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ahao-writing-dna-distiller\ndescription: \u4ece\u67d0\u4e2a\u4f5c\u8005/\u516c\u4f17\u53f7\u7684 N \u7bc7\u5386\u53f2\u6587\u7ae0\u4e2d\uff0c\u84b8\u998f\u51fa\u4e00\u5957\u9ad8\u4fdd\u771f\u3001\u53ef\u4ea4\u4ed8\u3001\u53ef\u590d\u7528\u7684\u300c\u5199\u4f5c DNA\u300d\u2014\u2014\u5305\u542b\u8bed\u8a00\u808c\u7406\u3001\u7ed3\u6784\u9aa8\u67b6\u3001\u9009\u9898\u8ba4\u77e5\u3001\u516c\u4f17\u53f7\u6392\u7248\u3001\u5185\u5bb9\u7981\u533a\uff0c\u4ee5\u53ca\u4e00\u4efd\u4e13\u95e8\u5bf9\u6297\u300cAI \u5473\u300d\u7684\u4eba\u5473\u91cf\u5316\u57fa\u7ebf\u3002\u672c skill \u53ea\u505a\u84b8\u998f\u4e0e\u62c6\u89e3\uff0c\u4e0d\u8d1f\u8d23\u5199\u4f5c/\u521b\u4f5c\uff1b\u4ea7\u7269\u662f\u4e00\u5957\u4f9b\u4e0b\u6e38\u5199\u4f5c\u8005\uff08\u4eba\u6216 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skill\u3002\u89e6\u53d1\u8bcd\uff1a\u84b8\u998f\u5199\u4f5c\u98ce\u683c\u3001\u62c6\u89e3\u6587\u7ae0\u3001\u63d0\u70bc\u5199\u4f5cDNA\u3001\u5206\u6790\u5199\u4f5c\u98ce\u683c\u3001\u62c6\u89e3\u53e5\u5f0f\u7ed3\u6784\u3001\u628a\u98ce\u683c\u62c6\u51fa\u6765\u3001\u84b8\u998f\u8bed\u611f\u3001\u84b8\u998fAI\u5473\u3002\u6ce8\u610f\uff1a\u82e5\u7528\u6237\u8981\u7684\u662f\u300c\u7528\u8fd9\u5957\u98ce\u683c\u5199\u4e00\u7bc7\u65b0\u6587\u300d\uff0c\u90a3\u662f\u521b\u4f5c\u4efb\u52a1\uff0c\u4e0d\u5c5e\u4e8e\u672c skill \u8303\u56f4\u3002\n---\n\n# \u5199\u4f5c DNA \u84b8\u998f\u5668\uff08\u7eaf\u84b8\u998f \u00b7 \u4e0d\u5199\u4f5c\uff09\n\n> \u4f5c\u8005\uff1a**ahao\uff08\u963f\u6d69\uff09**\u3000\uff5c\u3000\u9879\u76ee\uff1a`ahao-writing-dna-distiller`\u3000\uff5c\u3000\u66f4\u591a\u7528\u6cd5\u4e0e\u4ea4\u6d41\u89c1\u9879\u76ee README\u300c\u5173\u4e8e\u4f5c\u8005\u300d\u3002\n\n\u8fd9\u4e2a skill \u53ea\u505a\u4e00\u4ef6\u4e8b\uff1a\u628a\u4e00\u4e2a\u4f5c\u8005/\u516c\u4f17\u53f7\u7684 N \u7bc7\u6587\u7ae0\uff0c\u84b8\u998f\u6210\u4e00\u5957**\u9ad8\u4fdd\u771f\u3001\u53ef\u4ea4\u4ed8\u7684\u5199\u4f5c DNA**\u3002\u5b83**\u4e0d\u5199\u6587\u7ae0**\u2014\u2014\u4ea7\u7269\u662f\u4e00\u5957\u6863\u6848\uff0c\u4ea4\u7ed9\u4efb\u4f55\u4e0b\u6e38\u5199\u4f5c\u8005\uff08\u4eba\u6216\u53e6\u4e00\u4e2a AI\uff09\u90fd\u80fd\u76f4\u63a5\u53d6\u7528\u3002\n\n> \u9ed8\u8ba4\u573a\u666f\uff1a**\u5fae\u4fe1\u516c\u4f17\u53f7\u957f\u6587**\u3002\u89c6\u89c9/\u6392\u7248\u5206\u6790\u9488\u5bf9\u624b\u673a\u7aef\u9605\u8bfb\u3002\n\n## \u6838\u5fc3\u539f\u7406\uff1a\u84b8\u998f\u4e0d\u662f\u6c42\u5e73\u5747\uff0c\u662f\u5efa\u300c\u89c4\u5f8b + \u57fa\u7ebf + \u6837\u672c\u300d\u4e09\u5c42\u6863\u6848\n\n\u5927\u591a\u6570\u98ce\u683c\u84b8\u998f\u7684\u5931\u8d25\u6a21\u5f0f\u662f\uff1a\u628a N \u7bc7\u6587\u7ae0\u538b\u6210\u4e00\u4efd\"\u5e73\u5747\u6a21\u677f\"\u3002\u8fd9\u4e48\u505a\u6709\u4e24\u4e2a\u81f4\u547d\u95ee\u9898\u2014\u2014\n\n1. **\u6c42\u5e73\u5747\u4f1a\u62b9\u5e73\u4eba\u5473\u3002** \u4e00\u4e2a\u4f5c\u8005\u7684\u98ce\u683c\u6d3b\u5728**\u4e0d\u89c4\u5219**\u91cc:\u53e5\u957f\u7684\u7a81\u7136\u8d77\u4f0f\u3001\u4e00\u53e5\u4e00\u6bb5\u7684\u505c\u987f\u3001\u53e3\u8bed\u9897\u7c92\u3001\u5e26\u813e\u6c14\u7684\u5730\u65b9\u3002\u8fd9\u4e9b\u662f**\u65b9\u5dee**,\u4e0d\u662f**\u5747\u503c**\u3002\u8bed\u6599\u8d8a\u591a\u3001\u538b\u5f97\u8d8a\u5e73,\u65b9\u5dee\u88ab\u78e8\u5f97\u8d8a\u5e72\u51c0,\u84b8\u51fa\u6765\u7684\u4e1c\u897f\u8d8a\"\u89c4\u6574\"\u2014\u2014\u800c\"\u89c4\u6574\"\u6b63\u662f AI \u5473\u7684\u5934\u53f7\u6765\u6e90\u3002**\u6240\u4ee5\u84b8\u5f97\u591a\u2260\u66f4\u597d,\u84b8\u6cd5\u4e0d\u5bf9\u65f6\u84b8\u5f97\u591a\u53cd\u800c\u66f4 AI\u3002**\n2. **\u62bd\u8c61\u89c4\u5f8b\u7559\u4e0d\u4f4f\u624b\u611f\u3002** \"\u4f5c\u8005\u7231\u7528\u77ed\u53e5\"\u662f\u89c4\u5f8b,\u4f46\u771f\u6b63\u7684\u624b\u611f\u5728\u90a3\u53e5\u5177\u4f53\u7684\u300c\u5c31\u8fd9\u4e48\u7b80\u5355\u3002\u300d\u91cc\u3002\u62bd\u8c61\u4e00\u5c42,\u9b54\u6cd5\u5c31\u6ca1\u4e86\u3002\n\n\u56e0\u6b64\u672c skill \u7684\u6bcf\u4e00\u5c42\u4ea7\u7269\u90fd\u5fc5\u987b\u540c\u65f6\u8f93\u51fa\u4e09\u7c7b\u4e1c\u897f:\n\n- **\u89c4\u5f8b(patterns)**\u2014\u2014\u53ef\u8fc1\u79fb\u7684\u62bd\u8c61\u89c4\u5219,\u4f46**\u5fc5\u987b\u5e26\u53d8\u5316\u533a\u95f4**(\u662f\"\u53e5\u957f 20\u201345 \u5b57\u3001\u5e38\u5728\u957f\u53e5\u540e\u63a5\u4e00\u4e2a 4\u20138 \u5b57\u77ed\u53e5\",\u4e0d\u662f\"\u5e73\u5747\u53e5\u957f 30 \u5b57\")\u3002\n- **\u57fa\u7ebf(baselines)**\u2014\u2014\u91cf\u5316\u6307\u7eb9,\u7ed9\u4e0b\u6e38\u5f53\"\u50cf\u4e0d\u50cf\u4f5c\u8005\u672c\u4eba / \u6709\u6ca1\u6709 AI \u5473\"\u7684\u5c3a\u5b50\u3002\u7531\u811a\u672c\u4ea7\u51fa\u3002\n- 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\u4e2a\"\u8fd9\u79cd**\u80fd\u4e00\u6761\u6761\u7167\u505a**\u7684\u786c\u6307\u4ee4,\u518d\u914d\u4e00\u4efd\u4f5c\u8005\u4e13\u5c5e\u7684**\u7981\u7528\u6e05\u5355**\u548c**\u53cd AI \u62db\u5f0f\u5e93**\u3002\u811a\u672c\u5df2\u81ea\u52a8\u4ea7\u51fa\u7ffb\u8bd1\u597d\u7684\u6307\u4ee4\u5efa\u8bae,\u586b\u8fdb `06` \u5373\u53ef\u3002**\u6ca1\u6709\u8fd9\u4e00\u5c42,\u84b8\u5f97\u518d\u51c6,\u4e0b\u6e38\u4e5f\u5199\u4e0d\u51fa\u4eba\u5473\u3002**\n\n**\u9a8c\u6536\u6807\u51c6(\u52a1\u5fc5\u5bf9\u7167)**:\u4e00\u4e2a\u6ca1\u8bfb\u8fc7\u539f\u6587\u7684\u964c\u751f\u4eba,**\u53ea\u770b\u8fd9\u5957 DNA**(\u4e0d\u770b\u539f\u6587),\u5199\u51fa\u6765\u7684\u4e1c\u897f\u80fd\u88ab\u4f5c\u8005\u7684\u771f\u5b9e\u8bfb\u8005\u5f53\u6210\u300c\u540c\u4e00\u4e2a\u53f7\u7684\u65b0\u4e00\u7bc7\u300d\u3002\u8fbe\u4e0d\u5230,\u5c31\u662f\u6ca1\u84b8\u5e72\u51c0\u2014\u2014\u901a\u5e38\u662f\u6837\u672c\u5c42\u592a\u8584\u6216\u57fa\u7ebf\u5c42\u7f3a\u5931\u3002\n\n## \u84b8\u998f\u7684\u516d\u4e2a\u5c42\u6b21\n\n| \u5c42 | \u84b8\u4ec0\u4e48 | \u4ea7\u7269\u6587\u4ef6 | \u8be6\u7ec6\u6307\u5357 |\n| - | - | - | - |\n| L1 \u8bed\u8a00\u808c\u7406 | \u8bcd/\u53e5/\u6807\u70b9/\u8282\u594f/\u53e3\u5934\u7985/\u8bed\u6c14 + **\u4eba\u5473\u91cf\u5316\u57fa\u7ebf** | `01-language-dna.md` | `references/distill-guide.md` \u00a73\u3001`references/human-texture-spec.md` |\n| **L1.5 AI \u5473\u9632\u706b\u5899** | **\u628a\u57fa\u7ebf\u7ffb\u6210\u786c\u6307\u4ee4 + \u7981\u7528\u6e05\u5355 + \u53cd AI \u62db\u5f0f\u5e93 + \u81ea\u68c0\u6e05\u5355** | `06-ai-flavor-firewall.md` | `references/ai-flavor-firewall-spec.md` |\n| L2 \u7ed3\u6784\u9aa8\u67b6 | \u9010\u7bc7\u8282\u62cd\u9aa8\u67b6 \u2192 3\u20135 \u4e2a\u7ed3\u6784\u539f\u578b + \u9009\u9898\u2192\u7ed3\u6784\u51b3\u7b56\u6811 | `00-INDEX.md`\u3001`02-structure-dna.md`\u3001`beat-sheets/` | `references/beat-sheet-spec.md` |\n| L3 \u9009\u9898\u8ba4\u77e5 | \u9009\u9898\u903b\u8f91 / \u89c6\u89d2 / \u601d\u7ef4\u6a21\u578b | `04-perspective-dna.md` | `references/distill-guide.md` \u00a76 |\n| L4 \u6392\u7248\u89c6\u89c9 | \u516c\u4f17\u53f7\u624b\u673a\u7aef\u6392\u7248\u89c4\u5f8b | `03-layout-dna.md` | `references/wechat-layout.md` |\n| L5 \u5f62\u5f0f/\u5185\u5bb9\u5206\u79bb | \u53ef\u8fc1\u79fb\u5f62\u5f0f vs \u7ed1\u5b9a\u8bdd\u9898\u5185\u5bb9(\u7981\u533a\u5730\u56fe) | `05-forbidden-content.md` | `references/form-vs-content.md` |\n| L0 \u6574\u5408\u5165\u53e3 | \u4e00\u9875\u7eb8\u5bfc\u822a | `WRITING-DNA.md` | `references/distill-guide.md` \u00a77 |\n\n\u5b8c\u6574\u6d41\u6c34\u7ebf\u770b `references/distill-guide.md`\uff087 \u6b65\uff09\u3002\n\n## \u4ea7\u7269\u76ee\u5f55\n\n\u84b8\u998f\u4ea7\u7269\u7edf\u4e00\u653e\u5728 `<\u4f5c\u8005\u540d>/` \u4e0b\uff08\u628a `templates/dna/` \u6574\u4e2a\u590d\u5236\u8fc7\u53bb\u586b\u5199\uff09\uff1a\n\n```text\n<\u4f5c\u8005\u540d>/\n\u251c\u2500\u2500 raw/                       # \u539f\u59cb\u6587\u7ae0\u8bed\u6599\uff08.md / .txt / .html\uff09\n\u251c\u2500\u2500 _meta/                     # \u6bcf\u7bc7\u6587\u7ae0\u7684\u7ed3\u6784\u5316\u8bb0\u5f55\uff08schema \u89c1 templates\uff09\n\u251c\u2500\u2500 beat-sheets/               # \u6bcf\u7bc7\u6587\u7ae0\u7684\u8282\u62cd\u9aa8\u67b6\uff08\u7ed3\u6784\u80fd\u5bf9\u9f50\u7684\u6839\u57fa\uff09\n\u251c\u2500\u2500 00-INDEX.md                # \u5bf9\u6807\u7d22\u5f15\u8868 + \u7ed3\u6784\u539f\u578b\u5e93 + \u9009\u9898\u2192\u7ed3\u6784\u51b3\u7b56\u6811\n\u251c\u2500\u2500 01-language-dna.md         # \u8bed\u8a00\u808c\u7406 + \u4eba\u5473\u91cf\u5316\u57fa\u7ebf + \u6837\u672c\u5e93\n\u251c\u2500\u2500 02-structure-dna.md        # \u5404\u539f\u578b\u5b8c\u6574\u8282\u62cd\u9aa8\u67b6 + \u5f00\u5934\u5e93/\u7ed3\u5c3e\u5e93\uff08\u539f\u6587\u6837\u672c\uff09\n\u251c\u2500\u2500 03-layout-dna.md           # \u516c\u4f17\u53f7\u6392\u7248 DNA\uff08\u624b\u673a\u7aef\uff09\n\u251c\u2500\u2500 04-perspective-dna.md      # \u9009\u9898\u903b\u8f91 / \u89c6\u89d2 / \u601d\u7ef4\u6a21\u578b\n\u251c\u2500\u2500 05-forbidden-content.md    # \u5185\u5bb9\u7981\u533a\uff08\u4e0b\u6e38\u53bb\u91cd\u7528\uff09\n\u251c\u2500\u2500 06-ai-flavor-firewall.md   # AI \u5473\u9632\u706b\u5899\uff08\u7981\u7528\u6e05\u5355+\u786c\u6307\u4ee4+\u53cdAI\u62db\u5f0f+\u81ea\u68c0\uff09\u2605\u538bAI\u5473\u6838\u5fc3\n\u2514\u2500\u2500 WRITING-DNA.md             # \u6574\u5408\u5165\u53e3\uff08\u4e00\u9875\u7eb8\u5bfc\u822a\uff09\n```\n\n## \u811a\u672c\n\n`scripts/distill_metrics.py` \u7528\u7eaf\u6807\u51c6\u5e93\u8dd1**\u91cf\u5316\u57fa\u7ebf + \u4eba\u8bdd\u7d20\u6750 + \u81ea\u52a8\u5199\u4f5c\u6307\u4ee4**\u3002\u4ea7\u51fa\uff1a\u53e5\u957f\u5206\u5e03\u4e0e\u53d8\u5f02\u7cfb\u6570 CV\u3001\u77ed/\u957f\u53e5\u5360\u6bd4\u3001\u6bb5\u843d\u957f\u5ea6\u3001\u52a0\u7c97\u9891\u7387\u3001\u6807\u70b9\u504f\u597d\u3001\u8bed\u6c14\u8bcd\u6536\u5c3e\u7387\u3001\u9ad8\u5371\u8bcd\u81ea\u7136\u5bc6\u5ea6\u3001\u540d\u8bcd\u5316\u5bc6\u5ea6\u3001\u5177\u4f53\u5ea6\u4ee3\u7406\u3001\u9ad8\u9891\u8bcd\uff1b\u6b64\u5916\u8fd8\u4f1a\u81ea\u52a8\u62bd\u51fa**\u4eba\u8bdd\u77ed\u53e5\u6837\u672c**\u3001\u8bc6\u522b\u4f5c\u8005**\u7528\u4ec0\u4e48\u66ff\u4ee3 signpost**\u3001\u5e76\u628a\u5173\u952e\u6570\u503c**\u7ffb\u6210\u53ef\u76f4\u63a5\u7167\u505a\u7684\u5199\u4f5c\u6307\u4ee4**\uff08\u586b\u8fdb `06` \u9632\u706b\u5899\uff09\u3002\n\n```bash\npython3 scripts/distill_metrics.py <\u4f5c\u8005\u540d>/raw --out <\u4f5c\u8005\u540d>/_meta/baseline-report.md\n```\n\n\u88c5\u4e86 `jieba` \u9ad8\u9891\u8bcd\u66f4\u51c6\uff1b\u6ca1\u88c5\u7528\u5b57\u7b26\u4e8c\u5143\u7ec4\u8fd1\u4f3c\uff0c\u4e5f\u80fd\u8dd1\u3002\u65e0\u9700\u8054\u7f51\u3002\n\n## \u8bed\u6599\u95e8\u69db\n\n- \u5efa\u8bae \u2265 20 \u7bc7\u5b8c\u6574\u6587\u7ae0\u624d\u6562\u58f0\u79f0\u300c\u53ef\u9760\u98ce\u683c\u300d\uff1b\u5c11\u4e8e 20 \u7bc7\u660e\u786e\u544a\u8bc9\u7528\u6237\u8fd9\u662f\u683c\u5f0f\u6f14\u793a\uff0c\u4e0d\u662f\u53ef\u9760\u84b8\u998f\u3002\n- \u8986\u76d6\u4e0d\u540c\u65f6\u671f\u3001\u4e0d\u540c\u7c7b\u578b\uff08\u8bbf\u8c08/\u6df1\u5ea6/\u77ed\u8bc4/\u76d8\u70b9/\u89c2\u70b9\uff09\uff0c\u5426\u5219\u7ed3\u6784\u539f\u578b\u5e93\u4e0d\u5168\u3002\n- \u56fe\u7247\u627f\u8f7d\u4fe1\u606f\u7684\u516c\u4f17\u53f7\uff0c\u62bd\u6837\u6253\u5f00\u56fe\u7247\u770b\u5185\u5bb9\uff08\u622a\u56fe\u3001\u5bf9\u8bdd\u3001\u6570\u636e\u8868\u5e38\u662f\u8bba\u8bc1\u94fe\u7684\u4e00\u90e8\u5206\uff09\u3002\n- **\u84b8\u5f97\u591a\u4e0d\u7b49\u4e8e\u84b8\u5f97\u597d**\uff1a\u8bed\u6599\u591a\u7684\u4ef7\u503c\u662f\u8ba9**\u57fa\u7ebf\u66f4\u51c6\u3001\u539f\u578b\u66f4\u5168\u3001\u6837\u672c\u66f4\u4e30\u5bcc**\uff0c\u4e0d\u662f\u8ba9\u5e73\u5747\u66f4\"\u5e73\"\u3002\u591a\u84b8\u65f6\u91cd\u70b9\u6269\u6837\u672c\u5c42\u548c\u57fa\u7ebf\u5c42\uff0c\u522b\u53ea\u5582\u8fdb\u62bd\u8c61\u5e73\u5747\u5c42\u3002\n\n## \u4f7f\u7528\u7ea2\u7ebf\n\n\u84b8\u998f\u7684\u76ee\u7684\u662f**\u5b66\u4e60\u53ef\u8fc1\u79fb\u7684\u5199\u4f5c\u624b\u827a\u3001\u5efa\u7acb\u53ef\u4ea4\u4ed8\u7684\u6863\u6848**\uff0c\u4e0d\u662f\u5192\u5145\u7279\u5b9a\u771f\u4eba\u53d1\u58f0\uff0c\u4e5f\u4e0d\u662f\u7ed9\u6d17\u7a3f\u4f9b\u5f39\u836f\u3002`05-forbidden-content.md` \u662f\u7ed9\u4e0b\u6e38\u5199\u4f5c\u8005\u505a**\u53bb\u91cd**\u7528\u7684\u7981\u533a\u5730\u56fe\u3002\u672a\u6388\u6743\u7684\u539f\u59cb\u8bed\u6599\u4e0d\u8981\u653e\u8fdb\u516c\u5f00\u4ed3\u5e93\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"}