state.shoots]\n  \u2193\n[Phase 5: \u8f93\u51fa buffer \u72b6\u6001]\n```\n\n## Constants\n\n- **REQUIRE_PREDICTION = true** \u2014 \u62cd\u524d\u5fc5\u987b\u5148\u6709 v1 prediction \u6587\u4ef6\n- **V2_TRIGGER_THRESHOLD = 0.30** \u2014 normalize \u540e char-level diff \u8d85\u8fc7 30% \u2192 \u9ed8\u8ba4\u5efa\u8bae v2 \u91cd\u5224\uff1b\u4f4e\u4e8e 30% \u8be2\u95ee\u7528\u6237\u662f\u5426\u4ecd\u8981 v2\n- **DIFF_METRIC = char_levenshtein_normalized**\uff08**\u9ed8\u8ba4**\uff09\u2014\u2014 \u901a\u8fc7 [`tools/diff_pct.py`](../../tools/diff_pct.py) \u8c03\u7528\uff1a\u5148 normalize\uff08\u53bb markdown header / \u5206\u9694\u7ebf / \u5217\u8868\u6807\u8bb0 / \u88c5\u9970\u6807\u70b9 / \u6298\u53e0\u6240\u6709\u7a7a\u767d\uff09\uff0c\u518d\u7b97 char-level Levenshtein / max(len_a, len_b)\u3002preferred backend `rapidfuzz`\uff0cfallback `difflib.SequenceMatcher`\uff08stdlib\uff0c\u6c38\u8fdc\u53ef\u7528\uff09\u3002**\u65e7\u7248 line-level \u5728\u53e3\u8bed\u5316\u8f6c\u5f55\u573a\u666f\u8bef\u62a5\u4e25\u91cd**\uff08draft \u957f markdown \u53e5 vs whisper \u8f6c\u5f55\u7684\u77ed\u65ad\u53e5\uff0c\u5185\u5bb9\u51e0\u4e4e\u4e0d\u53d8\u4f46 line-level \u7b97\u51fa ~200% diff\uff09\u2014\u2014 PR #14 \u4fee\u590d\n- **DIFF_METRIC=lines** \u2014\u2014 legacy fallback\uff1a\u5f53 python3 \u5b8c\u5168\u4e0d\u53ef\u7528\u6216 tools/diff_pct.py \u627e\u4e0d\u5230\u65f6\u964d\u7ea7\u5230 `diff -u | grep '^[+-]' | wc -l` \u7b97\u6cd5\n\n## Inputs\n\n| \u5fc5\u586b | \u6765\u6e90 |\n|---|---|\n| `<scripts-path-or-id>` | \u7528\u6237\u53c2\u6570\uff1b\u7f3a\u5931\u5219\u8be2\u95ee |\n| `.cheat-state.json` | \u72b6\u6001\u6587\u4ef6 |\n| `scripts/*.md` | pre-shoot \u8349\u7a3f |\n| `predictions/*.md` | \u9a8c\u8bc1\u5bf9\u5e94\u9884\u6d4b\u5b58\u5728 |\n\n## Workflow\n\n### Phase 0\uff1a\u89e3\u6790 + \u9a8c\u8bc1\n\n1. \u89e3\u6790\u7528\u6237\u7ed9\u7684\u8def\u5f84\u2014\u2014\u652f\u6301\u51e0\u79cd\u5f62\u6001\uff1a\n   - \u5b8c\u6574\u8def\u5f84 `scripts/2026-05-04_abc123_\u505c\u6b62\u671f\u5f85.md`\n   - \u7b80\u5199 `2026-05-04_abc123_\u505c\u6b62\u671f\u5f85`\n   - id \u7b80\u5199 `abc123` \u2192 glob `scripts/*_abc123_*.md` \u627e\u5339\u914d\n2. \u9a8c\u8bc1 `scripts/<id>.md` \u5b58\u5728\uff1a\u4e0d\u5b58\u5728 \u2192 \u62a5\u9519\"\u627e\u4e0d\u5230 pre-shoot \u8349\u7a3f\"\n3. \u9a8c\u8bc1\u6709\u5bf9\u5e94 prediction `predictions/<\u540c\u540d>.md`\uff1a\n   - \u4e0d\u5b58\u5728 \u2192 **\u62d2\u7edd\u767b\u8bb0**\uff0c\u63d0\u793a\"\u5148\u8dd1 /cheat-predict \u5199\u9884\u6d4b\uff0c\u5426\u5219\u8fdd\u53cd\u76f2\u9884\u6d4b\u539f\u5219\u2014\u2014\u4f60\u4e0d\u80fd\u62cd\u5b8c\u624d\u5199\u9884\u6d4b\uff0c\u90a3\u7b49\u4e8e\u4e8b\u540e\u770b\u4e86\u753b\u9762\u5199\"\n   - \u5b58\u5728 \u2192 \u901a\u8fc7\n\n### Phase 1\uff1a\u68c0\u67e5\u91cd\u590d\n\n\u8bfb `.cheat-state.json`\uff0c\u68c0\u67e5 `shoots[]` \u662f\u5426\u5df2\u542b\u6b64 id\uff1a\n- \u5df2\u5b58\u5728 \u2192 \u8b66\u544a\"\u5df2\u767b\u8bb0\u8fc7\uff08X \u5929\u524d\uff09\u3002\u662f\u8981\u91cd\u65b0\u767b\u8bb0\uff0c\u8fd8\u662f\u8981\u7528 /cheat-publish \u53d1\u5e03\uff1f\"\n- \u4e0d\u5b58\u5728 \u2192 \u8fdb\u5165 Phase 2\n\n### Phase 2\uff1a\u5efa video folder + \u8be2\u95ee\u7a3f\u5b50\u4e00\u81f4\u6027\n\n1. \u5efa\u76ee\u5f55 `videos/<id>_<short>/`\uff08\u540c scripts/ + predictions/ \u7684\u547d\u540d\uff09\n2. **\u8be2\u95ee\u7528\u6237**\uff1a\n\n```\n\u62cd \u300c<title>\u300d \u7684\u65f6\u5019\uff0c\u4f60\u5b9e\u9645\u7528\u7684\u7a3f\u5b50\u548c scripts/<id>.md \u4e00\u81f4\u5417\uff1f\n\na) \u4e00\u81f4\u2014\u2014\u6309\u8349\u7a3f\u62cd\u7684\nb) \u6539\u4e86\u4e00\u4e9b\u2014\u2014\u4f60\u80fd\u7ed9\u6211\u770b\u4e0b\u5b9e\u9645\u62cd\u6444\u7a3f\u5417\uff1f\u6211\u91cd\u65b0\u6253\u5206\u4e00\u6b21\uff08v2 \u9884\u6d4b\uff09\nc) \u5927\u6539\u4e86\uff0c\u57fa\u672c\u662f\u53e6\u4e00\u6761 \u2192 \u8d70 _redo \u6d41\u7a0b\uff1a\n   scripts/<id>_redo.md \u2192 \u91cd\u65b0 cheat-predict \u2192 \u518d cheat-shoot\uff08\u539f prediction \u7559\u6863\u8131\u94a9\uff09\n```\n\n### Phase 3\uff1a\u5199 videos/<id>/script.md + (b \u8def\u5f84) \u89e6\u53d1 v2 \u9884\u6d4b\n\n**a \u8def\u5f84\uff08\u4e00\u81f4\uff09**\uff1a\n- `cp scripts/<id>.md \u2192 videos/<id>/script.md`\n- `script_consistency = consistent`\n- \u4e0d\u91cd\u5224\uff0c\u8fdb Phase 4\n\n**b \u8def\u5f84\uff08\u6539\u4e86\uff09**\uff1a\n1. \u8be2\u95ee\u7528\u6237\u5b9e\u9645\u62cd\u6444\u7a3f\u2014\u2014\u7c98\u8d34\u6587\u672c / \u6587\u4ef6\u8def\u5f84 / \u8f6c\u5f55\u6587\u4ef6\n2. \u82e5\u7528\u6237\u63d0\u4f9b \u2192 \u5199\u5165 `videos/<id>/script.md`\n3. \u82e5\u7528\u6237\u6ca1\u4fdd\u7559\uff08\u5373\u5174\uff09\u2192 \u6807 `script_lost`\uff0c\u5199\u5360\u4f4d\u6587\u4ef6 + \u8b66\u544a\"v2 \u91cd\u5224\u8df3\u8fc7\u2014\u2014\u4e0b\u6b21\u5efa\u8bae\u7559\u7a3f\uff08\u54ea\u6015 voice memo \u8f6c\u5f55\uff09\"\uff0c\u8fdb Phase 4\n4. \u63d0\u4f9b\u4e86\u7684\u8bdd\uff1a\u7b97 diff\n   ```bash\n   # \u89e3\u6790 cheat-on-content \u6e90\u7801\u6839\uff08cheat-shoot \u662f symlink \u88c5\u7684\uff09\n   SKILL_REAL=\"$(readlink -f ~/.claude/skills/cheat-shoot 2>/dev/null || readlink ~/.claude/skills/cheat-shoot 2>/dev/null)\"\n   if [[ -n \"$SKILL_REAL\" ]]; then\n     REPO_ROOT=\"$(cd \"$SKILL_REAL/../..\" && pwd)\"\n     DIFF_TOOL=\"$REPO_ROOT/tools/diff_pct.py\"\n   fi\n\n   if [[ -n \"${DIFF_TOOL:-}\" && -f \"$DIFF_TOOL\" ]] && command -v python3 >/dev/null 2>&1; then\n     # \u9ed8\u8ba4 char-level Levenshtein on normalized text\uff08rapidfuzz preferred, difflib fallback\uff09\n     diff_pct=$(python3 \"$DIFF_TOOL\" \"scripts/<id>.md\" \"videos/<id>/script.md\")\n   else\n     # legacy line-level fallback\u2014\u2014\u53ea\u5728 python3 \u6216 diff_pct.py \u90fd\u4e0d\u53ef\u7528\u65f6\u7528\n     added=$(diff -u scripts/<id>.md videos/<id>/script.md | grep -c '^+')\n     removed=$(diff -u scripts/<id>.md videos/<id>/script.md | grep -c '^-')\n     total_orig=$(wc -l < scripts/<id>.md)\n     diff_pct=$(( (added + removed) * 100 / total_orig ))\n     echo \"\u26a0\ufe0f  fallback \u5230 line-level diff\u2014\u2014\u53e3\u8bed\u5316\u8f6c\u5f55\u4f1a inflate diff_pct\uff0c\u53ef\u80fd\u8bef\u89e6\u53d1 v2\"\n   fi\n   ```\n\n   **\u4e3a\u4ec0\u4e48 normalize + char-level**\uff1aline-level diff \u5728\u521b\u4f5c\u8005\u771f\u5b9e\u573a\u666f\uff08draft \u662f markdown \u957f\u53e5\u3001\u62cd\u6444\u7a3f\u662f whisper \u8f6c\u5f55\u7684\u53e3\u8bed\u5316\u77ed\u884c\uff09\u7b97\u51fa ~200% \u5dee\u5f02\u4f46\u5185\u5bb9\u51e0\u4e4e\u4e0d\u53d8\u3002char-level Levenshtein \u5728 normalize \u540e\u7a33\u5b9a\u53cd\u6620**\u5185\u5bb9**\u5dee\u5f02\uff0c\u800c\u975e\u683c\u5f0f\u5dee\u5f02\u3002\u8be6\u89c1 [`tools/diff_pct.py`](../../tools/diff_pct.py) + `tools/diff_pct_test.sh`\uff083 fixture \u5728\u4e24\u4e2a backend \u4e0a\u5168\u8fc7\uff09\u3002\n5. **\u5224\u5b9a v2 \u89e6\u53d1**\uff1a\n   - `diff_pct >= 30` \u2192 \u9ed8\u8ba4\u5efa\u8bae v2 \u91cd\u5224\uff0c**\u4e3b\u52a8\u8c03\u7528** `/cheat-predict \u2014 mode: v2 \u2014 prediction-file: predictions/<id>.md` \u4f20 `videos/<id>/script.md` \u4f5c input\u3002cheat-predict \u8d70 v2 \u6a21\u5f0f append `## \u9884\u6d4b v2`\n   - `diff_pct < 30` \u2192 \u8be2\u95ee\u7528\u6237\uff1a\"\u53ea\u6539\u4e86 N% \u7684\u5185\u5bb9\uff0c\u8981\u91cd\u5224\u5417\uff1f\u9ed8\u8ba4\u4e0d\uff08v1 \u9884\u6d4b\u4ecd\u6709\u6548\uff09\"\u3002\u7528\u6237\u8bf4\u8981 \u2192 \u540c\u4e0a\u8c03\u7528\uff1b\u7528\u6237\u8bf4\u4e0d \u2192 \u8df3\u8fc7 v2\uff0c\u7ee7\u7eed Phase 4\n6. cheat-predict \u5b8c\u6210 v2 \u843d\u76d8\u540e\uff0c\u63a7\u5236\u6743\u56de\u5230 cheat-shoot \u8fdb Phase 4\n\n**c \u8def\u5f84\uff08\u5927\u6539\uff09**\uff1a\n- \u4e0d\u5199 `videos/<id>/script.md`\uff0c\u63d0\u793a\u8d70 `_redo` \u6d41\u7a0b\n- \u9000\u51fa cheat-shoot\uff08\u4e0d\u8fdb Phase 4\uff09\n\n### Phase 4\uff1astate \u66f4\u65b0\n\n```json\n{\n  \"shoots\": [\n    ...,\n    {\n      \"video_folder\": \"videos/2026-05-04_abc123_\u505c\u6b62\u671f\u5f85/\",\n      \"prediction_file\": \"predictions/2026-05-04_abc123_\u505c\u6b62\u671f\u5f85.md\",\n      \"scripts_path\": \"scripts/2026-05-04_abc123_\u505c\u6b62\u671f\u5f85.md\",\n      \"shot_at\": \"<ISO timestamp>\",\n      \"script_consistency\": \"consistent\" | \"modified\" | \"lost\",\n      \"script_diff_pct\": <0-100 int \u6216 null>,\n      \"v2_prediction_written\": <true/false>,\n      \"script_hash_at_shoot\": \"<sha256:12 of videos/<id>/script.md>\"\n    }\n  ]\n}\n```\n\n`v2_prediction_written: true` \u8868\u793a prediction \u6587\u4ef6\u91cc\u73b0\u5728\u6709 `## \u9884\u6d4b v2` \u6bb5\uff0ccheat-retro \u5e94\u8bfb v2 \u7b97\u504f\u5dee\uff1b`false` \u8868\u793a\u6cbf\u7528 v1\u3002\n\n### Phase 5\uff1a\u8f93\u51fa buffer \u72b6\u6001\n\n\u8bfb\u5b8c state \u540e\u7acb\u5373\u7b97 buffer + \u989c\u8272\uff08\u6309 [cadence-protocol.md](../../shared-references/cadence-protocol.md) \u7684\u6d3e\u751f\u89c4\u5219\uff09\uff1a\n\n```\n\u2705 \u5df2\u767b\u8bb0\u62cd\u6444\uff1avideos/2026-05-04_abc123_\u505c\u6b62\u671f\u5f85/\n   \u9884\u6d4b\u6587\u4ef6\uff1apredictions/2026-05-04_abc123_\u505c\u6b62\u671f\u5f85.md\n\n\ud83d\udce6 \u5f53\u524d buffer\uff1a3 \u7bc7\uff08\ud83d\udfe2 \u7eff\u8272\uff0c\u6b63\u5e38\uff09\n   \u6309\u4f60\u7684 cadence\uff08\u9694\u65e5\u66f4\uff09= 6 \u5929 buffer\uff0c\u8282\u594f\u7a33\u5b9a\u3002\n\n\u4e0b\u4e00\u6b65\uff1a\u62cd\u5176\u4ed6\u5019\u9009 / \u7b49\u4e0b\u4e2a\u53d1\u5e03\u65e5 / \u4e0d\u52a8\n```\n\n\u5982\u679c buffer \u989c\u8272\u53d8\u4e86\uff08\u5982\u4ece\u7eff\u5230\u84dd\uff09\u2192 \u9ad8\u4eae\u63d0\u9192\uff1a\n```\n\ud83d\udce6 \u5f53\u524d buffer\uff1a6 \u7bc7\uff08\ud83d\udd35 \u84dd\u8272\uff0c**\u79ef\u538b**\uff09\n\u26a0\ufe0f  \u5efa\u8bae\u6682\u505c\u62cd\u6444\uff0c\u5168\u529b\u53d1\u5e03\u5b58\u8d27 + \u590d\u76d8\u3002\n   \u6309\u4f60\u7684 cadence\uff08\u65e5\u66f4\uff09= 6 \u5929\u9884\u5907\uff0c\u5df2\u8d85\u8fc7\u5065\u5eb7\u4e0a\u9650\u3002\n```\n\n## Key Rules\n\n1. **\u4e0d\u5199 prediction**\u2014\u2014\u62cd\u4e86 \u2260 \u53d1\u4e86\u3002\u9884\u6d4b\u5728 /cheat-predict \u9501\uff0c\u62cd\u53ea\u662f\u4e8b\u4ef6\n2. **\u4e0d\u52a8 video folder \u5185\u5bb9**\u2014\u2014script.md / draft-v0.md \u90fd\u4e0d\u6539\n3. **\u5fc5\u987b\u5148\u6709 prediction**\u2014\u2014\u5426\u5219\u8fdd\u53cd\u76f2\u9884\u6d4b\uff08\u62cd\u5b8c\u770b\u4e86\u753b\u9762\u518d\u5199\u9884\u6d4b = \u6570\u636e\u6cc4\u6f0f\u5230\u5224\u65ad\uff09\n4. **buffer \u8ba1\u7b97\u5b9e\u65f6**\u2014\u2014\u6bcf\u6b21 shoot / publish \u540e\u7acb\u523b\u91cd\u7b97\uff0cstate.shoots \u662f\u771f\u503c\n5. **\u652f\u6301\u6279\u91cf**\uff1a\u7528\u6237\u53ef\u4ee5\u4e00\u5929\u8fde\u8bf4 \"\u62cd\u4e86 X / \u62cd\u4e86 Y / \u62cd\u4e86 Z\" \u4e09\u6b21\u8fde\u7eed\u767b\u8bb0\n\n## Refusals\n\n- \u300c\u62cd\u4e86 X\uff0c\u4f46\u6211\u4ece\u6765\u6ca1\u8dd1\u8fc7 cheat-predict\u300d \u2192 \u62d2\u7edd\u3002v1 \u9884\u6d4b**\u5fc5\u987b\u62cd\u524d\u5199**\u2014\u2014\u62cd\u5b8c\u624d\u5199\u9884\u6d4b\u4f1a\u88ab\u753b\u9762\u8bf1\u5bfc\u4e8b\u540e\u4fee\u6539\u3002\u8bf7\u5148 /cheat-predict \u5199 v1 \u518d\u6765 /cheat-shoot\u3002\uff08v2 \u91cd\u5224\u662f\u53e6\u4e00\u56de\u4e8b\u2014\u2014v1 \u5df2\u5b58\u5728 + \u62cd\u540e\u6539\u7a3f\u624d\u5141\u8bb8\uff09\n- \u300c\u6211\u6ca1\u6709 video folder\uff0c\u6211\u76f4\u63a5\u62cd\u7684\u300d \u2192 \u8be2\u95ee\u7528\u6237 \u2192 \u5e2e\u4ed6\u5efa video folder + \u63d0\u793a\u4e0b\u6b21\u8d70\u5b8c\u6574\u6d41\u7a0b\uff1b\u767b\u8bb0\u65f6\u6807 `ad_hoc: true`\n- \u300c\u6211\u6539\u7a3f\u4e86\u4f46\u4f60\u76f4\u63a5\u8986\u76d6 v1 \u5427\uff0c\u522b\u7559 v2 \u6bb5\u300d \u2192 \u62d2\u7edd\u3002v1 \u662f\u6863\u6848\uff0cv2 \u624d\u662f\u5f53\u524d\u5224\u65ad\u2014\u2014append \u4e0d\u8986\u76d6\u3002\u4e24\u6bb5\u4e00\u8d77\u7559\u662f rubric \u5b66\u4e60\u7684\u5173\u952e\u8bc1\u636e\n\n## Integration\n\n- \u4e0a\u6e38\uff1a`/cheat-predict` \u5199\u5b8c prediction \u2192 \u7528\u6237\u62cd\u6444 \u2192 `/cheat-shoot` \u767b\u8bb0\n- \u4e0b\u6e38\uff1a`/cheat-publish` \u53d1\u5e03\u65f6\u628a\u5bf9\u5e94\u9879\u4ece state.shoots \u79fb\u9664\n- `/cheat-status` \u770b\u677f\u7684 buffer \u6570\u5b57\u76f4\u63a5\u6765\u81ea `state.shoots.length`\n- `/cheat-recommend` \u770b buffer \u989c\u8272\u8c03\u63a8\u8350\u7b56\u7565\n- SessionStart hook \u770b buffer \u989c\u8272\u51b3\u5b9a\u62a5\u544a\u7b2c\u4e00\u884c\n\n## state.shoots \u6570\u636e\u7ed3\u6784\n\n```json\n{\n  \"shoots\": [\n    {\n      \"video_folder\": \"videos/2026-05-04_abc123_\u505c\u6b62\u671f\u5f85/\",\n      \"prediction_file\": \"predictions/2026-05-04_abc123_\u505c\u6b62\u671f\u5f85.md\",\n      \"shot_at\": \"2026-05-04T18:30:00+08:00\",\n      \"ad_hoc\": false  // true if user shot without going through full flow\n    }\n  ]\n}\n```\n\n\u6309 `shot_at` \u5347\u5e8f\u2014\u2014\u6700\u65e9\u62cd\u7684\u5728\u524d\u9762\u3002`/cheat-status` \u663e\u793a\u6700\u65e9\u4e00\u9879\u7684 days-since-shoot \u8b66\u544a\uff08\u907f\u514d\u6709\u89c6\u9891\u62cd\u4e86 30 \u5929\u6ca1\u53d1\uff09\u3002\n","usage":"\u8bfb\u53d6 SKILL.md\uff0c\u5e76\u6309\u9700\u8bfb\u53d6\u914d\u5957\u6587\u4ef6\uff1b\u4e0b\u8f7d ZIP \u83b7\u53d6\u5b8c\u6574\u5305\u3002\u6280\u80fd\u662f\u4efb\u52a1\u65b9\u6cd5\uff0c\u4e0d\u6388\u4e88\u65b0\u589e\u8d26\u6237\u3001\u4ed8\u8d39\u6216\u7cfb\u7edf\u6743\u9650\u3002"}