{"id":101743,"date":"2026-09-07T13:09:34","date_gmt":"2026-09-07T05:09:34","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/101743.html"},"modified":"2026-09-07T13:09:34","modified_gmt":"2026-09-07T05:09:34","slug":"day57%e4%bb%8e0%e5%ad%a6%e4%b9%a0-claude-code%ef%bc%88%e4%b8%83%ef%bc%89%ef%bc%9a%e6%88%91%e6%b2%a1%e6%8a%8a%e8%af%b4%e6%98%8e%e4%b9%a6%e5%85%a8%e5%a1%9e%e7%bb%99%e5%ae%83%ef%bc%8c%e7%94%a8%e5%88%b0","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/101743.html","title":{"rendered":"Day57|\u4ece0\u5b66\u4e60 Claude Code\uff08\u4e03\uff09\uff1a\u6211\u6ca1\u628a\u8bf4\u660e\u4e66\u5168\u585e\u7ed9\u5b83\uff0c\u7528\u5230\u54ea\u672c\u624d\u7ffb\u54ea\u672c"},"content":{"rendered":"

\u82e6\u733f\u7684\u5927\u6a21\u578b\u65e5\u8bb0 \u00b7 Day57 \u00b7 \u4ece0\u5b66\u4e60Claude Code（\u4e03）Skill Loading-\u5e2e\u666e\u901a\u4eba\u628aAI\u5b66\u8fdb\u7b80\u5386\u7cfb\u5217<\/p>\n<\/p>\n

\u524d\u8a00：\u7b2c\u4e03\u7bc7，\u7ed9 Agent \u4e00\u672c\u83dc\u8c31，\u800c\u4e0d\u662f\u4e00\u684c\u6ee1\u6c49\u5168\u5e2d<\/h3>\n

\u672c\u7bc7\u5e72\u4e00\u4ef6\u4e8b：\u89e3\u51b3\u77e5\u8bc6\u628a\u4e0a\u4e0b\u6587\u6491\u7206\u7684\u95ee\u9898\u3002<\/p>\n

\u5148\u8bf4\u573a\u666f\u3002\u4f60\u7684\u9879\u76ee\u91cc\u591a\u534a\u6709\u8fd9\u4e9b\u4e1c\u897f\u2014\u2014\u4e00\u4efd React \u7ec4\u4ef6\u89c4\u8303\u3001\u4e00\u4efd SQL \u98ce\u683c\u6307\u5357\u3001\u4e00\u4efd API \u8bbe\u8ba1\u6587\u6863\u3002\u4f60\u5e0c\u671b Agent \u5e72\u6d3b\u7684\u65f6\u5019\u9075\u5b88\u8fd9\u4e9b\u89c4\u77e9，\u6700\u76f4\u63a5\u7684\u505a\u6cd5\u662f\u4ec0\u4e48？\u5168\u90e8\u62fc\u8fdb system prompt：<\/p>\n

SYSTEM = (
\n f"You are a coding agent. "
\n + open("docs\/react-style.md").read()
\n + open("docs\/sql-style.md").read()
\n + open("docs\/api-design.md").read()
\n)<\/p>\n

\u80fd\u8dd1，Agent \u4e5f\u786e\u5b9e\u8bfb\u5230\u4e86\u6240\u6709\u89c4\u8303\u3002\u4f46\u8fd9\u4e2a\u5199\u6cd5\u57cb\u7740\u4e00\u4e2a\u95ee\u9898，\u4e0a\u4e00\u7bc7\u54b1\u4eec\u521a\u7b97\u8fc7\u4e00\u7b14\u7c7b\u4f3c\u7684\u8d26\u2014\u2014\u5b83\u548c\u5206\u8eab\u8981\u89e3\u51b3\u7684\u662f\u540c\u4e00\u672c\u8d26\u4e0a\u7684\u4e24\u9875：\u4e0a\u4e0b\u6587\u91cc\u5230\u5e95\u8be5\u88c5\u4ec0\u4e48\u3002<\/p>\n

\u4e0a\u4e00\u7bc7\u89e3\u51b3\u7684\u662f"\u8fc7\u7a0b\u53bb\u54ea"：\u8c03\u67e5\u7c7b\u7684\u5de5\u5177\u8c03\u7528\u6d3e\u7ed9\u5206\u8eab，\u767d\u7eb8\u4e0a\u70e7\u6389，\u53ea\u5e26\u7ed3\u8bba\u56de\u6765\u3002\u8fd9\u4e00\u7bc7\u89e3\u51b3"\u77e5\u8bc6\u53bb\u54ea"：\u90a3\u4e9b\u6210\u5957\u7684\u89c4\u8303\u6587\u6863，\u4e0d\u8be5\u5e38\u9a7b，\u8be5\u7528\u5230\u624d\u52a0\u8f7d\u3002<\/p>\n

\u8bfb\u5b8c\u4f60\u4f1a\u62ff\u5230\u4e09\u6837\u4e1c\u897f：<\/p>\n

  • SkillLoader \u7684\u5b8c\u6574\u5b9e\u73b0：\u626b\u63cf\u6280\u80fd\u76ee\u5f55\u3001\u89e3\u6790\u5143\u4fe1\u606f\u3001\u62fc\u4e00\u5f20\u53ea\u5370"\u83dc\u540d"\u7684\u83dc\u8c31，\u603b\u5171\u56db\u5341\u6765\u884c<\/li>\n
  • "\u76ee\u5f55\u5e38\u9a7b\u3001\u6b63\u6587\u6309\u9700"\u7684\u4e24\u5c42\u6ce8\u5165\u673a\u5236：\u540d\u79f0\u548c\u63cf\u8ff0\u8fdb system prompt，\u5168\u6587\u8d70\u4e00\u4e2a\u53eb\u00a0load_skill\u00a0\u7684\u5de5\u5177\u6309\u9700\u56de\u6d41<\/li>\n
  • \u4e09\u4e2a\u6700\u5bb9\u6613\u60f3\u9519\u7684\u70b9：\u4e3a\u4ec0\u4e48\u505a\u6210\u5de5\u5177\u800c\u4e0d\u662f\u8ba9\u6a21\u578b\u81ea\u5df1\u53bb\u8bfb\u6587\u4ef6；\u52a0\u8f7d\u8fdb\u6765\u7684\u5185\u5bb9\u5230\u5e95\u8fdb\u4e86\u54ea（\u4e0d\u662f system prompt）；\u4ee5\u53ca\u6280\u80fd\u7cfb\u7edf\u6700\u5e38\u89c1\u7684\u6b7b\u6cd5\u2014\u2014description \u5199\u6b6a\u4e86，\u6a21\u578b\u6c38\u8fdc\u60f3\u4e0d\u8d77\u6765\u52a0\u8f7d<\/li>\n

    \u95e8\u69db\u4e0d\u53d8：\u4f1a Python \u57fa\u7840\u8bed\u6cd5\u3001\u624b\u4e0a\u6709\u4e00\u4efd\u80fd\u8dd1\u7684 Agent \u5faa\u73af（\u5de5\u5177\u5206\u53d1\u3001\u6743\u9650\u3001hooks\u3001\u6e05\u5355\u3001\u5206\u8eab\u90fd\u5728\u7684\u90a3\u79cd）\u3002\u76f4\u63a5\u5f00\u59cb\u3002<\/p>\n

    \n

    PART 01：\u6848\u53d1\u73b0\u573a\u2014\u2014system prompt \u662f\u4e2a\u6bcf\u8f6e\u90fd\u8981\u91cd\u53d1\u7684\u5305\u88f9<\/h3>\n

    \u5148\u628a system prompt \u7684\u673a\u5236\u8d26\u7b97\u6e05\u695a，\u4f60\u624d\u77e5\u9053\u90a3\u4e2a\u62fc\u5b57\u7b26\u4e32\u7684\u5199\u6cd5\u4e8f\u5728\u54ea\u3002<\/p>\n

    \u5f88\u591a\u4eba\u5bf9 system prompt \u7684\u7406\u89e3\u505c\u7559\u5728"\u5f00\u673a\u8bbe\u7f6e"：\u542f\u52a8\u7684\u65f6\u5019\u8bbe\u7f6e\u4e00\u6b21，\u4e4b\u540e\u5c31\u5b58\u5728\u90a3\u4e86\u3002\u8fd9\u4e2a\u76f4\u89c9\u662f\u9519\u7684，\u800c\u4e14\u9519\u5f97\u5f88\u8d35\u3002<\/p>\n

    LLM API \u662f\u65e0\u72b6\u6001\u7684\u3002\u4f60\u773c\u91cc\u7684\u4e00\u573a\u8fde\u7eed\u5bf9\u8bdd，\u5728\u6a21\u578b\u90a3\u8fb9\u662f\u51e0\u5341\u6b21\u72ec\u7acb\u7684\u8c03\u7528：\u6bcf\u8f6e\u90fd\u628a\u5b8c\u6574\u7684\u5386\u53f2\u91cd\u65b0\u53d1\u4e00\u904d\u2014\u2014messages[]\u00a0\u662f\u5386\u53f2，system\u00a0\u4e5f\u662f\u5386\u53f2\u7684\u4e00\u90e8\u5206\u3002system prompt \u4e0d\u662f"\u8bbe\u7f6e\u4e00\u6b21"，\u662f"\u6bcf\u4e00\u8f6e\u90fd\u5168\u6587\u91cd\u53d1\u4e00\u6b21"\u3002<\/p>\n

    \u8fd9\u5e26\u6765\u4e00\u4e2a\u76f4\u63a5\u540e\u679c：\u585e\u8fdb system prompt \u7684\u6bcf\u4e00\u4e2a\u5b57，\u4e0d\u662f\u5b58\u4e00\u6b21\u7684\u4ed3\u50a8\u8d39，\u662f\u6bcf\u4e00\u8f6e\u90fd\u8981\u91cd\u4ed8\u7684\u8fc7\u8def\u8d39\u3002<\/p>\n

    \u6765\u7b97\u7b14\u5177\u4f53\u7684\u8d26\u3002\u5047\u8bbe\u90a3\u4e09\u4efd\u6587\u6863\u52a0\u8d77\u6765 1.5 \u4e07 token（\u89c4\u8303\u6587\u6863\u5199\u5f97\u7ec6\u4e00\u70b9，\u8fd9\u4e2a\u6570\u53ea\u591a\u4e0d\u5c11）\u3002\u73b0\u5728\u4f60\u7684\u4efb\u52a1\u53ea\u662f\u6539\u4e00\u4e2a React \u7ec4\u4ef6\u2014\u2014\u771f\u6b63\u9700\u8981\u7684\u53ea\u6709 React \u89c4\u8303\u90a3\u4e00\u4efd，SQL \u98ce\u683c\u6307\u5357\u548c API \u8bbe\u8ba1\u6587\u6863\u5168\u7a0b\u7528\u4e0d\u4e0a\u3002<\/p>\n

    \u4f46\u5b83\u4eec\u5728 system prompt \u91cc\u3002\u610f\u5473\u7740：<\/p>\n

      \n
    • \u7b2c 1 \u8f6e\u8c03\u7528，\u53d1 1.5 \u4e07 token \u7684\u6587\u6863<\/li>\n
    • \u7b2c 10 \u8f6e\u8c03\u7528，\u8fd8\u662f\u53d1 1.5 \u4e07 token \u7684\u6587\u6863<\/li>\n
    • \u8fd9\u4e2a\u4efb\u52a1\u5e72\u5b8c 20 \u8f6e，\u90a3\u4e24\u4efd\u65e0\u5173\u6587\u6863\u88ab\u91cd\u53d1\u4e86\u00a020 \u6b21，\u767d\u4ed8 30 \u4e07 token \u7684\u8f93\u5165<\/li>\n<\/ul>\n

      \u800c\u4e14\u94b1\u53ea\u662f\u5c0f\u4e8b\u3002\u66f4\u8d35\u7684\u662f\u6ce8\u610f\u529b：\u4e0a\u4e0b\u6587\u7a97\u53e3\u662f\u6709\u9650\u7684，\u88ab\u65e0\u5173\u6587\u6863\u5360\u6389\u7684\u7a7a\u95f4，\u672c\u6765\u53ef\u4ee5\u653e\u4ee3\u7801\u3001\u653e\u5bf9\u8bdd\u3001\u653e\u5de5\u5177\u7ed3\u679c\u3002\u7a97\u53e3\u5feb\u6ee1\u7684\u65f6\u5019，\u6a21\u578b\u7684\u8868\u73b0\u4f1a\u8089\u773c\u53ef\u89c1\u5730\u5f80\u4e0b\u6389\u2014\u2014\u5b83\u8981\u5728\u4e00\u5806\u548c\u5f53\u524d\u4efb\u52a1\u65e0\u5173\u7684\u6587\u5b57\u91cc，\u7ffb\u627e\u771f\u6b63\u76f8\u5173\u7684\u90a3\u90e8\u5206\u3002<\/p>\n<\/p>\n

      \"token<\/p>\n

      \u6253\u4e2a\u6bd4\u65b9\u3002\u8fd9\u4e0d\u50cf\u7ed9\u65b0\u5458\u5de5\u53d1\u4e00\u672c\u5458\u5de5\u624b\u518c\u2014\u2014\u624b\u518c\u53d1\u4e00\u6b21，\u4ed6\u81ea\u5df1\u4fdd\u7ba1\u3002\u8fd9\u50cf\u4ec0\u4e48\u5462？\u50cf\u4f60\u6bcf\u8ddf\u4ed6\u8bf4\u4e00\u53e5\u8bdd，\u90fd\u5148\u628a\u6574\u9762\u4e66\u67dc\u4ece\u5934\u5230\u5c3e\u5ff5\u4e00\u904d\u3002"\u4eca\u5929\u6539\u4e00\u4e0b\u6309\u94ae\u6837\u5f0f"\u2014\u2014\u5ff5\u4e00\u904d\u4e66\u67dc\u3002"\u6539\u597d\u4e86\u4f60\u770b\u770b"\u2014\u2014\u518d\u5ff5\u4e00\u904d\u4e66\u67dc\u3002<\/p>\n

      \u5458\u5de5\u4f1a\u75af，\u8d26\u5355\u4f1a\u75af，\u552f\u4e00\u5f00\u5fc3\u7684\u662f\u6309 token \u8ba1\u8d39\u7684 API\u3002<\/p>\n

      \u90a3\u4f60\u53ef\u80fd\u4f1a\u8bf4：\u8ba9\u6a21\u578b\u81ea\u5df1\u53bb\u8bfb\u6587\u6863\u4e0d\u5c31\u884c\u4e86，\u7528 read_file，\u9700\u8981\u54ea\u4efd\u8bfb\u54ea\u4efd\u3002\u601d\u8def\u5bf9\u4e86，\u4f46\u6709\u4e2a\u5751：\u6a21\u578b\u600e\u4e48\u77e5\u9053\u6709\u8fd9\u4efd\u6587\u6863？\u00a0\u8def\u5f84\u5b83\u4e0d\u77e5\u9053，\u5b58\u5728\u5b83\u4e0d\u77e5\u9053，"\u8be5\u53bb\u67e5\u4e00\u4e0b\u89c4\u8303"\u8fd9\u4e2a\u5ff5\u5934\u672c\u8eab\u5c31\u8d77\u4e0d\u6765\u3002\u4f60\u4e0d\u80fd\u6307\u671b\u4e00\u4e2a\u4e0d\u77e5\u9053\u4e66\u67dc\u5728\u54ea\u7684\u4eba\u81ea\u5df1\u53bb\u7ffb\u4e66\u3002<\/p>\n

      \u6240\u4ee5\u95ee\u9898\u53d8\u6210\u4e86：\u5f97\u6709\u4e2a\u4e1c\u897f\u544a\u8bc9\u6a21\u578b"\u6709\u54ea\u4e9b\u77e5\u8bc6\u53ef\u7528"（\u5426\u5219\u5b83\u60f3\u4e0d\u8d77\u6765），\u4f46\u53c8\u4e0d\u80fd\u628a\u5168\u6587\u7ed9\u5b83（\u5426\u5219\u56de\u5230\u6bcf\u8f6e\u91cd\u53d1）\u3002\u76ee\u5f55\u8981\u5e38\u9a7b，\u6b63\u6587\u8981\u6309\u9700\u3002<\/p>\n

      \u8fd9\u5c31\u662f Skill Loading\u3002<\/p>\n

      \n

      PART 02：\u5b9e\u73b0\u2014\u2014\u56db\u5341\u884c SkillLoader，\u4e00\u5f20\u83dc\u8c31\u53ea\u5370\u83dc\u540d<\/h3>\n

      \u65b9\u6848\u62c6\u5f00\u5c31\u4e09\u4e2a\u90e8\u4ef6：\u6280\u80fd\u957f\u4ec0\u4e48\u6837\u3001\u542f\u52a8\u65f6\u600e\u4e48\u626b\u63cf\u3001\u7528\u7684\u65f6\u5019\u600e\u4e48\u53d6\u3002<\/p>\n

      \u7b2c\u4e00\u6b65：\u5b9a\u6280\u80fd\u7684\u5f62\u6001<\/h4>\n

      \u4e00\u4e2a\u6280\u80fd\u5c31\u662f\u4e00\u4e2a\u76ee\u5f55，\u91cc\u9762\u653e\u4e00\u4e2a\u00a0SKILL.md\u3002\u6587\u4ef6\u5934\u7528 YAML frontmatter \u5199\u5143\u4fe1\u606f，\u6b63\u6587\u5199\u5b8c\u6574\u6307\u4ee4：<\/p>\n

      —
      \nname: code-review
      \ndescription: Perform thorough code reviews with security, performance,
      \n and maintainability analysis. Use when user asks to review code,
      \n check for bugs, or audit a codebase.
      \n—<\/p>\n

      # Code Review Skill<\/p>\n

      You now have expertise in conducting comprehensive code reviews.
      \nFollow this structured approach:<\/p>\n

      ## Review Checklist<\/p>\n

      ### 1. Security (Critical)
      \n– [ ] Injection vulnerabilities: SQL, command, XSS…
      \n– [ ] Authentication issues: hardcoded credentials…
      \n…<\/p>\n

      \u5173\u952e\u662f frontmatter \u91cc\u90a3\u4e24\u884c：name\u00a0\u662f\u8fd9\u9053\u83dc\u7684\u540d\u5b57，description\u00a0\u662f\u8fd9\u9053\u83dc\u7684\u4ecb\u7ecd\u3002\u8fd9\u4e24\u4e2a\u5b57\u6bb5\u5c31\u662f\u5168\u90e8\u7684"\u76ee\u5f55\u4fe1\u606f"\u2014\u2014\u542f\u52a8\u65f6\u53ea\u53d6\u5b83\u4eec\u8fdb system prompt，\u6b63\u6587\u4e00\u4e2a\u5b57\u90fd\u4e0d\u8fdb\u3002<\/p>\n

      \u7b2c\u4e8c\u6b65：\u542f\u52a8\u626b\u63cf<\/h4>\n

      class SkillLoader:
      \n def __init__(self, skills_dir: Path):
      \n self.skills_dir = skills_dir
      \n self.skills: dict[str, dict[str, str]] = {}
      \n self.scan()<\/p>\n

      def scan(self):
      \n self.skills.clear()
      \n if not self.skills_dir.exists():
      \n return
      \n for manifest in sorted(self.skills_dir.glob("*\/SKILL.md")):
      \n if not manifest.is_file():
      \n continue
      \n content = manifest.read_text(encoding="utf-8")
      \n metadata, body = self.parse_frontmatter(content)<\/p>\n

      name = metadata.get("name", "").strip() or manifest.parent.name
      \n description = (metadata.get("description", "").strip()
      \n or body.split("\\\\n", 1)[0])
      \n self.skills[name] = {
      \n "name": name,
      \n "description": description,
      \n "content": content, # \u5168\u6587\u7559\u5728\u6ce8\u518c\u8868\u91cc，\u4e0d\u8fdb prompt
      \n }<\/p>\n

      scan()\u00a0\u5e72\u7684\u4e8b：glob("*\/SKILL.md")\u00a0\u6328\u4e2a\u627e\u6280\u80fd\u6e05\u5355\u6587\u4ef6，\u89e3\u6790\u51fa frontmatter，\u767b\u8bb0\u8fdb\u00a0self.skills\u00a0\u8fd9\u4e2a\u5b57\u5178\u3002<\/p>\n

      \u6709\u4e09\u5904\u9632\u5fa1\u5f0f\u5199\u6cd5，\u503c\u5f97\u505c\u4e0b\u6765\u770b\u4e00\u773c，\u56e0\u4e3a\u5b83\u4eec\u51b3\u5b9a\u4e86\u8fd9\u5957\u4e1c\u897f\u5728\u771f\u5b9e\u9879\u76ee\u91cc\u625b\u4e0d\u625b\u9020：<\/p>\n

      \u515c\u5e95\u4e00：name\u00a0\u7f3a\u4e86\u5c31\u7528\u76ee\u5f55\u540d\u3002\u00a0manifest.parent.name\u2014\u2014skills\/code-review\/SKILL.md\u00a0\u6ca1\u5199 name，\u90a3\u5c31\u62ff\u00a0code-review\u00a0\u9876\u4e0a\u3002\u6280\u80fd\u662f\u522b\u4eba\u5199\u7684\u3001\u624b\u6ed1\u6f0f\u4e86\u5b57\u6bb5，\u7cfb\u7edf\u4e0d\u5d29，\u964d\u7ea7\u53ef\u7528\u3002<\/p>\n

      \u515c\u5e95\u4e8c：description\u00a0\u7f3a\u4e86\u5c31\u7528\u6b63\u6587\u7b2c\u4e00\u884c\u3002\u00a0\u540c\u7406\u3002\u76ee\u5f55\u91cc\u90a3\u4e00\u884c\u4ecb\u7ecd\u603b\u5f97\u6709\u4e1c\u897f\u586b，\u62ff\u6b63\u6587\u6807\u9898\u51d1\u5408，\u597d\u8fc7\u7a7a\u7740\u2014\u2014\u7a7a\u7740\u7684\u76ee\u5f55\u6761\u76ee，\u6a21\u578b\u662f\u770b\u4e0d\u61c2\u7684\u3002<\/p>\n

      \u515c\u5e95\u4e09：content\u00a0\u6574\u4efd\u5b58\u8fdb\u6ce8\u518c\u8868\u3002\u00a0\u6ce8\u610f\u8fd9\u4e2a\u5b57\u6bb5\u8fdb\u4e86\u00a0self.skills，\u4f46\u4ece\u4e0d\u8fdb prompt\u3002\u5168\u6587\u8eba\u5728\u8fdb\u7a0b\u5185\u5b58\u91cc，\u7b49\u70b9\u540d\u3002<\/p>\n

      \u7b2c\u4e09\u6b65：\u83dc\u8c31\u548c\u4e0a\u83dc<\/h4>\n

      catalog()\u00a0\u8d1f\u8d23\u62fc\u83dc\u8c31\u2014\u2014\u6bcf\u4e2a\u6280\u80fd\u53ea\u51fa\u4e24\u6837\u4e1c\u897f，\u540d\u5b57\u548c\u4ecb\u7ecd：<\/p>\n

      def catalog(self) -> str:
      \n return "\\\\n".join(
      \n f"- {skill['name']}: {skill['description']}"
      \n for skill in self.skills.values()
      \n )<\/p>\n

      \u56db\u4efd\u6280\u80fd\u7684\u83dc\u8c31\u957f\u8fd9\u6837，\u5c31\u8fd9\u51e0\u884c：<\/p>\n

      – agent-builder: Build new coding agents with best practices…
      \n– code-review: Perform thorough code reviews with security…
      \n– mcp-builder: Create MCP servers with proper structure…
      \n– pdf: Process PDF files, extract text and data…<\/p>\n

      \u6ce8\u610f\u4e0a\u9762\u90a3 1.5 \u4e07 token \u7684\u8d26\u2014\u2014\u73b0\u5728\u83dc\u8c31\u53ea\u82b1\u51e0\u5341\u4e2a token，\u800c\u4e14\u662f\u56fa\u5b9a\u5f00\u9500，\u4e0d\u968f\u6280\u80fd\u6b63\u6587\u53d8\u957f\u800c\u53d8\u957f\u3002<\/p>\n

      \u7136\u540e\u662f system prompt \u7684\u7ec4\u88c5：<\/p>\n

      def build_system_prompt() -> str:
      \n return (
      \n f"You are a coding agent at {WORKDIR}. "
      \n "Use tools to solve tasks. Act, don't explain.\\\\n\\\\n"
      \n f"Skills available:\\\\n{SKILL_LOADER.catalog()}\\\\n\\\\n"
      \n "Use load_skill to read the full instructions when a skill applies."
      \n )<\/p>\n

      \u56fa\u5b9a\u6307\u4ee4 + \u6280\u80fd\u83dc\u8c31 + \u4e00\u53e5"\u7528\u5230\u4e86\u5c31\u8c03 load_skill"\u3002\u6a21\u578b\u6bcf\u8f6e\u90fd\u80fd\u770b\u89c1\u8fd9\u5f20\u83dc\u8c31，\u4f46\u5b83\u770b\u5230\u7684\u53ea\u662f\u83dc\u540d，\u4e0d\u662f\u6574\u684c\u83dc\u3002<\/p>\n

      \u6700\u540e\u662f\u4e0a\u83dc\u7684\u00a0load()：<\/p>\n

      def load(self, name: str) -> str:
      \n skill = self.skills.get(name)
      \n if skill:
      \n return skill["content"]
      \n available = ", ".join(self.skills) or "none"
      \n return f"Error: Unknown skill '{name}'. Available: {available}"<\/p>\n

      \u6309 name \u67e5\u6ce8\u518c\u8868，\u67e5\u5230\u5c31\u8fd4\u56de\u5168\u6587\u3002\u67e5\u4e0d\u5230\u5462？\u6ce8\u610f\u8fd9\u4e2a\u9519\u8bef\u4fe1\u606f\u7684\u5199\u6cd5\u2014\u2014\u4e0d\u662f\u5e72\u5df4\u5df4\u4e00\u53e5 "not found"，\u800c\u662f\u628a\u53ef\u7528\u6280\u80fd\u5217\u8868\u4e00\u8d77\u5e26\u4e0a\u3002<\/p>\n

      \u8fd9\u4e2a\u624b\u6cd5\u4f60\u5728\u6743\u9650\u90a3\u7bc7\u89c1\u8fc7：\u62d2\u7edd\u4fe1\u606f\u672c\u8eab\u4e5f\u662f\u6a21\u578b\u7684\u8f93\u5165，\u5199\u5f97\u6709\u8425\u517b，\u6a21\u578b\u5c31\u80fd\u81ea\u5df1\u6539\u9053\u3002"react skill \u4e0d\u5b58\u5728，\u53ef\u7528\u7684\u662f agent-builder\u3001code-review\u2026\u2026"\u2014\u2014\u6a21\u578b\u4e0b\u4e00\u8f6e\u5927\u6982\u7387\u5c31\u9009\u5bf9\u4e86\u3002<\/p>\n<\/p>\n

      \"skill<\/p>\n

      \u518d\u628a\u00a0load_skill\u00a0\u6ce8\u518c\u6210\u5de5\u5177，\u516d\u4e2a\u5de5\u5177\u7684\u5bb6\u65cf\u6dfb\u4e86\u7b2c\u4e03\u4e2a：<\/p>\n

      TOOLS = [
      \n # … \u539f\u6709\u7684 bash \/ read_file \/ write_file \/ edit_file \/ glob …
      \n {"name": "load_skill",
      \n "description": "Load the full SKILL.md content by skill name.",
      \n "input_schema": {"type": "object",
      \n "properties": {"name": {"type": "string"}},
      \n "required": ["name"]}},
      \n]<\/p>\n

      TOOL_HANDLERS = {
      \n # …
      \n "load_skill": SKILL_LOADER.load,
      \n}<\/p>\n

      \u5230\u6b64\u5b9e\u73b0\u5b8c\u6bd5\u3002\u5faa\u73af\u4e00\u884c\u6ca1\u52a8\u2014\u2014load_skill\u00a0\u5c31\u662f\u4e2a\u666e\u901a\u5de5\u5177，\u6a21\u578b\u8c03\u5b83\u548c\u8c03\u00a0read_file\u00a0\u8d70\u7684\u662f\u5b8c\u5168\u4e00\u6837\u7684\u8def：\u5206\u53d1\u3001\u6267\u884c\u3001\u7ed3\u679c\u56de\u6d41\u3002\u8fd9\u5c31\u662f\u524d\u9762\u51e0\u7bc7\u6512\u4e0b\u7684\u67b6\u6784\u7ea2\u5229：\u52a0\u4e00\u79cd\u65b0\u80fd\u529b，\u4e0d\u9700\u8981\u52a8\u5fc3\u810f\u3002<\/p>\n

      \n

      PART 03：\u8fb9\u754c\u2014\u2014\u76ee\u5f55\u662f\u83dc\u5355，\u4e0d\u662f\u4e66\u67dc<\/h3>\n

      \u5b9e\u73b0\u7b80\u5355，\u60f3\u660e\u767d\u8fb9\u754c\u4e0d\u5bb9\u6613\u3002\u8fd9\u4e00\u8282\u8bb2\u4e09\u4e2a\u6700\u5bb9\u6613\u60f3\u9519\u7684\u70b9\u3002<\/p>\n

      \u60f3\u9519\u4e00：\u4e3a\u4ec0\u4e48\u4e0d\u5e72\u8106\u8ba9\u6a21\u578b\u81ea\u5df1 read_file？<\/h4>\n

      \u65e2\u7136\u6280\u80fd\u5c31\u662f\u78c1\u76d8\u4e0a\u7684\u6587\u4ef6，\u6a21\u578b\u6709\u00a0read_file，\u8ba9\u5b83\u81ea\u5df1\u8bfb\u00a0skills\/code-review\/SKILL.md\u00a0\u4e0d\u5c31\u884c\u4e86，\u4f55\u5fc5\u4e13\u95e8\u9020\u4e2a\u5de5\u5177？<\/p>\n

      \u4e09\u4e2a\u7406\u7531，\u4e00\u4e2a\u6bd4\u4e00\u4e2a\u786c\u3002<\/p>\n

      \u7b2c\u4e00，\u8def\u5f84\u662f\u4e0d\u53ef\u9760\u7684\u5951\u7ea6\u3002\u00a0\u8ba9\u6a21\u578b\u81ea\u5df1\u8bfb，\u7b49\u4e8e\u8981\u6c42\u5b83\u77e5\u9053"\u6280\u80fd\u653e\u5728 skills \u76ee\u5f55\u4e0b\u3001\u6bcf\u4e2a\u6280\u80fd\u4e00\u4e2a\u6587\u4ef6\u5939\u3001\u6e05\u5355\u6587\u4ef6\u53eb SKILL.md"\u3002\u54ea\u5929\u4f60\u628a\u76ee\u5f55\u6539\u540d\u4e3a\u00a0playbooks\/\u3001\u6216\u8005\u67d0\u4e2a\u6280\u80fd\u7684\u6e05\u5355\u6362\u4e86\u4e2a\u6587\u4ef6\u540d，\u6a21\u578b\u7684\u77e5\u8bc6\u5c31\u5168\u90e8\u4f5c\u5e9f\u3002\u800c\u00a0load_skill("code-review")\u00a0\u8d70\u7684\u662f\u6ce8\u518c\u8868\u67e5\u8be2\u2014\u2014name\u00a0\u662f\u542f\u52a8\u65f6\u767b\u8bb0\u7684\u952e，\u548c\u6587\u4ef6\u7cfb\u7edf\u957f\u4ec0\u4e48\u6837\u5f7b\u5e95\u89e3\u8026\u3002\u6280\u80fd\u968f\u4fbf\u642c\u5bb6，\u8c03\u7528\u65b9\u4e00\u4e2a\u5b57\u4e0d\u7528\u6539\u3002<\/p>\n

      \u7b2c\u4e8c，\u4e0d\u8fdb\u76ee\u5f55，\u6a21\u578b\u8d77\u4e0d\u4e86"\u52a0\u8f7d"\u8fd9\u4e2a\u5ff5\u5934\u3002\u00a0\u8fd9\u662f\u6700\u8981\u547d\u7684\u4e00\u6761\u3002\u6a21\u578b\u53ea\u6709\u770b\u89c1\u83dc\u8c31\u624d\u77e5\u9053\u6709\u54ea\u4e9b\u83dc\u3002\u4f60\u8981\u662f\u53ea\u628a\u6280\u80fd\u6587\u4ef6\u6254\u5728\u78c1\u76d8\u4e0a\u3001\u4e0d\u544a\u8bc9\u5b83，\u5b83\u8fde"\u8fd9\u91cc\u53ef\u80fd\u6709\u4e2a\u89c4\u8303\u8be5\u67e5\u4e00\u4e0b"\u7684\u610f\u8bc6\u90fd\u4e0d\u4f1a\u6709\u2014\u2014\u4e0d\u662f\u4e0d\u4f1a\u67e5，\u662f\u4e0d\u77e5\u9053\u8be5\u67e5\u3002\u8fd9\u548c MCP \u5de5\u5177\u9009\u62e9\u662f\u540c\u4e00\u4e2a\u75c5：\u80fd\u529b\u4e0d\u8fdb\u63cf\u8ff0，\u6a21\u578b\u5c31\u5f53\u5b83\u4e0d\u5b58\u5728\u3002<\/p>\n

      \u7b2c\u4e09，\u8d70\u5de5\u5177\u5c31\u8d70\u76d1\u7ba1\u3002\u00a0\u8fd8\u8bb0\u5f97 hooks \u5417？load_skill\u00a0\u662f\u5de5\u5177，\u6240\u4ee5\u5b83\u6bcf\u88ab\u8c03\u7528\u4e00\u6b21，log_hook\u00a0\u90fd\u4f1a\u6253\u65e5\u5fd7，\u7406\u8bba\u4e0a\u4e5f\u80fd\u88ab\u6743\u9650\u94a9\u5b50\u62e6\u3002\u6a21\u578b\u8bfb\u4e86\u4ec0\u4e48\u77e5\u8bc6\u3001\u4ec0\u4e48\u65f6\u5019\u8bfb\u7684，\u5168\u90e8\u5728\u7ebf\u76d1\u7ba1\u4e4b\u5185\u3002\u8ba9\u6a21\u578b\u81ea\u5df1 read_file \u7ed5\u5f00\u5de5\u5177\u8d70\u78c1\u76d8？\u90a3\u4f60\u8fde\u5b83\u5077\u5077\u8bfb\u4e86\u4ec0\u4e48\u89c4\u8303\u90fd\u4e0d\u77e5\u9053\u3002<\/p>\n

      \u60f3\u9519\u4e8c：\u52a0\u8f7d\u8fdb\u6765\u7684\u5168\u6587，\u8fdb\u4e86\u54ea？<\/h4>\n

      \u8fd9\u662f\u6700\u53cd\u76f4\u89c9\u7684\u4e00\u70b9\u3002load_skill\u00a0\u8fd4\u56de\u7684 SKILL.md \u5168\u6587，\u4e0d\u662f\u56de\u5230 system prompt\u2014\u2014\u5b83\u4ee5\u00a0tool_result\u00a0\u7684\u8eab\u4efd\u8fdb\u4e86\u00a0messages[]，\u6210\u4e3a\u5bf9\u8bdd\u7684\u4e00\u90e8\u5206\u3002<\/p>\n

      \u4e24\u5f20\u8868\u770b\u6e05\u8fd9\u4e2a\u8bbe\u8ba1：<\/p>\n\n\u5185\u5bb9\u8fdb\u7684\u4f4d\u7f6e\u4f55\u65f6\u8fdb\u4ed8\u51e0\u6b21\u94b1<\/tr>\n\n\n\n
      \u540d\u79f0 + \u63cf\u8ff0<\/td>\nsystem prompt<\/td>\n\u542f\u52a8\u65f6<\/td>\n\u6bcf\u8f6e\u90fd\u4ed8（\u4f46\u5f88\u77ed）<\/td>\n<\/tr>\n
      \u5b8c\u6574 SKILL.md<\/td>\nmessages[] \u7684 tool_result<\/td>\n\u8c03\u7528 load_skill \u65f6<\/td>\n\u8c03\u7528\u4e4b\u540e\u7684\u6bcf\u8f6e<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

      \u770b\u660e\u767d\u4e86\u5417？\u6309\u9700\u52a0\u8f7d\u7701\u7684\u4e0d\u662f"\u4e0d\u4ed8\u94b1"，\u662f"\u4ece\u7b2c\u4e00\u8f6e\u5c31\u4ed8\u94b1"\u53d8\u6210"\u4ece\u7528\u5230\u624d\u4ed8\u94b1"\u3002\u00a0\u4e00\u65e6\u52a0\u8f7d，\u8fd9\u4efd\u5168\u6587\u4e5f\u4f1a\u7559\u5728\u4e0a\u4e0b\u6587\u91cc，\u540e\u7eed\u6bcf\u4e00\u8f6e\u7167\u6837\u91cd\u53d1\u3002<\/p>\n

      \u90a3\u4e0d\u8fd8\u662f\u4e8f？\u4e0d\u3002\u5dee\u522b\u5728\u4e8e：\u6539 React \u7ec4\u4ef6\u7684\u4efb\u52a1，SQL \u89c4\u8303\u4ece\u5934\u5230\u5c3e\u4e0d\u4f1a\u88ab\u52a0\u8f7d，\u4e00\u6b21\u90fd\u4e0d\u4ed8；React \u89c4\u8303\u53ea\u5728\u7528\u5230\u4e4b\u540e\u5f00\u59cb\u4ed8\u3002\u5bf9\u6bd4\u539f\u6765\u65e0\u5dee\u522b\u5168\u91cf\u5e38\u9a7b，\u8be5\u7701\u7684\u90fd\u7701\u4e86\u3002<\/p>\n

      \u8fd9\u4e5f\u662f"\u76ee\u5f55\u5e38\u9a7b\u3001\u6b63\u6587\u6309\u9700"\u8fd9\u6761\u8bbe\u8ba1\u7684\u7cbe\u786e\u542b\u4e49：\u76ee\u5f55\u662f\u6bcf\u8f6e\u90fd\u8981\u4ed8\u7684\u56fa\u5b9a\u6210\u672c，\u6240\u4ee5\u5fc5\u987b\u7626；\u6b63\u6587\u662f\u6309\u9700\u624d\u4ed8\u7684\u53d8\u52a8\u6210\u672c，\u6240\u4ee5\u53ef\u4ee5\u539a\u3002<\/p>\n

      \u60f3\u9519\u4e09：\u76ee\u5f55\u672c\u8eab\u4e5f\u662f\u6210\u672c<\/h4>\n

      \u987a\u7740\u5f80\u4e0b\u63a8\u4e00\u6b65：\u83dc\u8c31\u4e0d\u662f\u514d\u8d39\u7684\u3002\u6bcf\u4e2a\u6280\u80fd\u5728\u76ee\u5f55\u91cc\u5360\u4e00\u884c，\u51e0\u5341\u4e2a token\u3002\u88c5\u5341\u4e2a\u6280\u80fd，\u83dc\u8c31\u51e0\u767e token，\u6bcf\u8f6e\u90fd\u4ed8\u2014\u2014\u53ef\u4ee5\u63a5\u53d7\u3002\u88c5\u4e00\u767e\u4e2a\u5462？\u83dc\u8c31\u51e0\u5343 token，\u4f60\u53c8\u9020\u4e86\u4e00\u4e2a\u5c0f\u53f7\u7684 system prompt \u95ee\u9898\u3002<\/p>\n

      \u6240\u4ee5\u6280\u80fd\u4e0d\u662f\u8d8a\u591a\u8d8a\u597d\u3002\u4ec0\u4e48\u8be5\u505a\u6210 skill，\u4ec0\u4e48\u4e0d\u8be5，\u7ed9\u4f60\u4e00\u5f20\u51b3\u7b56\u8868：<\/p>\n\n\u7c7b\u578b\u653e\u54ea\u4f8b\u5b50<\/tr>\n\n\n\n\n
      \u6bcf\u6b21\u90fd\u5fc5\u987b\u9075\u5b88\u7684\u5e95\u7ebf\u89c4\u5219<\/td>\nsystem prompt<\/td>\n\u5de5\u4f5c\u76ee\u5f55\u7ea6\u675f\u3001\u8f93\u51fa\u8bed\u8a00\u3001\u5b89\u5168\u7ea2\u7ebf<\/td>\n<\/tr>\n
      \u6210\u5957\u7684\u89c4\u8303 \/ \u6d41\u7a0b \/ checklist<\/td>\nskill（\u76ee\u5f55+\u6309\u9700\u52a0\u8f7d）<\/td>\n\u4ee3\u7801\u5ba1\u67e5\u6e05\u5355\u3001\u90e8\u7f72\u6d41\u7a0b\u3001\u7ec4\u4ef6\u89c4\u8303<\/td>\n<\/tr>\n
      \u4e00\u6b21\u6027\u7684\u9879\u76ee\u4fe1\u606f<\/td>\n\u666e\u901a\u6587\u4ef6，\u8ba9\u6a21\u578b\u73b0\u8bfb<\/td>\nREADME\u3001\u67d0\u4e2a\u914d\u7f6e\u6587\u4ef6<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

      \u5224\u65ad\u6807\u51c6\u5c31\u4e00\u6761：\u8fd9\u6761\u77e5\u8bc6\u662f"\u67d0\u7c7b\u4efb\u52a1\u624d\u7528"\u8fd8\u662f"\u6240\u6709\u4efb\u52a1\u90fd\u7528"\u3002\u6240\u6709\u4efb\u52a1\u90fd\u7528\u7684，\u8fdb system prompt，\u5e38\u9a7b\u4e0d\u4e8f；\u67d0\u7c7b\u4efb\u52a1\u624d\u7528\u7684，\u505a\u6210 skill，\u70b9\u83dc\u624d\u4e0a；\u53ea\u7528\u4e00\u6b21\u7684，\u6839\u672c\u4e0d\u7528\u767b\u8bb0，\u6a21\u578b\u81ea\u5df1\u8bfb\u6587\u4ef6\u53bb\u3002<\/p>\n<\/p>\n

      \"\u4e09\u5c42\u77e5\u8bc6\u653e\u7f6e\u51b3\u7b56\"<\/p>\n

      \u6700\u540e\u8bf4\u90a3\u4e2a\u6700\u5e38\u89c1\u7684\u6b7b\u6cd5：description \u5199\u6b6a，\u6280\u80fd\u5c31\u7b49\u4e8e\u4e0d\u5b58\u5728\u3002\u00a0\u6a21\u578b\u51b3\u5b9a\u8981\u4e0d\u8981\u8c03\u00a0load_skill，\u552f\u4e00\u4f9d\u636e\u5c31\u662f\u76ee\u5f55\u91cc\u90a3\u884c\u63cf\u8ff0\u3002\u5199\u6210 "Code review related stuff"\u2014\u2014\u6a21\u578b\u770b\u4e0d\u51fa\u8fd9\u73a9\u610f\u4ec0\u4e48\u65f6\u5019\u8be5\u7528，\u6c38\u8fdc\u4e0d\u70b9\u8fd9\u9053\u83dc，\u4f60\u7cbe\u5fc3\u5199\u7684 500 \u884c\u5ba1\u67e5\u6e05\u5355\u4e00\u6b21\u90fd\u6ca1\u88ab\u52a0\u8f7d\u8fc7\u3002description \u4e0d\u662f\u6ce8\u91ca，\u662f\u63a8\u9500\u6587\u6848：\u8981\u5199\u6e05\u695a\u8fd9\u4e2a\u6280\u80fd\u5e72\u4ec0\u4e48，\u66f4\u8981\u5199\u6e05\u695a\u4ec0\u4e48\u65f6\u5019\u8be5\u7528\u5b83\u3002<\/p>\n

      \n

      PART 04：\u5b9e\u5f55\u2014\u2014\u8ba9\u5b83\u5ba1\u4ee3\u7801，\u4eb2\u773c\u770b\u5b83\u5148\u7ffb\u83dc\u8c31\u518d\u52a8\u7b77<\/h3>\n

      \u8dd1\u8d77\u6765\u9a8c\u8bc1\u3002python s07_skill_loading\/code.py，\u6211\u505a\u4e86\u4e09\u4e2a\u5b9e\u9a8c，\u6bcf\u4e2a\u90fd\u5bf9\u7740\u4e00\u4e2a\u8981\u9a8c\u8bc1\u7684\u673a\u5236\u3002<\/p>\n

      \u5b9e\u9a8c\u4e00：\u83dc\u8c31\u5e38\u9a7b\u5417？<\/h4>\n

      \u5148\u95ee\u4e00\u4e2a\u6700\u8f7b\u7684\u95ee\u9898：<\/p>\n

      s07 >> What skills are available?<\/p>\n

      \u5b83\u7684\u56de\u7b54\u91cc\u5217\u51fa\u4e86\u56db\u4e2a\u6280\u80fd\u7684\u540d\u5b57\u548c\u7528\u9014\u3002\u5173\u952e\u4e0d\u5728\u7b54\u6848\u5185\u5bb9，\u5728\u4e8e\u5b83\u4e00\u4e2a\u5de5\u5177\u90fd\u6ca1\u8c03\u2014\u2014\u65e5\u5fd7\u533a\u5e72\u5e72\u51c0\u51c0，\u6ca1\u6709\u4efb\u4f55 load_skill \u7684\u8bb0\u5f55\u3002<\/p>\n

      \u8fd9\u8bf4\u660e\u4ec0\u4e48？\u83dc\u8c31\u5728 system prompt \u91cc，\u6a21\u578b\u5f20\u53e3\u5c31\u80fd\u7b54，\u4e0d\u9700\u8981\u4efb\u4f55 IO\u3002\u8fd9\u6b63\u662f"\u76ee\u5f55\u5e38\u9a7b"\u7684\u9a8c\u8bc1：\u83dc\u5355\u5c31\u6446\u5728\u684c\u4e0a\u3002<\/p>\n

      \u5b9e\u9a8c\u4e8c：\u4f1a\u5148\u7ffb\u83dc\u8c31\u518d\u52a8\u7b77\u5417？<\/h4>\n

      \u4e0a\u771f\u4efb\u52a1：<\/p>\n

      s07 >> Review README.md, load the relevant skill first<\/p>\n

      \u76ef\u7740\u65e5\u5fd7\u770b\u620f：<\/p>\n

      [HOOK] load_skill({'name': 'code-review'})<\/p>\n

      \u7b2c\u4e00\u6b65\u5c31\u662f\u00a0load_skill("code-review")\u2014\u2014\u5b83\u626b\u4e86\u4e00\u773c\u83dc\u8c31，\u5224\u65ad"\u5ba1\u4ee3\u7801\u8be5\u7528 code-review \u8fd9\u9053\u83dc"，\u5148\u8c03\u5de5\u5177\u628a\u6574\u4efd SKILL.md \u62c9\u8fdb\u4e0a\u4e0b\u6587\u3002tool_result \u91cc\u56de\u6765\u7684\u662f\u5b8c\u6574\u6e05\u5355：\u5b89\u5168\u68c0\u67e5\u3001\u6027\u80fd\u68c0\u67e5\u3001\u53ef\u7ef4\u62a4\u6027\u68c0\u67e5，\u4e00\u9879\u4e00\u9879\u3002<\/p>\n

      \u7136\u540e\u5b83\u624d\u5f00\u59cb\u8bfb README.md，\u5e76\u4e14\u6309\u6e05\u5355\u7684\u7ed3\u6784\u9010\u9879\u8fc7：\u5b89\u5168\u89d2\u5ea6\u6709\u6ca1\u6709\u95ee\u9898\u3001\u7ed3\u6784\u6e05\u4e0d\u6e05\u695a\u3001\u6709\u6ca1\u6709\u8fc7\u65f6\u7684\u63cf\u8ff0\u3002\u51fa\u6765\u7684\u5ba1\u67e5\u610f\u89c1\u4e0d\u662f\u968f\u7b14，\u662f\u7167\u7740\u83dc\u8c31\u505a\u7684\u5957\u9910\u3002<\/p>\n

      \u5b9e\u9a8c\u4e09：\u6ca1\u7528\u5230\u5c31\u771f\u4e0d\u7ffb\u5417？<\/h4>\n

      \u6362\u4e2a\u548c\u4efb\u4f55\u6280\u80fd\u90fd\u65e0\u5173\u7684\u4efb\u52a1，\u6bd4\u5982"\u628a\u8fd9\u4e2a\u6587\u4ef6\u91cc\u7684\u51fd\u6570\u6539\u4e2a\u540d"\u3002<\/p>\n

      \u5168\u7a0b\u96f6\u6b21\u00a0load_skill\u00a0\u8c03\u7528\u3002Stop \u94a9\u5b50\u62a5\u7684\u4f1a\u8bdd\u7edf\u8ba1\u91cc，\u5de5\u5177\u8c03\u7528\u5168\u662f read_file \/ edit_file \u8fd9\u7c7b\u2014\u2014\u6a21\u578b\u6ca1\u5174\u8da3\u70b9\u83dc，\u56e0\u4e3a\u4efb\u52a1\u4e0d\u9700\u8981\u3002<\/p>\n

      \u4e09\u4e2a\u5b9e\u9a8c\u5408\u8d77\u6765，"\u76ee\u5f55\u5e38\u9a7b\u3001\u6b63\u6587\u6309\u9700"\u8fd9\u6761\u673a\u5236\u5c31\u95ed\u73af\u4e86：\u77e5\u9053\u6709\u4ec0\u4e48（\u4e0d\u7528\u7ffb）\u3001\u7528\u4e4b\u524d\u5148\u67e5（\u67e5\u5168\u4efd）\u3001\u7528\u4e0d\u4e0a\u4e0d\u67e5（\u96f6\u6210\u672c）\u3002<\/p>\n

      \u5f69\u86cb\u5b9e\u9a8c：\u70b9\u9519\u83dc\u4e86\u600e\u4e48\u529e？<\/h4>\n

      \u6211\u6545\u610f\u4f7f\u574f：<\/p>\n

      s07 >> Load the react skill<\/p>\n

      \u9879\u76ee\u91cc\u6839\u672c\u6ca1\u6709 react \u6280\u80fd\u3002\u8fd4\u56de\u7684\u662f PART 02 \u91cc\u90a3\u4e2a\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u9519\u8bef\u4fe1\u606f：<\/p>\n

      Error: Unknown skill 'react'. Available: agent-builder,
      \ncode-review, mcp-builder, pdf<\/p>\n

      \u4e0b\u4e00\u8f6e，\u6a21\u578b\u62ff\u7740\u8fd9\u4efd\u53ef\u7528\u5217\u8868\u81ea\u5df1\u6539\u9053\u4e86\u3002\u6ca1\u6709\u5d29\u6e83，\u6ca1\u6709\u6b7b\u5faa\u73af\u2014\u2014\u90a3\u6761"\u9519\u8bef\u4fe1\u606f\u8981\u5199\u5f97\u6709\u8425\u517b"\u7684\u8bbe\u8ba1，\u7b2c\u4e00\u6b21\u5b9e\u6218\u5c31\u63a5\u4f4f\u4e86\u3002<\/p>\n

      \u6536\u4e00\u7b14\u8d26<\/h4>\n

      \u5230\u8fd9\u91cc，\u8fd9\u4e2a Agent \u4e00\u5171\u6709\u4e86\u4e03\u4e2a\u6a21\u5757：\u5fc3\u810f（agent \u5faa\u73af）\u3001\u53cc\u624b（\u5de5\u5177\u5206\u53d1）\u3001\u795e\u7ecf（\u6743\u9650\u7cfb\u7edf）\u3001\u6302\u94a9（hooks \u6269\u5c55）\u3001\u5de5\u5355（TodoWrite）\u3001\u5206\u8eab（subagent）\u3001\u4eca\u5929\u7684\u83dc\u8c31（skill loading）\u3002<\/p>\n

      \u524d\u4e94\u4e2a\u89e3\u51b3\u7684\u662f"\u81ea\u5df1\u600e\u4e48\u628a\u6d3b\u5e72\u597d"\u2014\u2014\u5e72\u5f97\u52a8\u3001\u5e72\u5f97\u5b89\u5168\u3001\u5e72\u5f97\u4e0d\u5fd8\u3002\u540e\u4e24\u4e2a\u6362\u4e86\u4e2a\u65b9\u5411，\u628a\u77db\u5934\u5bf9\u51c6\u4e0a\u4e0b\u6587\u91cc\u5230\u5e95\u88c5\u4ec0\u4e48：\u5206\u8eab\u628a"\u8fc7\u7a0b"\u632a\u51fa\u53bb（\u8c03\u67e5\u7684\u5de5\u5177\u8c03\u7528\u5728\u767d\u7eb8\u4e0a\u70e7\u6389），\u83dc\u8c31\u628a"\u77e5\u8bc6"\u7ba1\u8d77\u6765（\u6b63\u6587\u70b9\u540d\u624d\u51fa\u573a）\u3002<\/p>\n

      \u4e00\u4e2a\u7ba1\u8fc7\u7a0b，\u4e00\u4e2a\u7ba1\u77e5\u8bc6\u3002\u4f46\u6709\u4e00\u6837\u4e1c\u897f\u5b83\u4eec\u4fe9\u90fd\u6ca1\u7ba1，\u800c\u4e14\u6b63\u5728\u6084\u6084\u53d8\u5927\u2014\u2014\u5bf9\u8bdd\u672c\u8eab\u3002\u6bcf\u8f6e\u7684\u56de\u590d\u3001\u6bcf\u4e2a\u5de5\u5177\u7684\u7ed3\u679c，\u90fd\u5728\u5f80\u00a0messages[]\u00a0\u91cc\u5806\u3002\u4efb\u52a1\u5e72\u5f97\u8d8a\u4e45，\u5386\u53f2\u8d8a\u957f，\u6bcf\u4e00\u8f6e\u91cd\u53d1\u7684\u8d26\u5355\u8d8a\u539a\u3002\u8fd9\u4e1c\u897f\u600e\u4e48\u538b？<\/p>\n

      \u4e0b\u4e00\u7bc7，\u4e13\u95e8\u89e3\u51b3\u5b83\u3002<\/p>\n

      \n

      \u7ed3\u5c3e：\u77e5\u8bc6\u7684\u91cd\u91cf，\u5e94\u8be5\u7531\u9700\u8981\u7684\u65f6\u523b\u6765\u627f\u62c5<\/h3>\n

      \u56de\u5230\u5f00\u5934\u90a3\u4e09\u4efd\u89c4\u8303\u6587\u6863\u3002<\/p>\n

      \u5b83\u4eec\u6ca1\u6709\u6d88\u5931，\u4e5f\u6ca1\u6709\u88ab\u5220\u51cf\u4e00\u4e2a\u5b57\u2014\u2014\u53ea\u662f\u642c\u4e86\u5bb6\u3002\u4ece"\u6bcf\u4e00\u8f6e\u90fd\u966a\u8dd1\u7684 system prompt"，\u642c\u5230"\u70b9\u540d\u624d\u51fa\u573a\u7684 tool_result"\u3002\u6539 React \u7ec4\u4ef6\u7684\u90a3\u4e2a\u4efb\u52a1，SQL \u89c4\u8303\u4ece\u5934\u5230\u5c3e\u6ca1\u79bb\u5f00\u8fc7\u78c1\u76d8；code-review \u7684\u4e94\u767e\u884c\u6e05\u5355，\u53ea\u5728\u4f60\u771f\u7684\u8981\u5ba1\u4ee3\u7801\u65f6\u624d\u88ab\u7ffb\u5f00\u3002<\/p>\n

      \u8fd9\u5176\u5b9e\u5c31\u662f\u77e5\u8bc6\u7ba1\u7406\u7684\u7b2c\u4e00\u6027\u539f\u7406，\u5bf9 Agent \u5982\u6b64，\u5bf9\u4eba\u4e5f\u4e00\u6837：<\/p>\n

      \u5e38\u9a7b\u7684\u5e94\u8be5\u662f\u5bf9"\u6709\u4ec0\u4e48"\u7684\u77e5\u6653，\u800c\u4e0d\u662f\u5bf9"\u662f\u4ec0\u4e48"\u7684\u8bb0\u5fc6\u3002<\/p>\n

      \u4f60\u77e5\u9053\u516c\u53f8\u6709\u4efd\u90e8\u7f72\u624b\u518c，\u77e5\u9053\u653e\u5728\u54ea\u3001\u4ec0\u4e48\u65f6\u5019\u8be5\u67e5\u2014\u2014\u8fd9\u5c31\u591f\u4e86\u3002\u81f3\u4e8e\u624b\u518c\u7b2c\u4e00\u9875\u5199\u4e86\u4ec0\u4e48，\u7b49\u771f\u8981\u90e8\u7f72\u7684\u65f6\u5019\u518d\u7ffb\u5f00\u3002\u628a\u6240\u6709\u624b\u518c\u80cc\u4e0b\u6765\u7684\u4eba，\u4e0d\u662f\u535a\u5b66，\u662f\u628a\u8bb0\u5fc6\u529b\u6d6a\u8d39\u5728\u4e86\u4f7f\u7528\u9891\u7387\u6700\u4f4e\u7684\u5730\u65b9\u3002<\/p>\n

      \u6a21\u578b\u4e5f\u4e00\u6837\u3002\u5b83\u7684"\u8bb0\u5fc6\u529b"\u5c31\u662f\u4f60\u7ed9\u7684\u4e0a\u4e0b\u6587\u2014\u2014\u6bcf\u4e00\u4e2a token \u90fd\u662f\u5b83\u8981\u80cc\u7684\u4e1c\u897f\u3002\u4e0a\u4e0b\u6587\u91cc\u6700\u8d35\u7684，\u4e0d\u662f\u77e5\u8bc6\u672c\u8eab，\u662f\u6bcf\u8f6e\u90fd\u5728\u91cd\u8bfb\u3001\u5374\u4e00\u76f4\u7528\u4e0d\u4e0a\u7684\u77e5\u8bc6\u3002<\/p>\n

      \u4e92\u52a8\u65f6\u95f4：\u4f60\u7684\u9879\u76ee\u91cc\u6709\u54ea\u4e9b\u6587\u6863\u9002\u5408\u505a\u6210 skill？\u662f\u4ee3\u7801\u89c4\u8303\u3001\u9762\u8bd5\u9898\u5e93，\u8fd8\u662f\u4f60\u81ea\u5df1\u7684\u6392\u67e5\u624b\u518c？\u6700\u60f3\u804a\u7684\u662f\u8fd9\u4e2a\u2014\u2014description \u4f60\u4f1a\u600e\u4e48\u5199，\u624d\u80fd\u8ba9\u6a21\u578b\u5728\u6b63\u786e\u7684\u65f6\u673a"\u70b9\u8fd9\u9053\u83dc"？\u8bc4\u8bba\u533a\u89c1\u3002<\/p>\n

      \n

      \u4e0b\u4e00\u7bc7\u9884\u544a：\u300c\u4ece0\u5b66\u4e60 Claude Code\u300d\u7b2c\u516b\u7bc7\u2014\u2014Context Compact，\u4e0a\u4e0b\u6587\u538b\u7f29\u3002\u83dc\u8c31\u7701\u4e86\u77e5\u8bc6\u7684\u94b1，\u5206\u8eab\u7701\u4e86\u8fc7\u7a0b\u7684\u94b1，\u4f46\u5bf9\u8bdd\u672c\u8eab\u8fd8\u5728\u4e00\u8f6e\u8f6e\u53d8\u957f：\u65e7\u56de\u590d\u3001\u65e7\u5de5\u5177\u7ed3\u679c\u5806\u5728 messages \u91cc，\u4efb\u52a1\u5e72\u5f97\u8d8a\u4e45\u8d26\u5355\u8d8a\u539a\u3002\u4e0b\u4e00\u7bc7\u7ed9\u5386\u53f2"\u7626\u8eab"\u2014\u2014\u628a\u65e9\u671f\u7684\u6d88\u606f\u8d8a\u538b\u8d8a\u8584，\u7ed9\u65b0\u5bf9\u8bdd\u817e\u5730\u65b9，\u800c\u4e14\u538b\u7f29\u7684\u65f6\u673a\u672c\u8eab，\u4e5f\u503c\u5f97\u597d\u597d\u8bbe\u8ba1\u3002<\/p>\n

      \u2014 END \u2014<\/p>\n

      \u82e6\u733f \u00b7 \u5e2e\u666e\u901a\u4eba\u628a AI \u5b66\u8fdb\u7b80\u5386<\/p>\n","protected":false},"excerpt":{"rendered":"

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