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cheat-seed\ndescription: \u8ddf\u7528\u6237\u5bf9\u8bdd\u8ba8\u8bba\u9009\u9898\u2014\u2014**\u9ed8\u8ba4\u4e00\u6b21\u4e00\u4e2a**\uff0c\u7528\u6237\u4e3b\u52a8\u7ed9\u4e3b\u9898\u6216\u7ecf\u5386\uff0cAI \u56f4\u7ed5\u7528\u6237\u7684\u8f93\u5165\u6df1\u6316\u3001\u63d0\u70bc\u89d2\u5ea6\u3001\u5199\u4e00\u4efd draft\u3002\u4e0d\u662f AI \u62ff\u4e09\u4e2a\u5f00\u653e\u95ee\u9898\u8ffd\u7528\u6237\uff0c\u4e5f\u4e0d\u662f\u4e00\u6b21\u7ed9 5 \u4e2a\u5019\u9009\u3002\u89e6\u53d1\u8bcd\uff1a\"\u627e\u9009\u9898\"/\"\u6211\u60f3\u505a\u4e00\u6761 X\"/\"\u6700\u8fd1\u6709\u4e2a\u60f3\u6cd5\"/\"seed\"/\"\u542f\u52a8\u79cd\u5b50\"\u3002\u53ef\u9009 batch \u6a21\u5f0f\uff1a`/cheat-seed --batch 5` \u8d70\u65e7\u7684 brainstorm 5 \u5019\u9009 + \u5199 5 draft \u6d41\u7a0b\u3002\nargument-hint: \"[\u2014 batch: N] [\u2014 sources: <comma-separated>]\"\nallowed-tools: Bash(*), Read, Write, Edit, Glob, WebFetch, Skill\n---\n\n# /cheat-seed \u2014 \u9009\u9898\u5bf9\u8bdd\uff08\u9ed8\u8ba4\uff09/ \u6279\u91cf brainstorm\uff08\u53ef\u9009\uff09\n\ncheat-seed \u7684\u6838\u5fc3\u662f**\u8ddf\u7528\u6237\u8ba8\u8bba\u9009\u9898**\uff0c\u4e0d\u662f\u673a\u68b0\u5730 brainstorm\u3002\u597d\u5185\u5bb9\u6765\u81ea\u7528\u6237\u7684\u771f\u5b9e\u7ecf\u5386 + \u89c2\u5bdf + \u60c5\u7eea\u2014\u2014\u8fd9\u4e9b\u662f AI \u4e0d\u53ef\u80fd\u51ed\u7a7a brainstorm \u51fa\u6765\u7684\u3002AI \u7684\u89d2\u8272\u662f**\u542c\u7528\u6237\u8bb2 \u2192 \u5e2e\u63d0\u70bc\u89d2\u5ea6 \u2192 \u5199\u4e00\u4efd draft**\uff0c\u4e0d\u662f dump 15 \u5019\u9009\u8ba9\u7528\u6237\u6311\u3002\n\n**\u9ed8\u8ba4\u6a21\u5f0f**\uff1a\u5bf9\u8bdd\u5f0f\u4e00\u6b21\u4e00\u4e2a\u3002\n**Batch \u6a21\u5f0f**\uff08`--batch N`\uff09\uff1a\u4fdd\u7559\u65e7\u7684 brainstorm N \u5019\u9009 + \u5199 N \u4efd draft \u6d41\u7a0b\uff0c\u7ed9\"\u5b8c\u5168\u6ca1\u60f3\u6cd5 + \u60f3\u6279\u91cf\u521d\u59cb\u5316\"\u7684\u7528\u6237\u3002\n\n## \u4e09\u79cd Mode\uff08\u81ea\u52a8\u8bc6\u522b\uff09\n\n```\nMode A \u2014 \u7528\u6237\u4e3b\u52a8\u7ed9\u4e3b\u9898\uff08**\u6700\u5e38\u89c1**\uff09\uff1a\n  \u7528\u6237\uff1a\"/cheat-seed\" + \u76f4\u63a5\u8bf4\"\u6211\u60f3\u505a\u4e00\u6761\u5173\u4e8e X \u7684\"\n       \u6216\uff1a\"/cheat-seed \u6211\u6700\u8fd1\u5f00\u4f1a\u88ab\u9886\u5bfc...\"\n  \u2193\n  AI \u56f4\u7ed5 X / \u8fd9\u4ef6\u4e8b**\u6df1\u6316**\u2014\u2014\u4ec0\u4e48\u77ac\u95f4\u89e6\u53d1\uff1f\u6700\u8ba9\u4f60 [\u60c5\u7eea / \u4e0d\u723d / \u89c9\u5f97\u6709\u610f\u601d] \u7684\u662f\u54ea\u70b9\uff1f\n  \u2193\n  \u6536\u655b\u5230\u4e00\u4e2a\u5177\u4f53\u89d2\u5ea6 \u2192 \u63d0\u8bae \u2192 \u7528\u6237\u8ba4\u53ef \u2192 \u5199 1 \u4efd draft \u2192 \u5b8c\u6210\n  \u2193\n  \u95ee\"\u4e0b\u4e00\u7bc7\uff1f\" \u6216\u7528\u6237\u8bf4\"\u4eca\u5929\u5c31\u8fd9\u6837\"\n\nMode B \u2014 \u7528\u6237\u7ed9\u65b9\u5411\u4f46\u4e0d\u5177\u4f53\uff1a\n  \u7528\u6237\uff1a\"\u6700\u8fd1\u60f3\u505a\u70b9\u5173\u4e8e [\u804c\u573a / \u5a5a\u604b / AI / ...] \u7684\"\n  \u2193\n  AI\uff1a\"[\u8303\u56f4] \u592a\u5e7f\u3002\u6700\u8fd1\u4f60\u63a5\u89e6\u5230\u7684\u5177\u4f53\u54ea\u4ef6\u4e8b\u8ba9\u4f60\u60f3\u505a\u8fd9\u4e2a\u65b9\u5411\uff1f\"\n  \u2193\n  \u6536\u655b\u5230 Mode A \u7684\u5177\u4f53\u7ecf\u5386\n\nMode C \u2014 \u7528\u6237\u5b8c\u5168\u6ca1\u60f3\u6cd5\uff08\u5c11\u89c1\uff09\uff1a\n  \u7528\u6237\uff1a\"\u6211\u4e0d\u77e5\u9053\u505a\u4ec0\u4e48\" / \"\u5e2e\u6211\u60f3\u4e2a\u9898\"\n  \u2193\n  AI\uff1a\"\u597d\uff0c\u8fdb brainstorm \u6a21\u5f0f\u2014\u2014\u5148\u6293\u70ed\u70b9 + \u4f60\u4e4b\u524d\u7684\u5174\u8da3\u65b9\u5411\uff0c\u7ed9\u4f60 1 \u4e2a\u5efa\u8bae\"\n  \u2193\n  \u8dd1 trend-sources \u6293\u70ed\u70b9 + \u8bfb candidates.md / predictions/ \u770b\u7528\u6237\u5386\u53f2\n  \u2193\n  \u63d0\u8bae 1 \u4e2a\u89d2\u5ea6\uff08\u4e0d\u662f 5 \u4e2a\uff09 \u2192 \u7528\u6237\u8ba4\u53ef \u2192 \u5199 draft\n\nBatch Mode \u2014 \u7528\u6237\u663e\u5f0f\u8981\u6279\u91cf\uff08`/cheat-seed --batch 5`\uff09\uff1a\n  \u6309\u65e7\u7248 brainstorm \u6d41\u7a0b\uff1a3 \u95ee\u9898 \u2192 15 \u5019\u9009 \u2192 \u7528\u6237\u6311 \u2192 \u5199 5 draft\u3002\n  \u7ed9\"\u4eca\u5929\u60f3\u4e00\u6b21\u6027\u628a\u672a\u6765 2 \u5468\u7684\u9009\u9898\u641e\u5b9a\"\u7684\u7528\u6237\u3002\n```\n\n**\u5173\u952e\u7ea0\u6b63**\uff08\u4e0e\u65e7\u7248\u7684\u533a\u522b\uff09\uff1a\n- AI **\u4e0d\u4e3b\u52a8\u5f00\u653e\u95ee**\u2014\u2014\u7b49\u7528\u6237\u7ed9\u8f93\u5165\u518d\u6df1\u6316\n- \u4e00\u6b21\u4e00\u4e2a\u9009\u9898\uff0c\u4e0d\u662f 5 \u4e2a\n- \u9ed8\u8ba4\u5bf9\u8bdd\u5f0f + \u4e00\u6b21\u4e00\u4e2a\uff0cbatch \u662f escape hatch\n\n## Constants\n\n- **DEFAULT_TREND_SOURCES = [\"manual-paste\"]** \u2014 \u4ec5 Mode C / Mode A \u7070\u8272\u573a\u666f / Batch \u7528\u5230\u3002\u7528\u6237\u53ef\u5728 state \u91cc\u52a0 aihot / trendradar-mcp\n- **TREND_TOOL_ROUTING** \u2014 \u6309 `content_form` \u8def\u7531\u6570\u636e\u6e90\uff0c\u8be6\u89c1 [shared-references/data-source-routing.md](../../shared-references/data-source-routing.md)\n- **MODE_B_MAX_REPROBE_TURNS = 2** \u2014 Mode B \"\u4e3a\u4ec0\u4e48\" \u53cd\u95ee\u6700\u591a 2 \u8f6e\uff1b\u8d85\u8fc7\u5219\u8f6c Mode C\n- **MAX_DEEP_DIVE_TURNS = 4** \u2014 Mode A \u6536\u655b\u9636\u6bb5\u6700\u591a 4 \u8f6e\u53cd\u95ee\uff0c\u907f\u514d AI \u8fc7\u5ea6\u76d8\u95ee\n- **WITH_DRAFT = yes** \u2014 \u9ed8\u8ba4\u786e\u8ba4\u89d2\u5ea6\u540e\u7acb\u523b\u5199 draft\uff1b\u7528\u6237\u53ef\u8bf4 \"\u7b49\u4e0b\uff0c\u6211\u81ea\u5df1\u5199\" \u8df3\u8fc7\n- **DRAFT_LENGTH** \u2014 \u6d3e\u751f\u81ea `state.typical_duration_seconds`\uff1a30s\u2192100-200\u5b57 / 90s\u2192250-500\u5b57 / 240s\u2192600-1000\u5b57 / 450s\u21921100-2000\u5b57 / 900s\u21922200+\u5b57\n- **HUMANIZE_DRAFT = on**\uff08\u9ed8\u8ba4\uff09/ off \u2014\u2014 \u5199\u5b8c draft \u540e\u7528 `humanizer` skill \u8fc7\u4e00\u904d\uff0c\u53bb\u6389 AI \u5199\u4f5c tells\uff08em-dash \u6ee5\u7528 / rule of three / inflated \u8bcd\u6c47 / \u7a7a\u6cdb\u5f52\u56e0\u7b49\uff09\u3002off \u65f6\u76f4\u63a5\u51fa\u539f\u59cb AI draft\u3002**\u53ea humanize \u6b63\u6587\uff0c\u4e0d\u52a8 header \u7684\"\u5fc5\u987b\u6539\u5199\"\u8b66\u544a**\n\n## Inputs\n\n| \u5fc5\u586b | \u6765\u6e90 |\n|---|---|\n| `.cheat-state.json` | \u8bfb calibration_samples / typical_duration / cadence |\n| `rubric_notes.md` | \u8bfb\u5f53\u524d rubric\uff08\u7c97\u6253\u5206\u7528\uff09 |\n| `script_patterns.md` | \u8bfb\u5df2\u6709 pattern\uff08\u5199 draft \u65f6\u6309 cheat sheet \u9009\u7ed3\u6784\uff09 |\n| `predictions/*.md`\uff08\u5982\u6709\uff09 | \u5df2\u53d1\u5386\u53f2\uff0cbrainstorm \u65f6\u4f5c\u4e3a context |\n| `audience.md`\uff08\u5982\u6709\uff09 | \u53d7\u4f17\u753b\u50cf\u2014\u2014\u9009\u9898 / \u5199\u7a3f\u65f6\u7684\"\u8c01\u5728\u770b\"\u955c\u5b50\uff08\u7531 `/cheat-persona` \u6d3e\u751f\uff09 |\n\n## Workflow\n\n### Phase 0: \u524d\u7f6e\u68c0\u67e5 + \u52a0\u8f7d\u6240\u6709 context\uff08**\u6838\u5fc3\uff1a3 \u4e2a context \u6765\u6e90**\uff09\n\n1. \u8bfb `.cheat-state.json` \u2192 \u4e0d\u5b58\u5728\u5219\u63d0\u793a\u5148\u8dd1 `/cheat-init`\n2. \u8bfb `rubric_notes.md` \u62ff\u5f53\u524d\u516c\u5f0f\uff08\u7c97\u6253\u5206\u7528\uff09\n3. \u8bfb `script_patterns.md`\u2014\u2014\u5199 draft \u65f6\u6309 cheat sheet \u9009\u7ed3\u6784\n4. **\u8bfb\u5df2\u6709 prediction \u6587\u4ef6**\uff08\u542b init \u65f6 import \u7684 reconstructed\uff09\u4f5c\u4e3a **context \u6765\u6e90 A**\uff08\u7528\u6237\u81ea\u5df1\u5386\u53f2\uff09\uff1a\n   - 0 \u4e2a \u2192 A \u4e3a\u7a7a\n   - \u22651 \u4e2a \u2192 A \u6709\u5185\u5bb9\uff0c\u63d0\u53d6 (title / 7 \u7ef4 / \u5b9e\u7ee9)\n5. **\u8bfb `benchmark.md`**\uff08\u5982\u5b58\u5728\uff09\u4f5c\u4e3a **context \u6765\u6e90 B**\uff08\u5bf9\u6807\u8d26\u53f7\uff09\uff1a\n   - `state.benchmark_status = imported` \u2192 B \u6709\u5185\u5bb9\uff0c\u63d0\u53d6\u5bf9\u6807\u8d26\u53f7\u7684\u6837\u672c\u4e3b\u9898\u5206\u5e03\u3001\u8c03\u6027\u3001Pattern\n   - `state.benchmark_status = none / pending` \u2192 B \u4e3a\u7a7a\n6. **\u8bfb `audience.md`**\uff08\u5982\u5b58\u5728\u4e14\u975e\u7a7a\u9aa8\u67b6\uff09\u4f5c\u4e3a **\u53d7\u4f17\u955c\u5b50**\uff1a\n   - Confidence \ud83d\udfe1 \u4ee5\u4e0a\uff08\u6709\u771f\u5b9e\u590d\u76d8\u6570\u636e\u6d3e\u751f\uff09\u2192 \u9009\u9898 / \u5199 draft \u65f6\u4f5c\u4e3a\"\u8fd9\u4e2a persona \u4f1a\u5728\u4e4e\u5417\"\u7684\u68c0\u9a8c\u89c6\u89d2\n   - Confidence \ud83d\udd34/\ud83d\udfe0\uff08\u7a7a / \u4ec5 benchmark seed\uff09\u2192 \u5f53\u5f31\u53c2\u8003\uff0c\u4e0d\u5f53\u786c\u7ea6\u675f\n   - **\u4e0d\u8fdb\u7c97\u6253\u5206**\u2014\u2014audience.md \u662f creative lens\uff0c\u7c97\u6253\u5206\u4ecd\u53ea\u7528 rubric\u3002persona \u5f71\u54cd\"\u5199\u4ec0\u4e48 / \u54ea\u4e2a\u89d2\u5ea6\"\uff0c\u4e0d\u5f71\u54cd\u5206\u6570\n7. \u68c0\u67e5\u7528\u6237\u7684\u5165\u53c2\u2014\u2014\u662f\u5426\u542b\u5177\u4f53 topic / \u7ecf\u5386\uff0c\u51b3\u5b9a\u8d70 Mode A/B/C/Batch\n\n**brainstorm \u65f6\u7684 context \u4f18\u5148\u7ea7**\uff08**Claude \u5224\u65ad**\u2014\u2014\u4e0b\u9762\u662f\u53c2\u8003\u9ed8\u8ba4\uff09\uff1a\n\n- **A \u4e3b\u5bfc**\uff08\u7528\u6237\u81ea\u5df1\u6570\u636e\uff09\uff1a\u5f53 Claude \u5224\u65ad\u7528\u6237\u6570\u636e\u5df2\u80fd\u9a71\u52a8\u65b9\u5411\u65f6\uff08\u53c2\u8003\u9ed8\u8ba4\uff1a`calibration_samples \u2265 10`\uff0c\u4f46 Claude \u53ef\u4ee5\u66f4\u65e9\u2014\u2014\u5982 N=5 \u4f46\u51fa\u73b0 \u22653 \u4e2a\u4e0e benchmark \u660e\u663e\u4e0d\u4e00\u81f4\u7684\u5f3a\u6837\u672c\uff09\n- **B \u4e3b\u5bfc**\uff08benchmark\uff09\uff1a\u7528\u6237\u6570\u636e\u5c11 + benchmark \u6709\u5185\u5bb9\u65f6\n- **B \u7f3a\u5e2d**\uff08benchmark \u4e3a\u7a7a\uff09+ \u7528\u6237\u6570\u636e\u5c11\uff1a\u7eaf\u9760\u7528\u6237 input + \u6293\u70ed\u70b9\uff1b\u660e\u786e\u544a\u8bc9\u7528\u6237\"\u6ca1 benchmark \u4e5f\u6ca1\u8db3\u591f\u81ea\u5df1\u6570\u636e\uff0c\u5efa\u8bae\u8dd1 /cheat-learn-from \u540e\u518d\u56de\u6765 brainstorm\"\n\n\u5224\u65ad\u4f9d\u636e**\u4e0d\u662f\u6b7b\u78d5\u6837\u672c\u6570**\uff0c\u800c\u662f\u770b\uff1a\n- \u7528\u6237\u6700\u8fd1 N \u4e2a\u6837\u672c\u7684\u5b9e\u7ee9**\u662f\u5426\u4e0e benchmark \u7684\u9ad8\u8868\u73b0\u6837\u672c\u7c7b\u578b\u4e00\u81f4**\u2014\u2014\u4e00\u81f4\u8bf4\u660e benchmark \u4ecd\u6709\u501f\u9274\u4ef7\u503c\uff1b\u4e0d\u4e00\u81f4\u8bf4\u660e\u7528\u6237\u5df2\u7ecf\u8d70\u81ea\u5df1\u7684\u8def\n- \u7528\u6237\u7684\u6837\u672c**\u591a\u6837\u6027**\u2014\u20143 \u7bc7\u90fd\u662f\u540c\u7c7b\u5185\u5bb9\u4e0d\u7b97\u6210\u719f\uff1b3 \u7bc7\u8986\u76d6\u4e0d\u540c\u7c7b\u76ee\u53cd\u800c\u6bd4 10 \u7bc7\u540c\u7c7b\u66f4\u53ef\u4fe1\n\n### Phase 1: Mode \u5206\u6d41\n\n\u8bfb\u7528\u6237\u8f93\u5165\uff0c\u8bc6\u522b\uff1a\n\n**\u542b\u5177\u4f53\u540d\u8bcd + \u60c5\u7eea / \u7ecf\u5386\u8bcd**\uff08\"\u6211\u6628\u5929\u5f00\u4f1a...\" / \"\u6211\u770b\u5230 X \u8ba9\u6211...\" / \"\u6211\u5bf9 Y \u89c9\u5f97...\"\uff09\u2192 **Mode A**\uff08\u6df1\u6316\uff1b\u5982\u8bdd\u9898\u662f\u65f6\u4e8b\uff0cPhase 2A.5 \u8be2\u95ee\u8981\u4e0d\u8981\u62c9\u5916\u90e8\u6570\u636e\uff09\n\n**\u542b\u65b9\u5411\u8bcd\u4f46\u65e0\u5177\u4f53\u5185\u5bb9**\uff08\"\u60f3\u505a\u804c\u573a\" / \"AI \u65b9\u5411\" / \"\u5a5a\u604b\"\uff09\u2192 **Mode B**\uff08\u5355\u95ee\"\u4e3a\u4ec0\u4e48\u60f3\u505a\u8fd9\u4e2a\"\u2014\u2014\u7528\u6237\u5185\u7701\u7a97\u53e3\uff0c**\u4e0d\u8c03\u4efb\u4f55\u70ed\u70b9\u5de5\u5177**\uff09\n\n**\u663e\u5f0f\u8bf4\u6ca1\u60f3\u6cd5**\uff08\"\u4e0d\u77e5\u9053\u505a\u4ec0\u4e48\" / \"\u5e2e\u6211\u60f3\" / \"\u968f\u4fbf\u7ed9\u4e2a\"\uff09\u2192 **Mode C**\uff08\u6309 [data-source-routing.md](../../shared-references/data-source-routing.md) \u8c03\u70ed\u70b9\u5de5\u5177 + \u7528\u6237\u6311 + \u56de\u5230\u5185\u7701\uff1b\u90fd\u4e0d\u884c\u5219\u8d70\"\u804a\u7ecf\u5386\"\u4e09\u9009\u9879\u515c\u5e95\uff09\n\n**\u663e\u5f0f `--batch N`**\uff08\u7528\u6237\u4e3b\u52a8\u6279\u91cf\uff09\u2192 **Batch Mode**\n\n**\u7eaf `/cheat-seed` \u65e0\u9644\u52a0\u5185\u5bb9** \u2192 **\u8be2\u95ee\u5165\u53e3\u95ee\u9898**\uff1a\n\n```\n\u4f60\u4eca\u5929\u60f3\u5e72\u561b\uff1f\n\n- \u6709\u60f3\u505a\u7684\u4e3b\u9898 / \u7ecf\u5386 \u2192 \u76f4\u63a5\u544a\u8bc9\u6211\uff08\"\u6211\u60f3\u505a\u4e00\u6761 X\" / \"\u6211\u6700\u8fd1 X...\"\uff09\n- \u77e5\u9053\u5927\u81f4\u65b9\u5411 \u2192 \u544a\u8bc9\u6211\uff08\"\u60f3\u505a\u804c\u573a\" / \"AI \u65b9\u5411\"\uff09\u2192 \u6211\u4f1a\u5355\u95ee\u4f60\u4e3a\u5565\u60f3\u505a\n- \u5b8c\u5168\u6ca1\u60f3\u6cd5 \u2192 \u8bf4\"\u5e2e\u6211\u60f3\"\u2192 \u6211\u7528 [aihot / trendradar] \u62c9\u4eca\u5929\u7684\u70ed\u70b9\u7ed9\u4f60\u770b\n- \u6279\u91cf\u641e\u5b9a \u2192 \u8bf4 \"batch <N>\"\n\n(\u6211\u4e0d\u4f1a\u62ff\u4e00\u5806\u5f00\u653e\u95ee\u9898\u8ffd\u4f60\u2014\u2014\u4f60\u7ed9\u4e00\u53e5\u8bdd\u6211\u5c31\u5f00\u59cb)\n```\n\n\u6ce8\u610f\u8fd9\u662f**\u552f\u4e00\u7684\u5f00\u653e\u5f0f\u95ee\u9898**\u2014\u2014\u53ea\u5728\u7528\u6237**\u7eaf\u89e6\u53d1** `/cheat-seed` \u65f6\u95ee\u3002\u5982\u679c\u7528\u6237\u5df2\u7ecf\u5728\u89e6\u53d1\u8bcd\u91cc\u7ed9\u4e86\u5185\u5bb9\uff08\"/cheat-seed \u6211\u60f3\u505a...\" \u6216 \"\u627e\u9009\u9898 \u6211\u6700\u8fd1\u5f00\u4f1a...\"\uff09\uff0c\u76f4\u63a5\u8fdb Mode A/B/C \u4e0d\u518d\u95ee\u8fd9\u4e00\u53e5\u3002\n\n### Phase 2A: Mode A \u6df1\u6316\uff08\u7528\u6237\u7ed9\u4e86\u5177\u4f53 topic / \u7ecf\u5386\uff09\n\n**\u6838\u5fc3\u539f\u5219**\uff1a\u56f4\u7ed5\u7528\u6237\u7ed9\u7684\u5185\u5bb9**\u6df1\u6316**\uff0c**\u4e0d\u8981\u5207\u5230\u522b\u7684\u8bdd\u9898**\u3002\n\n**\u53cd\u95ee\u7c7b\u578b\uff08\u6309\u573a\u666f\u6311\uff09**\uff1a\n\n- \u89e6\u53d1\u77ac\u95f4\uff1a\"\u4f60\u8bf4 X \u8fd9\u4ef6\u4e8b\uff0c\u6700\u521d\u662f\u54ea\u4e2a\u5177\u4f53\u77ac\u95f4\u89e6\u53d1\u4f60\u60f3\u505a\u7684\uff1f\" / \"\u662f\u4ec0\u4e48\u8ba9\u4f60\u89c9\u5f97\u8fd9\u503c\u5f97\u8bb2\u4e00\u6761\u89c6\u9891\uff1f\"\n- \u60c5\u7eea\u951a\u70b9\uff1a\"\u8fd9\u91cc\u9762\u6700\u8ba9\u4f60 [\u751f\u6c14 / \u89c9\u5f97\u8352\u5510 / \u89c9\u5f97\u6709\u610f\u601d] \u7684\u662f\u54ea\u4e2a\u7ec6\u8282\uff1f\"\n- \u89d2\u5ea6\u9009\u62e9\uff1a\"\u4f60\u60f3\u8bf4\u7684\u662f [\u89d2\u5ea6 a\uff1a\u73b0\u8c61\u6279\u5224] \u8fd8\u662f [\u89d2\u5ea6 b\uff1a\u81ea\u6211\u53cd\u601d] \u8fd8\u662f [\u89d2\u5ea6 c\uff1a\u6cdb\u5316\u5230\u666e\u904d]\uff1f\"\n- \u53d7\u4f17\u60f3\u8c61\uff1a\"\u4f60\u5fc3\u91cc\u60f3\u7740\u662f\u8bf4\u7ed9\u54ea\u79cd\u4eba\u542c\uff1f\u5979/\u4ed6\u542c\u5b8c\u4f1a\u600e\u4e48\u60f3 / \u600e\u4e48\u8f6c\u53d1\uff1f\"\n- \u53cd\u5bf9\u610f\u89c1\u63a2\u6d4b\uff1a\"\u5982\u679c\u6709\u4eba\u53cd\u9a73\u8bf4 [\u53cd\u65b9\u89c2\u70b9 X]\uff0c\u4f60\u4f1a\u600e\u4e48\u56de\uff1f\"\u2014\u2014\u903c\u7528\u6237\u5148\u60f3\u6e05\u695a\u7acb\u573a\n\n**\u53cd\u95ee\u7eaa\u5f8b**\uff1a\n- \u4e00\u6b21\u53ea\u95ee **1 \u4e2a**\u95ee\u9898\uff08\u4e0d\u8981\u585e 3 \u4e2a\u8fde\u73e0\u70ae\uff09\n- \u6700\u591a `MAX_DEEP_DIVE_TURNS` \u8f6e\uff08\u9ed8\u8ba4 4\uff09\u2014\u2014\u8d85\u8fc7\u5c31\u4e3b\u52a8\u6536\u655b\uff1a\"OK \u6211\u611f\u89c9\u591f\u4e86\uff0c\u5e2e\u4f60\u63d0\u8bae\u4e00\u4e2a\u89d2\u5ea6\u8bd5\u8bd5\"\n- \u7528\u6237\u7684\u56de\u7b54\u5982\u679c\u542b emoji / \u7b80\u77ed / \u4e0d\u8010\u70e6 \u2192 \u7acb\u523b\u6536\u655b\uff0c\u4e0d\u8981\u903c\n\n**\u6536\u655b\u8f93\u51fa**\uff1a\n\n```\n\u6211\u611f\u89c9\u8fd9\u4e2a\u89d2\u5ea6\u80fd\u505a\uff1a\n\n[\u4e00\u53e5\u8bdd\u7acb\u610f\uff1a50 \u5b57\u4ee5\u5185]\n\n\u8d70\u6cd5\uff1a\n- \u7528 [Pattern X \u7ed3\u6784]\uff08\u6765\u81ea script_patterns.md\uff09\n- \u94a9\u5b50\uff1a[\u5177\u4f53\u573a\u666f / \u53e5\u5b50]\n- \u4e3b\u4f53\uff1a[3 \u4e2a\u89c2\u5bdf\u662f\u4ec0\u4e48]\n- \u6536\u5c3e\uff1a[MVP \u53e5\u65b9\u5411]\n\n\u7c97\u6253\u5206\uff08v0 \u7b49\u6743 7 \u7ef4\uff09\uff1aER=X HP=X QL=X NA=X AB=X SR=X SAT=X \u2192 composite \u2248 X.X\nConfidence: \ud83d\udd34 \u6781\u4f4e (\u4f60\u624d\u6821\u51c6 0/N \u7bc7)\n\n\u8981\u4e0d\u8981\u8ba9\u6211\u5148\u5199\u4e00\u4efd draft\uff1f(yes / \u6362\u89d2\u5ea6 / \u6211\u81ea\u5df1\u5199)\n```\n\n\u7528\u6237\u56de yes \u2192 Phase 4 \u5199 draft\u3002\n\u7528\u6237\u8bf4\"\u6362\u89d2\u5ea6\" \u2192 \u56de Phase 2A \u6df1\u6316\u66f4\u591a\u3002\n\u7528\u6237\u8bf4\"\u6211\u81ea\u5df1\u5199\" \u2192 \u628a candidate \u52a0\u8fdb candidates.md \u6807 tier1\uff0c\u7ed3\u675f\u3002\n\n### Phase 2B: Mode B \u2014 \u5355\u95ee\"\u4e3a\u4ec0\u4e48\"\uff0c\u89e6\u53d1\u7528\u6237\u5185\u7701\n\n\u7528\u6237\u7ed9\u4e86\u65b9\u5411\u4f46\u4e0d\u5177\u4f53\uff08\"\u60f3\u505a\u804c\u573a\" / \"AI \u65b9\u5411\" / \"\u5a5a\u604b\"\uff09\u3002**\u8fd9\u9636\u6bb5\u4e0d\u8c03\u4efb\u4f55\u70ed\u70b9\u5de5\u5177**\u2014\u2014\u662f\u7528\u6237\u5185\u7701\u7684\u7a97\u53e3\uff0c\u5916\u90e8\u4fe1\u606f\u4f1a\u6c61\u67d3\u3002\n\n\u53ea\u95ee\u4e00\u4e2a\u95ee\u9898\uff0c**\u5355\u5200\u76f4\u5165**\uff1a\n\n```\n\u4e3a\u4ec0\u4e48\u60f3\u505a\u8fd9\u4e2a\u4e3b\u9898\uff1f\n```\n\n\u4e0d\u8981\u95ee\"a/b/c \u4e09\u79cd\u4f8b\u5b50\"\u2014\u2014\u90a3\u662f dump \u9009\u9879\u8ba9\u7528\u6237\u6311\uff0c\u7834\u574f\u5185\u7701\u3002\u8ba9\u7528\u6237\u81ea\u5df1\u7ec4\u7ec7\u8bed\u8a00\u3002\n\n**\u6839\u636e\u7528\u6237\u56de\u7b54\u5206\u6d41**\uff1a\n\n| \u7528\u6237\u7b54 | \u5206\u7c7b | \u884c\u4e3a |\n|---|---|---|\n| \u542b\u5177\u4f53\u7ecf\u5386 / \u4e2a\u4eba\u5361\u70b9\uff08\"\u6211\u81ea\u5df1\u7ecf\u5e38\u52a0\u73ed\" / \"\u6211\u770b\u5230 X \u8ba9\u6211...\"\uff09 | **\u771f\u52a8\u673a** | \u8f6c Mode A \u6df1\u6316\uff08Phase 2A\uff09 |\n| \u62bd\u8c61\u70ed\u5ea6\u5f52\u56e0\uff08\"\u8fd9\u8bdd\u9898\u6700\u8fd1\u70ed\" / \"\u522b\u4eba\u90fd\u5728\u505a\" / \"\u542c\u8bf4\u80fd\u6da8\u7c89\"\uff09 | **\u7a7a\u52a8\u673a** | \u53cd\u95ee\"\u90a3\u4f60\u81ea\u5df1\u5bf9\u8fd9\u4e2a\u8bdd\u9898\u6700\u6709\u611f\u89c9\u7684\u89d2\u5ea6\u662f\u5565\uff1f\"\u2014\u2014\u903c\u51fa\u4e2a\u4eba stake\uff1b\u7ee7\u7eed\u7a7a \u2192 \u8f6c Mode C |\n| \"\u6211\u4e5f\u4e0d\u77e5\u9053\" / \"\u670b\u53cb\u8bf4\u8d5a\u94b1\" / \u6a21\u7cca\u63a8\u6421 | **\u771f\u6ca1\u60f3\u6cd5** | \u76f4\u63a5\u8f6c Mode C |\n\n**\u53cd\u95ee\u7eaa\u5f8b**\uff1a\u6700\u591a 2 \u8f6e\u3002\u7b2c 2 \u8f6e\u8fd8\u95ee\u4e0d\u51fa\u771f\u52a8\u673a \u2192 \u76f4\u63a5\u8f6c Mode C\uff0c**\u4e0d\u8981\u65e0\u9650\u6316**\u3002\n\n> \u8bbe\u8ba1\u610f\u56fe\uff1aMode B \u662f\"\u8fc7\u6ee4\u5668\"\uff0c\u4e0d\u662f\"\u5de5\u5382\"\u3002\u7528\u6237\u6765\u8fd9\u91cc\u8981\u4e48\u66b4\u9732\u771f\u5b9e\u52a8\u673a\uff08\u2192 \u8fdb Mode A\uff09\u8981\u4e48\u66b4\u9732\u81ea\u5df1\u5176\u5b9e\u6ca1\u60f3\u6cd5\uff08\u2192 \u8fdb Mode C\uff09\u3002\u4e24\u6761\u90fd\u6bd4\u786c\u8981\u5728 Mode B \u91cc\u4ea7\u51fa\u9009\u9898\u66f4\u597d\u3002\n\n### Phase 2C: Mode C \u2014 \u5916\u90e8\u7d20\u6750 + \u7528\u6237\u6311 + \u56de\u5230\u5185\u7701\n\n\u7528\u6237\u5b8c\u5168\u6ca1\u60f3\u6cd5\uff08\u76f4\u63a5\u663e\u5f0f\u8bf4 / \u4ece Mode B \u8f6c\u8fc7\u6765\uff09\u3002**\u8fd9\u662f\u552f\u4e00\u9ed8\u8ba4\u8c03\u70ed\u70b9\u5de5\u5177\u7684\u5165\u53e3**\u3002\n\n\u6309 [shared-references/data-source-routing.md](../../shared-references/data-source-routing.md) \u7684\u8def\u7531\u89c4\u5219\uff1a\n\n1. **\u62c9\u5916\u90e8\u7d20\u6750**\uff08\u6309 `content_form` \u9009 trend source\uff09\uff1a\n   - `tutorial-builder` / AI \u7c7b \u2192 \u8c03 aihot skill\n   - `opinion-video` / `long-essay` / `podcast` / `other` \u2192 \u8c03 trendradar-mcp\uff08\u5982\u542f\u7528\uff09\n   - `mixed` \u2192 \u4e24\u4e2a\u90fd\u8c03\n   - \u90fd\u4e0d\u53ef\u7528 \u2192 \u8d70 manual-paste\uff08\u8be2\u95ee\u7528\u6237\uff1a\"\u4eca\u5929\u770b\u5230\u5565\u53ef\u4ee5\u62cd\u7684\uff1f\u7c98\u51e0\u6761 URL/\u6807\u9898\"\uff09\n\n2. **\u804a\u7ecf\u5386\u515c\u5e95**\uff08\u7528\u6237\u62d2\u7edd\u770b\u5916\u90e8\u7d20\u6750 / \u5916\u90e8\u7d20\u6750\u90fd\u4e0d\u611f\u5174\u8da3\uff09\uff1a\n\n   ```\n   \u5916\u90e8\u7d20\u6750\u4f60\u90fd\u6ca1\u611f\u89c9\uff0c\u90a3\u56de\u5230\u4f60\u81ea\u5df1\u3002\u4e09\u4e2a\u5f00\u53e3\uff0c\u6311\u4e00\u4e2a\u5f00\u59cb\u8bb2\uff1a\n\n   a) \u4f60\u6700\u8fd1\u771f\u5b9e\u63a5\u89e6\u5230\u7684\u67d0\u4ef6\u5177\u4f53\u4e8b\uff1f\uff08\"\u4e0a\u5468\u6211\u770b\u5230\u6211\u540c\u4e8b X...\"\uff09\n   b) \u4f60\u6700\u8fd1\u8bfb\u5230 / \u770b\u5230\u7684\u67d0\u6761\u8ba9\u4f60\u60f3\u5410\u69fd\u7684\u5185\u5bb9\uff1f\uff08\"\u77e5\u4e4e\u4e0a\u6709\u4e2a\u56de\u7b54...\"\uff09\n   c) \u4f60\u957f\u671f\u7422\u78e8\u7684\u67d0\u4e2a unsolved \u56f0\u60d1\uff1f\uff08\"\u6211\u4e00\u76f4\u6ca1\u60f3\u660e\u767d\u4e3a\u5565 X...\"\uff09\n\n   \u968f\u4fbf\u6311\u4e00\u4e2a\u5f00\u59cb\u8bb2\u3002\n   ```\n\n3. **\u62c9\u5230\u5916\u90e8\u7d20\u6750\u540e**\uff0c\u7528 rubric \u7c97\u7b5b + \u6309 content_form \u8fc7\u6ee4\uff0c\u7559 5 \u6761\u6700\u5951\u5408\u7684\uff1a\n\n   ```\n   \u4eca\u5929\u8fd9 5 \u4e2a\u8ddf\u4f60\u5f62\u6001\u5951\u5408\uff1a\n   1. [\u6807\u9898 A]\uff08\u6765\u6e90: trendradar / \u5fae\u535a\u70ed\u641c / hot_score: 8.5\uff09\n   2. [\u6807\u9898 B]\uff08\u6765\u6e90: aihot / \u6a21\u578b\u7c7b / \u7cbe\u9009\uff09\n   3. ...\n\n   \u4f60\u54ea\u4e2a\u6700\u6709\u611f\u89c9\uff1f\u6ca1\u611f\u89c9\u5c31\u56de '\u90fd\u6ca1'\uff0c\u6211\u6362\u65b9\u5411\u95ee\u3002\n   ```\n\n4. **\u7528\u6237\u6311\u4e86\u4e00\u6761 \u2192 \u56de\u5230\u5185\u7701**\uff1a\n\n   ```\n   OK [\u6807\u9898 X]\u3002\u4f60\u4e3a\u5565\u5bf9\u8fd9\u6761\u6700\u6709\u611f\u89c9\uff1f\n   \u662f [angle1] \u8fd8\u662f [angle2] \u8fd8\u662f\u522b\u7684\uff1f\n   ```\n\n   \u2192 \u7528\u6237\u7b54 \u2192 \u8f6c Mode A \u6df1\u6316\u3002\n\n5. **\u7528\u6237\u56de \"\u90fd\u6ca1\"** \u2192 \u8f6c\u56de Mode C \u7b2c 2 \u6b65\u7684\"\u804a\u7ecf\u5386\u515c\u5e95\"\u3002\n\n**\u5173\u952e**\uff1a\u70ed\u70b9\u4e0d\u662f\"\u585e 5 \u5019\u9009\u8ba9\u7528\u6237\u6311\"\uff0c\u662f\"\u7ed9\u6750\u6599 + \u5f3a\u5236\u95ee\u7528\u6237\u7684\u4e2a\u4eba stake\"\u2014\u2014AI \u4e0d\u66ff\u7528\u6237\u51b3\u5b9a\u54ea\u6761\u6700\u503c\u5f97\u505a\u3002\n\n### Phase 2A.5: Mode A \u7070\u8272\u573a\u666f \u2014 \u7528\u6237\u8bb2\u4e86\u65f6\u4e8b\u8bdd\u9898\n\nMode A \u9ed8\u8ba4\u6df1\u6316\u7528\u6237\u7ecf\u5386\u3002\u4f46\u5982\u679c**\u7528\u6237\u8bb2\u7684\u672c\u8eab\u662f\u65f6\u4e8b\u8bdd\u9898**\uff08\u4ea7\u54c1\u540d + \u65f6\u95f4\u8bcd / \u4eba\u540d + \u4e8b\u4ef6\u8bcd\uff09\uff0c\u6309 [data-source-routing.md](../../shared-references/data-source-routing.md) \u7684\"\u65f6\u4e8b\u5224\u5b9a\"\u89c4\u5219\uff0c**\u8be2\u95ee**\u7528\u6237\u8981\u4e0d\u8981\u62c9\u5916\u90e8\u6570\u636e\u4f5c\u53c2\u8003\uff1a\n\n```\n\ud83d\udca1 [\u8bdd\u9898] \u662f\u65f6\u4e8b\u2014\u2014\u6211\u53ef\u4ee5\u62c9\u4e00\u4e0b\u4eca\u5929\u7684\u8206\u8bba\u98ce\u5411\uff08\u5404\u5e73\u53f0\u60c5\u7eea + \u4e3b\u8981 angles\uff09\u4f5c\u53c2\u8003\u3002\n\n\u8981\u770b\u5417\uff1f\u56de '\u770b' \u6211\u8c03\uff1b\u56de '\u4e0d\u7528' \u6211\u76f4\u63a5\u8ddf\u4f60\u6df1\u6316\u4f60\u7684\u89d2\u5ea6\u3002\n```\n\n\u7528\u6237\u56de \"\u770b\" \u2192 \u8c03\u5bf9\u5e94 trend source \u2192 \u628a\u6570\u636e inline \u5230\u6df1\u6316 context\uff1b\n\u7528\u6237\u56de \"\u4e0d\u7528\" \u2192 \u6807\u51c6 Mode A \u6df1\u6316\uff0c\u4e0d\u52a8\u5916\u90e8\u6570\u636e\u3002\n\n**\u6c38\u8fdc\u4e0d\u4e3b\u52a8\u8c03**\u2014\u2014\u7528\u6237\u7684 angle \u4f18\u5148\u4e8e\u5916\u90e8\u6570\u636e\uff0c\u907f\u514d\u5916\u90e8\u4fe1\u606f**\u5e26\u504f**\u7528\u6237\u89c6\u89d2\u3002\n\n### Phase 2D: Batch Mode\uff08\u7528\u6237\u663e\u5f0f `--batch N`\uff09\n\n**\u4fdd\u7559\u65e7 brainstorm \u6d41\u7a0b**\uff1a\n\n1. \u95ee 3 \u4e2a\u6e05\u5355\u95ee\u9898\uff08\u5174\u8da3 / \u8c03\u6027 / \u7ea2\u7ebf\uff09\u2014\u2014 Batch \u6a21\u5f0f\u624d\u95ee\u8fd9\u4e9b\n2. \u6293\u70ed\u70b9 + Claude brainstorm 15 \u5019\u9009\n3. \u7528\u6237\u6311 N\n4. \u5199 N \u4efd draft \u5230 scripts/\u2014\u2014**\u6bcf\u4efd\u90fd\u8d70 Phase 4 \u7684\u6bb5\u843d\u7248\u683c\u5f0f + Phase 4.5 \u81ea\u68c0**\uff08line-format + humanizer\uff09\uff0c\u4e0d\u56e0\u4e3a\u6279\u91cf\u5c31\u8df3\u8fc7\n\n\u8be6\u89c1 commit history\uff08\u65e7 cheat-seed \u7684 Phase 1-3\uff09\u3002\u8fd9\u662f escape hatch\uff0c\u4e0d\u662f\u9ed8\u8ba4\u3002\n\n### Phase 3: \u8ba1\u7b97 candidate ID + \u843d\u5019\u9009\u6c60\n\n\u4e0d\u7ba1 Mode A/B/C \u54ea\u6761\u8def\u5f84\uff0c\u786e\u8ba4\u89d2\u5ea6\u540e\uff1a\n\n1. \u7b97 candidate id\uff1a`sha256(\"seed-\" + \u7acb\u610f + \u89e6\u53d1\u65f6\u95f4)[:12]`\n2. \u5199\u4e00\u884c entry \u5230 `candidates.md`\uff08\u6309 [candidate-schema.md](../../shared-references/candidate-schema.md) \u683c\u5f0f\uff09\n3. \u6807 `tier=tier1` + `read_status=deep_read`\uff08\u5df2\u7ecf\u8ba8\u8bba\u8fc7\uff0c\u4e0d\u662f skim\uff09\n\n### Phase 4: \u5199 draft\n\n`WITH_DRAFT=yes` \u2192 \u987a\u6b21\u5199\u5230 `scripts/<YYYY-MM-DD>_<id>_<short-title>.md`\uff1a\n\n**\u5199 draft \u524d\u5fc5\u8bfb** `script_patterns.md` \u2014\u2014 \u6309\"\u7ed3\u6784\u9009\u578b cheat sheet\"\u5bf9\u5e94\u7528\u6237\u7684 topic \u9009\u5408\u9002\u7ed3\u6784\u3002\u5982\u679c\u6587\u4ef6\u8fd8\u5728\u62bd\u8c61\u9aa8\u67b6\u9636\u6bb5\uff08\u7528\u6237\u6ca1\u586b\u51e0\u4e2a pattern\uff09\uff0c\u5c31\u7528 starter rubric \u5bf9\u5e94\u7684\u901a\u7528\u6846\u67b6\u3002\n\n**\u5b57\u6570**\uff1a\u6309 `DRAFT_LENGTH` \u6d3e\u751f\uff08\u57fa\u4e8e `typical_duration_seconds`\uff09\u3002\n\n#### \u26a0\ufe0f \u6b63\u6587\u5fc5\u987b\u662f\u6bb5\u843d\u7248\uff0c\u4e0d\u662f\u5b57\u5e55\u683c\u5f0f\uff08**\u6700\u5e38\u89c1\u7684\u751f\u6210\u8dd1\u504f**\uff09\n\n\u6a21\u578b\u7684\u8bad\u7ec3\u5148\u9a8c\u4f1a\u628a\"\u89c6\u9891\u811a\u672c\"\u9ed8\u8ba4\u5199\u6210\u63d0\u8bcd\u5668/\u5b57\u5e55\u7684\u77ed\u884c\u683c\u5f0f\u3002**\u8fd9\u662f\u9519\u7684**\u2014\u2014cheat-seed \u7684 draft \u662f\u7ed9\u7528\u6237**\u6539\u5199**\u7684\u6563\u6587\u7a3f\uff0c\u4e0d\u662f\u62cd\u6444\u5b57\u5e55\u3002\u5b57\u5e55\u662f\u526a\u6620\u62cd\u540e\u81ea\u52a8\u65ad\u7684\uff0c\u4e0d\u662f\u5199\u4f5c\u65f6\u7684\u5f62\u6001\u3002\n\n\u751f\u6210\u6b63\u6587\u65f6\uff0c\u773c\u775b\u76ef\u4f4f\u4e0b\u9762\u8fd9\u4e2a\u5bf9\u7167\uff1a\n\n```\n\u274c \u5b57\u5e55\u683c\u5f0f\uff08\u4e0d\u8981\u8fd9\u6837\u5199\uff09\uff1a\n\u4f60\u6709\u6ca1\u6709\u53d1\u73b0\n\u6240\u6709\u5ba1\u7a3f\u4eba\u90fd\u5728\u8bf4\u4e00\u6837\u7684\u8bdd\n\u4f60\u7684\u7814\u7a76\u592a\u8001\u5957\u4e86\n\u4f46\u4f60\u4ed4\u7ec6\u770b\n\u4ed6\u4eec\u5f15\u7528\u7684\u5168\u662f 5 \u5e74\u524d\u7684\u53cd\u5e94\n\n\u2705 \u6bb5\u843d\u7248\uff08\u5fc5\u987b\u8fd9\u6837\u5199\uff09\uff1a\n\u4f60\u6709\u6ca1\u6709\u53d1\u73b0\uff0c\u6240\u6709\u5ba1\u7a3f\u4eba\u90fd\u5728\u8bf4\u4e00\u6837\u7684\u8bdd\u2014\u2014\u4f60\u7684\u7814\u7a76\u592a\u8001\u5957\u4e86\u3002\u4f46\u4f60\u4ed4\u7ec6\u770b\uff0c\u4ed6\u4eec\u5f15\u7528\u7684\u5168\u662f 5 \u5e74\u524d\u7684\u53cd\u5e94\u3002AI \u4e0d\u662f\u65b0\u4e1c\u897f\uff0c\u65b0\u7684\u662f\u8fd9\u6b21\u5927\u5bb6\u96c6\u4f53\u89c9\u9192\u4e86\u3002\n```\n\n\u89c4\u5219\uff1a\n- **\u6bcf\u6bb5 100-300 \u5b57**\uff0c\u9017\u53f7 / \u53e5\u53f7 / \u7834\u6298\u53f7\u81ea\u7136\u8fde\uff0c**\u4e0d\u5728\u53e5\u5b50\u8fb9\u754c\u786c\u65ad\u884c**\n- \u6bb5\u4e0e\u6bb5\u4e4b\u95f4\u7a7a\u4e00\u884c\uff08\u81ea\u7136\u7684\u4e3b\u9898\u5207\u6362\u624d\u6362\u6bb5\uff09\n- \u4e00\u4efd draft \u6b63\u6587\u4e00\u822c 3-6 \u6bb5\uff0c**\u4e0d\u8be5\u6709\u51e0\u5341\u4e2a\u5355\u53e5\u884c**\n\n#### \u683c\u5f0f\uff1a\n\n```markdown\n# [\u7acb\u610f\u6807\u9898]\n\n> \u26a0\ufe0f **Draft by Claude \u2014 \u4f60\u5fc5\u987b\u6539\u5199\u540e\u518d\u62cd**\n>\n> \u8fd9\u662f\u811a\u624b\u67b6\uff0c\u4e0d\u662f\u6210\u54c1\u3002\u4f60\u7684\u8bed\u6c14 / \u8282\u594f / \u4e2a\u4eba\u7ecf\u5386\u65e0\u6cd5 AI \u751f\u6210\u3002\n> \u6539\u5199\u6d41\u7a0b\uff1a\n> 1. **\u76f4\u63a5\u5728\u672c\u6587\u4ef6\u6539\u5199**\uff08\u540c path\uff1ascripts/<...>.md\uff09\n>    - \u52a0\u4f60\u7684\u8bed\u6c14\u3001\u4e2a\u4eba\u7ecf\u5386\u3001\u771f\u5b9e\u91d1\u53e5\n>    - \u780d\u94fa\u57ab\u3001\u780d\u6a21\u578b\u7f29\u5199\u3001\u780d\u5b66\u672f\u5305\u88c5\n> 2. \u6539\u5b8c\u540e\u8dd1 `/cheat-predict scripts/<\u672c\u6587\u4ef6>.md`\n> 3. \u62cd\u5b8c\u8dd1 `/cheat-shoot scripts/<\u672c\u6587\u4ef6>.md`\n\n**Article ID**: <12 \u4f4d hash>\n**\u8c03\u6027**: [\u57fa\u4e8e\u8ba8\u8bba\u5f97\u51fa\u7684\uff0c\u4e0d\u662f\u6e05\u5355 Q]\n**\u76ee\u6807\u65f6\u957f**: <state.typical_duration_seconds \u8f6c\u6362> \u5206\u949f\n**\u76ee\u6807\u5b57\u6570**: <\u6309\u65f6\u957f\u6d3e\u751f>\n**\u7ed3\u6784\u9009\u578b**: [\u6309 script_patterns.md \u7684 cheat sheet \u663e\u5f0f\u6807\uff0c\u5982 \"metaphor \u4f18\u5148\" / \"\u6570\u636e\u53cd\u8f6c\u5f00\u573a\"]\n**\u7528\u5230\u7684 patterns**: [\u7f16\u53f7 + \u7b80\u77ed\u8bf4\u660e]\n**\u8ba8\u8bba\u79cd\u5b50**: [\u4e00\u53e5\u8bdd\u56de\u987e deep dive \u51fa\u6765\u7684\u6838\u5fc3]\n\n---\n\n[draft \u6b63\u6587 \u2014\u2014 **\u6bb5\u843d\u7248**\uff0c3-6 \u6bb5\uff0c\u6bcf\u6bb5 100-300 \u5b57\uff0c\u4e0d\u662f\u5355\u53e5\u788e\u884c]\n```\n\n`WITH_DRAFT=no`\uff08\u7528\u6237\u8bf4\"\u6211\u81ea\u5df1\u5199\"\uff09\u2192 \u8df3\u8fc7 Phase 4 + Phase 4.5\u3002\n\n### Phase 4.5: draft \u81ea\u68c0 pass\uff08\u7248\u5f0f + \u53bb AI \u5473\uff09\n\ndraft \u5199\u5b8c\u843d\u76d8\u540e\u3001**\u5728\u5c55\u793a\u7ed9\u7528\u6237\u524d**\u8dd1\u4e24\u6b65\u81ea\u68c0\u3002**\u987a\u5e8f\u56fa\u5b9a\uff1a\u5148 4.5a \u4fee\u7248\u5f0f\uff0c\u518d 4.5b \u53bb AI \u5473**\u2014\u2014humanizer \u5904\u7406\u6563\u6587\uff0c\u5582\u5b83\u5b57\u5e55\u683c\u5f0f\u7684\u788e\u884c\u4f1a\u4e71\u3002\n\n**\u4e3a\u4ec0\u4e48\u5b89\u5168**\uff08\u4e0d\u6c61\u67d3\u6821\u51c6\uff09\uff1acheat-seed \u7684 draft \u4e0d\u662f\u88ab\u9884\u6d4b/\u53d1\u5e03\u7684\u4e1c\u897f\u2014\u2014\u7528\u6237\u6539\u5199\u540e\u3001cheat-predict \u6253\u5206\u7684\u662f**\u7528\u6237\u6700\u7ec8\u7a3f**\u3002\u8fd9\u4e24\u6b65\u53ea\u662f\u7ed9\u7528\u6237\u66f4\u5e72\u51c0\u7684\u8d77\u70b9\u3002\n\n#### Phase 4.5a: line-format \u81ea\u68c0\uff08\u5b57\u5e55\u683c\u5f0f \u2192 \u6bb5\u843d\u7248\uff09\n\nPhase 4 \u7684\u6563\u6587\u6307\u4ee4 + \u274c/\u2705 \u5bf9\u7167\u5df2\u7ecf\u5728\u751f\u6210\u65f6\u538b\u5148\u9a8c\uff0c\u4f46\u751f\u6210\u4ecd\u53ef\u80fd\u8dd1\u504f\u3002\u8fd9\u4e00\u6b65\u662f**\u786e\u5b9a\u6027\u515c\u5e95**\uff1a\n\n```bash\n# \u53ea\u770b\u6b63\u6587\u6bb5\uff08--- \u5206\u9694\u7ebf\u4e4b\u540e\uff09\nbody=$(awk '/^---$/{f=1;next} f' scripts/<id>.md)\nline_count=$(printf '%s\\n' \"$body\" | grep -c .)        # \u975e\u7a7a\u884c\u6570\nchar_count=$(printf '%s' \"$body\" | wc -m | tr -d ' ')\navg_chars_per_line=$(( char_count / (line_count > 0 ? line_count : 1) ))\n```\n\n\u5224\u5b9a\uff1a**`avg_chars_per_line < 15` \u4e14 `line_count >= 8`** \u2192 \u5224\u5b9a\u4e3a\u5b57\u5e55\u683c\u5f0f \u2192 **\u81ea\u52a8\u91cd\u6392**\uff1a\n- \u628a\u53e5\u5b50\u8fb9\u754c\u7684\u786c\u65ad\u884c\u5408\u5e76\u56de\u81ea\u7136\u6bb5\u843d\n- \u6309\u4e3b\u9898\u5207\u6362\u5206 3-6 \u6bb5\uff0c\u6bcf\u6bb5 100-300 \u5b57\n- \u7528 Edit \u66ff\u6362\u6b63\u6587\u6bb5\uff08header \u4e0d\u52a8\uff09\n- \u5728 Phase 5 \u8f93\u51fa\u91cc\u6807\u4e00\u884c\uff1a\"\ud83d\udcd0 \u68c0\u6d4b\u5230\u5b57\u5e55\u683c\u5f0f\uff0c\u5df2\u91cd\u6392\u4e3a\u6bb5\u843d\u7248\"\n\n\u4e0d\u547d\u4e2d \u2192 \u8df3\u8fc7\uff0c\u6b63\u6587\u5df2\u7ecf\u662f\u6bb5\u843d\u7248\u3002\n\n#### Phase 4.5b: humanizer \u53bb AI \u5473\n\n`HUMANIZE_DRAFT=on`\uff08\u9ed8\u8ba4\uff09\u2014\u2014 \u7528 `humanizer` skill \u8fc7\u4e00\u904d\u3002Claude \u81ea\u5df1\u5199\u7684\u521d\u7a3f\u5929\u7136\u5e26 AI tells\uff08em-dash \u6ee5\u7528 / rule of three / \"inflated\" \u8bcd\u6c47 / \u7a7a\u6cdb\u5f52\u56e0 / -ing \u6d45\u5c42\u5206\u6790\uff09\uff0c\u8fd9\u4e00\u6b65\u628a\u5b83\u4eec\u6e05\u6389\u3002\n\n\u6b65\u9aa4\uff1a\n\n1. \u68c0\u67e5 `humanizer` skill \u662f\u5426\u53ef\u7528\uff08`~/.claude/skills/humanizer/` \u5b58\u5728\uff09\uff1a\n   - \u4e0d\u53ef\u7528 \u2192 \u8df3\u8fc7 4.5b\uff0c\u5728 Phase 5 \u8f93\u51fa\u91cc\u52a0\u4e00\u884c\"\uff08humanizer \u672a\u88c5\uff0cdraft \u662f\u539f\u59cb AI \u7248\u2014\u2014`git clone https://github.com/blader/humanizer` \u5230 ~/.claude/skills/ \u53ef\u542f\u7528\u81ea\u52a8\u53bb AI \u5473\uff09\"\n2. \u53ef\u7528 \u2192 \u901a\u8fc7 Skill tool \u8c03 `humanizer`\uff0c**\u53ea\u4f20 draft \u6b63\u6587**\uff08`---` \u5206\u9694\u7ebf\u4e4b\u540e\u30014.5a \u5df2\u91cd\u6392\u597d\u7684\u6bb5\u843d\u7248\uff09\uff0c**\u7edd\u4e0d\u4f20 header**\uff1a\n   - header \u7684 `\u26a0\ufe0f Draft by Claude \u2014 \u4f60\u5fc5\u987b\u6539\u5199\u540e\u518d\u62cd` \u8b66\u544a\u662f**\u6709\u610f\u7684\u811a\u624b\u67b6\u6807\u8bb0**\uff0c\u4e0d\u662f\u8981 humanize \u7684\u6563\u6587\n   - **voice calibration**\uff1a\u5982\u679c\u7528\u6237\u6709\u5386\u53f2\u811a\u672c\uff08`videos/*/script.md`\uff09\u6216\u586b\u8fc7 `script_patterns.md`\uff0c\u628a\u6700\u8fd1 1-2 \u4efd\u4f5c\u4e3a humanizer \u7684 voice \u53c2\u8003\u6837\u672c\u4e00\u8d77\u4f20\u2014\u2014\u8ba9\u5b83\u5f80\"**\u8fd9\u4e2a\u7528\u6237\u7684\u58f0\u97f3**\"\u9760\uff0c\u800c\u4e0d\u662f\"\u901a\u7528\u4eba\u58f0\"\n3. humanizer \u8fd4\u56de\u53bb AI \u5473\u7684\u6b63\u6587 \u2192 \u7528 Edit \u66ff\u6362 draft \u6587\u4ef6\u7684\u6b63\u6587\u6bb5\uff08header \u4e0d\u52a8\uff09\n4. \u8bb0\u5f55 humanizer \u62a5\u544a\u7684\"\u4fee\u4e86\u54ea\u4e9b tell\"\uff08\u5982 `em-dash \u6ee5\u7528 \u00d73 / rule of three \u00d72 / inflated \u8bcd\u6c47: \"\u6df1\u523b\" \"\u672c\u8d28\u4e0a\"`\uff09\uff0cPhase 5 \u8f93\u51fa\u91cc\u5c55\u793a\n\n**\u7eaa\u5f8b**\uff1a\n- humanizer \u662f**\u53bb AI \u5473**\uff0c\u4e0d\u662f**\u66ff\u7528\u6237\u6539\u5199**\u3002\u5b83\u8ba9 draft \u4e0d\u90a3\u4e48\u50cf\u673a\u5668\u5199\u7684\uff0c\u4f46**\u4ecd\u4e0d\u662f\u7528\u6237\u7684\u58f0\u97f3**\u2014\u2014header \u7684\"\u5fc5\u987b\u6539\u5199\"\u8b66\u544a\u4f9d\u7136\u6210\u7acb\uff0cPhase 5 \u8f93\u51fa\u8981\u91cd\u7533\n- \u5982\u679c humanizer \u628a\u67d0\u53e5\u6539\u5f97\u504f\u79bb\u4e86 `\u7ed3\u6784\u9009\u578b` / \u7528\u5230\u7684 pattern \u2192 \u4ee5 pattern \u4e3a\u51c6\uff0c\u90a3\u53e5\u56de\u6eda\uff08pattern \u662f\u548c\u7528\u6237\u8ba8\u8bba\u5b9a\u7684\uff0chumanizer \u4e0d\u8be5\u63a8\u7ffb\uff09\n- humanizer **\u4e0d\u8d1f\u8d23\u7248\u5f0f**\u2014\u2014\u65ad\u884c\u95ee\u9898\u5728 4.5a \u5df2\u7ecf\u4fee\u5b8c\uff0chumanizer \u62ff\u5230\u7684\u5df2\u662f\u6bb5\u843d\u7248\n\n### Phase 5: \u8f93\u51fa\"\u4e0b\u4e00\u6b65\" + \u8be2\u95ee\u7ee7\u7eed\n\n```\n\u2705 Draft \u5199\u5b8c\uff1ascripts/2026-05-04_<id>_<short>.md\n\ud83d\udcd0 \u7248\u5f0f\u81ea\u68c0\uff1a\u901a\u8fc7\uff08\u6bb5\u843d\u7248\uff09  \u2190 \u6216\"\u68c0\u6d4b\u5230\u5b57\u5e55\u683c\u5f0f\uff0c\u5df2\u91cd\u6392\u4e3a\u6bb5\u843d\u7248\"\n\ud83e\uddf9 humanizer \u8fc7\u4e86\u4e00\u904d\uff1a\u4fee\u4e86 em-dash \u6ee5\u7528 \u00d73 / rule of three \u00d72 / inflated \u8bcd\u6c47 2 \u5904\n   \uff08draft \u73b0\u5728\u4e0d\u90a3\u4e48\"\u673a\u5668\u5473\"\u4e86\u2014\u2014\u4f46\u8fd9\u4ecd\u662f\u811a\u624b\u67b6\uff0c\u4e0d\u662f\u4f60\u7684\u58f0\u97f3\uff09\n\n\u63a5\u4e0b\u6765\u4f60\u53ef\u4ee5\uff1a\n- \u6539\u5199\u8fd9\u4efd draft\uff08\u76f4\u63a5\u5728\u539f\u6587\u4ef6\u6539\uff09\u2014\u2014 \u52a0\u4f60\u7684\u8bed\u6c14\u3001\u7ecf\u5386\u3001\u771f\u5b9e\u91d1\u53e5\n- \u6539\u5b8c\u8dd1 \"\u6253\u5206\u8fd9\u7bc7 scripts/<...>.md\" \u770b 7 \u7ef4\u8bc4\u5206\n- \u51b3\u5b9a\u8981\u62cd \u2192 \"\u542f\u52a8\u9884\u6d4b scripts/<...>.md\"\n\n\u4e0b\u4e00\u7bc7\u4f60\u60f3\u505a\u4ec0\u4e48\uff1f\n\uff08\u76f4\u63a5\u544a\u8bc9\u6211\u5177\u4f53\u7ecf\u5386 / topic\uff0c\u6216\u8005\u8bf4\"\u4eca\u5929\u5c31\u8fd9\u6837\"\u7ed3\u675f\uff09\n```\n\n> humanizer \u90a3\u884c\u53ea\u5728 `HUMANIZE_DRAFT=on` \u4e14 skill \u53ef\u7528\u65f6\u51fa\u73b0\u3002\u672a\u88c5\u65f6\u6362\u6210\u4e00\u884c\u63d0\u793a\u5982\u4f55\u542f\u7528\u3002\n\n\u7528\u6237\u8bf4\"\u4eca\u5929\u5c31\u8fd9\u6837\" \u2192 \u7ed3\u675f cheat-seed\u3002\n\u7528\u6237\u7ed9\u65b0 topic \u2192 \u56de Phase 1 \u91cd\u65b0\u5206\u6d41\u3002\n\n## Key Rules\n\n1. **AI \u4e0d\u4e3b\u52a8\u5f00\u653e\u95ee**\u2014\u2014\u53ea\u5728\u7528\u6237\u7eaf\u89e6\u53d1 `/cheat-seed` \u65f6\u95ee\u4e00\u6b21\u5165\u53e3\u95ee\u9898\uff0c\u5176\u4ed6\u65f6\u5019**\u7b49\u7528\u6237\u7ed9\u8f93\u5165\u518d\u6df1\u6316**\n2. **\u4e00\u6b21\u4e00\u4e2a\u9009\u9898**\u2014\u2014\u9ed8\u8ba4 Mode A/B/C \u90fd\u7ed9 1 \u4e2a\u5efa\u8bae\uff1b\u7528\u6237\u4e3b\u52a8\u8981\u6279\u91cf\u624d\u8d70 Batch\n3. **\u53cd\u95ee\u7eaa\u5f8b**\uff1a\u4e00\u6b21\u95ee 1 \u4e2a\uff0c\u6700\u591a 4 \u8f6e\uff0c\u7528\u6237\u4e0d\u8010\u70e6\u7acb\u523b\u6536\u655b\n4. **\u6df1\u6316\u56f4\u7ed5\u7528\u6237\u7ed9\u7684\u8bdd\u9898**\uff0c\u4e0d\u8981\u5207\u5230\u522b\u7684\u2014\u2014\u4f60\u8bf4\"\u5f00\u4f1a\u88ab\u9886\u5bfc\u9a82\"\uff0cAI \u4e0d\u8be5\u95ee\"\u90a3\u4f60\u6700\u8fd1\u6709\u6ca1\u6709\u89c9\u5f97 AI \u8ba9\u5927\u5bb6...\"\u8fd9\u79cd\u5e73\u884c\u8bdd\u9898\n5. **\u5199 draft \u5fc5\u987b\u8bfb script_patterns.md**\u2014\u2014\u6309\u7528\u6237\u5df2\u6709 pattern \u9009\u7ed3\u6784\n6. **draft \u662f\u811a\u624b\u67b6**\u2014\u2014header \u52a0\u9192\u76ee\u8b66\u544a\"\u5fc5\u987b\u6539\u5199\"\n7. **humanizer \u53ea\u53bb AI \u5473\uff0c\u4e0d\u66ff\u7528\u6237\u6539\u5199**\u2014\u2014Phase 4.5b \u8ba9 draft \u4e0d\u90a3\u4e48\u673a\u5668\u5473\uff0c\u4f46\u5b83\u4ecd\u4e0d\u662f\u7528\u6237\u7684\u58f0\u97f3\uff1b\"\u5fc5\u987b\u6539\u5199\"\u7684\u8b66\u544a\u4e0d\u56e0\u4e3a\u8fc7\u4e86 humanizer \u5c31\u5931\u6548\n8. **\u6b63\u6587\u662f\u6bb5\u843d\u7248\u4e0d\u662f\u5b57\u5e55\u683c\u5f0f**\u2014\u2014\u751f\u6210\u65f6\u76ef Phase 4 \u7684 \u274c/\u2705 \u5bf9\u7167\uff1bPhase 4.5a \u7528 `avg_chars_per_line < 15 \u4e14\u884c\u6570 \u2265 8` \u505a\u786e\u5b9a\u6027\u515c\u5e95\uff0c\u547d\u4e2d\u5c31\u91cd\u6392\u3002\u5b57\u5e55\u662f\u526a\u6620\u62cd\u540e\u81ea\u52a8\u65ad\u7684\uff0c\u4e0d\u662f\u5199\u4f5c\u65f6\u7684\u5f62\u6001\n\n## Refusals\n\n- \u300c\u8df3\u8fc7\u6df1\u6316\uff0c\u76f4\u63a5\u5199 draft\u300d \u2192 \u8be2\u95ee\"\u4f60\u60f3\u76f4\u63a5\u7ed9\u4e3b\u9898\u8ba9\u6211\u5199\u5417\uff1fOK \u4f46 draft \u8d28\u91cf\u53ef\u80fd\u5dee\u2014\u2014\u6211\u4e0d\u77e5\u9053\u4f60\u7684\u89d2\u5ea6\u3002\u7ed9\u6211\u4e00\u53e5\u8bdd\u7acb\u610f\u6211\u5c31\u5199\"\n- \u300cAI \u66ff\u6211\u51b3\u5b9a topic\u300d \u2192 \u62d2\u7edd\u3002Mode A/B/C \u8def\u5f84\u91cc AI \u6c38\u8fdc\u53ea**\u5448\u73b0\u5916\u90e8\u7d20\u6750** + **\u95ee\u7528\u6237\u89d2\u5ea6**\uff0c\u4e0d\u66ff\u7528\u6237\u62cd\u677f\"\u505a\u54ea\u6761\"\n- \u300cMode B \u6211\u61d2\u5f97\u56de\u7b54\u4e3a\u4ec0\u4e48\uff0c\u76f4\u63a5\u7ed9\u6211 5 \u4e2a\u5019\u9009\u5427\u300d \u2192 \u62d2\u7edd\u3002Mode B \u7684\"\u4e3a\u4ec0\u4e48\"\u662f\u8fc7\u6ee4\u5668\u2014\u2014\u4f60\u7b54\u4e0d\u51fa\u6765\u5c31\u4e0d\u8be5\u7528 Mode B \u7684\u65b9\u5411\u3002\u8981\u4e48\u8fdb Mode A \u7ed9\u5177\u4f53\u7ecf\u5386\uff0c\u8981\u4e48\u8fdb Mode C \u6211\u5e2e\u4f60\u627e\u7d20\u6750\n- \u300cMode A \u65f6\u76f4\u63a5\u5e2e\u6211\u62c9\u70ed\u70b9\uff0c\u4e0d\u95ee\u6211\u540c\u610f\u300d \u2192 \u62d2\u7edd\u3002Mode A \u7528\u6237\u5df2\u7ecf\u6709 angle\uff0c\u672a\u7ecf\u5141\u8bb8\u62c9\u5916\u90e8\u6570\u636e\u4f1a\u6c61\u67d3\u4ed6\u7684\u89c6\u89d2\u3002\u8be6\u89c1 [data-source-routing.md](../../shared-references/data-source-routing.md)\n- \u300c\u4e00\u6b21\u5199 5 \u4e2a draft\u300d \u2192 \u4e0d\u5728\u9ed8\u8ba4\u6d41\u7a0b\u3002\u7528\u6237\u5fc5\u987b\u663e\u5f0f `--batch 5`\n- \u300c\u6211\u61d2\u5f97\u6539\u5199\uff0c\u76f4\u63a5\u62cd AI draft\u300d \u2192 \u8b66\u544a\"AI \u76f4\u63a5\u751f\u6210\u7684\u7a3f\u5b50\u62cd\u51fa\u6765 ER \u504f\u4f4e\uff0c\u4f1a\u6c61\u67d3\u4f60\u7684\u6821\u51c6\u6570\u636e\"\uff0c\u4f46\u7528\u6237\u575a\u6301\u4e5f\u5141\u8bb8\uff08\u6807 `unmodified_ai_draft: true`\uff09\n\n## Integration\n\n- \u4e0a\u6e38\uff1a`/cheat-init` Phase 5 \u672b\u5c3e\u5728 `pool_status=none + calibration_samples=0` \u65f6\u4e3b\u52a8\u8be2\u95ee\"\u73b0\u5728\u8dd1 /cheat-seed\uff1f\"\n- \u4e0a\u6e38\uff1a`/cheat-recommend` \u5728 candidates \u7a7a\u65f6\u5f15\u5bfc\u6587\u6848\u4e2d\u63d0\u53ca `/cheat-seed`\n- \u4e0a\u6e38\uff1a`/cheat-status` \u5728 `pool_status=none + \u8ddd init >24h` \u65f6\u63d0\u793a\"\u8fd8\u6ca1\u62cd\u2014\u2014\u8dd1 /cheat-seed\uff1f\"\n- \u4e0b\u6e38\uff1a\u7528\u6237\u7684 candidate \u2192 candidates.md\uff08tier1\uff0c\u5df2 deep_read\uff09\n- \u4e0b\u6e38\uff1a\uff08\u9ed8\u8ba4\uff09draft \u2192 Phase 4.5 humanizer \u53bb AI \u5473 \u2192 scripts/<id>.md \u2192 \u7528\u6237\u6539\u5199 \u2192 /cheat-predict\n- \u53ef\u9009\u4f9d\u8d56\uff1a[`humanizer`](https://github.com/blader/humanizer) skill\uff08MIT\uff0c\u5916\u90e8\u9879\u76ee\uff09\u3002\u88c5\u5728 `~/.claude/skills/humanizer/` \u65f6 Phase 4.5 \u81ea\u52a8\u542f\u7528\uff1b\u672a\u88c5\u5219\u4f18\u96c5\u8df3\u8fc7\u3002**\u4e0d\u6253\u5305\u8fdb cheat-on-content**\u2014\u2014\u7528\u6237\u81ea\u5df1 clone\n- \u4e0e `/cheat-trends` \u533a\u522b\uff1acheat-seed \u662f**\u8ba8\u8bba + \u5199 draft**\uff08\u91cd conversation\uff09\uff1bcheat-trends \u662f**\u591a adapter \u6293 + \u7c97\u6253\u5206**\uff08\u91cd fetch\uff09\u3002\u4e24\u8005\u76ee\u7684\u4e0d\u540c\uff0c\u4e0d\u4e92\u76f8\u66ff\u4ee3\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"}