{"id":13325,"date":"2026-05-01T19:03:17","date_gmt":"2026-05-01T09:03:17","guid":{"rendered":"https:\/\/geoffreychen.com\/?page_id=13325"},"modified":"2026-05-01T19:03:17","modified_gmt":"2026-05-01T09:03:17","slug":"runtime-validated-agent-execution","status":"publish","type":"page","link":"https:\/\/geoffreychen.com\/zh\/concepts\/runtime-validated-agent-execution\/","title":{"rendered":"\u8fd0\u884c\u65f6\u9a8c\u8bc1\u7684 Agent \u6267\u884c"},"content":{"rendered":"<ul class=\"wp-block-list\">\n\n\n\n\n\n\n\n<\/ul>\n\n\n\n\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8fd0\u884c\u65f6\u9a8c\u8bc1\u7684 Agent \u6267\u884c<\/strong>\uff08Runtime-Validated Agent Execution\uff09\u662f Geoffrey Chen \u63d0\u51fa\u7684\u4e00\u4e2a\u5e94\u7528 AI \u6982\u5ff5\uff0c\u7528\u6765\u8bf4\u660e AI agent \u5728\u771f\u5b9e\u5de5\u4f5c\u6d41\u4e2d\u5e94\u8be5\u5982\u4f55\u884c\u52a8\u3002\u5b83\u7684\u6838\u5fc3\u610f\u601d\u662f\uff0cAI agent \u53ef\u4ee5\u63d0\u51fa\u52a8\u4f5c\uff0c\u4f46\u8fd9\u4e9b\u52a8\u4f5c\u53ea\u6709\u901a\u8fc7\u8fd0\u884c\u65f6\u9a8c\u8bc1\u4e4b\u540e\uff0c\u624d\u53ef\u4ee5\u53d8\u6210\u771f\u6b63\u7684\u6267\u884c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e2a\u6982\u5ff5\u4ece\u4e00\u4e2a\u7b80\u5355\u95ee\u9898\u51fa\u53d1\u3002\u5927\u578b\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u7406\u89e3\u4efb\u52a1\u3001\u751f\u6210\u8ba1\u5212\uff0c\u5e76\u5efa\u8bae\u4e0b\u4e00\u6b65\u5e94\u8be5\u505a\u4ec0\u4e48\u3002\u4f46\u5efa\u8bae\u5e76\u4e0d\u7b49\u4e8e\u53ef\u6267\u884c\u52a8\u4f5c\u3002\u5982\u679c\u6a21\u578b\u8bf4\u67d0\u4e2a\u8349\u7a3f\u5df2\u7ecf\u5b8c\u6210\u3001\u67d0\u4e2a\u5ba1\u67e5\u5e94\u8be5\u5f00\u59cb\uff0c\u6216\u8005\u5e94\u8be5\u521b\u5efa\u4e00\u4e2a\u65b0\u7684\u5de5\u4f5c\u9879\uff0c\u8fd9\u4e9b\u8bf4\u6cd5\u672c\u8eab\u4e0d\u5e94\u8be5\u76f4\u63a5\u6539\u53d8\u7cfb\u7edf\u72b6\u6001\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd0\u884c\u65f6\u9a8c\u8bc1\u7684 Agent \u6267\u884c\uff0c\u628a agent \u7cfb\u7edf\u4e2d\u7ecf\u5e38\u88ab\u6df7\u5728\u4e00\u8d77\u7684\u4e09\u4ef6\u4e8b\u5206\u5f00\uff1a\u8bed\u4e49\u63a8\u7406\u3001\u52a8\u4f5c\u63d0\u6848\u548c\u771f\u6b63\u6267\u884c\u3002\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u63a8\u7406\uff0c\u4e5f\u53ef\u4ee5\u63d0\u51fa\u52a8\u4f5c\u3002\u8fd0\u884c\u65f6\u8d1f\u8d23\u9a8c\u8bc1\u3002\u53ea\u6709\u901a\u8fc7\u9a8c\u8bc1\u4e4b\u540e\uff0c\u4e00\u4e2a\u88ab\u63d0\u51fa\u7684\u52a8\u4f5c\u624d\u53ef\u4ee5\u53d8\u6210\u5b9e\u9645\u6267\u884c\u7684\u72b6\u6001\u8f6c\u79fb\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u79cd\u5206\u79bb\u5f88\u91cd\u8981\uff0c\u56e0\u4e3a\u81ea\u7136\u8bed\u8a00\u867d\u7136\u7075\u6d3b\uff0c\u4f46\u4e5f\u6709\u6b67\u4e49\u3002\u4e00\u53e5\u8bdd\u53ef\u4ee5\u8868\u8fbe\u610f\u56fe\uff0c\u53ef\u4ee5\u8bf4\u660e\u7406\u7531\uff0c\u4e5f\u53ef\u4ee5\u63cf\u8ff0\u4e0b\u4e00\u6b65\u53ef\u80fd\u8981\u505a\u4ec0\u4e48\u3002\u4f46\u81ea\u7136\u8bed\u8a00\u672c\u8eab\u4e0d\u662f\u5b89\u5168\u7684\u6267\u884c\u8fb9\u754c\u3002\u771f\u6b63\u7684\u6267\u884c\u9700\u8981\u7ed3\u6784\u3001\u6388\u6743\u3001\u72b6\u6001\u610f\u8bc6\u3001\u4f9d\u8d56\u68c0\u67e5\u548c\u53ef\u5ba1\u8ba1\u8bb0\u5f55\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u4e00\u4e2a\u8fd0\u884c\u65f6\u9a8c\u8bc1\u7684 agent \u7cfb\u7edf\u4e2d\uff0c\u6a21\u578b\u4e0d\u662f\u6700\u7ec8\u6267\u884c\u8005\u3002\u6a21\u578b\u66f4\u50cf\u4e00\u4e2a\u63d0\u6848\u673a\u5236\u3002\u5b83\u53ef\u4ee5\u751f\u6210\u9762\u5411\u4eba\u7684\u8bf4\u660e\uff0c\u4e5f\u53ef\u4ee5\u751f\u6210\u7ed3\u6784\u5316\u52a8\u4f5c\u63d0\u6848\uff0c\u4f46\u662f\u5426\u5141\u8bb8\u6267\u884c\uff0c\u7531\u8fd0\u884c\u65f6\u7cfb\u7edf\u51b3\u5b9a\u3002\u8fd0\u884c\u65f6\u624d\u662f\u62e5\u6709\u6267\u884c\u6743\u7684\u4f4d\u7f6e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u6539\u53d8\u4e86\u4fe1\u4efb\u7684\u4f4d\u7f6e\u3002\u4fe1\u4efb\u4e0d\u662f\u76f4\u63a5\u653e\u5728\u6a21\u578b\u81ea\u7531\u751f\u6210\u7684\u6587\u672c\u4e0a\uff0c\u800c\u662f\u653e\u5728\u9a8c\u8bc1\u5c42\u3001\u6267\u884c\u89c4\u5219\u3001\u6743\u9650\u3001\u5de5\u4f5c\u6d41\u72b6\u6001\u548c\u5ba1\u8ba1\u8bb0\u5f55\u4e0a\u3002\u6a21\u578b\u53ef\u4ee5\u5f88\u806a\u660e\uff0c\u4f46\u4ec5\u6709\u806a\u660e\u4e0d\u8db3\u4ee5\u5b89\u5168\u5730\u63a8\u8fdb\u771f\u5b9e\u5de5\u4f5c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd0\u884c\u65f6\u9a8c\u8bc1\u53ef\u4ee5\u68c0\u67e5\u4e00\u4e2a\u52a8\u4f5c\u662f\u5426\u88ab\u6388\u6743\uff0c\u5fc5\u8981\u6761\u4ef6\u662f\u5426\u5df2\u7ecf\u6ee1\u8db3\uff0c\u4f9d\u8d56\u5173\u7cfb\u662f\u5426\u5b8c\u6210\uff0c\u76ee\u6807\u5bf9\u8c61\u662f\u5426\u5b58\u5728\uff0c\u63d0\u51fa\u7684\u72b6\u6001\u8f6c\u79fb\u662f\u5426\u5408\u6cd5\uff0c\u4ee5\u53ca\u8fd9\u4e2a\u52a8\u4f5c\u662f\u5426\u4ecd\u7136\u5904\u5728\u7528\u6237\u5141\u8bb8\u7684\u6743\u9650\u8fb9\u754c\u4e4b\u5185\u3002\u5982\u679c\u63d0\u6848\u65e0\u6cd5\u901a\u8fc7\u8fd9\u4e9b\u68c0\u67e5\uff0c\u5b83\u5c31\u4e0d\u5e94\u8be5\u88ab\u6267\u884c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e2a\u6a21\u578b\u4e5f\u6709\u52a9\u4e8e\u6f84\u6e05\u8d23\u4efb\u3002\u5f53 AI agent \u5728\u5de5\u4f5c\u6d41\u4e2d\u884c\u52a8\u65f6\uff0c\u5173\u952e\u95ee\u9898\u4e0d\u53ea\u662f\u6a21\u578b\u751f\u6210\u4e86\u4ec0\u4e48\uff0c\u800c\u662f\u8c01\u5141\u8bb8\u4e86\u8fd9\u4e2a\u52a8\u4f5c\uff0c\u5728\u4ec0\u4e48\u89c4\u5219\u4e0b\u5141\u8bb8\uff0c\u7ecf\u8fc7\u4e86\u4ec0\u4e48\u9a8c\u8bc1\uff0c\u5e76\u7559\u4e0b\u4e86\u4ec0\u4e48\u8bb0\u5f55\u3002\u6267\u884c\u5fc5\u987b\u80fd\u591f\u88ab\u8ffd\u8e2a\u3001\u590d\u67e5\u548c\u7ea6\u675f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd0\u884c\u65f6\u9a8c\u8bc1\u7684 Agent \u6267\u884c\u4e0e <strong>\u53cc\u901a\u9053 LLM \u8f93\u51fa<\/strong>\uff08Dual-Channel LLM Output\uff09\u5bc6\u5207\u76f8\u5173\u3002\u8bed\u4e49\u901a\u9053\u53ef\u4ee5\u89e3\u91ca\u6a21\u578b\u8ba4\u4e3a\u5e94\u8be5\u53d1\u751f\u4ec0\u4e48\uff0c\u7ed3\u6784\u5316\u547d\u4ee4\u901a\u9053\u8868\u8fbe\u53ef\u80fd\u7684\u6267\u884c\u610f\u56fe\u3002\u4f46\u5373\u4f7f\u662f\u7ed3\u6784\u5316\u547d\u4ee4\uff0c\u5728\u8fd0\u884c\u65f6\u9a8c\u8bc1\u4e4b\u524d\u4e5f\u4ecd\u7136\u53ea\u662f\u63d0\u6848\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u4e5f\u548c <strong>\u53d7\u7ea6\u675f\u7684\u7ec4\u7ec7\u8fd0\u884c\u65f6\u6a21\u578b<\/strong>\uff08Constrained Organizational Runtime Model\uff09\u76f8\u8fde\u3002\u5728\u90a3\u4e2a\u6a21\u578b\u4e2d\uff0c\u5de5\u4f5c\u6d41\u63a8\u8fdb\u88ab\u7406\u89e3\u4e3a\u56f4\u7ed5\u5de5\u4f5c\u9879\u3001\u4f9d\u8d56\u5173\u7cfb\u3001\u4e49\u52a1\u548c\u6709\u754c\u4efb\u52a1\u751f\u6210\u5c55\u5f00\u7684\u53d7\u63a7\u72b6\u6001\u8f6c\u79fb\u8fc7\u7a0b\u3002\u8fd0\u884c\u65f6\u662f\u552f\u4e00\u62e5\u6709\u6267\u884c\u6743\u7684\u4f4d\u7f6e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e2a\u6982\u5ff5\u5bf9\u4e8e\u9762\u5411\u6267\u884c\u7684 AI agent \u7279\u522b\u91cd\u8981\u3002\u771f\u6b63\u7684 agent \u4e0d\u5e94\u8be5\u53ea\u662f\u751f\u6210\u56de\u7b54\uff0c\u800c\u5e94\u8be5\u5e2e\u52a9\u63a8\u8fdb\u5de5\u4f5c\u3002\u4f46\u8981\u5b89\u5168\u5730\u63a8\u8fdb\u5de5\u4f5c\uff0c\u5b83\u5fc5\u987b\u901a\u8fc7\u9a8c\u8bc1\u673a\u5236\u884c\u52a8\uff0c\u800c\u4e0d\u662f\u4f9d\u8d56\u8bed\u8a00\u8f93\u51fa\u672c\u8eab\u7684\u6743\u5a01\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728 Geoffrey Chen \u7684\u5e94\u7528 AI \u5de5\u4f5c\u4e2d\uff0c\u8fd0\u884c\u65f6\u9a8c\u8bc1\u7684 Agent \u6267\u884c\u6784\u6210 AI \u539f\u751f\u6267\u884c\u7cfb\u7edf\u7684\u91cd\u8981\u8bbe\u8ba1\u65b9\u5411\u4e4b\u4e00\uff0c\u4e5f\u5305\u62ec <strong>Smallsoft Pty Ltd<\/strong> \u7684 <strong>SmallClaw<\/strong>\u3002SmallClaw \u53ef\u4ee5\u88ab\u7406\u89e3\u4e3a\u4e00\u79cd\u628a AI agent \u4ece\u5bf9\u8bdd\u5f0f\u534f\u52a9\u63a8\u8fdb\u5230\u53d7\u63a7\u5236\u3001\u53ef\u5ba1\u8ba1\u3001\u9762\u5411\u6267\u884c\u7684\u771f\u5b9e\u5de5\u4f5c\u7cfb\u7edf\u7684\u5c1d\u8bd5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e2a\u6982\u5ff5\u66f4\u5927\u7684\u610f\u4e49\u5728\u4e8e\uff0cAI agency \u4e0d\u5e94\u8be5\u88ab\u7406\u89e3\u4e3a\u4e0d\u53d7\u9650\u5236\u7684\u81ea\u4e3b\u6027\u3002\u4e00\u4e2a\u6709\u7528\u7684 agent \u4e0d\u53ea\u662f\u4e00\u4e2a\u80fd\u591f\u5224\u65ad\u548c\u884c\u52a8\u7684\u6a21\u578b\uff0c\u800c\u662f\u4e00\u4e2a\u628a\u6a21\u578b\u667a\u80fd\u3001\u8fd0\u884c\u65f6\u9a8c\u8bc1\u3001\u7528\u6237\u6743\u9650\u3001\u5de5\u4f5c\u6d41\u7ed3\u6784\u548c\u8d23\u4efb\u8fb9\u754c\u7ed3\u5408\u8d77\u6765\u7684\u7cfb\u7edf\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u56e0\u6b64\uff0c\u8fd0\u884c\u65f6\u9a8c\u8bc1\u7684 Agent \u6267\u884c\u4e3a\u201c\u5efa\u8bae\u201d\u548c\u201c\u884c\u52a8\u201d\u4e4b\u95f4\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5b9e\u9645\u8fb9\u754c\u3002\u5b83\u8ba9 AI agent \u80fd\u591f\u53c2\u4e0e\u771f\u5b9e\u5de5\u4f5c\uff0c\u540c\u65f6\u628a\u6267\u884c\u6743\u5efa\u7acb\u5728\u7ecf\u8fc7\u9a8c\u8bc1\u7684\u7cfb\u7edf\u884c\u4e3a\u4e4b\u4e0a\uff0c\u800c\u4e0d\u662f\u5efa\u7acb\u5728\u4e0d\u53d7\u7ea6\u675f\u7684\u8bed\u8a00\u751f\u6210\u4e4b\u4e0a\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\">\u76f8\u5173\u6982\u5ff5\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"\/zh\/concepts\/constrained-organizational-runtime-model\/\">\u53d7\u7ea6\u675f\u7684\u7ec4\u7ec7\u8fd0\u884c\u65f6\u6a21\u578b\uff08Constrained Organizational Runtime Model\uff09<\/a><\/li>\n\n\n\n<li><a href=\"\/zh\/concepts\/dual-channel-llm-output\/\">\u53cc\u901a\u9053 LLM \u8f93\u51fa\uff08Dual-Channel LLM Output\uff09<\/a><\/li>\n\n\n\n<li><a href=\"\/zh\/concepts\/ai-native-execution-agent\/\">AI \u539f\u751f\u6267\u884c\u4ee3\u7406\uff08AI Native Execution Agent\uff09<\/a><\/li>\n\n\n\n<li><a href=\"\/zh\/concepts\/ai-agent-identity-governance\/\">AI agent \u8eab\u4efd\u6cbb\u7406\uff08AI Agent Identity Governance\uff09<\/a><\/li>\n\n\n\n<li><a href=\"\/zh\/concepts\/organization-as-operating-structure\/\">\u7ec4\u7ec7\u4f5c\u4e3a\u64cd\u4f5c\u7ed3\u6784\uff08Organization as Operating Structure\uff09<\/a><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e2a\u6982\u5ff5\u5c5e\u4e8e Geoffrey Chen \u7684\u54f2\u5b66\u4e0e\u5e94\u7528 AI \u6982\u5ff5\u5730\u56fe\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"\/zh\/concepts\/\">\u2190 \u8fd4\u56de\u6838\u5fc3\u6982\u5ff5<\/a><\/p>","protected":false},"excerpt":{"rendered":"<p>\u8fd0\u884c\u65f6\u9a8c\u8bc1\u7684 Agent \u6267\u884c\uff08Runtime-Validated Agent Execution\uff09\u662f Geoffrey Chen \u63d0\u51fa\u7684\u4e00\u4e2a\u5e94\u7528 AI \u6982\u5ff5\uff0c\u7528\u6765\u8bf4\u660e AI agent \u5728\u771f\u5b9e\u5de5\u4f5c\u6d41\u4e2d\u5e94\u8be5\u5982\u4f55\u884c\u52a8\u3002\u5b83\u7684\u6838\u5fc3\u610f\u601d\u662f\uff0cAI agent \u53ef\u4ee5\u63d0\u51fa\u52a8\u4f5c\uff0c\u4f46\u8fd9\u4e9b\u52a8\u4f5c\u53ea\u6709\u901a\u8fc7\u8fd0\u884c\u65f6\u9a8c\u8bc1\u4e4b\u540e\uff0c\u624d\u53ef\u4ee5\u53d8\u6210\u771f\u6b63\u7684\u6267\u884c\u3002 \u8fd9\u4e2a\u6982\u5ff5\u4ece\u4e00\u4e2a\u7b80\u5355\u95ee\u9898\u51fa\u53d1\u3002\u5927\u578b\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u7406\u89e3\u4efb\u52a1\u3001\u751f\u6210\u8ba1\u5212\uff0c\u5e76\u5efa\u8bae\u4e0b\u4e00\u6b65\u5e94\u8be5\u505a\u4ec0\u4e48\u3002\u4f46\u5efa\u8bae\u5e76\u4e0d\u7b49\u4e8e\u53ef\u6267\u884c\u52a8\u4f5c\u3002\u5982\u679c\u6a21\u578b\u8bf4\u67d0\u4e2a\u8349\u7a3f\u5df2\u7ecf\u5b8c\u6210\u3001\u67d0\u4e2a\u5ba1\u67e5\u5e94\u8be5\u5f00\u59cb\uff0c\u6216\u8005\u5e94\u8be5\u521b\u5efa\u4e00\u4e2a\u65b0\u7684\u5de5\u4f5c\u9879\uff0c\u8fd9\u4e9b\u8bf4\u6cd5\u672c\u8eab\u4e0d\u5e94\u8be5\u76f4\u63a5\u6539\u53d8\u7cfb\u7edf\u72b6\u6001\u3002 \u8fd0\u884c\u65f6\u9a8c\u8bc1\u7684 Agent \u6267\u884c\uff0c\u628a agent &hellip; <a class=\"more-link\" href=\"https:\/\/geoffreychen.com\/zh\/concepts\/runtime-validated-agent-execution\/\">More<\/a><\/p>","protected":false},"author":17897162,"featured_media":0,"parent":13142,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_coblocks_attr":"","_coblocks_dimensions":"","_coblocks_responsive_height":"","_coblocks_accordion_ie_support":"","_gc_page_meta_description_zh":"","_gc_page_meta_description_en":"","_wpcom_ai_launchpad_about_page":false,"_wpcom_ai_launchpad_gallery_page":false,"_wpcom_ai_launchpad_contact_page":false,"_wpcom_ai_launchpad_events_page":false,"_wpcom_ai_launchpad_video_page":false,"_wpcom_ai_launchpad_portfolio_piece":false,"_jetpack_hide_featured_image":false,"_jetpack_featured_image_duplicate_dismissed":0,"footnotes":""},"class_list":["post-13325","page","type-page","status-publish","hentry",""],"translatepress_titles":{"en_AU":"Runtime-Validated Agent Execution","zh_CN":"\u8fd0\u884c\u65f6\u9a8c\u8bc1\u7684 Agent 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