{"id":29481,"date":"2026-06-10T08:41:20","date_gmt":"2026-06-10T00:41:20","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=29481"},"modified":"2026-06-10T08:41:20","modified_gmt":"2026-06-10T00:41:20","slug":"%e4%b8%80%e6%96%87%e8%af%bb%e6%87%82-ai-agent%ef%bc%9a%e4%bb%8e-model%e3%80%81tool%e3%80%81skill%e3%80%81rules%e3%80%81hooks-%e5%88%b0-harness","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2026\/06\/10\/29481\/","title":{"rendered":"\u4e00\u6587\u8bfb\u61c2 AI Agent\uff1a\u4ece Model\u3001Tool\u3001Skill\u3001Rules\u3001Hooks \u5230 Harness"},"content":{"rendered":"
\u8fd9\u7bc7\u6587\u7ae0\u60f3\u505a\u4e00\u4ef6\u4e8b\uff1a\u628a AI Agent \u8fd9\u5957\u6982\u5ff5\u4ece\u5934\u68b3\u7406\u4e00\u904d\uff0c\u641e\u6e05\u695a Model\u3001Tool\u3001Skill\u3001Rules\u3001Hooks\u3001Harness \u8fd9\u4e9b\u8bcd\u5206\u522b\u6307\u4ec0\u4e48\uff0c\u5b83\u4eec\u4e4b\u95f4\u662f\u4ec0\u4e48\u5173\u7cfb\u3002\u68b3\u7406\u5b8c\u4e4b\u540e\uff0c\u518d\u53bb\u770b Agent \u4ea7\u54c1\u3001Agent \u6846\u67b6\u3001\u5404\u79cd Agent \u8bba\u6587\uff0c\u5e94\u8be5\u5c31\u4e0d\u4f1a\u90a3\u4e48\u5bb9\u6613\u88ab\u7ed5\u8fdb\u53bb\u4e86\u3002<\/div>\n
\n
\n

\u672c\u6587\u8f6c\u8f7d\u81ea\u5fae\u4fe1\u516c\u4f17\u53f7\u300c\u667a\u80fd\u4f53AI\u300d\uff0c\u4f5c\u8005\u667a\u80fd\u4f53AI \u3002\u8f6c\u8f7d\u672c\u6587\u8bf7\u8054\u7cfb\u667a\u80fd\u4f53AI\u516c\u4f17\u53f7\u3002<\/p>\n

\u6700\u8fd1\u4e24\u5e74\uff0c”AI Agent”\u8fd9\u4e2a\u8bcd\u51fa\u73b0\u7684\u9891\u7387\u8d8a\u6765\u8d8a\u9ad8\u3002\u505a\u6a21\u578b\u7684\u4eba\u5728\u8bb2\uff0c\u505a\u4ea7\u54c1\u7684\u4eba\u5728\u8bb2\uff0c\u505a\u5e94\u7528\u548c\u5de5\u7a0b\u7684\u4eba\u4e5f\u5728\u8bb2\u3002<\/p>\n

\u4f46\u95ee\u9898\u662f\uff0c\u540c\u6837\u662f”Agent”\u8fd9\u4e2a\u8bcd\uff0c\u5927\u5bb6\u8bf4\u7684\u672a\u5fc5\u662f\u540c\u4e00\u4ef6\u4e8b\u3002<\/p>\n

\u6709\u4eba\u628a”\u4f1a\u8c03\u7528\u5de5\u5177\u7684\u5927\u6a21\u578b”\u53eb Agent\uff0c\u6709\u4eba\u628a”\u9a71\u52a8\u6a21\u578b\u6267\u884c\u4efb\u52a1\u7684\u6574\u5957\u7cfb\u7edf”\u53eb Agent\uff0c\u8fd8\u6709\u4eba\u628a”\u8d1f\u8d23\u67d0\u4e2a\u5b50\u4efb\u52a1\u7684\u5c0f\u6a21\u5757”\u53eb Agent\u3002\u8fd9\u4e09\u79cd\u7528\u6cd5\u90fd\u6709\u4eba\u5728\u7528\uff0c\u90fd\u80fd\u5728\u6587\u7ae0\u548c\u4f1a\u8bae\u91cc\u89c1\u5230\uff0c\u4f46\u5b83\u4eec\u63cf\u8ff0\u7684\u5176\u5b9e\u662f\u4e09\u4e2a\u5b8c\u5168\u4e0d\u540c\u7684\u4e1c\u897f\u3002<\/p>\n

\u5982\u679c\u4f60\u521a\u521a\u5f00\u59cb\u63a5\u89e6\u8fd9\u4e2a\u65b9\u5411\uff0c\u770b\u591a\u4e86\u8d44\u6599\u53ef\u80fd\u53cd\u800c\u8d8a\u6765\u8d8a\u4e71\u2014\u2014\u4e0d\u662f\u8d44\u6599\u592a\u5c11\uff0c\u662f\u672f\u8bed\u8d8a\u5806\u8d8a\u9ad8\uff0c\u4f46\u57fa\u7840\u5b9a\u4e49\u5374\u6ca1\u6709\u5bf9\u9f50\u8fc7\u3002<\/p>\n

\u8fd9\u7bc7\u6587\u7ae0\u60f3\u505a\u4e00\u4ef6\u4e8b\uff1a\u628a AI Agent \u8fd9\u5957\u6982\u5ff5\u4ece\u5934\u68b3\u7406\u4e00\u904d\uff0c\u641e\u6e05\u695a Model\u3001Tool\u3001Skill\u3001Rules\u3001Hooks\u3001Harness \u8fd9\u4e9b\u8bcd\u5206\u522b\u6307\u4ec0\u4e48\uff0c\u5b83\u4eec\u4e4b\u95f4\u662f\u4ec0\u4e48\u5173\u7cfb\u3002<\/p>\n

\u68b3\u7406\u5b8c\u4e4b\u540e\uff0c\u518d\u53bb\u770b Agent \u4ea7\u54c1\u3001Agent \u6846\u67b6\u3001\u5404\u79cd Agent \u8bba\u6587\uff0c\u5e94\u8be5\u5c31\u4e0d\u4f1a\u90a3\u4e48\u5bb9\u6613\u88ab\u7ed5\u8fdb\u53bb\u4e86\u3002<\/p>\n

\"\u56fe\u7247\"\u56fe\u7247<\/span><\/p>\n

\u4e00\u3001\u5148\u7ed9\u51fa\u4e00\u4e2a\u6838\u5fc3\u5b9a\u4e49\uff1aAgent \u4e0d\u662f\u6a21\u578b\uff0c\u662f\u7cfb\u7edf<\/h3>\n

\u5728\u8bb2\u5404\u79cd\u7ec6\u8282\u4e4b\u524d\uff0c\u5148\u628a\u6700\u91cd\u8981\u7684\u4e00\u53e5\u8bdd\u8bf4\u6e05\u695a\uff1a<\/p>\n

AI Agent \u662f\u4e00\u4e2a\u4ee5\u5927\u6a21\u578b\u4e3a\u6838\u5fc3\uff0c\u80fd\u591f\u8c03\u7528\u5de5\u5177\u3001\u63a5\u6536\u53cd\u9988\uff0c\u5e76\u6301\u7eed\u5b8c\u6210\u4efb\u52a1\u7684\u7cfb\u7edf\u3002<\/p>\n

\u8fd9\u53e5\u8bdd\u91cc\u6700\u5173\u952e\u7684\uff0c\u4e0d\u662f”\u5927\u6a21\u578b”\uff0c\u4e0d\u662f”\u8c03\u7528\u5de5\u5177”\uff0c\u800c\u662f\u6301\u7eed\u5b8c\u6210\u4efb\u52a1\u3002<\/p>\n

\u666e\u901a\u7684\u804a\u5929\u6a21\u578b\u662f”\u4f60\u95ee\u4e00\u53e5\uff0c\u6211\u7b54\u4e00\u53e5”\u3002\u4f60\u53d1\u7ed9\u5b83\u4e00\u4e2a\u95ee\u9898\uff0c\u5b83\u7ed9\u4f60\u4e00\u4e2a\u56de\u7b54\uff0c\u8fd9\u4e00\u8f6e\u5c31\u7ed3\u675f\u4e86\u3002\u4e0b\u4e00\u8f6e\u5bf9\u8bdd\uff0c\u5b83\u4e0d\u4f1a\u4e3b\u52a8\u63a5\u7740\u63a8\u8fdb\u4ec0\u4e48\u4e8b\u60c5\u3002<\/p>\n

Agent \u4e0d\u4e00\u6837\u3002\u4f60\u7ed9\u5b83\u4e00\u4e2a\u76ee\u6807\u2014\u2014\u6bd4\u5982”\u5e2e\u6211\u641c\u96c6\u8fd9\u4e2a\u884c\u4e1a\u8fd1\u4e09\u4e2a\u6708\u7684\u52a8\u6001\uff0c\u6574\u7406\u6210\u4e00\u4efd\u6458\u8981”\u2014\u2014\u5b83\u4e0d\u4f1a\u76f4\u63a5\u5410\u51fa\u4e00\u6bb5\u6587\u5b57\u7ed9\u4f60\uff0c\u800c\u662f\u5f00\u59cb\u5206\u6b65\u9aa4\u6267\u884c\uff1a\u5148\u51b3\u5b9a\u7528\u4ec0\u4e48\u65b9\u5f0f\u641c\u7d22\uff0c\u641c\u5b8c\u4e4b\u540e\u8bfb\u7ed3\u679c\uff0c\u6839\u636e\u7ed3\u679c\u5224\u65ad\u8fd8\u9700\u8981\u8865\u5145\u4ec0\u4e48\uff0c\u518d\u505a\u4e00\u6b65\uff0c\u518d\u89c2\u5bdf\uff0c\u76f4\u5230\u4efb\u52a1\u771f\u6b63\u5b8c\u6210\u3002<\/p>\n

\u8fd9\u79cd”\u76ee\u6807\u9a71\u52a8\u3001\u5206\u6b65\u63a8\u8fdb\u3001\u6301\u7eed\u6267\u884c”\u7684\u5de5\u4f5c\u65b9\u5f0f\uff0c\u662f Agent \u548c\u666e\u901a\u804a\u5929\u6a21\u578b\u6700\u672c\u8d28\u7684\u533a\u522b\u3002<\/p>\n

\u6240\u4ee5\uff0c\u6709\u4e9b\u4e8b\u60c5\u662f Agent \u624d\u80fd\u505a\u7684\uff0c\u666e\u901a\u804a\u5929\u6a21\u578b\u505a\u4e0d\u4e86\uff1a<\/p>\n

    \n
  • \u641c\u7d22\u8d44\u6599\u5e76\u6574\u7406\u6210\u6709\u7ed3\u6784\u7684\u6458\u8981<\/li>\n
  • \u8bfb\u53d6\u4e00\u4e2a\u672c\u5730\u6587\u4ef6\u5e76\u5206\u6790\u91cc\u9762\u7684\u5185\u5bb9<\/li>\n
  • \u8c03\u7528\u4ee3\u7801\u5de5\u5177\u5904\u7406\u4e00\u6279\u6570\u636e\uff0c\u770b\u7ed3\u679c\u518d\u8c03\u6574<\/li>\n
  • \u5728\u7f51\u9875\u4e0a\u8fde\u7eed\u5b8c\u6210\u591a\u4e2a\u64cd\u4f5c\u6b65\u9aa4<\/li>\n
  • \u628a\u4e00\u4e2a\u590d\u6742\u4efb\u52a1\u62c6\u5f00\uff0c\u4ea4\u7ed9\u591a\u4e2a\u5b50\u6a21\u5757\u5206\u5934\u6267\u884c\uff0c\u6700\u540e\u6c47\u603b<\/li>\n<\/ul>\n

    \u8fd9\u4e9b\u4efb\u52a1\u6709\u4e00\u4e2a\u5171\u540c\u70b9\uff1a\u4e0d\u662f\u4e00\u6b21\u56de\u7b54\u5c31\u80fd\u5b8c\u6210\u7684\uff0c\u9700\u8981\u591a\u4e2a\u6b65\u9aa4\uff0c\u4e2d\u95f4\u6709\u5224\u65ad\uff0c\u6709\u5de5\u5177\uff0c\u6709\u53cd\u9988\u5faa\u73af\u3002<\/p>\n

    \u4e8c\u3001Model \u548c Agent\uff1a\u6838\u5fc3\u4e0e\u7cfb\u7edf\u7684\u5173\u7cfb<\/h3>\n

    \u8bb2\u6e05\u695a Agent \u662f\u4e2a\u7cfb\u7edf\u4e4b\u540e\uff0c\u7d27\u63a5\u7740\u4e00\u4e2a\u95ee\u9898\uff1a\u6a21\u578b\u5728\u8fd9\u4e2a\u7cfb\u7edf\u91cc\u626e\u6f14\u4ec0\u4e48\u89d2\u8272\uff1f<\/p>\n

    \u5f88\u591a\u4eba\u4f1a\u4ee5\u4e3a Agent = \u4e00\u4e2a\u66f4\u5f3a\u7684\u6a21\u578b\uff0c\u6216\u8005 Agent = \u6a21\u578b + \u4e00\u4e9b\u5de5\u5177\u3002\u8fd9\u4e24\u79cd\u7406\u89e3\u90fd\u4e0d\u592a\u51c6\u786e\u3002<\/p>\n

    \u6a21\u578b\u662f Agent \u7684\u6838\u5fc3\uff0c\u4f46\u4e0d\u662f Agent \u7684\u5168\u90e8\u3002<\/p>\n

    \u6a21\u578b\u672c\u8eab\u80fd\u505a\u7684\u4e8b\u60c5\u662f\u6709\u8fb9\u754c\u7684\u3002\u5b83\u7684\u672c\u8d28\u662f”\u6587\u672c\u8fdb\uff0c\u6587\u672c\u51fa”\u2014\u2014\u7ed9\u5b83\u4e00\u6bb5\u8f93\u5165\uff0c\u5b83\u4ea7\u751f\u4e00\u6bb5\u8f93\u51fa\u3002\u5b83\u53ef\u4ee5\u7406\u89e3\u76ee\u6807\uff0c\u53ef\u4ee5\u8bfb\u53d6\u4e0a\u4e0b\u6587\uff0c\u53ef\u4ee5\u6309\u7167\u89c4\u5219\u505a\u5224\u65ad\uff0c\u53ef\u4ee5\u751f\u6210\u4e0b\u4e00\u6b65\u5e94\u8be5\u505a\u4ec0\u4e48\u7684\u610f\u56fe\uff0c\u4e5f\u53ef\u4ee5\u4ee5\u7ed3\u6784\u5316\u7684\u65b9\u5f0f\u8868\u8fbe”\u6211\u8981\u8c03\u7528\u67d0\u4e2a\u5de5\u5177”\u7684\u8bf7\u6c42\u3002<\/p>\n

    \u4f46\u662f\uff0c\u5b83\u8bf4\u8981\u8c03\u7528\u5de5\u5177\uff0c\u548c\u771f\u6b63\u6267\u884c\u8fd9\u4e2a\u8c03\u7528\uff0c\u5b8c\u5168\u662f\u4e24\u4ef6\u4e8b\u3002<\/p>\n

    \u6a21\u578b\u4e0d\u4f1a\u771f\u6b63\u70b9\u51fb\u7f51\u9875\uff0c\u4e0d\u4f1a\u771f\u6b63\u8bfb\u53d6\u4f60\u7535\u8111\u4e0a\u7684\u6587\u4ef6\uff0c\u4e0d\u4f1a\u771f\u6b63\u5411\u5916\u90e8 API \u53d1\u8bf7\u6c42\uff0c\u4e5f\u4e0d\u4f1a\u81ea\u52a8\u628a\u4e00\u4e2a\u4efb\u52a1\u5faa\u73af\u8dd1\u5b8c\u3002\u8fd9\u4e9b\u4e8b\u60c5\uff0c\u90fd\u9700\u8981\u6a21\u578b\u5916\u9762\u7684\u7cfb\u7edf\u6765\u5b8c\u6210\u3002<\/p>\n

    \u90a3\u4e48\uff0c\u771f\u6b63\u628a\u4efb\u52a1”\u8dd1\u8d77\u6765”\u7684\u662f\u4ec0\u4e48\uff1f<\/p>\n

    \u662f\u56f4\u7ed5\u6a21\u578b\u642d\u5efa\u7684\u6574\u5957\u7cfb\u7edf\uff1a\u5de5\u5177\u8c03\u7528\u3001\u72b6\u6001\u7ba1\u7406\u3001\u4efb\u52a1\u5faa\u73af\u3001\u7ed3\u679c\u53cd\u9988\u3001\u5f02\u5e38\u5904\u7406\u3001\u4e0a\u4e0b\u6587\u66f4\u65b0\u2026\u2026\u8fd9\u4e9b\u52a0\u5728\u4e00\u8d77\uff0c\u624d\u6784\u6210\u4e00\u4e2a\u80fd\u5b9e\u9645\u5e72\u6d3b\u7684 Agent\u3002<\/p>\n

    \u6709\u4e00\u4e2a\u6bd4\u55bb\u53ef\u4ee5\u5e2e\u52a9\u7406\u89e3\uff1a\u6a21\u578b\u662f\u5927\u8111\uff0c\u4f46 Agent \u662f\u4e00\u4e2a\u80fd\u628a\u5927\u8111\u3001\u624b\u3001\u89c4\u5219\u548c\u6267\u884c\u7cfb\u7edf\u7ec4\u7ec7\u8d77\u6765\u7684\u5b8c\u6574\u5de5\u4f5c\u6d41\u3002<\/p>\n

    \u5149\u6709\u5927\u8111\uff0c\u624b\u811a\u4e0d\u52a8\uff0c\u4ec0\u4e48\u4e5f\u5b8c\u4e0d\u6210\u3002<\/p>\n

    \u4e09\u3001Scaffolding \u4e0e Harness\uff1a\u600e\u4e48\u60f3\uff0c\u548c\u600e\u4e48\u8dd1<\/h3>\n

    \u7406\u89e3\u4e86 Agent \u662f\u4e00\u4e2a\u7cfb\u7edf\u4e4b\u540e\uff0c\u4e0b\u4e00\u6b65\u662f\u641e\u6e05\u695a\u8fd9\u4e2a\u7cfb\u7edf\u91cc\u7684\u4e24\u5c42\u5173\u952e\u7ed3\u6784\u3002<\/p>\n

    \u8fd9\u91cc\u6709\u4e24\u4e2a\u8bcd\u7ecf\u5e38\u51fa\u73b0\uff0c\u5bb9\u6613\u88ab\u4e00\u8d77\u53eb\u6210”Agent \u6846\u67b6”\uff0c\u4f46\u5b83\u4eec\u5176\u5b9e\u5728\u505a\u5b8c\u5168\u4e0d\u540c\u7684\u4e8b\u60c5\uff1aScaffolding\u00a0\u548c\u00a0Harness\u3002<\/p>\n

    \u7528\u4e00\u53e5\u8bdd\u533a\u5206\uff1aScaffolding \u7ba1”\u600e\u4e48\u60f3”\uff0cHarness \u7ba1”\u600e\u4e48\u8dd1”\u3002<\/p>\n

    Scaffolding\uff1a\u7ed9\u6a21\u578b\u642d\u601d\u8003\u6846\u67b6<\/h4>\n

    Scaffolding \u5173\u5fc3\u7684\u662f\u6a21\u578b\u5728\u6267\u884c\u4efb\u52a1\u65f6\u7684”\u601d\u8003\u7ed3\u6784”\u3002<\/p>\n

    \u5b83\u5305\u62ec\uff1a\u4efb\u52a1\u600e\u4e48\u62c6\u89e3\uff0c\u63a8\u7406\u6b65\u9aa4\u600e\u4e48\u8bbe\u8ba1\uff0c\u6a21\u578b\u626e\u6f14\u4ec0\u4e48\u89d2\u8272\uff0c\u8f93\u51fa\u8981\u6ee1\u8db3\u4ec0\u4e48\u683c\u5f0f\uff0c\u5de5\u5177\u600e\u4e48\u9009\uff0c\u591a\u8f6e\u6267\u884c\u7684\u7b56\u7565\u662f\u4ec0\u4e48\u3002\u8fd9\u4e9b\u90fd\u5c5e\u4e8e Scaffolding \u7684\u8303\u7574\u3002<\/p>\n

    Scaffolding \u66f4\u504f\u5411\u4e8e”\u8f6f\u4ef6”\u5c42\u9762\u7684\u8bbe\u8ba1\u2014\u2014\u5b83\u5f71\u54cd\u7684\u662f\u6a21\u578b\u5982\u4f55\u7406\u89e3\u4efb\u52a1\u3001\u5982\u4f55\u89c4\u5212\u6b65\u9aa4\u3001\u5982\u4f55\u505a\u51fa\u51b3\u7b56\u3001\u5982\u4f55\u628a\u4e2d\u95f4\u7ed3\u679c\u7ec4\u7ec7\u8d77\u6765\u3002<\/p>\n

    Harness\uff1a\u8ba9 Agent \u771f\u6b63\u52a8\u8d77\u6765\u7684\u6267\u884c\u7cfb\u7edf<\/h4>\n

    Harness \u7ba1\u7684\u662f\u6267\u884c\u5c42\u9762\u7684\u4e8b\u60c5\u3002<\/p>\n

    \u4e00\u4e2a\u5b8c\u6574\u7684 Harness \u8981\u505a\u8fd9\u4e9b\uff1a\u63a5\u6536\u6a21\u578b\u7684\u8f93\u51fa\uff0c\u89e3\u6790\u91cc\u9762\u7684\u5de5\u5177\u8c03\u7528\u8bf7\u6c42\uff0c\u628a\u8fd9\u4e2a\u8bf7\u6c42\u8def\u7531\u5230\u5bf9\u5e94\u7684\u5de5\u5177\uff0c\u62ff\u5230\u5de5\u5177\u7684\u8fd4\u56de\u7ed3\u679c\uff0c\u66f4\u65b0\u4e0a\u4e0b\u6587\uff0c\u5224\u65ad\u4efb\u52a1\u662f\u7ee7\u7eed\u63a8\u8fdb\u8fd8\u662f\u7ed3\u675f\u3002\u9664\u6b64\u4e4b\u5916\uff0c\u8fd8\u8981\u5904\u7406\u5404\u79cd\u5de5\u7a0b\u95ee\u9898\uff1a\u5f02\u5e38\u3001\u8d85\u65f6\u3001\u5931\u8d25\u91cd\u8bd5\u3002<\/p>\n

    Harness \u4e0d\u5173\u5fc3\u6a21\u578b”\u60f3\u4ec0\u4e48”\uff0c\u5b83\u53ea\u5173\u5fc3”\u6267\u884c”\u3002<\/p>\n

    \u6ca1\u6709 Harness\uff0c\u6a21\u578b\u53ea\u662f\u5728\u8bf4”\u6211\u60f3\u505a\u4ec0\u4e48”\uff0c\u4f46\u4ec0\u4e48\u90fd\u4e0d\u4f1a\u771f\u6b63\u53d1\u751f\u3002\u6709\u4e86 Harness\uff0c\u5de5\u5177\u8c03\u7528\u624d\u80fd\u843d\u5730\uff0c\u591a\u8f6e\u4efb\u52a1\u624d\u80fd\u63a8\u8fdb\uff0c\u7ed3\u679c\u624d\u80fd\u56de\u4f20\u7ed9\u6a21\u578b\u7ee7\u7eed\u5904\u7406\u3002<\/p>\n

    \u6709\u4e00\u53e5\u8bdd\u53ef\u4ee5\u5f88\u597d\u5730\u6982\u62ec\u8fd9\u4e24\u8005\uff1a\u771f\u6b63\u7684 Agent \u80fd\u529b\uff0c\u5f80\u5f80\u4e0d\u662f\u53ea\u9760\u6a21\u578b\u6d8c\u73b0\u51fa\u6765\u7684\uff0c\u800c\u662f\u6a21\u578b\u80fd\u529b\u4e0e Harness \u5de5\u7a0b\u5171\u540c\u4f5c\u7528\u7684\u7ed3\u679c\u3002<\/p>\n

    \u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48\u4e24\u4e2a\u4f7f\u7528\u540c\u4e00\u4e2a\u6a21\u578b\u7684 Agent\uff0c\u8868\u73b0\u53ef\u80fd\u5dee\u8ddd\u5f88\u5927\u2014\u2014Harness \u642d\u5f97\u597d\u4e0d\u597d\uff0c\u76f4\u63a5\u51b3\u5b9a\u4e86 Agent \u80fd\u4e0d\u80fd\u628a\u6a21\u578b\u7684\u80fd\u529b\u771f\u6b63\u7528\u51fa\u6765\u3002<\/p>\n

    \u56db\u3001Context Engineering \u4e0e Policy\uff1a\u770b\u89c1\u4ec0\u4e48\uff0c\u548c\u600e\u4e48\u9009\u62e9<\/h3>\n

    Agent \u7cfb\u7edf\u91cc\u8fd8\u6709\u4e24\u4e2a\u6982\u5ff5\u7ecf\u5e38\u88ab\u63d0\u5230\uff0c\u503c\u5f97\u5355\u72ec\u8bb2\u6e05\u695a\uff1aContext Engineering\u00a0\u548c\u00a0Policy\u3002<\/p>\n

    Context Engineering\uff1a\u7ba1\u7406\u6a21\u578b\u6bcf\u4e00\u6b65\u770b\u5230\u7684\u4fe1\u606f<\/h4>\n

    \u5f88\u591a\u4eba\u77e5\u9053 Prompt Engineering\uff0c\u4f46 Context Engineering \u8981\u6bd4\u5b83\u5bbd\u5f97\u591a\u3002<\/p>\n

    Prompt Engineering \u5173\u5fc3\u7684\u662f”\u63d0\u793a\u8bcd\u600e\u4e48\u5199”\u3002Context Engineering \u5173\u5fc3\u7684\u662f\uff1a\u5728\u6574\u4e2a\u4efb\u52a1\u6267\u884c\u8fc7\u7a0b\u4e2d\uff0c\u6a21\u578b\u5728\u6bcf\u4e00\u6b65\u5230\u5e95\u5e94\u8be5\u770b\u5230\u4ec0\u4e48\u4fe1\u606f\u3002<\/p>\n

    \u8fd9\u4e9b\u4fe1\u606f\u5305\u62ec\uff1a\u7cfb\u7edf\u63d0\u793a\u8bcd\u3001\u7528\u6237\u7ed9\u7684\u4efb\u52a1\u3001\u5386\u53f2\u5bf9\u8bdd\u3001\u5de5\u5177\u7684\u8bf4\u660e\u6587\u6863\u3001\u5de5\u5177\u8c03\u7528\u7684\u8fd4\u56de\u7ed3\u679c\u3001\u4ece\u77e5\u8bc6\u5e93\u68c0\u7d22\u56de\u6765\u7684\u5185\u5bb9\u3001\u4e0a\u4f20\u7684\u6587\u4ef6\u3001\u4e2d\u95f4\u7684\u63a8\u7406\u72b6\u6001\u3001\u5f53\u524d\u7684\u4efb\u52a1\u8fdb\u5ea6\u2026\u2026<\/p>\n

    \u800c\u4e14\uff0c\u8fd9\u4e0d\u662f\u4e00\u6b21\u6027\u8bbe\u7f6e\u597d\u5c31\u5b8c\u4e8b\u4e86\u7684\u3002\u968f\u7740\u4efb\u52a1\u63a8\u8fdb\uff0cHarness \u8981\u6301\u7eed\u51b3\u5b9a\uff1a\u54ea\u4e9b\u4fe1\u606f\u4fdd\u7559\uff0c\u54ea\u4e9b\u53ef\u4ee5\u538b\u7f29\uff0c\u54ea\u4e9b\u5e94\u8be5\u4e22\u5f03\uff0c\u54ea\u4e9b\u9700\u8981\u91cd\u65b0\u6ce8\u5165\u3002<\/p>\n

    Context Engineering \u5728\u8bad\u7ec3\u548c\u63a8\u7406\u4e24\u4e2a\u9636\u6bb5\u90fd\u9002\u7528\uff0c\u4f46\u4ee3\u4ef7\u4e0d\u4e00\u6837\u3002\u8bad\u7ec3\u65f6\u5982\u679c\u6ce8\u5165\u4e86\u9519\u8bef\u7684\u4e0a\u4e0b\u6587\uff0c\u6a21\u578b\u53ef\u80fd\u5b66\u504f\uff0c\u4ee3\u4ef7\u5f88\u9ad8\u3002\u63a8\u7406\u65f6\u5982\u679c\u4e0a\u4e0b\u6587\u914d\u9519\u4e86\uff0c\u901a\u5e38\u8fd8\u53ef\u4ee5\u901a\u8fc7\u8c03\u6574\u63d0\u793a\u8bcd\u6216\u91cd\u65b0\u914d\u7f6e\u6765\u8865\u6551\u3002<\/p>\n

    \u8fd9\u4e2a\u533a\u522b\u503c\u5f97\u8bb0\u4f4f\u3002<\/p>\n

    Policy\uff1aAgent \u662f\u6309\u4ec0\u4e48\u65b9\u5f0f\u505a\u9009\u62e9\u7684<\/h4>\n

    Policy \u6307\u7684\u662f Agent \u5728\u7ed9\u5b9a\u60c5\u5883\u4e0b\u7684\u884c\u4e3a\u65b9\u5f0f\u2014\u2014\u9762\u5bf9\u591a\u4e2a\u53ef\u80fd\u7684\u4e0b\u4e00\u6b65\uff0c\u5b83\u4f1a\u5982\u4f55\u9009\u62e9\u3002<\/p>\n

    \u51e0\u4e2a\u5177\u4f53\u7684\u95ee\u9898\u53ef\u4ee5\u5e2e\u52a9\u7406\u89e3 Policy\uff1a<\/p>\n

      \n
    • \u62ff\u5230\u4efb\u52a1\u4e4b\u540e\uff0c\u662f\u5148\u53bb\u641c\u7d22\uff0c\u8fd8\u662f\u5148\u5c1d\u8bd5\u76f4\u63a5\u603b\u7ed3\uff1f<\/li>\n
    • \u4e0d\u786e\u5b9a\u7684\u65f6\u5019\uff0c\u662f\u7ee7\u7eed\u8ffd\u95ee\u7528\u6237\uff0c\u8fd8\u662f\u81ea\u4e3b\u63a8\u8fdb\uff1f<\/li>\n
    • \u9047\u5230\u591a\u6761\u8def\u5f84\uff0c\u662f\u4fdd\u5b88\u5730\u8d70\u6700\u7a33\u7684\u90a3\u6761\uff0c\u8fd8\u662f\u5c1d\u8bd5\u63a2\u7d22\u66f4\u591a\u53ef\u80fd\u6027\uff1f<\/li>\n<\/ul>\n

      \u8fd9\u4e9b\u9009\u62e9\u80cc\u540e\u7684\u903b\u8f91\uff0c\u5c31\u662f Policy\u3002<\/p>\n

      LLM Agent \u7684 Policy \u4e0d\u662f\u6765\u81ea\u5355\u4e00\u7684\u5730\u65b9\uff0c\u5b83\u53d7\u5230\u5f88\u591a\u56e0\u7d20\u7684\u5f71\u54cd\uff1a\u6a21\u578b\u8bad\u7ec3\u4e2d\u5b66\u5230\u7684\u884c\u4e3a\u6a21\u5f0f\u3001\u7cfb\u7edf\u63d0\u793a\u8bcd\u3001\u5de5\u5177\u7684\u63cf\u8ff0\u65b9\u5f0f\u3001\u89c4\u5219\u7ea6\u675f\u3001\u8bb0\u5fc6\u7cfb\u7edf\u3001Harness \u7684\u6267\u884c\u903b\u8f91\uff0c\u751a\u81f3\u5916\u90e8\u7684\u8bc4\u4f30\u548c\u53cd\u9988\u673a\u5236\u3002<\/p>\n

      \u6709\u4e00\u70b9\u9700\u8981\u7279\u522b\u8bf4\u6e05\u695a\uff1aPolicy \u4e0d\u7b49\u4e8e Agent \u672c\u8eab\u3002Agent \u662f\u90a3\u4e2a\u5728\u73af\u5883\u91cc\u771f\u6b63\u91c7\u53d6\u884c\u52a8\u7684\u5b8c\u6574\u7cfb\u7edf\uff0cPolicy \u662f\u5b83\u8868\u73b0\u51fa\u6765\u7684\u884c\u4e3a\u65b9\u5f0f\u3002\u540c\u4e00\u4e2a Agent \u7cfb\u7edf\uff0c\u914d\u7f6e\u4e0d\u540c\u7684\u63d0\u793a\u8bcd\u548c\u89c4\u5219\uff0cPolicy \u4f1a\u5b8c\u5168\u4e0d\u4e00\u6837\u3002<\/p>\n

      \u4e94\u3001Tool\u3001Skill\u3001Sub-agent\uff1a\u52a8\u4f5c\u3001\u5957\u8def\u4e0e\u5206\u5de5<\/h3>\n

      \u8fd9\u4e09\u4e2a\u8bcd\u662f Agent \u91cc\u88ab\u6df7\u7528\u5f97\u6700\u9891\u7e41\u7684\u3002\u5f88\u591a\u4eba\u89c9\u5f97\u5b83\u4eec\u5dee\u4e0d\u591a\uff0c\u5176\u5b9e\u5bf9\u5e94\u7684\u662f\u4e09\u4e2a\u5b8c\u5168\u4e0d\u540c\u7684\u5c42\u6b21\u3002<\/p>\n

      Tool\uff1aAgent \u7684”\u624b”<\/h4>\n

      Tool \u662f\u6700\u57fa\u7840\u7684\u4e00\u5c42\uff0c\u6307\u7684\u662f Agent \u80fd\u4f38\u624b\u591f\u5230\u7684\u5916\u90e8\u80fd\u529b\u3002<\/p>\n

      \u5e38\u89c1\u7684 Tool \u5305\u62ec\uff1a\u641c\u7d22\u5f15\u64ce\u3001\u5404\u79cd API\u3001\u6570\u636e\u5e93\u67e5\u8be2\u3001\u6587\u4ef6\u7cfb\u7edf\u64cd\u4f5c\u3001\u4ee3\u7801\u89e3\u91ca\u5668\u3001\u6d4f\u89c8\u5668\u63a7\u5236\u3001\u8ba1\u7b97\u5668\u3001\u56fe\u50cf\u751f\u6210\u5de5\u5177\u3002<\/p>\n

      Tool \u6709\u51e0\u4e2a\u7279\u70b9\uff1a\u901a\u5e38\u662f\u5355\u6b21\u8c03\u7528\uff0c\u8f93\u5165\u548c\u8f93\u51fa\u6bd4\u8f83\u660e\u786e\uff0c\u6a21\u578b\u53ea\u8d1f\u8d23\u8868\u8fbe”\u6211\u8981\u7528\u8fd9\u4e2a\u5de5\u5177”\u7684\u610f\u56fe\uff0c\u771f\u6b63\u6267\u884c\u8fd9\u4e2a\u8c03\u7528\u7684\u662f Harness\u3002<\/p>\n

      \u6240\u4ee5\uff0cTool \u662f Agent \u7684”\u624b”\u2014\u2014\u6a21\u578b\u8bf4\u60f3\u4f38\u624b\uff0cHarness \u8d1f\u8d23\u628a\u624b\u771f\u6b63\u4f38\u51fa\u53bb\u3002<\/p>\n

      Skill\uff1aAgent \u7684”\u5957\u8def”<\/h4>\n

      Skill \u4e0d\u662f\u4e00\u4e2a\u5355\u72ec\u7684\u52a8\u4f5c\uff0c\u800c\u662f\u4e00\u5957\u56f4\u7ed5\u67d0\u7c7b\u4efb\u52a1\u6c89\u6dc0\u4e0b\u6765\u7684\u65b9\u6cd5\u3002<\/p>\n

      \u4e3e\u51e0\u4e2a\u4f8b\u5b50\uff1a\u6392\u67e5\u4e00\u4e2a bug\u3001\u505a\u4e00\u6b21\u6570\u636e\u6e05\u6d17\u3001\u5199\u4e00\u4efd\u5e02\u573a\u8c03\u7814\u6458\u8981\u3001\u751f\u6210\u7ade\u54c1\u5206\u6790\u3001\u5b8c\u6210\u4e00\u6b21\u4ee3\u7801\u5ba1\u67e5\u3002\u8fd9\u4e9b\u90fd\u4e0d\u662f\u4e00\u6b21\u5de5\u5177\u8c03\u7528\u80fd\u5b8c\u6210\u7684\u4e8b\u60c5\uff0c\u5b83\u4eec\u9700\u8981\u4e00\u7ec4\u6b65\u9aa4\u3001\u4e00\u5957\u5224\u65ad\u6807\u51c6\u3001\u7279\u5b9a\u7684\u5de5\u5177\u7ec4\u5408\u3001\u7ecf\u9a8c\u79ef\u7d2f\u4e0b\u6765\u7684\u5904\u7406\u6a21\u5f0f\uff0c\u4ee5\u53ca\u76f8\u5bf9\u56fa\u5b9a\u7684\u8f93\u51fa\u6a21\u677f\u3002<\/p>\n

      Skill \u662f\u53ef\u4ee5\u590d\u7528\u7684\u3002\u540c\u6837\u7684\u4efb\u52a1\u7c7b\u578b\uff0c\u6709\u4e86\u5bf9\u5e94\u7684 Skill\uff0cAgent \u4e0d\u9700\u8981\u6bcf\u6b21\u90fd\u4ece\u96f6\u5f00\u59cb\u601d\u8003\u600e\u4e48\u505a\u3002<\/p>\n

      \u6240\u4ee5\uff0cSkill \u662f Agent \u7684”\u5957\u8def”\u2014\u2014\u9047\u5230\u8fd9\u7c7b\u4efb\u52a1\uff0c\u6309\u7167\u8fd9\u5957\u8def\u5b50\u8d70\u3002<\/p>\n

      Sub-agent\uff1a\u72ec\u7acb\u5b8c\u6210\u5b50\u4efb\u52a1\u7684\u6267\u884c\u5355\u5143<\/h4>\n

      Sub-agent \u6bd4 Skill \u53c8\u66f4\u8fdb\u4e00\u6b65\u3002\u5b83\u4e0d\u662f\u4e00\u5957\u65b9\u6cd5\uff0c\u800c\u662f\u53e6\u4e00\u4e2a\u53ef\u4ee5\u72ec\u7acb\u8fd0\u4f5c\u7684 Agent\u3002<\/p>\n

      \u5b83\u80fd\u505a\u4ec0\u4e48\uff1f\u81ea\u5df1\u7406\u89e3\u5206\u914d\u7ed9\u5b83\u7684\u5b50\u4efb\u52a1\uff0c\u81ea\u5df1\u89c4\u5212\u6b65\u9aa4\uff0c\u81ea\u5df1\u8c03\u7528\u5de5\u5177\uff0c\u81ea\u5df1\u5904\u7406\u4e2d\u95f4\u7ed3\u679c\uff0c\u6700\u540e\u628a\u7ed3\u679c\u8fd4\u56de\u7ed9\u4e3b Agent\u3002<\/p>\n

      \u4e00\u4e2a\u5178\u578b\u7684\u573a\u666f\uff1a\u4e3b Agent \u8981\u5b8c\u6210\u4e00\u4efd\u884c\u4e1a\u5206\u6790\u62a5\u544a\u3002\u5b83\u628a\u4efb\u52a1\u62c6\u5f00\uff0c\u5206\u522b\u4ea4\u7ed9\uff1a\u8d44\u6599\u6536\u96c6 Sub-agent\u3001\u6570\u636e\u6574\u7406 Sub-agent\u3001\u89c2\u70b9\u63d0\u70bc Sub-agent\u3001\u521d\u7a3f\u5199\u4f5c Sub-agent\u3001\u5ba1\u6821\u4f18\u5316 Sub-agent\u3002\u6bcf\u4e2a Sub-agent \u72ec\u7acb\u8fd0\u884c\uff0c\u6700\u540e\u628a\u7ed3\u679c\u6c47\u7ed9\u4e3b Agent \u6574\u5408\u3002<\/p>\n

      \u4e09\u8005\u7684\u5173\u7cfb\u53ef\u4ee5\u8fd9\u6837\u7406\u89e3\uff1a<\/p>\n

      \u516d\u3001Rules \u4e0e Hooks\uff1a\u8fb9\u754c\u3001\u63d2\u69fd\u4e0e\u53ef\u6cbb\u7406\u6027<\/h3>\n

      Agent \u80fd\u6267\u884c\u4efb\u52a1\uff0c\u8fd8\u80fd\u8c03\u7528\u5de5\u5177\uff0c\u542c\u8d77\u6765\u5df2\u7ecf\u5f88\u5f3a\u4e86\u3002\u4f46\u5b9e\u9645\u90e8\u7f72\u4e2d\uff0c\u4e00\u4e2a\u6ca1\u6709\u7ea6\u675f\u3001\u4e0d\u53ef\u5e72\u9884\u7684 Agent\uff0c\u53cd\u800c\u662f\u5371\u9669\u7684\u3002<\/p>\n

      \u8fd9\u91cc\u5c31\u8981\u8bf4\u5230\u4e24\u4e2a\u5f88\u5b9e\u7528\u7684\u6982\u5ff5\uff1aRules\u00a0\u548c\u00a0Hooks\u3002<\/p>\n

      Rules\uff1a\u7ed9 Agent \u5212\u6e05\u884c\u4e3a\u8fb9\u754c<\/h4>\n

      Rules \u662f Agent \u5fc5\u987b\u9075\u5b88\u7684\u663e\u5f0f\u89c4\u5219\u3002<\/p>\n

      \u54ea\u4e9b\u5de5\u5177\u53ef\u4ee5\u8c03\u7528\uff0c\u54ea\u4e9b\u4e0d\u884c\uff1b\u54ea\u4e9b\u5185\u5bb9\u7edd\u5bf9\u4e0d\u80fd\u51fa\u73b0\u5728\u8f93\u51fa\u91cc\uff1b\u54ea\u4e9b\u64cd\u4f5c\u5fc5\u987b\u5148\u5f97\u5230\u7528\u6237\u786e\u8ba4\u624d\u80fd\u6267\u884c\uff1b\u9047\u5230\u4e0d\u786e\u5b9a\u7684\u4fe1\u606f\u65f6\u5e94\u8be5\u600e\u4e48\u5904\u7406\uff1b\u4efb\u52a1\u5931\u8d25\u7684\u65f6\u5019\uff0c\u662f\u9759\u9ed8\u653e\u5f03\u8fd8\u662f\u5141\u8bb8\u91cd\u8bd5\u3002<\/p>\n

      \u8fd9\u4e9b\u90fd\u662f Rules \u5728\u7ea6\u675f\u7684\u8303\u56f4\u3002<\/p>\n

      Rules \u7684\u4ef7\u503c\u5728\u4e8e\uff1a\u5b83\u8ba9 Agent \u7684\u884c\u4e3a\u53d8\u5f97\u53ef\u9884\u671f\u3002\u6ca1\u6709 Rules \u7684 Agent\uff0c\u5728\u6d4b\u8bd5\u73af\u5883\u91cc\u53ef\u80fd\u8868\u73b0\u5f88\u597d\uff0c\u4e00\u5230\u751f\u4ea7\u73af\u5883\u5c31\u4f1a\u51fa\u5404\u79cd\u610f\u6599\u4e4b\u5916\u7684\u4e8b\u60c5\u3002\u6709\u4e86 Rules\uff0c\u5c31\u6709\u4e86\u5b89\u5168\u8fb9\u754c\uff0c\u6709\u4e86\u4e1a\u52a1\u6d41\u7a0b\u7684\u4e00\u81f4\u6027\uff0c\u6709\u4e86\u51fa\u95ee\u9898\u65f6\u53ef\u4ee5\u8ffd\u6eaf\u7684\u4f9d\u636e\u3002<\/p>\n

      Hooks\uff1a\u5728\u5173\u952e\u8282\u70b9\u63d2\u5165\u989d\u5916\u903b\u8f91<\/h4>\n

      \u5982\u679c\u8bf4 Rules \u662f”\u89c4\u5b9a Agent \u5e94\u8be5\u600e\u4e48\u505a”\uff0c\u90a3\u4e48 Hooks \u5c31\u662f”\u5728\u6267\u884c\u8fc7\u7a0b\u4e2d\uff0c\u5141\u8bb8\u4f60\u5728\u5173\u952e\u4f4d\u7f6e\u63d2\u5165\u989d\u5916\u7684\u5904\u7406\u903b\u8f91”\u3002<\/p>\n

      Hooks \u901a\u5e38\u6302\u5728\u8fd9\u4e9b\u8282\u70b9\u4e0a\uff1a\u6a21\u578b\u8c03\u7528\u524d\u3001\u6a21\u578b\u8c03\u7528\u540e\u3001\u5de5\u5177\u8c03\u7528\u524d\u3001\u5de5\u5177\u8c03\u7528\u540e\u3001\u4e0a\u4e0b\u6587\u66f4\u65b0\u524d\u3001\u6700\u7ec8\u8f93\u51fa\u524d\u3001\u5f02\u5e38\u53d1\u751f\u7684\u65f6\u5019\u3002<\/p>\n

      \u5728\u8fd9\u4e9b\u8282\u70b9\u4e0a\uff0c\u53ef\u4ee5\u505a\u5f88\u591a\u4e8b\u60c5\uff1a\u65e5\u5fd7\u8bb0\u5f55\u3001\u6743\u9650\u6821\u9a8c\u3001\u5185\u5bb9\u5ba1\u6838\u3001\u6210\u672c\u7edf\u8ba1\u3001\u8c03\u7528\u9650\u6d41\u3001\u5bf9\u5de5\u5177\u8fd4\u56de\u7ed3\u679c\u505a\u6e05\u6d17\u3001\u89e6\u53d1\u5931\u8d25\u91cd\u8bd5\u3001\u53d1\u8d77\u4eba\u5de5\u786e\u8ba4\u3001\u5bf9\u7ed3\u679c\u505a\u81ea\u52a8\u8bc4\u4f30\u2026\u2026<\/p>\n

      Hooks \u8ba9 Agent \u7cfb\u7edf\u53d8\u5f97”\u53ef\u89c2\u6d4b\u3001\u53ef\u5e72\u9884\u3001\u53ef\u6269\u5c55”\u3002\u60f3\u5728\u67d0\u4e2a\u73af\u8282\u52a0\u4e00\u9053\u6743\u9650\u68c0\u67e5\uff1f\u52a0\u4e00\u4e2a Hook\u3002\u60f3\u7edf\u8ba1\u67d0\u7c7b\u5de5\u5177\u8c03\u7528\u7684\u6210\u672c\uff1f\u52a0\u4e00\u4e2a Hook\u3002\u60f3\u5728\u8f93\u51fa\u524d\u505a\u4e00\u6b21\u5185\u5bb9\u8fc7\u6ee4\uff1f\u8fd8\u662f\u52a0 Hook\u3002<\/p>\n

      \u6240\u4ee5\uff0cRules \u8ba9 Agent \u6709\u8fb9\u754c\uff0cHooks \u8ba9 Agent \u53ef\u6269\u5c55\u3001\u53ef\u76d1\u7ba1\u3001\u53ef\u5de5\u7a0b\u5316\u3002<\/p>\n

      \u8fd9\u4e24\u4e2a\u6982\u5ff5\u5408\u5728\u4e00\u8d77\uff0c\u6784\u6210\u4e86 Agent \u7cfb\u7edf\u91cc\u7684”\u6cbb\u7406\u5c42”\u2014\u2014\u51b3\u5b9a\u4e86\u4e00\u4e2a Agent \u80fd\u4e0d\u80fd\u771f\u6b63\u5b89\u5168\u3001\u7a33\u5b9a\u5730\u8dd1\u5728\u751f\u4ea7\u73af\u5883\u91cc\u3002<\/p>\n

      \u4e03\u3001\u8bad\u7ec3 Agent \u7684\u4eba\u5728\u8bb2\u4ec0\u4e48\uff1aEnvironment\u3001Rollout\u3001Reward\u3001Trainer<\/h3>\n

      \u524d\u9762\u8bb2\u7684\u6982\u5ff5\uff0c\u4e3b\u8981\u548c”\u642d\u5efa\u4e00\u4e2a Agent”\u6709\u5173\u3002<\/p>\n

      \u5982\u679c\u4f60\u8fd8\u5173\u6ce8”\u5982\u4f55\u8ba9 Agent \u8d8a\u6765\u8d8a\u5f3a”\uff0c\u5c31\u4f1a\u9047\u5230\u53e6\u5916\u4e00\u5957\u8bcd\u6c47\uff0c\u6765\u81ea\u5f3a\u5316\u5b66\u4e60\u7684\u4f20\u7edf\uff1aEnvironment\u3001Rollout\u3001Reward\u3001Trainer\u3002<\/p>\n

      \u8fd9\u90e8\u5206\u53ef\u4ee5\u5148\u8df3\u8fc7\uff0c\u7b49\u9700\u8981\u7684\u65f6\u5019\u518d\u56de\u6765\u3002<\/p>\n

      Environment\uff1aAgent \u548c\u4e16\u754c\u4ea4\u4e92\u7684\u5730\u65b9<\/h4>\n

      Environment \u662f Agent \u6267\u884c\u52a8\u4f5c\u3001\u89c2\u5bdf\u7ed3\u679c\u7684\u573a\u6240\u3002<\/p>\n

      \u5b83\u53ef\u4ee5\u662f\u6d4f\u89c8\u5668\u3001\u6587\u4ef6\u7cfb\u7edf\u3001\u4ee3\u7801\u4ed3\u5e93\u3001\u6570\u636e\u5e93\u3001\u6e38\u620f\u73af\u5883\u3001\u6a21\u62df\u7684\u4efb\u52a1\u7a7a\u95f4\uff0c\u6216\u8005\u4f01\u4e1a\u5185\u90e8\u7684\u4e1a\u52a1\u7cfb\u7edf\u3002Agent \u5728\u73af\u5883\u91cc\u91c7\u53d6\u884c\u52a8\uff0c\u73af\u5883\u8fd4\u56de\u65b0\u7684\u72b6\u6001\u548c\u7ed3\u679c\u3002<\/p>\n

      Rollout\uff1a\u4e00\u6b21\u5b8c\u6574\u4efb\u52a1\u6267\u884c\u7684\u8bb0\u5f55<\/h4>\n

      Rollout \u662f Agent \u4ece\u4efb\u52a1\u5f00\u59cb\u5230\u7ed3\u675f\u7684\u5b8c\u6574\u8f68\u8ff9\uff0c\u5305\u62ec\uff1a\u770b\u5230\u4e86\u4ec0\u4e48\u4e0a\u4e0b\u6587\uff0c\u505a\u4e86\u54ea\u4e9b\u51b3\u7b56\uff0c\u8c03\u7528\u4e86\u54ea\u4e9b\u5de5\u5177\uff0c\u6bcf\u4e00\u6b65\u62ff\u5230\u4e86\u4ec0\u4e48\u7ed3\u679c\uff0c\u6700\u7ec8\u6709\u6ca1\u6709\u5b8c\u6210\u4efb\u52a1\u3002<\/p>\n

      \u4f60\u53ef\u4ee5\u628a Rollout \u7406\u89e3\u6210\u4e00\u6bb5”\u5f55\u50cf”\u2014\u2014\u628a Agent \u8fd9\u6b21\u7684\u8868\u73b0\u5b8c\u6574\u8bb0\u4e0b\u6765\uff0c\u7528\u4e8e\u540e\u7eed\u5206\u6790\u548c\u8bad\u7ec3\u3002<\/p>\n

      Reward\uff1a\u5bf9\u8fd9\u6b21\u6267\u884c\u7ed3\u679c\u7684\u8bc4\u4ef7<\/h4>\n

      Reward \u662f\u5bf9 Rollout \u7684\u6253\u5206\u3002\u5b83\u544a\u8bc9\u7cfb\u7edf\uff1a\u8fd9\u6b21\u505a\u5f97\u597d\u4e0d\u597d\uff0c\u54ea\u91cc\u505a\u5bf9\u4e86\uff0c\u54ea\u91cc\u505a\u9519\u4e86\u3002<\/p>\n

      Reward \u7684\u6765\u6e90\u53ef\u4ee5\u6709\u5f88\u591a\u79cd\uff1a\u6d4b\u8bd5\u7528\u4f8b\u662f\u5426\u901a\u8fc7\u3001\u4eba\u5de5\u5bf9\u7ed3\u679c\u7684\u504f\u597d\u8bc4\u4f30\u3001\u57fa\u4e8e\u89c4\u5219\u7684\u81ea\u52a8\u8bc4\u5206\u3001\u7528\u6237\u6ee1\u610f\u5ea6\u3001\u4efb\u52a1\u5b8c\u6210\u7387\u2026\u2026<\/p>\n

      Trainer\uff1a\u5229\u7528\u53cd\u9988\u8ba9 Agent \u8d8a\u6765\u8d8a\u5f3a<\/h4>\n

      Trainer \u7684\u5de5\u4f5c\u662f\u6536\u96c6\u5927\u91cf\u7684 Rollout\uff0c\u6839\u636e\u5bf9\u5e94\u7684 Reward \u5224\u65ad\u54ea\u4e9b\u884c\u4e3a\u597d\u3001\u54ea\u4e9b\u884c\u4e3a\u5dee\uff0c\u7136\u540e\u66f4\u65b0\u6a21\u578b\u6743\u91cd\u6216\u7b56\u7565\uff0c\u8ba9 Agent \u5728\u53cd\u590d\u8bd5\u9519\u4e2d\u9010\u6b65\u53d8\u5f3a\u3002<\/p>\n

      \u642d\u5efa Agent \u5173\u6ce8”\u80fd\u4e0d\u80fd\u8dd1”\uff0c\u8bad\u7ec3 Agent \u5173\u6ce8”\u80fd\u4e0d\u80fd\u8d8a\u8dd1\u8d8a\u597d”\u3002\u4e24\u4ef6\u4e8b\u90fd\u91cd\u8981\uff0c\u4f46\u4e0d\u662f\u540c\u4e00\u4ef6\u4e8b\u3002<\/p>\n

      \u516b\u3001\u628a\u6240\u6709\u6982\u5ff5\u4e32\u5728\u4e00\u8d77<\/h3>\n

      \u68b3\u7406\u5230\u8fd9\u91cc\uff0c\u53ef\u4ee5\u7528\u4e00\u5f20\u7ed3\u6784\u56fe\u628a\u6240\u6709\u6982\u5ff5\u7684\u4f4d\u7f6e\u5173\u7cfb\u6574\u7406\u51fa\u6765\uff1a<\/p>\n

      \"\u56fe\u7247\"\u56fe\u7247<\/span><\/p>\n

      \u8fd9\u5f20\u56fe\u4e0d\u4e00\u5b9a\u8981\u80cc\u4e0b\u6765\uff0c\u4f46\u53ef\u4ee5\u5728\u8111\u5b50\u91cc\u5efa\u7acb\u4e00\u4e2a\u5927\u81f4\u7684\u7a7a\u95f4\u611f\uff1aModel \u5728\u4e2d\u5fc3\uff0cHarness \u9a71\u52a8\u6267\u884c\uff0cContext Engineering \u7ba1\u4fe1\u606f\uff0cRules \u548c Hooks \u7ba1\u6cbb\u7406\uff0cTool\/Skill\/Sub-agent \u662f\u6267\u884c\u7684\u4e09\u4e2a\u5c42\u6b21\uff0cPolicy \u662f\u8868\u73b0\u51fa\u6765\u7684\u884c\u4e3a\u65b9\u5f0f\u3002<\/p>\n

      \u4e5d\u3001\u6700\u540e\u8bf4\u4e00\u53e5\uff1a\u4ece\u6a21\u578b\u601d\u7ef4\u5230\u7cfb\u7edf\u601d\u7ef4<\/h3>\n

      \u5f88\u591a\u4eba\u7b2c\u4e00\u6b21\u63a5\u89e6 Agent\uff0c\u4f1a\u628a\u5b83\u7406\u89e3\u6210”\u4e00\u4e2a\u66f4\u5f3a\u7684\u6a21\u578b”\uff0c\u6216\u8005”\u4e00\u4e2a\u80fd\u8c03\u7528\u5de5\u5177\u7684\u804a\u5929\u673a\u5668\u4eba”\u3002<\/p>\n

      \u8fd9\u79cd\u7406\u89e3\u6ca1\u6709\u5927\u9519\uff0c\u4f46\u4f1a\u5e26\u6765\u4e00\u4e2a\u95ee\u9898\uff1a\u7528”\u6a21\u578b\u601d\u7ef4”\u53bb\u5224\u65ad\u4e00\u4e2a Agent \u591f\u4e0d\u591f\u597d\u3002<\/p>\n

      Agent \u591f\u4e0d\u591f\u597d\uff0c\u4e0d\u5b8c\u5168\u53d6\u51b3\u4e8e\u7528\u4e86\u4ec0\u4e48\u6a21\u578b\uff0c\u66f4\u53d6\u51b3\u4e8e\u7cfb\u7edf\u6574\u4f53\u7684\u8bbe\u8ba1\u3002Context Engineering \u505a\u5f97\u597d\u4e0d\u597d\uff0cHarness \u7a33\u4e0d\u7a33\uff0cRules \u662f\u5426\u5408\u7406\uff0cHooks \u6709\u6ca1\u6709\u8986\u76d6\u5173\u952e\u8282\u70b9\uff0cSkill \u6709\u6ca1\u6709\u6c89\u6dc0\u2014\u2014\u8fd9\u4e9b\u52a0\u5728\u4e00\u8d77\uff0c\u624d\u51b3\u5b9a\u4e86\u4e00\u4e2a Agent \u80fd\u4e0d\u80fd\u771f\u6b63\u53ef\u9760\u5730\u628a\u4e00\u4e2a\u76ee\u6807\u63a8\u8fdb\u5230\u5b8c\u6210\u3002<\/p>\n

      \u628a”\u6a21\u578b\u601d\u7ef4”\u6362\u6210”\u7cfb\u7edf\u601d\u7ef4”\u4e4b\u540e\uff0c\u518d\u53bb\u770b\u5404\u79cd Agent \u4ea7\u54c1\u548c Agent \u6846\u67b6\uff0c\u4f1a\u770b\u5230\u5f88\u591a\u4e4b\u524d\u770b\u4e0d\u89c1\u7684\u4e1c\u897f\u3002<\/p>\n

      AI Agent \u7684\u6838\u5fc3\uff0c\u4e0d\u662f\u8ba9\u6a21\u578b\u4e00\u6b21\u6027\u56de\u7b54\u5f97\u66f4\u597d\uff0c\u800c\u662f\u8ba9\u6a21\u578b\u5728\u5de5\u5177\u3001\u89c4\u5219\u548c\u5de5\u7a0b\u7cfb\u7edf\u7684\u652f\u6491\u4e0b\uff0c\u628a\u4e00\u4e2a\u76ee\u6807\u6301\u7eed\u63a8\u8fdb\u5230\u5b8c\u6210\u3002<\/p>\n

      \u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<\/div>\n

      <\/div>\n

      <\/g><\/svg><\/i> \"Loading\"<\/p>\n

      <\/div>\n","protected":false},"excerpt":{"rendered":"

      \u8fd9\u7bc7\u6587\u7ae0\u60f3\u505a\u4e00\u4ef6\u4e8b\uff1a\u628a AI Agent \u8fd9\u5957\u6982\u5ff5\u4ece\u5934\u68b3\u7406\u4e00\u904d\uff0c\u641e\u6e05\u695a Model\u3001Tool\u3001Skill\u3001Ru […]<\/p>\n

      <\/div>\n

      <\/g><\/svg><\/i> \"Loading\"<\/p>\n

      <\/div>\n","protected":false},"author":56,"featured_media":29482,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3,23,20,80],"tags":[2218,2217,2216,2215,2214],"class_list":["post-29481","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-23","category-20","category-80","tag-hooks--harness","tag-rules","tag-skill","tag-tool","tag--ai-agent-model"],"_links":{"self":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/29481","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/users\/56"}],"replies":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/comments?post=29481"}],"version-history":[{"count":1,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/29481\/revisions"}],"predecessor-version":[{"id":29484,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/29481\/revisions\/29484"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media\/29482"}],"wp:attachment":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media?parent=29481"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/categories?post=29481"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/tags?post=29481"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}