{"id":1775,"date":"2026-07-27T17:39:19","date_gmt":"2026-07-27T09:39:19","guid":{"rendered":"https:\/\/www.imaseo.com\/blog\/?p=1775"},"modified":"2026-06-02T16:57:49","modified_gmt":"2026-06-02T08:57:49","slug":"use-prompt-templates-codex-multi-agent","status":"publish","type":"post","link":"https:\/\/www.imaseo.com\/blog\/ai-tools\/use-prompt-templates-codex-multi-agent","title":{"rendered":"\u7528 Prompt \u6a21\u677f\u600e\u4e48\u628a Codex \u591a Agent \u534f\u4f5c\u505a\u6210”\u5f00\u7bb1\u5373\u7528”\uff1f"},"content":{"rendered":"

\u7528 Prompt \u6a21\u677f\uff0c\u628a Codex \u591a Agent \u534f\u4f5c\u505a\u6210\u4e86\u201c\u5f00\u7bb1\u5373\u7528\u201d<\/strong><\/p>\n

\u5728\u5b9e\u9645\u5f00\u53d1\u4e2d\uff0c\u5f88\u591a\u56e2\u961f\u5c1d\u8bd5\u7528 Codex \u505a\u591a Agent \u534f\u4f5c\uff0c\u6700\u540e\u90fd\u53d1\u73b0\u540c\u4e00\u4e2a\u95ee\u9898\uff1a\u6bcf\u6b21\u65b0\u5bf9\u8bdd\u90fd\u8981\u91cd\u65b0\u89e3\u91ca\u4e00\u904d\u89c4\u5219\u3001\u89d2\u8272\u3001\u6d41\u7a0b\uff0c\u6548\u7387\u6781\u4f4e<\/strong>\u3002<\/p>\n

\u771f\u6b63\u7684\u9ad8\u6548\u505a\u6cd5\uff0c\u662f\u628a\u6240\u6709\u957f\u671f\u89c4\u5219\u3001\u89d2\u8272\u8fb9\u754c\u3001\u534f\u4f5c\u6d41\u7a0b\u3001\u63d0\u793a\u8bcd\u6a21\u677f\u5168\u90e8\u6c89\u6dc0\u5230\u4ed3\u5e93\u91cc\uff0c\u8ba9 Codex \u4e00\u6253\u5f00\u9879\u76ee\u5c31\u80fd\u201c\u61c2\u89c4\u77e9\u201d\uff0c\u5b9e\u73b0\u771f\u6b63\u7684\u5f00\u7bb1\u5373\u7528<\/strong>\u3002<\/p>\n

\u672c\u6587\u5c06\u624b\u628a\u624b\u6559\u4f60\u5982\u4f55\u7528 Prompt \u6a21\u677f\u4f53\u7cfb\uff0c\u628a Codex \u591a Agent \u534f\u4f5c\u5f7b\u5e95\u505a\u6210\u6807\u51c6\u5316\u3001\u53ef\u590d\u5236\u7684\u751f\u4ea7\u529b\u5de5\u5177\u3002<\/p>\n

\u4ec0\u4e48\u662f Codex \u591a Agent \u201c\u5f00\u7bb1\u5373\u7528\u201d\uff1f<\/h3>\n

\u201c\u5f00\u7bb1\u5373\u7528\u201d\u5728\u8fd9\u91cc\u7684\u542b\u4e49\u662f\uff1a<\/p>\n

    \n
  • \u65b0\u5efa\u5bf9\u8bdd\u540e\uff0c\u65e0\u9700\u91cd\u590d\u8f93\u5165\u957f\u63d0\u793a\u8bcd<\/strong><\/li>\n
  • Codex \u81ea\u52a8\u8bfb\u53d6\u9879\u76ee\u5185\u7684\u89c4\u5219\u6587\u4ef6\uff0c\u660e\u786e\u77e5\u9053\u81ea\u5df1\u662f\u8c01\u3001\u4e0d\u80fd\u505a\u4ec0\u4e48\u3001\u8be5\u5982\u4f55\u534f\u4f5c<\/li>\n
  • \u4e3b\u7ebf\u7a0b\uff08Orchestrator\uff09\u53ef\u4ee5\u76f4\u63a5\u8c03\u5ea6\u5404\u7c7b\u4e13\u5bb6 SubAgent\uff0c\u6d41\u7a0b\u53ef\u63a7\u3001\u53ef\u8ffd\u6eaf\u3001\u53ef\u5ba1\u67e5<\/li>\n
  • \u5373\u4f7f\u6362\u4eba\u3001\u6362\u9879\u76ee\uff0c\u4e5f\u80fd\u5feb\u901f\u4fdd\u6301\u4e00\u81f4\u7684\u534f\u4f5c\u6807\u51c6<\/li>\n<\/ul>\n

    \u6838\u5fc3\u5b9e\u73b0\u65b9\u5f0f\u5c31\u662fPrompt \u6a21\u677f + \u4ed3\u5e93\u7ea7\u6587\u6863\u4f53\u7cfb<\/strong>\u3002<\/p>\n

    \u7b2c\u4e00\u6b65\uff1a\u5efa\u7acb AGENTS.md \u2014\u2014 Codex \u7684\u201c\u5bb6\u6cd5\u201d<\/h3>\n

    AGENTS.md \u662f\u6574\u4e2a\u4f53\u7cfb\u4e2d\u6700\u91cd\u8981\u7684\u4e00\u4efd\u6587\u4ef6\uff0c\u5b83\u76f8\u5f53\u4e8e\u7ed9 Codex \u91cf\u8eab\u5b9a\u5236\u7684\u300a\u56e2\u961f\u534f\u4f5c\u624b\u518c\u300b\u3002<\/p>\n

    \u8fd9\u4efd\u6587\u4ef6\u5e94\u8be5\u5305\u542b\u4ee5\u4e0b\u6838\u5fc3\u5185\u5bb9\uff1a<\/p>\n

      \n
    • \u89d2\u8272\u5b9a\u4e49<\/strong>\uff1a\u4e3b Orchestrator\u3001\u4e0d\u540c\u9886\u57df\u7684 Expert Agent\uff08\u524d\u7aef\u3001\u540e\u7aef\u3001AI \u7b97\u6cd5\u3001\u6d4b\u8bd5\u3001DevOps \u7b49\uff09<\/li>\n
    • \u4e25\u683c\u8fb9\u754c<\/strong>\uff1a\u4ec0\u4e48\u80fd\u505a\u3001\u4ec0\u4e48\u575a\u51b3\u4e0d\u80fd\u505a\uff08\u6bd4\u5982\u7981\u6b62\u6279\u91cf\u5220\u9664\u3001\u7981\u6b62\u5168\u5c40\u91cd\u6784\u3001\u7981\u6b62\u5199 TODO \u6ce8\u91ca\u7b49\uff09<\/li>\n
    • \u534f\u4f5c\u6d41\u7a0b<\/strong>\uff1a\u7236\u7ebf\u7a0b\u5982\u4f55 spawn \u5b50 Agent\u3001\u5982\u4f55\u68c0\u67e5\u4ea7\u7269\u3001\u5982\u4f55\u66f4\u65b0\u9ed1\u677f<\/li>\n
    • \u95e8\u7981\u89c4\u5219<\/strong>\uff08Gates\uff09\uff1a\u6bcf\u6b21\u4efb\u52a1\u5b8c\u6210\u5fc5\u987b\u6ee1\u8db3\u7684\u786c\u6027\u6807\u51c6<\/li>\n
    • \u5e38\u7528 Prompt \u6a21\u677f<\/strong>\uff1a\u5404\u79cd\u573a\u666f\u4e0b\u7684\u6807\u51c6\u5316\u6307\u4ee4\uff0c\u505a\u5230\u201c\u590d\u5236\u7c98\u8d34\u5373\u53ef\u7528\u201d<\/li>\n<\/ul>\n

      \u5173\u952e\u6280\u5de7<\/strong>\uff1a\u6bcf\u6b21\u65b0\u5efa Codex \u5bf9\u8bdd\u65f6\uff0c\u7b2c\u4e00\u6761\u6d88\u606f\u6c38\u8fdc\u662f\uff1a<\/p>\n

      \n

      \u201c\u4f60\u73b0\u5728\u662f\u672c\u9879\u76ee\u7684 Orchestrator\uff0c\u8bf7\u5148\u5b8c\u6574\u9605\u8bfb AGENTS.md \u548c docs\/blackboard\/state.yaml\uff0c\u518d\u5f00\u59cb\u5de5\u4f5c\u3002\u201d<\/p>\n<\/blockquote>\n

      \u8fd9\u6837 Codex \u4e00\u4e0a\u6765\u5c31\u6709\u5b8c\u6574\u4e0a\u4e0b\u6587\uff0c\u907f\u514d\u4e86\u201c\u5931\u5fc6\u201d\u95ee\u9898\u3002<\/p>\n

      \u7b2c\u4e8c\u6b65\uff1a\u642d\u5efa\u4e09\u5c42\u6587\u6863\u4f53\u7cfb<\/h3>\n

      \u9ad8\u6548\u7684\u591a Agent \u534f\u4f5c\u901a\u5e38\u9700\u8981\u4e09\u5c42\u4e92\u8865\u6587\u6863\uff1a<\/p>\n

      1. AGENTS.md\uff08\u603b\u7eb2 + Prompt \u6a21\u677f\u5e93\uff09<\/h4>\n

      \u5b58\u653e\u5168\u5c40\u89c4\u5219\u3001\u89d2\u8272\u5b9a\u4e49\u3001\u6700\u91cd\u8981\u7684 Prompt \u6a21\u677f\u3002\u8fd9\u662f Codex \u6bcf\u6b21\u90fd\u4f1a\u8bfb\u53d6\u7684\u6838\u5fc3\u6587\u4ef6\u3002<\/p>\n

      2. DEVELOPER_GUIDE.md\uff08\u6280\u672f\u6267\u884c\u624b\u518c\uff09<\/h4>\n

      \u9762\u5411\u5177\u4f53\u5f00\u53d1\u7684 Agent\uff0c\u5305\u542b\uff1a<\/p>\n

        \n
      • \u9879\u76ee\u6280\u672f\u6808\u548c\u67b6\u6784\u5206\u5c42<\/li>\n
      • \u4ee3\u7801\u89c4\u8303\u4e0e API \u8bbe\u8ba1\u6807\u51c6<\/li>\n
      • \u73af\u5883\u53d8\u91cf\u3001\u542f\u52a8\u547d\u4ee4\u3001\u6d4b\u8bd5\u6d41\u7a0b<\/li>\n
      • \u4efb\u52a1\u5b8c\u6210\u6807\u51c6<\/strong>\uff08\u5fc5\u987b\u7f16\u8bd1\u901a\u8fc7\u3001\u7c7b\u578b\u68c0\u67e5\u901a\u8fc7\u3001\u63d0\u4f9b\u4fee\u6539\u6587\u4ef6\u6e05\u5355\u7b49\uff09<\/li>\n<\/ul>\n

        \u6bcf\u6b21\u8ba9\u5f00\u53d1\u7c7b Agent \u5de5\u4f5c\u65f6\uff0c\u90fd\u8981\u628a\u8fd9\u4efd\u6587\u6863\u585e\u7ed9\u5b83\uff0c\u786e\u4fdd\u5b83\u201c\u61c2\u8fd9\u4e2a\u9879\u76ee\u7684\u89c4\u77e9\u201d\u3002<\/p>\n

        3. PROGRESS.md\uff08\u4efb\u52a1\u8c03\u5ea6\u4e2d\u5fc3 + \u9ed1\u677f\uff09<\/h4>\n

        \u8fd9\u662f\u6574\u4e2a\u591a Agent \u534f\u4f5c\u7684\u6307\u6325\u90e8\uff0c\u5b9e\u65f6\u8bb0\u5f55\uff1a<\/p>\n

          \n
        • \u5f53\u524d\u4efb\u52a1\u5206\u914d\u7ed9\u54ea\u4e2a Agent<\/li>\n
        • \u5206\u652f\u540d\u79f0\u3001\u6d89\u53ca\u6587\u4ef6\u3001\u4f9d\u8d56\u5173\u7cfb<\/li>\n
        • \u963b\u585e\u9879\u548c\u5b8c\u6210\u72b6\u6001<\/li>\n
        • \u9ed1\u677f\uff08Blackboard\uff09\u6700\u65b0\u72b6\u6001<\/li>\n<\/ul>\n

          \u4e3b Orchestrator \u6bcf\u6b21\u8c03\u5ea6\u524d\u90fd\u8981\u5148\u8bfb\u8fd9\u4efd\u6587\u4ef6\uff0c\u8c03\u5ea6\u540e\u53ca\u65f6\u66f4\u65b0\u5b83\u3002<\/p>\n

          \u7b2c\u4e09\u6b65\uff1a\u8bbe\u8ba1\u9ad8\u8d28\u91cf Prompt \u6a21\u677f<\/h3>\n

          \u4ee5\u4e0b\u662f\u51e0\u7c7b\u6700\u5e38\u7528\u7684\u201c\u5f00\u7bb1\u5373\u7528\u201d Prompt \u6a21\u677f\uff0c\u5efa\u8bae\u76f4\u63a5\u653e\u5230 AGENTS.md \u4e2d\uff1a<\/p>\n

          1. \u4efb\u52a1\u521d\u59cb\u5316\u6a21\u677f<\/strong><\/p>\n

          \u4f60\u73b0\u5728\u662f \u9886\u57df Expert Agent\u3002\n\u8bf7\u4e25\u683c\u9075\u5faa DEVELOPER_GUIDE.md \u4e2d\u7684\u6280\u672f\u89c4\u8303\u548c\u4efb\u52a1\u5b8c\u6210\u6807\u51c6\u3002\n\u5f53\u524d\u4efb\u52a1\u662f\uff1axxx\n\u4f9d\u8d56\u7684\u524d\u7f6e\u4efb\u52a1\u72b6\u6001\u8bf7\u53c2\u8003 PROGRESS.md\u3002\n\u8bf7\u53ea\u4fee\u6539\u4ee5\u4e0b\u6587\u4ef6\uff1axxx\n\u5b8c\u6210\u540e\u5fc5\u987b\uff1a\n1. \u63d0\u4f9b\u4fee\u6539\u6587\u4ef6\u6e05\u5355\n2. \u8bf4\u660e\u6bcf\u4e2a\u6587\u4ef6\u7684\u6539\u52a8\u539f\u56e0\n3. \u786e\u8ba4\u7b26\u5408\u6240\u6709\u95e8\u7981\u89c4\u5219\n<\/code><\/pre>\n
          2. Orchestrator \u8c03\u5ea6\u6a21\u677f<\/strong><\/p>\n
          \u4f60\u73b0\u5728\u662f\u4e3b Orchestrator\u3002\n\u8bf7\u5148\u8bfb\u53d6 AGENTS.md\u3001PROGRESS.md \u548c docs\/blackboard\/state.yaml\u3002\n\u5f53\u524d\u9636\u6bb5\u76ee\u6807\u662f\uff1axxx\n\u8bf7\u6309\u4ee5\u4e0b\u6b65\u9aa4\u6267\u884c\uff1a\n1. \u68c0\u67e5\u6240\u6709\u524d\u7f6e\u4efb\u52a1\u662f\u5426\u5b8c\u6210\n2. \u5206\u914d\u4efb\u52a1\u7ed9\u5bf9\u5e94 Expert Agent\n3. \u660e\u786e\u544a\u77e5\u6bcf\u4e2a Agent \u7684\u8fb9\u754c\u548c\u5b8c\u6210\u6807\u51c6\n4. \u7b49\u5f85\u5b50 Agent \u8fd4\u56de\u540e\u8fdb\u884c\u8d28\u91cf\u68c0\u67e5\n5. \u66f4\u65b0 PROGRESS.md \u548c blackboard\n<\/code><\/pre>\n
          3. \u5ba1\u67e5\u4e0e\u4fee\u590d\u6a21\u677f<\/strong><\/p>\n
          \u8bf7\u4ee5 QA Agent \u8eab\u4efd\u5ba1\u67e5\u4ee5\u4e0b\u53d8\u66f4\uff1a\n- \u68c0\u67e5\u662f\u5426\u7b26\u5408 DEVELOPER_GUIDE.md \u4e2d\u7684\u6240\u6709\u89c4\u8303\n- \u68c0\u67e5\u662f\u5426\u8fdd\u53cd AGENTS.md \u4e2d\u7684\u4efb\u4f55\u7981\u6b62\u4e8b\u9879\n- \u5217\u51fa\u6240\u6709\u95ee\u9898\uff0c\u5e76\u7ed9\u51fa\u5177\u4f53\u4fee\u590d\u5efa\u8bae\n<\/code><\/pre>\n
          \u7b2c\u56db\u6b65\uff1a\u914d\u7f6e Codex \u8bfb\u53d6\u89c4\u5219<\/h3>\n
          \u4e3a\u4e86\u8ba9 Codex \u66f4\u667a\u80fd\u5730\u8bfb\u53d6\u6587\u6863\uff0c\u5efa\u8bae\u5728 .codex\/config.toml<\/code> \u4e2d\u589e\u52a0\uff1a<\/p>\n
          project_doc_fallback_filenames = "AGENTS.md", "CLAUDE.md", "TEAM_GUIDE.md"\n<\/code><\/pre>\n
          \u540c\u65f6\u63a8\u8350\u5728\u9879\u76ee\u6839\u76ee\u5f55\u5efa\u7acb docs\/codex\/<\/code> \u6587\u4ef6\u5939\uff0c\u628a\u6240\u6709 Prompt \u6a21\u677f\u3001\u8d23\u4efb\u77e9\u9635\u3001\u9ed1\u677f schema\u3001\u91cd\u8bd5\u7b56\u7565\u7b49\u6587\u6863\u90fd\u653e\u5728\u8fd9\u91cc\uff0c\u5f62\u6210\u5b8c\u6574\u7684\u77e5\u8bc6\u5e93\u3002<\/p>\n
          \u7b2c\u4e94\u6b65\uff1a\u5b9e\u9645\u5de5\u4f5c\u6d41\u793a\u4f8b<\/h3>\n
            \n
          1. \u4ea7\u54c1\u63d0\u51fa\u65b0\u9700\u6c42<\/li>\n
          2. Orchestrator \u9605\u8bfb PROGRESS.md \u548c\u9ed1\u677f\uff0c\u5236\u5b9a\u8be6\u7ec6\u8ba1\u5212<\/li>\n
          3. \u6309\u8ba1\u5212\u4f9d\u6b21 spawn \u5bf9\u5e94\u7684 Expert Agent\uff08\u6bcf\u4e2a Agent \u90fd\u6536\u5230\u5bf9\u5e94 Guide\uff09<\/li>\n
          4. \u5404 Agent \u5b8c\u6210\u4efb\u52a1\u5e76\u63d0\u4ea4\u4fee\u6539\u6e05\u5355<\/li>\n
          5. Orchestrator \u8fdb\u884c\u5ba1\u67e5\uff0c\u5fc5\u8981\u65f6\u89e6\u53d1\u4fee\u590d\u5faa\u73af<\/li>\n
          6. \u5168\u90e8\u901a\u8fc7\u540e\u66f4\u65b0\u9ed1\u677f\u548c PROGRESS.md<\/li>\n
          7. \u8fdb\u5165\u4e0b\u4e00\u9636\u6bb5<\/li>\n<\/ol>\n
            \u6574\u4e2a\u8fc7\u7a0b\u9ad8\u5ea6\u7ed3\u6784\u5316\uff0c\u5373\u4f7f\u662f\u65b0\u624b\u63a5\u624b\u4e5f\u80fd\u5feb\u901f\u8ddf\u4e0a\u8282\u594f\u3002<\/p>\n
            \u603b\u7ed3\uff1a\u4ece\u201c\u6bcf\u6b21\u90fd\u8981\u6559\u201d\u5230\u201c\u5f00\u7bb1\u5373\u7528\u201d<\/h3>\n
            \u628a Codex \u591a Agent \u534f\u4f5c\u505a\u6210\u201c\u5f00\u7bb1\u5373\u7528\u201d\u7684\u6838\u5fc3\uff0c\u53ea\u6709\u4e24\u53e5\u8bdd\uff1a<\/p>\n
            \u628a\u8be5\u8bf4\u7684\u89c4\u77e9\u90fd\u5199\u8fdb\u6587\u4ef6\uff0c\u628a\u8be5\u91cd\u590d\u7684\u8bdd\u90fd\u505a\u6210\u6a21\u677f\u3002<\/strong><\/p>\n
            \u5f53\u4f60\u628a AGENTS.md\u3001DEVELOPER_GUIDE.md\u3001PROGRESS.md \u548c\u4e00\u7cfb\u5217\u9ad8\u8d28\u91cf Prompt \u6a21\u677f\u642d\u5efa\u5b8c\u6210\u540e\uff0c\u4f60\u4f1a\u53d1\u73b0\uff1a<\/p>\n
            Codex \u4e0d\u518d\u662f\u4e00\u4e2a\u9700\u8981\u53cd\u590d\u6559\u5bfc\u7684\u201c\u5b9e\u4e60\u751f\u201d\uff0c\u800c\u53d8\u6210\u4e00\u4e2a\u771f\u6b63\u61c2\u89c4\u77e9\u3001\u5b88\u8fb9\u754c\u3001\u53ef\u7f16\u6392\u7684\u751f\u4ea7\u529b\u4f19\u4f34\u3002<\/p>\n
            \u4f60\u53ea\u9700\u8981\u505a\u597d Orchestrator\uff0c\u5269\u4e0b\u7684\u5c31\u4ea4\u7ed9\u6807\u51c6\u5316\u7684 Prompt \u6a21\u677f\u4f53\u7cfb\u3002<\/strong><\/p>\n
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