{"id":107159,"date":"2026-09-19T04:20:13","date_gmt":"2026-09-18T20:20:13","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/107159.html"},"modified":"2026-09-19T04:20:13","modified_gmt":"2026-09-18T20:20:13","slug":"%e3%80%90ai%e5%a4%a7%e6%a8%a1%e5%9e%8bharness%e3%80%91-codex%e6%ba%90%e7%a0%81%e6%b7%b1%e5%ba%a6%e8%a7%a3%e8%af%bb","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/107159.html","title":{"rendered":"\u3010AI\u5927\u6a21\u578bHarness\u3011-Codex\u6e90\u7801\u6df1\u5ea6\u89e3\u8bfb"},"content":{"rendered":"<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260918202007-6aad9cf703e27.jpg\" alt=\"Codex\u6e90\u7801\u6df1\u5ea6\u89e3\u8bfb\u5c01\u9762\" \/><\/p>\n<h2>Codex\u6e90\u7801\u6df1\u5ea6\u89e3\u8bfb&#xff1a;\u4ece\u539f\u7406\u5230\u4f01\u4e1a\u843d\u5730&#xff0c;\u4e00\u7bc7\u6587\u7ae0\u641e\u61c2AI\u7f16\u7a0bAgent\u7684\u5929\u82b1\u677f<\/h2>\n<p>2026\u5e748\u670819\u65e5&#xff0c;OpenAI\u6b63\u5f0f\u5c06\u9a71\u52a8Codex App\u3001CLI\u548cIDE\u6269\u5c55\u7684\u5e95\u5c42\u6267\u884c\u6846\u67b6\u2014\u2014Codex Agent Harness\u5168\u9762\u5f00\u6e90&#xff08;Apache-2.0\u534f\u8bae&#xff09;\u3002\u8fd9\u610f\u5473\u7740&#xff0c;\u66fe\u7ecf\u53ea\u5b58\u5728\u4e8eOpenAI\u5185\u90e8\u7684\u751f\u4ea7\u7ea7AI Agent\u8fd0\u884c\u65f6&#xff0c;\u73b0\u5728\u4efb\u4f55\u4eba\u90fd\u53ef\u4ee5\u9605\u8bfb\u6e90\u7801\u3001\u4e8c\u6b21\u5f00\u53d1\u3001\u751a\u81f3\u5d4c\u5165\u5230\u81ea\u5df1\u7684\u4f01\u4e1a\u7cfb\u7edf\u4e2d\u3002\u672c\u6587\u5c06\u4ece\u6e90\u7801\u5c42\u9762\u62c6\u89e3Codex\u7684\u8bbe\u8ba1\u54f2\u5b66&#xff0c;\u7ed3\u5408\u5b9e\u9645\u4ee3\u7801\u6559\u4f60\u5982\u4f55\u5728\u4f01\u4e1a\u9879\u76ee\u4e2d\u843d\u5730\u4f7f\u7528\u3002<\/p>\n<hr \/>\n<h4>\u6587\u7ae0\u76ee\u5f55<\/h4>\n<ul>\n<li>Codex\u6e90\u7801\u6df1\u5ea6\u89e3\u8bfb&#xff1a;\u4ece\u539f\u7406\u5230\u4f01\u4e1a\u843d\u5730&#xff0c;\u4e00\u7bc7\u6587\u7ae0\u641e\u61c2AI\u7f16\u7a0bAgent\u7684\u5929\u82b1\u677f<\/li>\n<li>\n<ul>\n<li>\u75db\u70b9\u573a\u666f&#xff1a;\u4f60\u662f\u4e0d\u662f\u4e5f\u9047\u5230\u8fc7\u8fd9\u4e9b\u5f00\u53d1\u5669\u68a6&#xff1f;<\/li>\n<li>\u4e00\u3001Codex\u5230\u5e95\u662f\u4ec0\u4e48&#xff1f;<\/li>\n<li>\n<ul>\n<li>1.1 \u4e13\u4e1a\u5b9a\u4e49<\/li>\n<li>1.2 \u5927\u767d\u8bdd\u89e3\u91ca<\/li>\n<li>1.3 \u751f\u6d3b\u6848\u4f8b<\/li>\n<\/ul>\n<\/li>\n<li>\u4e8c\u3001\u4e3a\u4ec0\u4e48\u8981\u7528Codex&#xff1f;\u75db\u70b9\u7684\u89e3\u51b3\u65b9\u6848<\/li>\n<li>\n<ul>\n<li>2.1 \u89e3\u51b3&#034;\u8bfb\u4ee3\u7801\u6162&#034;\u7684\u95ee\u9898<\/li>\n<li>2.2 \u89e3\u51b3&#034;\u91cd\u590d\u52b3\u52a8\u591a&#034;\u7684\u95ee\u9898<\/li>\n<li>2.3 \u89e3\u51b3&#034;\u8d28\u91cf\u53c2\u5dee\u4e0d\u9f50&#034;\u7684\u95ee\u9898<\/li>\n<li>2.4 \u89e3\u51b3&#034;\u8c03\u8bd5\u8017\u65f6&#034;\u7684\u95ee\u9898<\/li>\n<li>2.5 \u4e00\u53e5\u8bdd\u603b\u7ed3<\/li>\n<\/ul>\n<\/li>\n<li>\u4e09\u3001Codex\u662f\u600e\u4e48\u6f14\u8fdb\u8fc7\u6765\u7684&#xff1f;<\/li>\n<li>\n<ul>\n<li>3.1 \u7b2c\u4e00\u4e16&#xff1a;2021\u5e74&#xff0c;\u90a3\u4e2a&#034;\u61c2\u4ee3\u7801\u7684GPT&#034;<\/li>\n<li>3.2 \u6c89\u5bc2\u671f&#xff1a;2022-2024\u5e74&#xff0c;\u540d\u5b57\u88ab\u96ea\u85cf<\/li>\n<li>3.3 \u7b2c\u4e8c\u4e16&#xff1a;2025\u5e744\u6708&#xff0c;Codex CLI\u5f00\u6e90<\/li>\n<li>3.4 2025\u5e745\u6708&#xff0c;\u4e91\u7aefAgent\u9884\u89c8<\/li>\n<li>3.5 2025\u5e749\u6708&#xff0c;GPT-5-Codex\u6210\u4e3a\u9ed8\u8ba4<\/li>\n<li>3.6 2026\u5e74\u4e0a\u534a\u5e74&#xff0c;\u751f\u6001\u7206\u53d1<\/li>\n<li>3.7 2026\u5e748\u6708&#xff0c;Harness\u5168\u9762\u5f00\u6e90<\/li>\n<\/ul>\n<\/li>\n<li>\u56db\u3001Codex\u6e90\u7801\u67b6\u6784\u6df1\u5ea6\u89e3\u8bfb<\/li>\n<li>\n<ul>\n<li>4.1 \u6574\u4f53\u76ee\u5f55\u7ed3\u6784<\/li>\n<li>4.2 \u6838\u5fc3\u6982\u5ff5&#xff1a;Thread\u3001Session\u3001Turn\u3001Step<\/li>\n<li>4.3 Agent Loop\u6838\u5fc3\u6e90\u7801\u89e3\u6790<\/li>\n<li>4.4 \u4e0a\u4e0b\u6587\u7ba1\u7406&#xff1a;ContextManager<\/li>\n<li>4.5 \u5de5\u5177\u8c03\u5ea6&#xff1a;Tool Runtime<\/li>\n<li>4.6 \u6c99\u7bb1\u5b89\u5168&#xff1a;\u591a\u5e73\u53f0\u9694\u79bb<\/li>\n<li>4.7 \u6301\u4e45\u5316&#xff1a;Thread Store<\/li>\n<li>4.8 \u4e09\u5c42\u96c6\u6210\u63a5\u53e3<\/li>\n<\/ul>\n<\/li>\n<li>\u4e94\u3001Codex\u600e\u4e48\u7528&#xff1f;\u5e38\u7528\u573a\u666f\u6559\u5b66<\/li>\n<li>\n<ul>\n<li>5.1 \u5b89\u88c5\u4e0e\u914d\u7f6e<\/li>\n<li>\n<ul>\n<li>\u5b89\u88c5Codex CLI<\/li>\n<li>\u914d\u7f6eAPI Key<\/li>\n<li>\u914d\u7f6e\u6587\u4ef6<\/li>\n<\/ul>\n<\/li>\n<li>5.2 \u573a\u666f\u4e00&#xff1a;\u4ea4\u4e92\u5f0f\u5f00\u53d1&#xff08;\u6700\u5e38\u7528&#xff09;<\/li>\n<li>5.3 \u573a\u666f\u4e8c&#xff1a;\u975e\u4ea4\u4e92\u5f0f\u6267\u884c&#xff08;codex exec&#xff09;<\/li>\n<li>5.4 \u573a\u666f\u4e09&#xff1a;AGENTS.md\u9879\u76ee\u914d\u7f6e<\/li>\n<li>5.5 \u573a\u666f\u56db&#xff1a;Skills\u6280\u80fd\u5305<\/li>\n<li>\n<ul>\n<li>\u521b\u5efa\u81ea\u5b9a\u4e49Skill<\/li>\n<li>\u4f7f\u7528Skill<\/li>\n<\/ul>\n<\/li>\n<li>5.6 \u573a\u666f\u4e94&#xff1a;MCP\u5de5\u5177\u6269\u5c55<\/li>\n<li>\n<ul>\n<li>\u914d\u7f6eMCP Server<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>\u516d\u3001\u4f01\u4e1a\u9879\u76ee\u4e2d\u5982\u4f55\u4f7f\u7528Codex&#xff1f;<\/li>\n<li>\n<ul>\n<li>6.1 \u4f01\u4e1a\u90e8\u7f72\u6a21\u5f0f<\/li>\n<li>6.2 CI\/CD\u96c6\u6210&#xff08;\u6700\u5b9e\u7528\u7684\u4f01\u4e1a\u573a\u666f&#xff09;<\/li>\n<li>\n<ul>\n<li>GitHub Actions\u96c6\u6210<\/li>\n<li>\u81ea\u52a8\u4fee\u590dLint\u95ee\u9898<\/li>\n<\/ul>\n<\/li>\n<li>6.3 Python SDK\u96c6\u6210&#xff08;\u5d4c\u5165\u5230\u81ea\u5df1\u7684\u7cfb\u7edf&#xff09;<\/li>\n<li>\n<ul>\n<li>\u5b89\u88c5SDK<\/li>\n<li>\u57fa\u672c\u7528\u6cd5<\/li>\n<li>\u6279\u91cf\u5904\u7406\u4efb\u52a1<\/li>\n<\/ul>\n<\/li>\n<li>6.4 \u4f01\u4e1a\u5b89\u5168\u914d\u7f6e<\/li>\n<li>\n<ul>\n<li>\u6743\u9650\u5ba1\u6279\u89c4\u5219<\/li>\n<li>\u6c99\u7bb1\u7b56\u7565<\/li>\n<li>\u5ba1\u8ba1\u65e5\u5fd7<\/li>\n<\/ul>\n<\/li>\n<li>6.5 \u4f01\u4e1a\u843d\u5730\u6700\u4f73\u5b9e\u8df5<\/li>\n<\/ul>\n<\/li>\n<li>\u4e03\u3001\u7ade\u54c1\u5bf9\u6bd4&#xff1a;Codex vs Claude Code vs Cursor vs GitHub Copilot<\/li>\n<li>\n<ul>\n<li>7.1 \u6838\u5fc3\u53c2\u6570\u5bf9\u6bd4\u8868<\/li>\n<li>7.2 \u5404\u5de5\u5177\u4f18\u52a3\u52bf\u5206\u6790<\/li>\n<li>\n<ul>\n<li>Codex<\/li>\n<li>Claude Code<\/li>\n<li>Cursor<\/li>\n<li>GitHub Copilot<\/li>\n<\/ul>\n<\/li>\n<li>7.3 \u9009\u578b\u5efa\u8bae<\/li>\n<\/ul>\n<\/li>\n<li>\u516b\u3001\u9762\u8bd5\u5b98\u9ad8\u9891\u9762\u8bd5\u9898<\/li>\n<li>\n<ul>\n<li>8.1 \u57fa\u7840\u6982\u5ff5\u9898<\/li>\n<li>8.2 \u67b6\u6784\u8bbe\u8ba1\u9898<\/li>\n<li>8.3 \u5de5\u7a0b\u5b9e\u8df5\u9898<\/li>\n<li>8.4 \u6df1\u5ea6\u601d\u8003\u9898<\/li>\n<\/ul>\n<\/li>\n<li>\u4e5d\u3001\u603b\u7ed3<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3>\u75db\u70b9\u573a\u666f&#xff1a;\u4f60\u662f\u4e0d\u662f\u4e5f\u9047\u5230\u8fc7\u8fd9\u4e9b\u5f00\u53d1\u5669\u68a6&#xff1f;<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260918202007-6aad9cf7bad18.jpg\" alt=\"\u4f20\u7edf\u5f00\u53d1\u75db\u70b9\u573a\u666f\" \/><\/p>\n<p>\u5148\u8bb2\u4e00\u4e2a\u771f\u5b9e\u7684\u6545\u4e8b\u3002<\/p>\n<p>\u6211\u6709\u4e2a\u670b\u53cb\u5728\u4e00\u5bb6\u4e2d\u578b\u4e92\u8054\u7f51\u516c\u53f8\u505a\u540e\u7aef\u5f00\u53d1&#xff0c;\u4e0a\u5468\u8ddf\u6211\u5410\u69fd\u4e86\u4ed6\u7684\u4e00\u5929&#xff1a;<\/p>\n<ul>\n<li>\u65e9\u4e0a9\u70b9&#xff0c;\u4ea7\u54c1\u7ecf\u7406\u6254\u8fc7\u6765\u4e00\u4e2a\u9700\u6c42&#xff1a;\u201c\u628a\u7528\u6237\u4e2d\u5fc3\u7684\u4e09\u4e2a\u63a5\u53e3\u91cd\u6784\u4e00\u4e0b&#xff0c;\u987a\u4fbf\u52a0\u4e2a\u7f13\u5b58\u5c42\u3002\u201d<\/li>\n<li>\u4ed6\u82b1\u4e862\u5c0f\u65f6\u8bfb\u4ee3\u7801&#xff0c;\u641e\u6e05\u695a\u8fd9\u4e09\u4e2a\u63a5\u53e3\u5206\u5e03\u57285\u4e2a\u6587\u4ef6\u91cc&#xff0c;\u8c03\u7528\u94fe\u957f\u8fbe8\u5c42\u3002<\/li>\n<li>\u5f00\u59cb\u5199\u4ee3\u7801&#xff0c;\u6539\u5230\u4e00\u534a\u53d1\u73b0\u516c\u5171\u65b9\u6cd5\u88ab\u5176\u4ed6\u6a21\u5757\u4f9d\u8d56&#xff0c;\u53c8\u5f97\u56de\u53bb\u770b\u8c03\u7528\u65b9\u3002<\/li>\n<li>\u4e0b\u53483\u70b9&#xff0c;\u7ec8\u4e8e\u5199\u5b8c\u4e86&#xff0c;\u8dd1\u6d4b\u8bd5&#xff0c;15\u4e2a\u7528\u4f8b\u7ea2\u4e867\u4e2a\u3002<\/li>\n<li>\u5f00\u59cb\u8c03\u8bd5&#xff0c;\u53d1\u73b0\u662f\u7f13\u5b58key\u7684\u547d\u540d\u89c4\u5219\u548c\u8001\u4ee3\u7801\u4e0d\u4e00\u81f4\u3002<\/li>\n<li>\u665a\u4e0a8\u70b9&#xff0c;\u4fee\u5b8cbug&#xff0c;\u5199\u6587\u6863&#xff0c;\u5199\u5355\u6d4b&#xff0c;\u63d0\u4ea4PR\u3002<\/li>\n<li>\u7b2c\u4e8c\u5929&#xff0c;code review\u88ab\u6253\u56de\u6765&#xff0c;\u8bf4\u547d\u540d\u4e0d\u89c4\u8303\u3001\u7f3a\u5c11\u9519\u8bef\u5904\u7406\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u4e0d\u662f\u4e2a\u4f8b\u3002\u6839\u636eStack Overflow 2025\u5e74\u5f00\u53d1\u8005\u8c03\u67e5&#xff0c;\u5f00\u53d1\u8005\u5e73\u5747\u53ea\u670932%\u7684\u65f6\u95f4\u5728\u5199\u65b0\u529f\u80fd&#xff0c;\u5176\u4f59\u65f6\u95f4\u90fd\u82b1\u5728\u8bfb\u4ee3\u7801\u3001\u8c03\u8bd5\u3001\u4feebug\u3001\u5199\u6587\u6863\u3001\u8dd1\u6d4b\u8bd5\u4e0a\u3002<\/p>\n<p>\u66f4\u624e\u5fc3\u7684\u662f&#xff1a;<\/p>\n<ul>\n<li>\u4e0a\u4e0b\u6587\u5207\u6362\u6210\u672c\u9ad8&#xff1a;\u4e00\u4e2a\u9700\u6c42\u53ef\u80fd\u6d89\u53ca\u524d\u7aef\u3001\u540e\u7aef\u3001\u6570\u636e\u5e93\u3001\u914d\u7f6e\u6587\u4ef6&#xff0c;\u6765\u56de\u5207\u6362\u6587\u4ef6\u548c\u5de5\u5177&#xff0c;\u6ce8\u610f\u529b\u88ab\u5207\u788e\u3002<\/li>\n<li>\u91cd\u590d\u52b3\u52a8\u591a&#xff1a;\u5199CRUD\u3001\u5199\u5355\u6d4b\u3001\u5199\u6587\u6863\u3001\u6539\u683c\u5f0f&#xff0c;\u8fd9\u4e9b\u673a\u68b0\u6027\u5de5\u4f5c\u5360\u636e\u4e86\u5927\u91cf\u65f6\u95f4\u3002<\/li>\n<li>\u77e5\u8bc6\u65ad\u5c42\u4e25\u91cd&#xff1a;\u8001\u5458\u5de5\u8d70\u4e86&#xff0c;\u4ee3\u7801\u6ca1\u4eba\u61c2&#xff1b;\u65b0\u4eba\u4e0a\u624b&#xff0c;\u5149\u719f\u6089\u9879\u76ee\u5c31\u8981\u4e00\u4e24\u5468\u3002<\/li>\n<li>\u8d28\u91cf\u53c2\u5dee\u4e0d\u9f50&#xff1a;\u6bcf\u4e2a\u4eba\u5199\u4ee3\u7801\u98ce\u683c\u4e0d\u4e00\u6837&#xff0c;code review\u53d8\u6210\u4e86&#034;\u89c4\u8303\u7ea0\u5bdf\u961f&#034;\u3002<\/li>\n<li>\u8c03\u8bd5\u8017\u65f6&#xff1a;\u4e00\u4e2a\u8be1\u5f02\u7684bug&#xff0c;\u53ef\u80fd\u8981\u8ffd\u534a\u5929\u65e5\u5fd7&#xff0c;\u52a0\u65e0\u6570print\u3002<\/li>\n<\/ul>\n<p>\u90a3\u6709\u6ca1\u6709\u4e00\u79cd\u5de5\u5177&#xff0c;\u80fd\u50cf\u4e00\u4e2a\u4e0d\u77e5\u75b2\u5026\u7684\u521d\u7ea7\u5de5\u7a0b\u5e08\u4e00\u6837&#xff0c;\u5e2e\u4f60\u8bfb\u4ee3\u7801\u3001\u5199\u4ee3\u7801\u3001\u8dd1\u6d4b\u8bd5\u3001\u4feebug&#xff0c;\u800c\u4e147&#215;24\u5c0f\u65f6\u4e0d\u558a\u7d2f&#xff1f;<\/p>\n<p>\u6709&#xff0c;\u8fd9\u5c31\u662fCodex\u3002<\/p>\n<p>\u4f46Codex\u4e0d\u662f\u7b80\u5355\u7684&#034;\u4ee3\u7801\u8865\u5168\u5de5\u5177&#034;&#xff0c;\u5b83\u662f\u4e00\u4e2a\u5b8c\u6574\u7684\u8f6f\u4ef6\u5de5\u7a0b\u667a\u80fd\u4f53\u8fd0\u884c\u65f6\u3002\u8981\u771f\u6b63\u7528\u597d\u5b83&#xff0c;\u6211\u4eec\u5f97\u4ece\u6e90\u7801\u5c42\u9762\u7406\u89e3\u5b83\u5230\u5e95\u662f\u600e\u4e48\u5de5\u4f5c\u7684\u3002<\/p>\n<hr \/>\n<h3>\u4e00\u3001Codex\u5230\u5e95\u662f\u4ec0\u4e48&#xff1f;<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260918202008-6aad9cf867dab.jpg\" alt=\"Codex\u6574\u4f53\u67b6\u6784\" \/><\/p>\n<h4>1.1 \u4e13\u4e1a\u5b9a\u4e49<\/h4>\n<p>Codex\u662fOpenAI\u63a8\u51fa\u7684\u751f\u4ea7\u7ea7\u5f00\u6e90Coding Agent\u8fd0\u884c\u65f6&#xff0c;\u7528Rust\u5b9e\u73b0\u4e86\u4e00\u5957\u7edf\u4e00\u7684Agent\u6838\u5fc3&#xff08;Codex Core&#xff09;&#xff0c;\u901a\u8fc7App Server&#xff08;JSON-RPC 2.0&#xff09;\u5bf9\u5916\u66b4\u9732&#xff0c;\u8ba9CLI\u3001IDE\u6269\u5c55\u3001Web\u7b49\u591a\u4e2a\u524d\u7aef\u5171\u4eab\u540c\u4e00\u4efdAgent Loop\u3001\u5de5\u5177\u7f16\u6392\u3001\u6c99\u7bb1\u9694\u79bb\u548c\u8bb0\u5fc6\u7ba1\u7ebf\u3002<\/p>\n<p>\u6e90\u7801\u5730\u5740&#xff1a;https:\/\/github.com\/openai\/codex<\/p>\n<p>\u622a\u81f32026\u5e748\u6708&#xff0c;\u4ed3\u5e93\u5df2\u7d2f\u8ba1\u8d85\u8fc710\u4e07Star&#xff0c;\u662f\u76ee\u524d\u6700\u706b\u7684AI\u7f16\u7a0bAgent\u5f00\u6e90\u9879\u76ee\u3002<\/p>\n<h4>1.2 \u5927\u767d\u8bdd\u89e3\u91ca<\/h4>\n<p>\u8bf4\u4eba\u8bdd&#xff0c;Codex\u5c31\u50cf\u4e00\u5bb6\u5168\u56fd\u6027\u94f6\u884c\u7684IT\u7cfb\u7edf&#xff1a;<\/p>\n<ul>\n<li>\u6a21\u578b\u5c42&#xff08;GPT-5.x-Codex&#xff09; &#061; \u94f6\u884c\u7684&#034;\u5927\u8111&#034;&#xff0c;\u8d1f\u8d23\u505a\u51b3\u7b56&#xff0c;\u6bd4\u5982&#034;\u8fd9\u4e2a\u9700\u6c42\u8be5\u600e\u4e48\u5b9e\u73b0&#034;\u3002<\/li>\n<li>Harness\u6838\u5fc3&#xff08;Rust\u5199\u7684&#xff09; &#061; \u94f6\u884c\u7684&#034;\u6838\u5fc3\u4e1a\u52a1\u7cfb\u7edf&#034;&#xff0c;\u8d1f\u8d23\u7ba1\u8d26\u6237\u3001\u7ba1\u4ea4\u6613\u3001\u7ba1\u6d41\u7a0b&#xff0c;\u662f\u771f\u6b63\u5e72\u6d3b\u7684\u5730\u65b9\u3002<\/li>\n<li>CLI\/IDE\/Web &#061; \u94f6\u884c\u7684&#034;\u67dc\u53f0\/APP\/\u7f51\u94f6&#034;&#xff0c;\u662f\u7528\u6237\u63a5\u89e6\u5230\u7684\u754c\u9762&#xff0c;\u4e0d\u7ba1\u4f60\u7528\u54ea\u4e2a\u754c\u9762&#xff0c;\u80cc\u540e\u90fd\u662f\u540c\u4e00\u5957\u6838\u5fc3\u7cfb\u7edf\u3002<\/li>\n<li>\u5de5\u5177\u5c42&#xff08;Shell\/\u6587\u4ef6\/MCP&#xff09; &#061; \u94f6\u884c\u7684&#034;\u4e1a\u52a1\u7a97\u53e3&#034;&#xff0c;\u6bd4\u5982\u53d6\u94b1\u7a97\u53e3\u3001\u8f6c\u8d26\u7a97\u53e3&#xff0c;Agent\u901a\u8fc7\u8fd9\u4e9b\u5de5\u5177\u6765\u64cd\u4f5c\u771f\u5b9e\u4e16\u754c\u3002<\/li>\n<li>\u6c99\u7bb1\u5c42 &#061; \u94f6\u884c\u7684&#034;\u91d1\u5e93\u4fdd\u9669\u5e93&#034;&#xff0c;\u628a\u64cd\u4f5c\u9650\u5236\u5728\u5b89\u5168\u8303\u56f4\u5185&#xff0c;\u9632\u6b62Agent\u641e\u7834\u574f\u3002<\/li>\n<\/ul>\n<p>\u4f60\u53ef\u80fd\u4f1a\u95ee&#xff1a;\u201c\u8fd9\u4e0d\u5c31\u662f\u4e2a\u9ad8\u7ea7\u7248\u7684ChatGPT\u5417&#xff1f;\u201d<\/p>\n<p>\u533a\u522b\u5927\u4e86\u3002ChatGPT\u662f&#034;\u4f60\u95ee\u4e00\u53e5&#xff0c;\u5b83\u7b54\u4e00\u53e5&#034;&#xff0c;\u800cCodex\u662f&#034;\u4f60\u7ed9\u4e2a\u4efb\u52a1&#xff0c;\u5b83\u81ea\u5df1\u89c4\u5212\u3001\u81ea\u5df1\u6267\u884c\u3001\u81ea\u5df1\u9a8c\u8bc1\u3001\u81ea\u5df1\u4fee\u6b63&#xff0c;\u76f4\u5230\u5b8c\u6210&#034;\u3002<\/p>\n<p>\u4e3e\u4e2a\u4f8b\u5b50&#xff1a;<\/p>\n<ul>\n<li>\u4f60\u8ddfChatGPT\u8bf4&#xff1a;&#034;\u5e2e\u6211\u5199\u4e2a\u7528\u6237\u767b\u5f55\u63a5\u53e3\u3002&#034;\u5b83\u7ed9\u4f60\u8fd4\u56de\u4e00\u6bb5\u4ee3\u7801&#xff0c;\u4f60\u81ea\u5df1\u590d\u5236\u7c98\u8d34\u5230\u9879\u76ee\u91cc\u3002<\/li>\n<li>\u4f60\u8ddfCodex\u8bf4&#xff1a;&#034;\u5e2e\u6211\u5199\u4e2a\u7528\u6237\u767b\u5f55\u63a5\u53e3\u3002&#034;\u5b83\u4f1a\u81ea\u5df1\u627e\u5230\u9879\u76ee\u91cc\u7684\u7528\u6237\u6a21\u5757&#xff0c;\u770b\u73b0\u6709\u4ee3\u7801\u98ce\u683c&#xff0c;\u521b\u5efa\u6587\u4ef6&#xff0c;\u5199\u4ee3\u7801&#xff0c;\u8dd1\u6d4b\u8bd5&#xff0c;\u6d4b\u8bd5\u4e0d\u8fc7\u81ea\u5df1\u4fee&#xff0c;\u6700\u540e\u7ed9\u4f60\u4e00\u4e2a\u53ef\u4ee5\u76f4\u63a5\u5408\u5e76\u7684PR\u3002<\/li>\n<\/ul>\n<h4>1.3 \u751f\u6d3b\u6848\u4f8b<\/h4>\n<p>\u60f3\u8c61\u4f60\u662f\u4e00\u4e2a\u9910\u5385\u8001\u677f\u3002<\/p>\n<ul>\n<li>\u4f20\u7edf\u5f00\u53d1 &#061; \u4f60\u81ea\u5df1\u4e70\u83dc\u3001\u5207\u83dc\u3001\u7092\u83dc\u3001\u7aef\u83dc\u3001\u6536\u94f6&#xff0c;\u4e00\u4e2a\u4eba\u5e72\u6240\u6709\u6d3b&#xff0c;\u7d2f\u5f97\u534a\u6b7b\u8fd8\u5bb9\u6613\u51fa\u9519\u3002<\/li>\n<li>\u4ee3\u7801\u8865\u5168\u5de5\u5177&#xff08;\u5982Copilot&#xff09; &#061; \u96c7\u4e86\u4e2a\u5207\u83dc\u5de5&#xff0c;\u4f60\u8bf4\u5207\u4ec0\u4e48\u4ed6\u5207\u4ec0\u4e48&#xff0c;\u4f46\u4e0d\u4f1a\u81ea\u5df1\u7092\u83dc\u3002<\/li>\n<li>Codex &#061; \u96c7\u4e86\u4e2a\u53a8\u5e08\u957f&#xff0c;\u4f60\u8bf4&#034;\u4eca\u5929\u505a\u4e2a\u7ea2\u70e7\u8089&#034;&#xff0c;\u4ed6\u81ea\u5df1\u89c4\u5212\u83dc\u5355\u3001\u4e70\u83dc\u3001\u5207\u83dc\u3001\u7092\u83dc\u3001\u5c1d\u54b8\u6de1\u3001\u8c03\u6574\u706b\u5019&#xff0c;\u6700\u540e\u7aef\u4e0a\u684c&#xff0c;\u4f60\u53ea\u9700\u8981\u9a8c\u6536\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u5c31\u662fAgent\u548c\u8865\u5168\u5de5\u5177\u7684\u672c\u8d28\u533a\u522b&#xff1a;\u8865\u5168\u5de5\u5177\u662f&#034;\u5de5\u5177&#034;&#xff0c;Agent\u662f&#034;\u5458\u5de5&#034;\u3002<\/p>\n<hr \/>\n<h3>\u4e8c\u3001\u4e3a\u4ec0\u4e48\u8981\u7528Codex&#xff1f;\u75db\u70b9\u7684\u89e3\u51b3\u65b9\u6848<\/h3>\n<h4>2.1 \u89e3\u51b3&#034;\u8bfb\u4ee3\u7801\u6162&#034;\u7684\u95ee\u9898<\/h4>\n<p>Codex\u542f\u52a8\u65f6\u4f1a\u81ea\u52a8\u626b\u63cf\u9879\u76ee\u7ed3\u6784&#xff0c;\u8bfb\u53d6AGENTS.md\u914d\u7f6e\u6587\u4ef6&#xff0c;\u7406\u89e3\u9879\u76ee\u7684\u6280\u672f\u6808\u3001\u7f16\u7801\u89c4\u8303\u3001\u76ee\u5f55\u7ed3\u6784\u3002\u4f60\u95ee\u5b83\u4efb\u4f55\u95ee\u9898&#xff0c;\u5b83\u90fd\u80fd\u5feb\u901f\u5b9a\u4f4d\u5230\u76f8\u5173\u6587\u4ef6\u3002<\/p>\n<p><span class=\"token comment\"># \u4f60\u53ea\u9700\u8981\u5728\u9879\u76ee\u6839\u76ee\u5f55\u653e\u4e00\u4e2aAGENTS.md<\/span><br \/>\n<span class=\"token comment\"># Codex\u542f\u52a8\u65f6\u4f1a\u81ea\u52a8\u52a0\u8f7d<\/span><br \/>\n<span class=\"token function\">cat<\/span> AGENTS.md<\/p>\n<p># \u9879\u76ee\u89c4\u8303<br \/>\n&#8211; \u8bed\u8a00&#xff1a;Python 3.11&#043;<br \/>\n&#8211; \u6846\u67b6&#xff1a;FastAPI<br \/>\n&#8211; \u4ee3\u7801\u98ce\u683c&#xff1a;PEP 8&#xff0c;\u4f7f\u7528black\u683c\u5f0f\u5316<br \/>\n&#8211; \u6d4b\u8bd5\u6846\u67b6&#xff1a;pytest<br \/>\n&#8211; \u6570\u636e\u5e93&#xff1a;PostgreSQL&#xff0c;\u4f7f\u7528SQLAlchemy ORM<br \/>\n&#8211; \u7981\u6b62\u4e8b\u9879&#xff1a;\u4e0d\u8981\u4fee\u6539migrations\u76ee\u5f55&#xff0c;\u4e0d\u8981\u76f4\u63a5\u5199SQL<\/p>\n<h4>2.2 \u89e3\u51b3&#034;\u91cd\u590d\u52b3\u52a8\u591a&#034;\u7684\u95ee\u9898<\/h4>\n<p>Codex\u53ef\u4ee5\u901a\u8fc7codex exec\u547d\u4ee4\u5b9e\u73b0\u81ea\u52a8\u5316&#xff0c;\u6bd4\u5982\u81ea\u52a8\u5199\u5355\u6d4b\u3001\u81ea\u52a8\u4feelint\u3001\u81ea\u52a8\u66f4\u65b0\u6587\u6863\u3002<\/p>\n<p><span class=\"token comment\"># \u81ea\u52a8\u4e3asrc\/auth\u76ee\u5f55\u4e0b\u7684\u6240\u6709\u6587\u4ef6\u5199\u5355\u5143\u6d4b\u8bd5<\/span><br \/>\ncodex <span class=\"token builtin class-name\">exec<\/span> &#8211;full-auto <span class=\"token string\">&#034;\u4e3a src\/auth\/ \u76ee\u5f55\u4e0b\u7684\u6240\u6709 Python \u6587\u4ef6\u7f16\u5199\u5355\u5143\u6d4b\u8bd5&#xff0c;\u4f7f\u7528 pytest&#xff0c;\u8986\u76d6\u7387\u8fbe\u523080%\u4ee5\u4e0a&#034;<\/span><\/p>\n<p><span class=\"token comment\"># \u81ea\u52a8\u4fee\u590dlint\u9519\u8bef<\/span><br \/>\ncodex <span class=\"token builtin class-name\">exec<\/span> &#8211;full-auto <span class=\"token string\">&#034;\u8fd0\u884c flake8 \u68c0\u67e5&#xff0c;\u4fee\u590d\u6240\u6709\u53ef\u4ee5\u81ea\u52a8\u4fee\u590d\u7684\u95ee\u9898&#034;<\/span><\/p>\n<p><span class=\"token comment\"># \u81ea\u52a8\u66f4\u65b0CHANGELOG<\/span><br \/>\ncodex <span class=\"token builtin class-name\">exec<\/span> &#8211;full-auto <span class=\"token string\">&#034;\u6839\u636e\u6700\u8fd1\u7684git commit\u8bb0\u5f55&#xff0c;\u66f4\u65b0 CHANGELOG.md&#034;<\/span><\/p>\n<h4>2.3 \u89e3\u51b3&#034;\u8d28\u91cf\u53c2\u5dee\u4e0d\u9f50&#034;\u7684\u95ee\u9898<\/h4>\n<p>Codex\u4e25\u683c\u6309\u7167AGENTS.md\u4e2d\u5b9a\u4e49\u7684\u89c4\u8303\u5199\u4ee3\u7801&#xff0c;\u4e0d\u4f1a\u56e0\u4e3a&#034;\u5fc3\u60c5&#034;\u800c\u6539\u53d8\u98ce\u683c\u3002\u800c\u4e14\u5b83\u5199\u5b8c\u4ee3\u7801\u4f1a\u81ea\u52a8\u8dd1\u6d4b\u8bd5&#xff0c;\u6d4b\u8bd5\u4e0d\u8fc7\u5c31\u81ea\u5df1\u4fee\u3002<\/p>\n<p><span class=\"token comment\"># \u8ba9Codex\u5728\u5199\u5b8c\u4ee3\u7801\u540e\u81ea\u52a8\u8dd1\u6d4b\u8bd5<\/span><br \/>\ncodex <span class=\"token builtin class-name\">exec<\/span> &#8211;full-auto <span class=\"token string\">&#034;\u5b9e\u73b0\u7528\u6237\u767b\u5f55\u529f\u80fd&#xff0c;\u5b8c\u6210\u540e\u8fd0\u884c pytest tests\/test_auth.py \u786e\u4fdd\u6240\u6709\u6d4b\u8bd5\u901a\u8fc7&#034;<\/span><\/p>\n<h4>2.4 \u89e3\u51b3&#034;\u8c03\u8bd5\u8017\u65f6&#034;\u7684\u95ee\u9898<\/h4>\n<p>\u4f60\u53ef\u4ee5\u628a\u62a5\u9519\u4fe1\u606f\u76f4\u63a5\u6254\u7ed9Codex&#xff0c;\u5b83\u4f1a\u81ea\u5df1\u5206\u6790\u9519\u8bef\u3001\u5b9a\u4f4d\u4ee3\u7801\u3001\u4fee\u590d\u95ee\u9898\u3002<\/p>\n<p><span class=\"token comment\"># \u628a\u62a5\u9519\u4fe1\u606f\u901a\u8fc7\u7ba1\u9053\u4f20\u7ed9Codex<\/span><br \/>\npytest tests\/ <span class=\"token operator\"><span class=\"token file-descriptor important\">2<\/span>&gt;<\/span><span class=\"token file-descriptor important\">&amp;1<\/span> <span class=\"token operator\">|<\/span> codex <span class=\"token builtin class-name\">exec<\/span> &#8211;full-auto <span class=\"token string\">&#034;\u5206\u6790\u8fd9\u4e9b\u6d4b\u8bd5\u5931\u8d25\u7684\u539f\u56e0&#xff0c;\u5e76\u4fee\u590d\u4ee3\u7801\u4e2d\u7684bug&#034;<\/span><\/p>\n<h4>2.5 \u4e00\u53e5\u8bdd\u603b\u7ed3<\/h4>\n<p>Codex\u7684\u4ef7\u503c\u4e0d\u662f&#034;\u66ff\u4f60\u5199\u4ee3\u7801&#034;&#xff0c;\u800c\u662f&#034;\u66ff\u4f60\u5e72\u90a3\u4e9b\u4f60\u4e0d\u60f3\u5e72\u4f46\u53c8\u5fc5\u987b\u5e72\u7684\u6d3b&#034;&#xff0c;\u8ba9\u4f60\u628a\u7cbe\u529b\u96c6\u4e2d\u5728\u771f\u6b63\u9700\u8981\u521b\u9020\u529b\u7684\u5730\u65b9\u3002<\/p>\n<hr \/>\n<h3>\u4e09\u3001Codex\u662f\u600e\u4e48\u6f14\u8fdb\u8fc7\u6765\u7684&#xff1f;<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260918202009-6aad9cf919d56.jpg\" alt=\"Codex\u6f14\u8fdb\u5386\u7a0b\" \/><\/p>\n<p>\u5f88\u591a\u4eba\u4ee5\u4e3aCodex\u662f2025\u5e74\u624d\u51fa\u6765\u7684\u65b0\u4ea7\u54c1&#xff0c;\u5176\u5b9e\u5b83\u5df2\u7ecf\u67095\u5e74\u5386\u53f2\u4e86\u3002\u7406\u89e3\u5b83\u7684\u6f14\u8fdb\u5386\u7a0b&#xff0c;\u80fd\u5e2e\u4f60\u66f4\u597d\u5730\u7406\u89e3\u5b83\u7684\u8bbe\u8ba1\u51b3\u7b56\u3002<\/p>\n<h4>3.1 \u7b2c\u4e00\u4e16&#xff1a;2021\u5e74&#xff0c;\u90a3\u4e2a&#034;\u61c2\u4ee3\u7801\u7684GPT&#034;<\/h4>\n<p>2021\u5e747\u6708&#xff0c;OpenAI\u5728arXiv\u6302\u51fa\u8bba\u6587\u300aEvaluating Large Language Models Trained on Code\u300b&#xff0c;Codex\u6b63\u5f0f\u8fdb\u5165\u89c6\u91ce\u3002<\/p>\n<ul>\n<li>\u67b6\u6784&#xff1a;\u57fa\u4e8eGPT-3\u7684decoder-only Transformer<\/li>\n<li>\u53c2\u6570\u89c4\u6a21&#xff1a;120\u4ebf<\/li>\n<li>\u8bad\u7ec3\u6570\u636e&#xff1a;\u7b5b\u9009GitHub 5400\u4e07\u4e2a\u516c\u5f00\u4ed3\u5e93&#xff0c;\u603b\u8ba1159GB\u9ad8\u8d28\u91cf\u4ee3\u7801<\/li>\n<li>\u80fd\u529b&#xff1a;HumanEval\u57fa\u51c6\u6d4b\u8bd5\u8fbe\u523028.8%\u7684\u901a\u8fc7\u7387<\/li>\n<li>\u7528\u9014&#xff1a;\u7ed9GitHub Copilot\u4f9b\u8840&#xff0c;\u505a\u4ee3\u7801\u8865\u5168<\/li>\n<\/ul>\n<p>\u8fd9\u4e2a\u65f6\u671f\u7684Codex&#xff0c;\u672c\u8d28\u4e0a\u5c31\u662f\u4e00\u4e2a&#034;\u4ee3\u7801\u8865\u5168\u6a21\u578b&#034;&#xff0c;\u4f60\u5199\u4e00\u534a&#xff0c;\u5b83\u5e2e\u4f60\u8865\u53e6\u4e00\u534a\u3002<\/p>\n<h4>3.2 \u6c89\u5bc2\u671f&#xff1a;2022-2024\u5e74&#xff0c;\u540d\u5b57\u88ab\u96ea\u85cf<\/h4>\n<p>2022\u5e74\u4e4b\u540e&#xff0c;OpenAI\u628a\u91cd\u5fc3\u653e\u5728\u4e86ChatGPT\u548cGPT-4\u4e0a&#xff0c;Codex\u8fd9\u4e2a\u540d\u5b57\u9010\u6e10\u6de1\u51fa\u516c\u4f17\u89c6\u91ce\u3002\u4f46\u5185\u90e8\u4e00\u76f4\u5728\u79ef\u7d2fAgent\u76f8\u5173\u7684\u6280\u672f\u3002<\/p>\n<h4>3.3 \u7b2c\u4e8c\u4e16&#xff1a;2025\u5e744\u6708&#xff0c;Codex CLI\u5f00\u6e90<\/h4>\n<p>2025\u5e744\u6708&#xff0c;OpenAI\u7a81\u7136\u53d1\u5e03Codex CLI&#xff0c;\u4e00\u4e2a\u7528Rust\u5199\u7684\u672c\u5730\u7ec8\u7aefAgent\u3002<\/p>\n<ul>\n<li>\u6838\u5fc3\u53d8\u5316&#xff1a;\u4ece&#034;\u6a21\u578b&#034;\u53d8\u6210\u4e86&#034;Agent&#034;&#xff0c;\u4e0d\u518d\u53ea\u662f\u8865\u5168\u4ee3\u7801&#xff0c;\u800c\u662f\u80fd\u6267\u884c\u5b8c\u6574\u4efb\u52a1<\/li>\n<li>\u6280\u672f\u6808&#xff1a;Rust\u91cd\u5199\u6838\u5fc3&#xff0c;\u96f6\u4f9d\u8d56\u5b89\u88c5<\/li>\n<li>\u6c99\u7bb1&#xff1a;\u539f\u751f\u652f\u6301macOS Seatbelt\u3001Linux Landlock&#043;seccomp\u3001Windows Job Objects<\/li>\n<li>\u5f00\u6e90\u534f\u8bae&#xff1a;Apache-2.0<\/li>\n<\/ul>\n<p>\u53d1\u5e03\u540enpm\u5468\u4e0b\u8f7d\u91cf\u5f88\u5feb\u51b2\u5230\u767e\u4e07\u7ea7&#xff0c;\u6210\u4e3a\u5f53\u65f6\u6700\u706b\u7684AI\u7f16\u7a0b\u5de5\u5177\u3002<\/p>\n<h4>3.4 2025\u5e745\u6708&#xff0c;\u4e91\u7aefAgent\u9884\u89c8<\/h4>\n<p>OpenAI\u63a8\u51fa\u57fa\u4e8e\u4e91\u6c99\u7bb1\u7684\u5e76\u884c\u8f6f\u4ef6\u5de5\u7a0b\u667a\u80fd\u4f53&#xff0c;\u5148\u7ed9Pro\/Enterprise\u7528\u6237&#xff0c;6\u6708\u5f00\u653e\u5230Plus\u7528\u6237\u3002<\/p>\n<ul>\n<li>\u6838\u5fc3\u53d8\u5316&#xff1a;\u4ece&#034;\u672c\u5730\u8fd0\u884c&#034;\u53d8\u6210&#034;\u4e91\u7aef\u8fd0\u884c&#034;&#xff0c;\u53ef\u4ee5\u5e76\u884c\u5904\u7406\u591a\u4e2a\u4efb\u52a1<\/li>\n<li>\u80fd\u529b&#xff1a;\u53ef\u4ee5\u540c\u65f6\u5f00\u591a\u4e2a\u5b50\u4efb\u52a1&#xff0c;\u6bcf\u4e2a\u5b50\u4efb\u52a1\u5728\u72ec\u7acb\u7684\u6c99\u7bb1\u4e2d\u8fd0\u884c<\/li>\n<li>\u6a21\u578b&#xff1a;codex-1\u548ccodex-mini<\/li>\n<\/ul>\n<h4>3.5 2025\u5e749\u6708&#xff0c;GPT-5-Codex\u6210\u4e3a\u9ed8\u8ba4<\/h4>\n<p>GPT-5-Codex\u6a21\u578b\u6210\u4e3a\u4e91\u7aef\u9ed8\u8ba4&#xff0c;\u5f15\u5165Skills\u548cAutomations\u529f\u80fd\u3002<\/p>\n<ul>\n<li>Skills&#xff1a;\u53ef\u590d\u7528\u7684\u6280\u80fd\u5305&#xff0c;\u6bd4\u5982&#034;\u5199\u5355\u6d4b&#034;\u3001\u201c\u4ee3\u7801\u5ba1\u67e5\u201d<\/li>\n<li>Automations&#xff1a;\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41&#xff0c;\u53ef\u4ee5\u5b9a\u65f6\u6267\u884c\u4efb\u52a1<\/li>\n<\/ul>\n<h4>3.6 2026\u5e74\u4e0a\u534a\u5e74&#xff0c;\u751f\u6001\u7206\u53d1<\/h4>\n<ul>\n<li>\u684c\u9762App\u53d1\u5e03<\/li>\n<li>Codex Security\u5b89\u5168\u626b\u63cf\u529f\u80fd<\/li>\n<li>\u5b50\u4ee3\u7406&#xff08;Subagents&#xff09;\u529f\u80fd<\/li>\n<li>GPT-5.3\/5.4-Codex\u6a21\u578b\u76f8\u7ee7\u843d\u5730<\/li>\n<li>\u4e0eGitHub Copilot\u6df1\u5ea6\u96c6\u6210<\/li>\n<\/ul>\n<h4>3.7 2026\u5e748\u6708&#xff0c;Harness\u5168\u9762\u5f00\u6e90<\/h4>\n<p>\u8fd9\u662f\u91cc\u7a0b\u7891\u5f0f\u7684\u4e8b\u4ef6\u3002OpenAI\u628a\u9a71\u52a8\u6240\u6709Codex\u4ea7\u54c1\u7684\u5e95\u5c42\u6267\u884c\u6846\u67b6\u2014\u2014Codex Agent Harness\u5168\u9762\u5f00\u6e90\u3002<\/p>\n<p>\u5f00\u6e90\u7684\u5185\u5bb9\u5305\u62ec&#xff1a;<\/p>\n<ul>\n<li>Rust\u6838\u5fc3&#xff08;codex-rs&#xff09;<\/li>\n<li>App Server\u9a71\u52a8\u5c42<\/li>\n<li>\u5b8c\u6574\u7684SDK\u96c6\u6210\u63a5\u53e3&#xff08;TypeScript\u548cPython&#xff09;<\/li>\n<li>\u4e09\u5c42\u96c6\u6210\u63a5\u53e3&#xff1a;codex exec\u3001Codex SDK\u3001App Server<\/li>\n<\/ul>\n<p>\u8fd9\u610f\u5473\u7740&#xff0c;\u4f60\u73b0\u5728\u53ef\u4ee5\u628aCodex\u7684\u6838\u5fc3\u5d4c\u5165\u5230\u81ea\u5df1\u7684\u4ea7\u54c1\u4e2d&#xff0c;\u6253\u9020\u5c5e\u4e8e\u81ea\u5df1\u7684AI\u7f16\u7a0bAgent\u3002<\/p>\n<hr \/>\n<h3>\u56db\u3001Codex\u6e90\u7801\u67b6\u6784\u6df1\u5ea6\u89e3\u8bfb<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260918202009-6aad9cf9adf20.jpg\" alt=\"Codex\u6e90\u7801\u6838\u5fc3\u6a21\u5757\" \/><\/p>\n<p>\u7ec8\u4e8e\u5230\u4e86\u6700\u786c\u6838\u7684\u90e8\u5206\u3002\u6211\u4eec\u6765\u62c6\u5f00Codex\u7684\u6e90\u7801&#xff0c;\u770b\u770b\u5b83\u5230\u5e95\u662f\u600e\u4e48\u5de5\u4f5c\u7684\u3002<\/p>\n<h4>4.1 \u6574\u4f53\u76ee\u5f55\u7ed3\u6784<\/h4>\n<p>\u5148\u770b\u4e00\u4e0b\u4ed3\u5e93\u7684\u6838\u5fc3\u76ee\u5f55\u7ed3\u6784&#xff1a;<\/p>\n<p>openai\/codex\/<br \/>\n\u251c\u2500\u2500 codex-rs\/                    # Rust\u6838\u5fc3&#xff0c;\u6240\u6709Agent\u903b\u8f91\u90fd\u5728\u8fd9\u91cc<br \/>\n\u2502   \u251c\u2500\u2500 core\/                    # \u6838\u5fc3\u5f15\u64ce&#xff1a;Session\u3001Turn\u3001\u4e0a\u4e0b\u6587\u3001\u5de5\u5177\u8c03\u5ea6<br \/>\n\u2502   \u251c\u2500\u2500 session\/                 # \u4f1a\u8bdd\u7ba1\u7406&#xff1a;turn\u5faa\u73af\u3001\u8f93\u5165\u961f\u5217<br \/>\n\u2502   \u251c\u2500\u2500 context_manager\/         # \u4e0a\u4e0b\u6587\u7ba1\u7406&#xff1a;\u5386\u53f2\u6d88\u606f\u3001\u538b\u7f29\u3001\u6ce8\u5165<br \/>\n\u2502   \u251c\u2500\u2500 tools\/                   # \u5de5\u5177\u8fd0\u884c\u65f6&#xff1a;Shell\u3001\u6587\u4ef6\u3001MCP<br \/>\n\u2502   \u251c\u2500\u2500 sandboxing\/              # \u8de8\u5e73\u53f0\u6c99\u7bb1\u62bd\u8c61<br \/>\n\u2502   \u251c\u2500\u2500 linux-sandbox\/           # Linux Landlock \/ bubblewrap<br \/>\n\u2502   \u251c\u2500\u2500 windows-sandbox-rs\/      # Windows \u53d7\u9650token\u3001ACL<br \/>\n\u2502   \u251c\u2500\u2500 thread-store\/            # \u7ebf\u7a0b\u6301\u4e45\u5316\u62bd\u8c61<br \/>\n\u2502   \u251c\u2500\u2500 skills\/                  # \u6280\u80fd\u53d1\u73b0\u3001\u52a0\u8f7d\u3001\u6e32\u67d3<br \/>\n\u2502   \u251c\u2500\u2500 plugins\/                 # \u63d2\u4ef6\u7cfb\u7edf<br \/>\n\u2502   \u251c\u2500\u2500 mcp-server\/              # MCP\u534f\u8bae\u670d\u52a1\u7aef<br \/>\n\u2502   \u251c\u2500\u2500 app-server\/              # JSON-RPC 2.0 App Server<br \/>\n\u2502   \u251c\u2500\u2500 tui\/                     # \u7ec8\u7aefUI<br \/>\n\u2502   \u2514\u2500\u2500 exec\/                    # \u975e\u4ea4\u4e92\u6267\u884c\u5165\u53e3<br \/>\n\u251c\u2500\u2500 sdk\/<br \/>\n\u2502   \u251c\u2500\u2500 typescript\/              # TypeScript SDK<br \/>\n\u2502   \u2514\u2500\u2500 python\/                  # Python SDK<br \/>\n\u2514\u2500\u2500 docs\/                        # \u6587\u6863<\/p>\n<h4>4.2 \u6838\u5fc3\u6982\u5ff5&#xff1a;Thread\u3001Session\u3001Turn\u3001Step<\/h4>\n<p>\u8981\u7406\u89e3Codex\u7684\u6e90\u7801&#xff0c;\u9996\u5148\u8981\u7406\u89e3\u8fd9\u56db\u4e2a\u6838\u5fc3\u6982\u5ff5&#xff1a;<\/p>\n<table>\n<tr>\u6982\u5ff5\u7c7b\u6bd4\u8bf4\u660e<\/tr>\n<tbody>\n<tr>\n<td>Thread<\/td>\n<td>\u4e00\u6b21\u5bf9\u8bdd<\/td>\n<td>\u7528\u6237\u548cAgent\u7684\u4e00\u6b21\u5b8c\u6574\u4f1a\u8bdd&#xff0c;\u5305\u542b\u6240\u6709\u5386\u53f2\u6d88\u606f<\/td>\n<\/tr>\n<tr>\n<td>Session<\/td>\n<td>\u4e00\u6b21\u8fd0\u884c<\/td>\n<td>Thread\u7684\u4e00\u6b21\u8fd0\u884c\u5b9e\u4f8b&#xff0c;\u7ba1\u7406\u5f53\u524d\u72b6\u6001<\/td>\n<\/tr>\n<tr>\n<td>Turn<\/td>\n<td>\u4e00\u8f6e\u4ea4\u4e92<\/td>\n<td>\u7528\u6237\u53d1\u4e00\u6761\u6d88\u606f&#xff0c;Agent\u5904\u7406\u5b8c\u8fd4\u56de&#xff0c;\u8fd9\u662f\u4e00\u4e2aTurn<\/td>\n<\/tr>\n<tr>\n<td>Step<\/td>\n<td>\u4e00\u6b21\u6a21\u578b\u8c03\u7528<\/td>\n<td>\u4e00\u4e2aTurn\u53ef\u80fd\u5305\u542b\u591a\u6b21\u6a21\u578b\u8c03\u7528&#xff08;\u601d\u8003-&gt;\u8c03\u5de5\u5177-&gt;\u770b\u7ed3\u679c-&gt;\u518d\u601d\u8003&#xff09;<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u7528\u9910\u5385\u7684\u4f8b\u5b50&#xff1a;<\/p>\n<ul>\n<li>Thread &#061; \u4e00\u684c\u5ba2\u4eba\u4ece\u5165\u5ea7\u5230\u79bb\u5f00\u7684\u5168\u8fc7\u7a0b<\/li>\n<li>Session &#061; \u8fd9\u684c\u5ba2\u4eba\u5f53\u524d\u7684\u7528\u9910\u72b6\u6001&#xff08;\u70b9\u83dc\u4e2d\/\u4e0a\u83dc\u4e2d\/\u7528\u9910\u4e2d&#xff09;<\/li>\n<li>Turn &#061; \u5ba2\u4eba\u53eb\u4e00\u6b21\u670d\u52a1\u5458&#xff0c;\u670d\u52a1\u5458\u5904\u7406\u5b8c\u56de\u6765<\/li>\n<li>Step &#061; \u670d\u52a1\u5458\u5904\u7406\u8fc7\u7a0b\u4e2d\u7684\u4e00\u4e2a\u52a8\u4f5c&#xff08;\u53bb\u53a8\u623f\u4e0b\u5355\/\u7aef\u83dc\/\u7ed3\u8d26&#xff09;<\/li>\n<\/ul>\n<h4>4.3 Agent Loop\u6838\u5fc3\u6e90\u7801\u89e3\u6790<\/h4>\n<p>Agent Loop\u662fCodex\u7684\u5fc3\u810f&#xff0c;\u8d1f\u8d23\u534f\u8c03\u7528\u6237\u3001\u6a21\u578b\u548c\u5de5\u5177\u3002\u6838\u5fc3\u903b\u8f91\u5728codex-rs\/core\/session\/turn.rs\u7684run_turn\u51fd\u6570\u4e2d\u3002<\/p>\n<p>\u6211\u4eec\u6765\u770b\u7b80\u5316\u7248\u7684\u6838\u5fc3\u903b\u8f91&#xff1a;<\/p>\n<p><span class=\"token comment\">\/\/ codex-rs\/core\/session\/turn.rs<\/span><br \/>\n<span class=\"token keyword\">pub<\/span> <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">fn<\/span> <span class=\"token function-definition function\">run_turn<\/span><span class=\"token punctuation\">(<\/span><br \/>\n    <span class=\"token operator\">&amp;<\/span><span class=\"token keyword\">mut<\/span> <span class=\"token keyword\">self<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    turn_context<span class=\"token punctuation\">:<\/span> <span class=\"token operator\">&amp;<\/span><span class=\"token class-name\">TurnContext<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    input<span class=\"token punctuation\">:<\/span> <span class=\"token class-name\">UserInput<\/span><span class=\"token punctuation\">,<\/span><br \/>\n<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">-&gt;<\/span> <span class=\"token class-name\">Result<\/span><span class=\"token operator\">&lt;<\/span><span class=\"token class-name\">TurnOutput<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token comment\">\/\/ \u7b2c1\u6b65&#xff1a;\u6784\u5efa\u521d\u59cb\u4e0a\u4e0b\u6587<\/span><br \/>\n    <span class=\"token keyword\">let<\/span> <span class=\"token keyword\">mut<\/span> context <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">self<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">build_initial_context<\/span><span class=\"token punctuation\">(<\/span>turn_context<span class=\"token punctuation\">,<\/span> input<span class=\"token punctuation\">)<\/span><span class=\"token operator\">?<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token comment\">\/\/ \u7b2c2\u6b65&#xff1a;\u8fdb\u5165\u5faa\u73af&#xff0c;\u76f4\u5230\u6a21\u578b\u7ed9\u51fa\u6700\u7ec8\u56de\u7b54\u6216\u8fbe\u5230\u6700\u5927\u6b65\u6570<\/span><br \/>\n    <span class=\"token keyword\">let<\/span> <span class=\"token keyword\">mut<\/span> step_count <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token keyword\">while<\/span> step_count <span class=\"token operator\">&lt;<\/span> turn_context<span class=\"token punctuation\">.<\/span>max_steps <span class=\"token punctuation\">{<\/span><br \/>\n        step_count <span class=\"token operator\">&#043;&#061;<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token comment\">\/\/ \u7b2c3\u6b65&#xff1a;\u8c03\u7528\u6a21\u578b&#xff0c;\u83b7\u53d6\u54cd\u5e94<\/span><br \/>\n        <span class=\"token keyword\">let<\/span> model_response <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">self<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">call_model<\/span><span class=\"token punctuation\">(<\/span><span class=\"token operator\">&amp;<\/span>context<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token keyword\">await<\/span><span class=\"token operator\">?<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token comment\">\/\/ \u7b2c4\u6b65&#xff1a;\u89e3\u6790\u6a21\u578b\u54cd\u5e94<\/span><br \/>\n        <span class=\"token keyword\">match<\/span> model_response <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token class-name\">ModelResponse<\/span><span class=\"token punctuation\">::<\/span><span class=\"token class-name\">Text<\/span><span class=\"token punctuation\">(<\/span>text<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#061;&gt;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n                <span class=\"token comment\">\/\/ \u6a21\u578b\u7ed9\u51fa\u4e86\u6587\u672c\u56de\u7b54&#xff0c;\u8fd9\u8f6e\u7ed3\u675f<\/span><br \/>\n                <span class=\"token keyword\">return<\/span> <span class=\"token class-name\">Ok<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">TurnOutput<\/span><span class=\"token punctuation\">::<\/span><span class=\"token class-name\">Final<\/span><span class=\"token punctuation\">(<\/span>text<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n            <span class=\"token punctuation\">}<\/span><br \/>\n            <span class=\"token class-name\">ModelResponse<\/span><span class=\"token punctuation\">::<\/span><span class=\"token class-name\">ToolCall<\/span><span class=\"token punctuation\">(<\/span>tool_calls<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#061;&gt;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n                <span class=\"token comment\">\/\/ \u6a21\u578b\u8981\u6c42\u8c03\u7528\u5de5\u5177<\/span><br \/>\n                <span class=\"token keyword\">for<\/span> tool_call <span class=\"token keyword\">in<\/span> tool_calls <span class=\"token punctuation\">{<\/span><br \/>\n                    <span class=\"token comment\">\/\/ \u7b2c5\u6b65&#xff1a;\u68c0\u67e5\u6743\u9650&#xff0c;\u662f\u5426\u9700\u8981\u7528\u6237\u5ba1\u6279<\/span><br \/>\n                    <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">self<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">needs_approval<\/span><span class=\"token punctuation\">(<\/span><span class=\"token operator\">&amp;<\/span>tool_call<span class=\"token punctuation\">,<\/span> turn_context<span class=\"token punctuation\">)<\/span><span class=\"token operator\">?<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n                        <span class=\"token keyword\">return<\/span> <span class=\"token class-name\">Ok<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">TurnOutput<\/span><span class=\"token punctuation\">::<\/span><span class=\"token class-name\">NeedsApproval<\/span><span class=\"token punctuation\">(<\/span>tool_call<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n                    <span class=\"token punctuation\">}<\/span><\/p>\n<p>                    <span class=\"token comment\">\/\/ \u7b2c6\u6b65&#xff1a;\u5728\u6c99\u7bb1\u4e2d\u6267\u884c\u5de5\u5177<\/span><br \/>\n                    <span class=\"token keyword\">let<\/span> result <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">self<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">execute_tool<\/span><span class=\"token punctuation\">(<\/span><span class=\"token operator\">&amp;<\/span>tool_call<span class=\"token punctuation\">,<\/span> turn_context<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token keyword\">await<\/span><span class=\"token operator\">?<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>                    <span class=\"token comment\">\/\/ \u7b2c7\u6b65&#xff1a;\u628a\u5de5\u5177\u7ed3\u679c\u52a0\u5165\u4e0a\u4e0b\u6587&#xff0c;\u7ee7\u7eed\u5faa\u73af<\/span><br \/>\n                    context<span class=\"token punctuation\">.<\/span><span class=\"token function\">push_tool_result<\/span><span class=\"token punctuation\">(<\/span>tool_call<span class=\"token punctuation\">,<\/span> result<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n                <span class=\"token punctuation\">}<\/span><br \/>\n            <span class=\"token punctuation\">}<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><\/p>\n<p>    <span class=\"token class-name\">Err<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">TurnError<\/span><span class=\"token punctuation\">::<\/span><span class=\"token class-name\">MaxStepsExceeded<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u8fd9\u4e2a\u5faa\u73af\u7684\u6838\u5fc3\u601d\u60f3\u662f&#xff1a;\u6a21\u578b\u4e0d\u662f\u4e00\u6b21\u6027\u7ed9\u51fa\u7b54\u6848&#xff0c;\u800c\u662f\u4e0d\u65ad\u5730&#034;\u601d\u8003-&gt;\u884c\u52a8-&gt;\u89c2\u5bdf-&gt;\u518d\u601d\u8003&#034;&#xff0c;\u76f4\u5230\u5b8c\u6210\u4efb\u52a1\u3002<\/p>\n<p>\u8fd9\u5c31\u662fReAct&#xff08;Reasoning &#043; Acting&#xff09;\u6a21\u5f0f\u7684\u5de5\u7a0b\u5316\u5b9e\u73b0\u3002<\/p>\n<h4>4.4 \u4e0a\u4e0b\u6587\u7ba1\u7406&#xff1a;ContextManager<\/h4>\n<p>\u4e0a\u4e0b\u6587\u7ba1\u7406\u662fAgent\u6700\u5173\u952e\u7684\u6280\u672f\u4e4b\u4e00\u3002\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u662f\u6709\u9650\u7684&#xff08;\u6bd4\u5982200K tokens&#xff09;&#xff0c;\u4f46\u4e00\u4e2a\u9879\u76ee\u53ef\u80fd\u6709\u51e0\u767e\u4e07\u884c\u4ee3\u7801\u3002\u600e\u4e48\u5728\u6709\u9650\u7684\u4e0a\u4e0b\u6587\u91cc\u585e\u4e0b\u6700\u6709\u7528\u7684\u4fe1\u606f&#xff1f;<\/p>\n<p>Codex\u7684ContextManager\u505a\u4e86\u8fd9\u51e0\u4ef6\u4e8b&#xff1a;<\/p>\n<p><span class=\"token comment\">\/\/ codex-rs\/core\/context_manager\/mod.rs<\/span><br \/>\n<span class=\"token keyword\">pub<\/span> <span class=\"token keyword\">struct<\/span> <span class=\"token type-definition class-name\">ContextManager<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    history<span class=\"token punctuation\">:<\/span> <span class=\"token class-name\">ConversationHistory<\/span><span class=\"token punctuation\">,<\/span>    <span class=\"token comment\">\/\/ \u5bf9\u8bdd\u5386\u53f2<\/span><br \/>\n    system_prompt<span class=\"token punctuation\">:<\/span> <span class=\"token class-name\">SystemPrompt<\/span><span class=\"token punctuation\">,<\/span>     <span class=\"token comment\">\/\/ \u7cfb\u7edf\u63d0\u793a\u8bcd<\/span><br \/>\n    tool_schemas<span class=\"token punctuation\">:<\/span> <span class=\"token class-name\">ToolSchemas<\/span><span class=\"token punctuation\">,<\/span>       <span class=\"token comment\">\/\/ \u5de5\u5177\u5b9a\u4e49<\/span><br \/>\n    compact_strategy<span class=\"token punctuation\">:<\/span> <span class=\"token class-name\">CompactStrategy<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token comment\">\/\/ \u538b\u7f29\u7b56\u7565<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p><span class=\"token keyword\">impl<\/span> <span class=\"token class-name\">ContextManager<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token keyword\">pub<\/span> <span class=\"token keyword\">fn<\/span> <span class=\"token function-definition function\">build_context<\/span><span class=\"token punctuation\">(<\/span><span class=\"token operator\">&amp;<\/span><span class=\"token keyword\">self<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">-&gt;<\/span> <span class=\"token class-name\">Result<\/span><span class=\"token operator\">&lt;<\/span><span class=\"token class-name\">Context<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token keyword\">let<\/span> <span class=\"token keyword\">mut<\/span> context <span class=\"token operator\">&#061;<\/span> <span class=\"token class-name\">Context<\/span><span class=\"token punctuation\">::<\/span><span class=\"token function\">new<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token comment\">\/\/ 1. \u7cfb\u7edf\u63d0\u793a\u8bcd&#xff08;\u6c38\u8fdc\u4fdd\u7559&#xff09;<\/span><br \/>\n        context<span class=\"token punctuation\">.<\/span><span class=\"token function\">push<\/span><span class=\"token punctuation\">(<\/span><span class=\"token keyword\">self<\/span><span class=\"token punctuation\">.<\/span>system_prompt<span class=\"token punctuation\">.<\/span><span class=\"token function\">render<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token comment\">\/\/ 2. \u5de5\u5177\u5b9a\u4e49&#xff08;\u6c38\u8fdc\u4fdd\u7559&#xff09;<\/span><br \/>\n        context<span class=\"token punctuation\">.<\/span><span class=\"token function\">push<\/span><span class=\"token punctuation\">(<\/span><span class=\"token keyword\">self<\/span><span class=\"token punctuation\">.<\/span>tool_schemas<span class=\"token punctuation\">.<\/span><span class=\"token function\">render<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token comment\">\/\/ 3. AGENTS.md\u5185\u5bb9&#xff08;\u9879\u76ee\u89c4\u8303&#xff0c;\u6c38\u8fdc\u4fdd\u7559&#xff09;<\/span><br \/>\n        context<span class=\"token punctuation\">.<\/span><span class=\"token function\">push<\/span><span class=\"token punctuation\">(<\/span><span class=\"token keyword\">self<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">load_agents_md<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token operator\">?<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token comment\">\/\/ 4. \u6700\u8fd1\u7684\u5bf9\u8bdd\u5386\u53f2&#xff08;\u4fdd\u7559\u6700\u8fd1N\u8f6e&#xff09;<\/span><br \/>\n        context<span class=\"token punctuation\">.<\/span><span class=\"token function\">push<\/span><span class=\"token punctuation\">(<\/span><span class=\"token keyword\">self<\/span><span class=\"token punctuation\">.<\/span>history<span class=\"token punctuation\">.<\/span><span class=\"token function\">recent_turns<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">10<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token comment\">\/\/ 5. \u66f4\u65e9\u7684\u5386\u53f2&#xff08;\u538b\u7f29\u6210\u6458\u8981&#xff09;<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">self<\/span><span class=\"token punctuation\">.<\/span>history<span class=\"token punctuation\">.<\/span><span class=\"token function\">len<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&gt;<\/span> <span class=\"token number\">10<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token keyword\">let<\/span> summary <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">self<\/span><span class=\"token punctuation\">.<\/span>compact_strategy<span class=\"token punctuation\">.<\/span><span class=\"token function\">compress<\/span><span class=\"token punctuation\">(<\/span><br \/>\n                <span class=\"token keyword\">self<\/span><span class=\"token punctuation\">.<\/span>history<span class=\"token punctuation\">.<\/span><span class=\"token function\">older_turns<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">10<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">)<\/span><span class=\"token operator\">?<\/span><span class=\"token punctuation\">;<\/span><br \/>\n            context<span class=\"token punctuation\">.<\/span><span class=\"token function\">push<\/span><span class=\"token punctuation\">(<\/span>summary<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><\/p>\n<p>        <span class=\"token comment\">\/\/ 6. \u5982\u679c\u8fd8\u8d85\u9884\u7b97&#xff0c;\u7ee7\u7eed\u538b\u7f29<\/span><br \/>\n        <span class=\"token keyword\">while<\/span> context<span class=\"token punctuation\">.<\/span><span class=\"token function\">token_count<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&gt;<\/span> <span class=\"token keyword\">self<\/span><span class=\"token punctuation\">.<\/span>max_tokens <span class=\"token punctuation\">{<\/span><br \/>\n            context<span class=\"token punctuation\">.<\/span><span class=\"token function\">compact_one_layer<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token operator\">?<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><\/p>\n<p>        <span class=\"token class-name\">Ok<\/span><span class=\"token punctuation\">(<\/span>context<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u5927\u767d\u8bdd\u89e3\u91ca&#xff1a;\u4e0a\u4e0b\u6587\u7ba1\u7406\u5c31\u50cf\u4f60\u6574\u7406\u884c\u674e\u7bb1\u3002\u7cfb\u7edf\u63d0\u793a\u8bcd\u548c\u5de5\u5177\u5b9a\u4e49\u662f&#034;\u8eab\u4efd\u8bc1\u548c\u62a4\u7167&#034;&#xff0c;\u5fc5\u987b\u5e26&#xff1b;AGENTS.md\u662f&#034;\u65c5\u884c\u653b\u7565&#034;&#xff0c;\u5fc5\u987b\u5e26&#xff1b;\u6700\u8fd1\u7684\u5bf9\u8bdd\u662f&#034;\u521a\u4e70\u7684\u7eaa\u5ff5\u54c1&#034;&#xff0c;\u4f18\u5148\u5e26&#xff1b;\u66f4\u65e9\u7684\u5386\u53f2\u662f&#034;\u65e7\u8863\u670d&#034;&#xff0c;\u538b\u7f29\u6210\u6458\u8981\u5e26&#xff1b;\u5b9e\u5728\u88c5\u4e0d\u4e0b&#xff0c;\u5c31\u6254\u6700\u4e0d\u91cd\u8981\u7684\u3002<\/p>\n<h4>4.5 \u5de5\u5177\u8c03\u5ea6&#xff1a;Tool Runtime<\/h4>\n<p>\u5de5\u5177\u662fAgent\u4e0e\u771f\u5b9e\u4e16\u754c\u4ea4\u4e92\u7684\u6865\u6881\u3002Codex\u5185\u7f6e\u4e86\u8fd9\u4e9b\u5de5\u5177&#xff1a;<\/p>\n<table>\n<tr>\u5de5\u5177\u529f\u80fd<\/tr>\n<tbody>\n<tr>\n<td>shell<\/td>\n<td>\u6267\u884cShell\u547d\u4ee4<\/td>\n<\/tr>\n<tr>\n<td>read_file<\/td>\n<td>\u8bfb\u53d6\u6587\u4ef6<\/td>\n<\/tr>\n<tr>\n<td>write_file<\/td>\n<td>\u5199\u5165\u6587\u4ef6<\/td>\n<\/tr>\n<tr>\n<td>apply_patch<\/td>\n<td>\u5e94\u7528\u8865\u4e01&#xff08;\u4fee\u6539\u6587\u4ef6&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>grep<\/td>\n<td>\u641c\u7d22\u4ee3\u7801<\/td>\n<\/tr>\n<tr>\n<td>glob<\/td>\n<td>\u5339\u914d\u6587\u4ef6<\/td>\n<\/tr>\n<tr>\n<td>mcp<\/td>\n<td>\u8c03\u7528MCP\u534f\u8bae\u7684\u5916\u90e8\u5de5\u5177<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5de5\u5177\u6267\u884c\u7684\u6838\u5fc3\u903b\u8f91&#xff1a;<\/p>\n<p><span class=\"token comment\">\/\/ codex-rs\/core\/tools\/runtime.rs<\/span><br \/>\n<span class=\"token keyword\">pub<\/span> <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">fn<\/span> <span class=\"token function-definition function\">execute_tool<\/span><span class=\"token punctuation\">(<\/span><br \/>\n    <span class=\"token operator\">&amp;<\/span><span class=\"token keyword\">self<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    tool_call<span class=\"token punctuation\">:<\/span> <span class=\"token operator\">&amp;<\/span><span class=\"token class-name\">ToolCall<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    turn_context<span class=\"token punctuation\">:<\/span> <span class=\"token operator\">&amp;<\/span><span class=\"token class-name\">TurnContext<\/span><span class=\"token punctuation\">,<\/span><br \/>\n<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">-&gt;<\/span> <span class=\"token class-name\">Result<\/span><span class=\"token operator\">&lt;<\/span><span class=\"token class-name\">ToolResult<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token comment\">\/\/ \u7b2c1\u6b65&#xff1a;\u67e5\u627e\u5de5\u5177\u5b9a\u4e49<\/span><br \/>\n    <span class=\"token keyword\">let<\/span> tool <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">self<\/span><span class=\"token punctuation\">.<\/span>registry<span class=\"token punctuation\">.<\/span><span class=\"token function\">get<\/span><span class=\"token punctuation\">(<\/span><span class=\"token operator\">&amp;<\/span>tool_call<span class=\"token punctuation\">.<\/span>name<span class=\"token punctuation\">)<\/span><span class=\"token operator\">?<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token comment\">\/\/ \u7b2c2\u6b65&#xff1a;\u9a8c\u8bc1\u53c2\u6570<\/span><br \/>\n    <span class=\"token keyword\">let<\/span> params <span class=\"token operator\">&#061;<\/span> tool<span class=\"token punctuation\">.<\/span><span class=\"token function\">validate_params<\/span><span class=\"token punctuation\">(<\/span><span class=\"token operator\">&amp;<\/span>tool_call<span class=\"token punctuation\">.<\/span>arguments<span class=\"token punctuation\">)<\/span><span class=\"token operator\">?<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token comment\">\/\/ \u7b2c3\u6b65&#xff1a;\u68c0\u67e5\u6267\u884c\u7b56\u7565&#xff08;\u662f\u5426\u5141\u8bb8\u3001\u662f\u5426\u9700\u8981\u5ba1\u6279&#xff09;<\/span><br \/>\n    <span class=\"token keyword\">self<\/span><span class=\"token punctuation\">.<\/span>exec_policy<span class=\"token punctuation\">.<\/span><span class=\"token function\">check<\/span><span class=\"token punctuation\">(<\/span><span class=\"token operator\">&amp;<\/span>tool_call<span class=\"token punctuation\">.<\/span>name<span class=\"token punctuation\">,<\/span> <span class=\"token operator\">&amp;<\/span>params<span class=\"token punctuation\">)<\/span><span class=\"token operator\">?<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token comment\">\/\/ \u7b2c4\u6b65&#xff1a;\u5728\u6c99\u7bb1\u4e2d\u6267\u884c<\/span><br \/>\n    <span class=\"token keyword\">let<\/span> result <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">match<\/span> tool_call<span class=\"token punctuation\">.<\/span>name<span class=\"token punctuation\">.<\/span><span class=\"token function\">as_str<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token string\">&#034;shell&#034;<\/span> <span class=\"token operator\">&#061;&gt;<\/span> <span class=\"token keyword\">self<\/span><span class=\"token punctuation\">.<\/span>sandbox<span class=\"token punctuation\">.<\/span><span class=\"token function\">exec_shell<\/span><span class=\"token punctuation\">(<\/span><span class=\"token operator\">&amp;<\/span>params<span class=\"token punctuation\">.<\/span>command<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token keyword\">await<\/span><span class=\"token operator\">?<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;read_file&#034;<\/span> <span class=\"token operator\">&#061;&gt;<\/span> <span class=\"token keyword\">self<\/span><span class=\"token punctuation\">.<\/span>sandbox<span class=\"token punctuation\">.<\/span><span class=\"token function\">read_file<\/span><span class=\"token punctuation\">(<\/span><span class=\"token operator\">&amp;<\/span>params<span class=\"token punctuation\">.<\/span>path<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token keyword\">await<\/span><span class=\"token operator\">?<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;write_file&#034;<\/span> <span class=\"token operator\">&#061;&gt;<\/span> <span class=\"token keyword\">self<\/span><span class=\"token punctuation\">.<\/span>sandbox<span class=\"token punctuation\">.<\/span><span class=\"token function\">write_file<\/span><span class=\"token punctuation\">(<\/span><span class=\"token operator\">&amp;<\/span>params<span class=\"token punctuation\">.<\/span>path<span class=\"token punctuation\">,<\/span> <span class=\"token operator\">&amp;<\/span>params<span class=\"token punctuation\">.<\/span>content<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token keyword\">await<\/span><span class=\"token operator\">?<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;apply_patch&#034;<\/span> <span class=\"token operator\">&#061;&gt;<\/span> <span class=\"token keyword\">self<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">apply_patch<\/span><span class=\"token punctuation\">(<\/span><span class=\"token operator\">&amp;<\/span>params<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token keyword\">await<\/span><span class=\"token operator\">?<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        _ <span class=\"token operator\">&#061;&gt;<\/span> <span class=\"token keyword\">return<\/span> <span class=\"token class-name\">Err<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">ToolError<\/span><span class=\"token punctuation\">::<\/span><span class=\"token class-name\">UnknownTool<\/span><span class=\"token punctuation\">(<\/span>tool_call<span class=\"token punctuation\">.<\/span>name<span class=\"token punctuation\">.<\/span><span class=\"token function\">clone<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token comment\">\/\/ \u7b2c5\u6b65&#xff1a;\u8bb0\u5f55\u5ba1\u8ba1\u65e5\u5fd7<\/span><br \/>\n    <span class=\"token keyword\">self<\/span><span class=\"token punctuation\">.<\/span>audit_log<span class=\"token punctuation\">.<\/span><span class=\"token function\">record<\/span><span class=\"token punctuation\">(<\/span><span class=\"token operator\">&amp;<\/span>tool_call<span class=\"token punctuation\">,<\/span> <span class=\"token operator\">&amp;<\/span>result<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token class-name\">Ok<\/span><span class=\"token punctuation\">(<\/span>result<span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<h4>4.6 \u6c99\u7bb1\u5b89\u5168&#xff1a;\u591a\u5e73\u53f0\u9694\u79bb<\/h4>\n<p>\u6c99\u7bb1\u662fCodex\u7684\u5b89\u5168\u5e95\u7ebf\u3002AI\u6267\u884c\u547d\u4ee4\u53ef\u80fd\u4f1a\u641e\u7834\u574f&#xff0c;\u6240\u4ee5\u5fc5\u987b\u9650\u5236\u5b83\u7684\u6743\u9650\u3002<\/p>\n<p>Codex\u4e3a\u4e09\u4e2a\u5e73\u53f0\u90fd\u505a\u4e86\u539f\u751f\u6c99\u7bb1&#xff1a;<\/p>\n<p><span class=\"token comment\">\/\/ codex-rs\/sandboxing\/src\/lib.rs<\/span><br \/>\n<span class=\"token keyword\">pub<\/span> <span class=\"token keyword\">trait<\/span> <span class=\"token type-definition class-name\">Sandbox<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">fn<\/span> <span class=\"token function-definition function\">exec_command<\/span><span class=\"token punctuation\">(<\/span><span class=\"token operator\">&amp;<\/span><span class=\"token keyword\">self<\/span><span class=\"token punctuation\">,<\/span> cmd<span class=\"token punctuation\">:<\/span> <span class=\"token operator\">&amp;<\/span><span class=\"token keyword\">str<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">-&gt;<\/span> <span class=\"token class-name\">Result<\/span><span class=\"token operator\">&lt;<\/span><span class=\"token class-name\">CommandOutput<\/span><span class=\"token operator\">&gt;<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">fn<\/span> <span class=\"token function-definition function\">read_file<\/span><span class=\"token punctuation\">(<\/span><span class=\"token operator\">&amp;<\/span><span class=\"token keyword\">self<\/span><span class=\"token punctuation\">,<\/span> path<span class=\"token punctuation\">:<\/span> <span class=\"token operator\">&amp;<\/span><span class=\"token class-name\">Path<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">-&gt;<\/span> <span class=\"token class-name\">Result<\/span><span class=\"token operator\">&lt;<\/span><span class=\"token class-name\">Vec<\/span><span class=\"token operator\">&lt;<\/span><span class=\"token keyword\">u8<\/span><span class=\"token operator\">&gt;&gt;<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">fn<\/span> <span class=\"token function-definition function\">write_file<\/span><span class=\"token punctuation\">(<\/span><span class=\"token operator\">&amp;<\/span><span class=\"token keyword\">self<\/span><span class=\"token punctuation\">,<\/span> path<span class=\"token punctuation\">:<\/span> <span class=\"token operator\">&amp;<\/span><span class=\"token class-name\">Path<\/span><span class=\"token punctuation\">,<\/span> content<span class=\"token punctuation\">:<\/span> <span class=\"token operator\">&amp;<\/span><span class=\"token punctuation\">[<\/span><span class=\"token keyword\">u8<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">-&gt;<\/span> <span class=\"token class-name\">Result<\/span><span class=\"token operator\">&lt;<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token operator\">&gt;<\/span><span class=\"token punctuation\">;<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p><span class=\"token comment\">\/\/ Linux\u5b9e\u73b0&#xff1a;\u4f7f\u7528Landlock &#043; seccomp<\/span><br \/>\n<span class=\"token comment\">\/\/ codex-rs\/linux-sandbox\/src\/lib.rs<\/span><br \/>\n<span class=\"token keyword\">pub<\/span> <span class=\"token keyword\">struct<\/span> <span class=\"token type-definition class-name\">LinuxSandbox<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    landlock<span class=\"token punctuation\">:<\/span> <span class=\"token class-name\">Landlock<\/span><span class=\"token punctuation\">,<\/span>   <span class=\"token comment\">\/\/ \u6587\u4ef6\u7cfb\u7edf\u8bbf\u95ee\u63a7\u5236<\/span><br \/>\n    seccomp<span class=\"token punctuation\">:<\/span> <span class=\"token class-name\">Seccomp<\/span><span class=\"token punctuation\">,<\/span>     <span class=\"token comment\">\/\/ \u7cfb\u7edf\u8c03\u7528\u8fc7\u6ee4<\/span><br \/>\n    cgroup<span class=\"token punctuation\">:<\/span> <span class=\"token class-name\">Cgroup<\/span><span class=\"token punctuation\">,<\/span>       <span class=\"token comment\">\/\/ \u8d44\u6e90\u9650\u5236&#xff08;CPU\u3001\u5185\u5b58&#xff09;<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p><span class=\"token comment\">\/\/ macOS\u5b9e\u73b0&#xff1a;\u4f7f\u7528Seatbelt<\/span><br \/>\n<span class=\"token comment\">\/\/ codex-rs\/core\/src\/sandbox\/macos.rs<\/span><br \/>\n<span class=\"token keyword\">pub<\/span> <span class=\"token keyword\">struct<\/span> <span class=\"token type-definition class-name\">MacOSSandbox<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    profile<span class=\"token punctuation\">:<\/span> <span class=\"token class-name\">SeatbeltProfile<\/span><span class=\"token punctuation\">,<\/span>  <span class=\"token comment\">\/\/ \u6c99\u7bb1\u914d\u7f6e\u6587\u4ef6<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p><span class=\"token comment\">\/\/ Windows\u5b9e\u73b0&#xff1a;\u4f7f\u7528\u53d7\u9650Token &#043; Job Objects<\/span><br \/>\n<span class=\"token comment\">\/\/ codex-rs\/windows-sandbox-rs\/src\/lib.rs<\/span><br \/>\n<span class=\"token keyword\">pub<\/span> <span class=\"token keyword\">struct<\/span> <span class=\"token type-definition class-name\">WindowsSandbox<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    restricted_token<span class=\"token punctuation\">:<\/span> <span class=\"token class-name\">RestrictedToken<\/span><span class=\"token punctuation\">,<\/span>  <span class=\"token comment\">\/\/ \u53d7\u9650\u8bbf\u95ee\u4ee4\u724c<\/span><br \/>\n    job_object<span class=\"token punctuation\">:<\/span> <span class=\"token class-name\">JobObject<\/span><span class=\"token punctuation\">,<\/span>              <span class=\"token comment\">\/\/ \u4f5c\u4e1a\u5bf9\u8c61&#xff08;\u8d44\u6e90\u9650\u5236&#xff09;<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u751f\u6d3b\u6848\u4f8b&#xff1a;\u6c99\u7bb1\u5c31\u50cf\u7ed9AI\u914d\u4e86\u4e00\u4e2a&#034;\u513f\u7ae5\u5b89\u5168\u5ea7\u6905&#034;\u3002\u5b83\u53ef\u4ee5\u5728\u5ea7\u6905\u91cc\u6d3b\u52a8&#xff08;\u8bfb\u5199\u6307\u5b9a\u76ee\u5f55\u3001\u6267\u884c\u5141\u8bb8\u7684\u547d\u4ee4&#xff09;&#xff0c;\u4f46\u4e0d\u80fd\u89e3\u5f00\u5b89\u5168\u5e26\u4e71\u8dd1&#xff08;\u4e0d\u80fd\u5220\u9664\u7cfb\u7edf\u6587\u4ef6\u3001\u4e0d\u80fd\u8bbf\u95ee\u7f51\u7edc\u3001\u4e0d\u80fd\u4fee\u6539\u5176\u4ed6\u76ee\u5f55&#xff09;\u3002<\/p>\n<h4>4.7 \u6301\u4e45\u5316&#xff1a;Thread Store<\/h4>\n<p>Codex\u652f\u6301\u4f1a\u8bdd\u6301\u4e45\u5316&#xff0c;\u4f60\u53ef\u4ee5\u4e2d\u65ad\u4e00\u4e2a\u4efb\u52a1&#xff0c;\u660e\u5929\u518d\u7ee7\u7eed\u3002\u6838\u5fc3\u662fThreadStore&#xff1a;<\/p>\n<p><span class=\"token comment\">\/\/ codex-rs\/thread-store\/src\/lib.rs<\/span><br \/>\n<span class=\"token keyword\">pub<\/span> <span class=\"token keyword\">trait<\/span> <span class=\"token type-definition class-name\">ThreadStore<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">fn<\/span> <span class=\"token function-definition function\">save_thread<\/span><span class=\"token punctuation\">(<\/span><span class=\"token operator\">&amp;<\/span><span class=\"token keyword\">self<\/span><span class=\"token punctuation\">,<\/span> thread<span class=\"token punctuation\">:<\/span> <span class=\"token operator\">&amp;<\/span><span class=\"token class-name\">Thread<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">-&gt;<\/span> <span class=\"token class-name\">Result<\/span><span class=\"token operator\">&lt;<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token operator\">&gt;<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">fn<\/span> <span class=\"token function-definition function\">load_thread<\/span><span class=\"token punctuation\">(<\/span><span class=\"token operator\">&amp;<\/span><span class=\"token keyword\">self<\/span><span class=\"token punctuation\">,<\/span> id<span class=\"token punctuation\">:<\/span> <span class=\"token operator\">&amp;<\/span><span class=\"token keyword\">str<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">-&gt;<\/span> <span class=\"token class-name\">Result<\/span><span class=\"token operator\">&lt;<\/span><span class=\"token class-name\">Thread<\/span><span class=\"token operator\">&gt;<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">fn<\/span> <span class=\"token function-definition function\">list_threads<\/span><span class=\"token punctuation\">(<\/span><span class=\"token operator\">&amp;<\/span><span class=\"token keyword\">self<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">-&gt;<\/span> <span class=\"token class-name\">Result<\/span><span class=\"token operator\">&lt;<\/span><span class=\"token class-name\">Vec<\/span><span class=\"token operator\">&lt;<\/span><span class=\"token class-name\">ThreadSummary<\/span><span class=\"token operator\">&gt;&gt;<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">fn<\/span> <span class=\"token function-definition function\">delete_thread<\/span><span class=\"token punctuation\">(<\/span><span class=\"token operator\">&amp;<\/span><span class=\"token keyword\">self<\/span><span class=\"token punctuation\">,<\/span> id<span class=\"token punctuation\">:<\/span> <span class=\"token operator\">&amp;<\/span><span class=\"token keyword\">str<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">-&gt;<\/span> <span class=\"token class-name\">Result<\/span><span class=\"token operator\">&lt;<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token operator\">&gt;<\/span><span class=\"token punctuation\">;<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p><span class=\"token comment\">\/\/ \u9ed8\u8ba4\u5b9e\u73b0&#xff1a;\u672c\u5730\u6587\u4ef6\u7cfb\u7edf&#xff0c;JSONL\u683c\u5f0f<\/span><br \/>\n<span class=\"token keyword\">pub<\/span> <span class=\"token keyword\">struct<\/span> <span class=\"token type-definition class-name\">FileThreadStore<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    base_dir<span class=\"token punctuation\">:<\/span> <span class=\"token class-name\">PathBuf<\/span><span class=\"token punctuation\">,<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p><span class=\"token comment\">\/\/ \u6bcf\u4e2aThread\u4fdd\u5b58\u4e3a\u4e00\u4e2a\u76ee\u5f55<\/span><br \/>\n<span class=\"token comment\">\/\/ thread-id\/<\/span><br \/>\n<span class=\"token comment\">\/\/   \u251c\u2500\u2500 metadata.json    # \u5143\u4fe1\u606f&#xff08;\u6807\u9898\u3001\u521b\u5efa\u65f6\u95f4\u3001\u6a21\u578b&#xff09;<\/span><br \/>\n<span class=\"token comment\">\/\/   \u251c\u2500\u2500 events.jsonl     # \u6240\u6709\u4e8b\u4ef6&#xff08;\u6d88\u606f\u3001\u5de5\u5177\u8c03\u7528\u3001\u7ed3\u679c&#xff09;<\/span><br \/>\n<span class=\"token comment\">\/\/   \u2514\u2500\u2500 rollout\/         # rollout\u8bb0\u5f55&#xff08;\u7528\u4e8e\u8c03\u8bd5\u548c\u590d\u73b0&#xff09;<\/span><\/p>\n<h4>4.8 \u4e09\u5c42\u96c6\u6210\u63a5\u53e3<\/h4>\n<p>Codex Harness\u5f00\u6e90\u540e&#xff0c;\u63d0\u4f9b\u4e86\u4e09\u5c42\u96c6\u6210\u63a5\u53e3&#xff0c;\u6ee1\u8db3\u4e0d\u540c\u573a\u666f\u7684\u9700\u6c42&#xff1a;<\/p>\n<p>\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<br \/>\n\u2502  \u7b2c\u4e09\u5c42&#xff1a;App Server&#xff08;JSON-RPC 2.0&#xff09;                      \u2502<br \/>\n\u2502  \u9002\u5408&#xff1a;IDE\u6269\u5c55\u3001\u684c\u9762App\u3001Web\u5e94\u7528                         \u2502<br \/>\n\u2502  \u7279\u70b9&#xff1a;\u53cc\u5411\u901a\u4fe1\u3001\u5b9e\u65f6\u4e8b\u4ef6\u6d41\u3001\u5ba1\u6279\u8bf7\u6c42\u3001\u591a\u5ba2\u6237\u7aef\u8fde\u63a5       \u2502<br \/>\n\u251c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2524<br \/>\n\u2502  \u7b2c\u4e8c\u5c42&#xff1a;Codex SDK&#xff08;TypeScript \/ Python&#xff09;                \u2502<br \/>\n\u2502  \u9002\u5408&#xff1a;\u7a0b\u5e8f\u5316\u7f16\u6392\u3001\u81ea\u5b9a\u4e49\u5de5\u4f5c\u6d41\u3001\u5d4c\u5165\u5230\u5176\u4ed6\u7cfb\u7edf           \u2502<br \/>\n\u2502  \u7279\u70b9&#xff1a;API\u8c03\u7528\u3001\u7ebf\u7a0b\u7ba1\u7406\u3001\u6d41\u5f0f\u8f93\u51fa\u3001\u7ec6\u7c92\u5ea6\u63a7\u5236           \u2502<br \/>\n\u251c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2524<br \/>\n\u2502  \u7b2c\u4e00\u5c42&#xff1a;codex exec&#xff08;\u547d\u4ee4\u884c&#xff09;                            \u2502<br \/>\n\u2502  \u9002\u5408&#xff1a;\u811a\u672c\u3001CI\/CD\u3001\u4e00\u6b21\u6027\u4efb\u52a1                           \u2502<br \/>\n\u2502  \u7279\u70b9&#xff1a;\u4e00\u884c\u547d\u4ee4\u3001\u6807\u51c6\u8f93\u5165\u8f93\u51fa\u3001JSONL\u4e8b\u4ef6\u3001\u6700\u8f7b\u91cf         \u2502<br \/>\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/p>\n<hr \/>\n<h3>\u4e94\u3001Codex\u600e\u4e48\u7528&#xff1f;\u5e38\u7528\u573a\u666f\u6559\u5b66<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260918202010-6aad9cfa4e40c.jpg\" alt=\"Codex\u4f7f\u7528\u6d41\u7a0b\" \/><\/p>\n<p>\u7406\u8bba\u8bb2\u5b8c\u4e86&#xff0c;\u73b0\u5728\u6765\u5b9e\u64cd\u3002\u8fd9\u4e00\u90e8\u5206\u4f1a\u7ed9\u4f60\u53ef\u4ee5\u76f4\u63a5\u590d\u5236\u8fd0\u884c\u7684\u4ee3\u7801\u3002<\/p>\n<h4>5.1 \u5b89\u88c5\u4e0e\u914d\u7f6e<\/h4>\n<h5>\u5b89\u88c5Codex CLI<\/h5>\n<p><span class=\"token comment\"># \u65b9\u5f0f1&#xff1a;npm\u5b89\u88c5&#xff08;\u63a8\u8350&#xff09;<\/span><br \/>\n<span class=\"token function\">npm<\/span> <span class=\"token function\">install<\/span> <span class=\"token parameter variable\">-g<\/span> &#064;openai\/codex<\/p>\n<p><span class=\"token comment\"># \u65b9\u5f0f2&#xff1a;Homebrew&#xff08;macOS&#xff09;<\/span><br \/>\nbrew <span class=\"token function\">install<\/span> openai\/codex\/codex<\/p>\n<p><span class=\"token comment\"># \u9a8c\u8bc1\u5b89\u88c5<\/span><br \/>\ncodex <span class=\"token parameter variable\">&#8211;version<\/span><\/p>\n<h5>\u914d\u7f6eAPI Key<\/h5>\n<p><span class=\"token comment\"># \u65b9\u5f0f1&#xff1a;\u4ea4\u4e92\u5f0f\u767b\u5f55&#xff08;\u4f1a\u6253\u5f00\u6d4f\u89c8\u5668&#xff09;<\/span><br \/>\ncodex login<\/p>\n<p><span class=\"token comment\"># \u65b9\u5f0f2&#xff1a;\u8bbe\u7f6e\u73af\u5883\u53d8\u91cf<\/span><br \/>\n<span class=\"token builtin class-name\">export<\/span> <span class=\"token assign-left variable\">OPENAI_API_KEY<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;sk-your-api-key-here&#034;<\/span><\/p>\n<p><span class=\"token comment\"># \u65b9\u5f0f3&#xff1a;\u4f7f\u7528Azure OpenAI&#xff08;\u4f01\u4e1a\u5e38\u7528&#xff09;<\/span><br \/>\n<span class=\"token builtin class-name\">export<\/span> <span class=\"token assign-left variable\">AZURE_OPENAI_API_KEY<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;your-azure-key&#034;<\/span><br \/>\n<span class=\"token builtin class-name\">export<\/span> <span class=\"token assign-left variable\">AZURE_OPENAI_ENDPOINT<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;https:\/\/your-resource.openai.azure.com&#034;<\/span><br \/>\ncodex <span class=\"token parameter variable\">&#8211;profile<\/span> azure<\/p>\n<h5>\u914d\u7f6e\u6587\u4ef6<\/h5>\n<p>Codex\u7684\u914d\u7f6e\u6587\u4ef6\u5728~\/.codex\/config.toml&#xff1a;<\/p>\n<p># ~\/.codex\/config.toml<br \/>\nmodel &#061; &#034;gpt-5.4-codex&#034;<br \/>\nsandbox &#061; &#034;auto&#034;  # auto, always, never<\/p>\n<p>[approval]<br \/>\n# \u54ea\u4e9b\u547d\u4ee4\u9700\u8981\u5ba1\u6279<br \/>\nrequire_approval &#061; [&#034;rm -rf&#034;, &#034;git push&#034;, &#034;npm publish&#034;]<br \/>\n# \u54ea\u4e9b\u547d\u4ee4\u81ea\u52a8\u5141\u8bb8<br \/>\nauto_approve &#061; [&#034;ls&#034;, &#034;cat&#034;, &#034;git status&#034;, &#034;pytest&#034;]<\/p>\n<p>[profiles.azure]<br \/>\nmodel &#061; &#034;gpt-5.4-codex&#034;<br \/>\napi_type &#061; &#034;azure&#034;<br \/>\nazure_endpoint &#061; &#034;https:\/\/your-resource.openai.azure.com&#034;<\/p>\n<h4>5.2 \u573a\u666f\u4e00&#xff1a;\u4ea4\u4e92\u5f0f\u5f00\u53d1&#xff08;\u6700\u5e38\u7528&#xff09;<\/h4>\n<p>\u5728\u9879\u76ee\u76ee\u5f55\u4e0b\u542f\u52a8\u4ea4\u4e92\u5f0f\u4f1a\u8bdd&#xff1a;<\/p>\n<p><span class=\"token builtin class-name\">cd<\/span> your-project\/<br \/>\ncodex<\/p>\n<p>\u542f\u52a8\u540e\u4f60\u4f1a\u770b\u5230\u4e00\u4e2aTUI\u754c\u9762&#xff0c;\u76f4\u63a5\u8f93\u5165\u9700\u6c42\u5373\u53ef&#xff1a;<\/p>\n<p>&gt; \u5e2e\u6211\u5b9e\u73b0\u4e00\u4e2a\u7528\u6237\u6ce8\u518c\u63a5\u53e3&#xff0c;\u8981\u6c42&#xff1a;<br \/>\n&gt; 1. \u63a5\u6536\u7528\u6237\u540d\u3001\u90ae\u7bb1\u3001\u5bc6\u7801<br \/>\n&gt; 2. \u5bc6\u7801\u7528bcrypt\u52a0\u5bc6<br \/>\n&gt; 3. \u90ae\u7bb1\u683c\u5f0f\u6821\u9a8c<br \/>\n&gt; 4. \u7528\u6237\u540d\u4e0d\u80fd\u91cd\u590d<br \/>\n&gt; 5. \u5199\u5b8c\u540e\u8dd1\u4e00\u4e0b\u6d4b\u8bd5<\/p>\n<p>Codex\u4f1a\u81ea\u52a8&#xff1a;<\/p>\n<li>\u67e5\u770b\u9879\u76ee\u7ed3\u6784\u548c\u73b0\u6709\u4ee3\u7801<\/li>\n<li>\u521b\u5efa\u6216\u4fee\u6539\u6587\u4ef6<\/li>\n<li>\u5b89\u88c5\u4f9d\u8d56&#xff08;\u5982\u679c\u9700\u8981&#xff09;<\/li>\n<li>\u8fd0\u884c\u6d4b\u8bd5<\/li>\n<li>\u62a5\u544a\u7ed3\u679c<\/li>\n<p>\u4f60\u53ef\u4ee5\u968f\u65f6\u6309Ctrl&#043;C\u4e2d\u65ad&#xff0c;\u6216\u8005\u8f93\u5165\/approve\u6279\u51c6\u5371\u9669\u64cd\u4f5c\u3002<\/p>\n<h4>5.3 \u573a\u666f\u4e8c&#xff1a;\u975e\u4ea4\u4e92\u5f0f\u6267\u884c&#xff08;codex exec&#xff09;<\/h4>\n<p>codex exec\u662f\u81ea\u52a8\u5316\u7684\u5229\u5668&#xff0c;\u9002\u5408\u811a\u672c\u548cCI\/CD\u3002<\/p>\n<p><span class=\"token comment\"># \u57fa\u672c\u7528\u6cd5&#xff1a;\u6267\u884c\u4e00\u4e2a\u4efb\u52a1<\/span><br \/>\ncodex <span class=\"token builtin class-name\">exec<\/span> <span class=\"token string\">&#034;\u4e3a src\/utils.py \u7f16\u5199\u5355\u5143\u6d4b\u8bd5&#034;<\/span><\/p>\n<p><span class=\"token comment\"># \u5b8c\u5168\u81ea\u52a8\u6a21\u5f0f&#xff08;\u4e0d\u9700\u8981\u4eba\u5de5\u5ba1\u6279&#xff09;<\/span><br \/>\ncodex <span class=\"token builtin class-name\">exec<\/span> &#8211;full-auto <span class=\"token string\">&#034;\u4fee\u590d\u6240\u6709flake8\u9519\u8bef&#034;<\/span><\/p>\n<p><span class=\"token comment\"># \u6307\u5b9a\u6a21\u578b<\/span><br \/>\ncodex <span class=\"token builtin class-name\">exec<\/span> <span class=\"token parameter variable\">&#8211;model<\/span> gpt-5.4-mini <span class=\"token string\">&#034;\u7ed9\u8fd9\u4e2a\u51fd\u6570\u52a0\u6ce8\u91ca&#034;<\/span><\/p>\n<p><span class=\"token comment\"># \u4ece\u6807\u51c6\u8f93\u5165\u8bfb\u53d6\u5185\u5bb9<\/span><br \/>\n<span class=\"token function\">cat<\/span> error.log <span class=\"token operator\">|<\/span> codex <span class=\"token builtin class-name\">exec<\/span> &#8211;full-auto <span class=\"token string\">&#034;\u5206\u6790\u8fd9\u4e2a\u9519\u8bef\u65e5\u5fd7&#xff0c;\u627e\u51fa\u6839\u672c\u539f\u56e0&#034;<\/span><\/p>\n<p><span class=\"token comment\"># \u8f93\u51faJSON\u683c\u5f0f&#xff08;\u65b9\u4fbf\u811a\u672c\u89e3\u6790&#xff09;<\/span><br \/>\ncodex <span class=\"token builtin class-name\">exec<\/span> <span class=\"token parameter variable\">&#8211;json<\/span> &#8211;full-auto <span class=\"token string\">&#034;\u5ba1\u67e5\u8fd9\u4e2aPR\u7684\u4ee3\u7801\u8d28\u91cf&#xff0c;\u8fd4\u56de\u8bc4\u5206\u548c\u5efa\u8bae&#034;<\/span><\/p>\n<p><span class=\"token comment\"># \u6307\u5b9a\u8f93\u51faschema&#xff08;\u7ed3\u6784\u5316\u8f93\u51fa&#xff09;<\/span><br \/>\ncodex <span class=\"token builtin class-name\">exec<\/span> &#8211;full-auto <span class=\"token punctuation\">\\\\<\/span><br \/>\n  &#8211;output-schema <span class=\"token string\">&#039;{&#034;type&#034;:&#034;object&#034;,&#034;properties&#034;:{&#034;summary&#034;:{&#034;type&#034;:&#034;string&#034;},&#034;risk_level&#034;:{&#034;type&#034;:&#034;string&#034;,&#034;enum&#034;:[&#034;low&#034;,&#034;medium&#034;,&#034;high&#034;]}}}&#039;<\/span> <span class=\"token punctuation\">\\\\<\/span><br \/>\n  <span class=\"token string\">&#034;\u5206\u6790\u8fd9\u6b21\u4ee3\u7801\u53d8\u66f4\u7684\u98ce\u9669&#034;<\/span><\/p>\n<h4>5.4 \u573a\u666f\u4e09&#xff1a;AGENTS.md\u9879\u76ee\u914d\u7f6e<\/h4>\n<p>AGENTS.md\u662f\u7ed9AI\u770b\u7684&#034;\u9879\u76ee\u8bf4\u660e\u4e66&#034;&#xff0c;\u653e\u5728\u9879\u76ee\u6839\u76ee\u5f55&#xff0c;Codex\u542f\u52a8\u65f6\u81ea\u52a8\u52a0\u8f7d\u3002<\/p>\n<p>\u4e00\u4e2a\u5b8c\u6574\u7684\u6a21\u677f&#xff1a;<\/p>\n<p># \u9879\u76ee\u8bf4\u660e<\/p>\n<p>## \u9879\u76ee\u6982\u8ff0<br \/>\n\u8fd9\u662f\u4e00\u4e2a\u57fa\u4e8eFastAPI\u7684\u7528\u6237\u7ba1\u7406\u7cfb\u7edf&#xff0c;\u63d0\u4f9b\u7528\u6237\u6ce8\u518c\u3001\u767b\u5f55\u3001\u6743\u9650\u7ba1\u7406\u529f\u80fd\u3002<\/p>\n<p>## \u6280\u672f\u6808<br \/>\n&#8211; \u8bed\u8a00&#xff1a;Python 3.11&#043;<br \/>\n&#8211; Web\u6846\u67b6&#xff1a;FastAPI<br \/>\n&#8211; ORM&#xff1a;SQLAlchemy 2.0<br \/>\n&#8211; \u6570\u636e\u5e93&#xff1a;PostgreSQL 15<br \/>\n&#8211; \u7f13\u5b58&#xff1a;Redis<br \/>\n&#8211; \u6d4b\u8bd5&#xff1a;pytest &#043; pytest-asyncio<br \/>\n&#8211; \u4ee3\u7801\u98ce\u683c&#xff1a;black &#043; isort &#043; flake8<\/p>\n<p>## \u76ee\u5f55\u7ed3\u6784<\/p>\n<p>src\/ \u251c\u2500\u2500 api\/ # API\u8def\u7531 \u251c\u2500\u2500 models\/ # \u6570\u636e\u6a21\u578b \u251c\u2500\u2500 schemas\/ # Pydantic schema \u251c\u2500\u2500 services\/ # \u4e1a\u52a1\u903b\u8f91 \u251c\u2500\u2500 utils\/ # \u5de5\u5177\u51fd\u6570 \u2514\u2500\u2500 config.py # \u914d\u7f6e tests\/ # \u6d4b\u8bd5 migrations\/ # \u6570\u636e\u5e93\u8fc1\u79fb<\/p>\n<p>## \u7f16\u7801\u89c4\u8303<br \/>\n&#8211; \u6240\u6709\u51fd\u6570\u5fc5\u987b\u6709\u7c7b\u578b\u6ce8\u89e3<br \/>\n&#8211; \u6240\u6709\u516c\u5171\u51fd\u6570\u5fc5\u987b\u6709docstring<br \/>\n&#8211; \u9519\u8bef\u5904\u7406\u4f7f\u7528\u81ea\u5b9a\u4e49\u5f02\u5e38&#xff0c;\u4e0d\u8981\u88f8except<br \/>\n&#8211; \u6570\u636e\u5e93\u64cd\u4f5c\u5fc5\u987b\u4f7f\u7528\u5f02\u6b65<br \/>\n&#8211; \u5bc6\u7801\u5fc5\u987b\u7528bcrypt\u52a0\u5bc6&#xff0c;\u4e0d\u8981\u660e\u6587\u5b58\u50a8<\/p>\n<p>## \u6d4b\u8bd5\u8981\u6c42<br \/>\n&#8211; \u65b0\u529f\u80fd\u5fc5\u987b\u6709\u5bf9\u5e94\u7684\u5355\u5143\u6d4b\u8bd5<br \/>\n&#8211; \u6d4b\u8bd5\u8986\u76d6\u7387\u4e0d\u4f4e\u4e8e80%<br \/>\n&#8211; \u8fd0\u884c\u6d4b\u8bd5\u547d\u4ee4&#xff1a;pytest tests\/ -v<\/p>\n<p>## \u7981\u6b62\u4e8b\u9879<br \/>\n&#8211; \u4e0d\u8981\u4fee\u6539migrations\u76ee\u5f55\u4e0b\u7684\u6587\u4ef6<br \/>\n&#8211; \u4e0d\u8981\u5728\u4ee3\u7801\u4e2d\u786c\u7f16\u7801\u5bc6\u94a5\u6216\u5bc6\u7801<br \/>\n&#8211; \u4e0d\u8981\u76f4\u63a5\u5199SQL&#xff0c;\u5fc5\u987b\u7528ORM<br \/>\n&#8211; \u4e0d\u8981\u5220\u9664\u73b0\u6709\u7684\u6d4b\u8bd5\u7528\u4f8b<\/p>\n<p>## \u5e38\u7528\u547d\u4ee4<br \/>\n&#8211; \u542f\u52a8\u5f00\u53d1\u670d\u52a1\u5668&#xff1a;uvicorn src.main:app &#8211;reload<br \/>\n&#8211; \u8fd0\u884c\u6d4b\u8bd5&#xff1a;pytest tests\/ -v<br \/>\n&#8211; \u4ee3\u7801\u683c\u5f0f\u5316&#xff1a;black src\/ &amp;&amp; isort src\/<br \/>\n&#8211; \u751f\u6210\u8fc1\u79fb&#xff1a;alembic revision &#8211;autogenerate -m &#034;\u63cf\u8ff0&#034;<\/p>\n<h4>5.5 \u573a\u666f\u56db&#xff1a;Skills\u6280\u80fd\u5305<\/h4>\n<p>Skills\u662f\u53ef\u590d\u7528\u7684\u6280\u80fd\u5305&#xff0c;\u53ef\u4ee5\u7406\u89e3\u4e3a&#034;\u7ed9AI\u7684\u4e13\u4e1a\u57f9\u8bad\u624b\u518c&#034;\u3002<\/p>\n<h5>\u521b\u5efa\u81ea\u5b9a\u4e49Skill<\/h5>\n<p><span class=\"token function\">mkdir<\/span> <span class=\"token parameter variable\">-p<\/span> ~\/.codex\/skills\/code-review<br \/>\n<span class=\"token function\">cat<\/span> <span class=\"token operator\">&gt;<\/span> ~\/.codex\/skills\/code-review\/SKILL.md <span class=\"token operator\">&lt;&lt;<\/span> <span class=\"token string\">&#039;EOF&#039;<br \/>\n&#8212;<br \/>\nname: code-review<br \/>\ndescription: \u5bf9\u4ee3\u7801\u8fdb\u884c\u4e13\u4e1a\u5ba1\u67e5&#xff0c;\u68c0\u67e5\u5b89\u5168\u6027\u3001\u6027\u80fd\u3001\u53ef\u7ef4\u62a4\u6027<br \/>\n&#8212;<\/p>\n<p>## \u4f7f\u7528\u573a\u666f<br \/>\n\u5f53\u7528\u6237\u8981\u6c42\u4ee3\u7801\u5ba1\u67e5\u3001code review\u3001\u68c0\u67e5\u4ee3\u7801\u8d28\u91cf\u65f6\u4f7f\u7528\u3002<\/p>\n<p>## \u5ba1\u67e5\u6e05\u5355<br \/>\n1. \u5b89\u5168\u6027&#xff1a;SQL\u6ce8\u5165\u3001XSS\u3001\u654f\u611f\u4fe1\u606f\u6cc4\u9732<br \/>\n2. \u6027\u80fd&#xff1a;N&#043;1\u67e5\u8be2\u3001\u4e0d\u5fc5\u8981\u7684\u5faa\u73af\u3001\u5185\u5b58\u6cc4\u6f0f<br \/>\n3. \u53ef\u7ef4\u62a4\u6027&#xff1a;\u547d\u540d\u89c4\u8303\u3001\u6ce8\u91ca\u3001\u51fd\u6570\u957f\u5ea6<br \/>\n4. \u9519\u8bef\u5904\u7406&#xff1a;\u5f02\u5e38\u6355\u83b7\u3001\u9519\u8bef\u63d0\u793a\u3001\u8fb9\u754c\u60c5\u51b5<br \/>\n5. \u6d4b\u8bd5&#xff1a;\u662f\u5426\u6709\u5bf9\u5e94\u7684\u6d4b\u8bd5\u7528\u4f8b<\/p>\n<p>## \u8f93\u51fa\u683c\u5f0f<br \/>\n&#8211; \u603b\u4f53\u8bc4\u5206&#xff08;1-10\u5206&#xff09;<br \/>\n&#8211; \u6309\u4e25\u91cd\u7a0b\u5ea6\u5206\u7c7b\u7684\u95ee\u9898\u5217\u8868<br \/>\n&#8211; \u6bcf\u4e2a\u95ee\u9898\u7684\u5177\u4f53\u4f4d\u7f6e\u548c\u4fee\u590d\u5efa\u8bae<br \/>\nEOF<\/span><\/p>\n<h5>\u4f7f\u7528Skill<\/h5>\n<p><span class=\"token comment\"># \u663e\u5f0f\u8c03\u7528<\/span><br \/>\ncodex <span class=\"token builtin class-name\">exec<\/span> <span class=\"token string\">&#034;<span class=\"token variable\">$code<\/span>-review \u5ba1\u67e5 src\/auth.py&#034;<\/span><\/p>\n<p><span class=\"token comment\"># \u9690\u5f0f\u8c03\u7528&#xff08;Codex\u4f1a\u81ea\u52a8\u5339\u914d&#xff09;<\/span><br \/>\ncodex <span class=\"token builtin class-name\">exec<\/span> <span class=\"token string\">&#034;\u5e2e\u6211\u770b\u770b\u8fd9\u6bb5\u4ee3\u7801\u6709\u6ca1\u6709\u95ee\u9898&#034;<\/span><\/p>\n<h4>5.6 \u573a\u666f\u4e94&#xff1a;MCP\u5de5\u5177\u6269\u5c55<\/h4>\n<p>MCP&#xff08;Model Context Protocol&#xff09;\u662fAnthropic\u63d0\u51fa\u7684\u5f00\u653e\u534f\u8bae&#xff0c;Codex\u4e5f\u652f\u6301\u3002\u901a\u8fc7MCP&#xff0c;\u4f60\u53ef\u4ee5\u7ed9Agent\u63a5\u5165\u5916\u90e8\u5de5\u5177\u3002<\/p>\n<h5>\u914d\u7f6eMCP Server<\/h5>\n<p><span class=\"token comment\">\/\/ ~\/.codex\/mcp.json<\/span><br \/>\n<span class=\"token punctuation\">{<\/span><br \/>\n  <span class=\"token string-property property\">&#034;mcpServers&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token string-property property\">&#034;github&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n      <span class=\"token string-property property\">&#034;command&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;npx&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n      <span class=\"token string-property property\">&#034;args&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;-y&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;&#064;modelcontextprotocol\/server-github&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n      <span class=\"token string-property property\">&#034;env&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token string-property property\">&#034;GITHUB_PERSONAL_ACCESS_TOKEN&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;ghp_your_token&#034;<\/span><br \/>\n      <span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string-property property\">&#034;postgres&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n      <span class=\"token string-property property\">&#034;command&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;npx&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n      <span class=\"token string-property property\">&#034;args&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;-y&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;&#064;modelcontextprotocol\/server-postgres&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n      <span class=\"token string-property property\">&#034;env&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token string-property property\">&#034;DATABASE_URL&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;postgresql:\/\/user:pass&#064;localhost:5432\/mydb&#034;<\/span><br \/>\n      <span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n  <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u914d\u7f6e\u540e&#xff0c;Codex\u5c31\u53ef\u4ee5\u76f4\u63a5\u64cd\u4f5cGitHub\u548c\u6570\u636e\u5e93\u4e86&#xff1a;<\/p>\n<p>codex <span class=\"token builtin class-name\">exec<\/span> <span class=\"token string\">&#034;\u67e5\u770brepo myorg\/myproject\u7684issue #123&#xff0c;\u5206\u6790\u95ee\u9898\u5e76\u521b\u5efa\u4e00\u4e2a\u4fee\u590dPR&#034;<\/span><\/p>\n<hr \/>\n<h3>\u516d\u3001\u4f01\u4e1a\u9879\u76ee\u4e2d\u5982\u4f55\u4f7f\u7528Codex&#xff1f;<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260918202010-6aad9cfae2451.jpg\" alt=\"\u4f01\u4e1a\u9879\u76eeCodex\u843d\u5730\u67b6\u6784\" \/><\/p>\n<p>\u4e2a\u4eba\u4f7f\u7528\u548c\u4f01\u4e1a\u4f7f\u7528\u662f\u4e24\u56de\u4e8b\u3002\u4f01\u4e1a\u66f4\u5173\u6ce8\u5b89\u5168\u3001\u5408\u89c4\u3001\u6743\u9650\u3001\u5ba1\u8ba1\u3002\u8fd9\u4e00\u90e8\u5206\u8bb2\u4f01\u4e1a\u7ea7\u843d\u5730\u3002<\/p>\n<h4>6.1 \u4f01\u4e1a\u90e8\u7f72\u6a21\u5f0f<\/h4>\n<p>\u4f01\u4e1a\u901a\u5e38\u6709\u4e09\u79cd\u90e8\u7f72\u6a21\u5f0f&#xff1a;<\/p>\n<table>\n<tr>\u6a21\u5f0f\u8bf4\u660e\u9002\u5408\u573a\u666f<\/tr>\n<tbody>\n<tr>\n<td>SaaS\u6a21\u5f0f<\/td>\n<td>\u76f4\u63a5\u7528OpenAI\u7684Codex Cloud<\/td>\n<td>\u4e2d\u5c0f\u4f01\u4e1a\u3001\u5feb\u901f\u9a8c\u8bc1<\/td>\n<\/tr>\n<tr>\n<td>Azure\u6a21\u5f0f<\/td>\n<td>\u901a\u8fc7Azure OpenAI\u8c03\u7528&#xff0c;\u6570\u636e\u5728Azure<\/td>\n<td>\u6709Azure\u8ba2\u9605\u7684\u4f01\u4e1a\u3001\u5408\u89c4\u8981\u6c42<\/td>\n<\/tr>\n<tr>\n<td>\u81ea\u6258\u7ba1\u6a21\u5f0f<\/td>\n<td>\u81ea\u5df1\u90e8\u7f72Codex Harness &#043; \u79c1\u6709\u6a21\u578b<\/td>\n<td>\u91d1\u878d\u3001\u653f\u5e9c\u7b49\u5f3a\u5408\u89c4\u573a\u666f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>6.2 CI\/CD\u96c6\u6210&#xff08;\u6700\u5b9e\u7528\u7684\u4f01\u4e1a\u573a\u666f&#xff09;<\/h4>\n<h5>GitHub Actions\u96c6\u6210<\/h5>\n<p><span class=\"token comment\"># .github\/workflows\/codex-review.yml<\/span><br \/>\n<span class=\"token key atrule\">name<\/span><span class=\"token punctuation\">:<\/span> Codex Code Review<\/p>\n<p><span class=\"token key atrule\">on<\/span><span class=\"token punctuation\">:<\/span><br \/>\n  <span class=\"token key atrule\">pull_request<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token key atrule\">branches<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">[<\/span>main<span class=\"token punctuation\">]<\/span><\/p>\n<p><span class=\"token key atrule\">jobs<\/span><span class=\"token punctuation\">:<\/span><br \/>\n  <span class=\"token key atrule\">review<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token key atrule\">runs-on<\/span><span class=\"token punctuation\">:<\/span> ubuntu<span class=\"token punctuation\">&#8211;<\/span>latest<br \/>\n    <span class=\"token key atrule\">steps<\/span><span class=\"token punctuation\">:<\/span><br \/>\n      <span class=\"token punctuation\">&#8211;<\/span> <span class=\"token key atrule\">uses<\/span><span class=\"token punctuation\">:<\/span> actions\/checkout&#064;v4<br \/>\n        <span class=\"token key atrule\">with<\/span><span class=\"token punctuation\">:<\/span><br \/>\n          <span class=\"token key atrule\">fetch-depth<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">0<\/span><\/p>\n<p>      <span class=\"token punctuation\">&#8211;<\/span> <span class=\"token key atrule\">name<\/span><span class=\"token punctuation\">:<\/span> Setup Node.js<br \/>\n        <span class=\"token key atrule\">uses<\/span><span class=\"token punctuation\">:<\/span> actions\/setup<span class=\"token punctuation\">&#8211;<\/span>node&#064;v4<br \/>\n        <span class=\"token key atrule\">with<\/span><span class=\"token punctuation\">:<\/span><br \/>\n          <span class=\"token key atrule\">node-version<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#039;20&#039;<\/span><\/p>\n<p>      <span class=\"token punctuation\">&#8211;<\/span> <span class=\"token key atrule\">name<\/span><span class=\"token punctuation\">:<\/span> Install Codex<br \/>\n        <span class=\"token key atrule\">run<\/span><span class=\"token punctuation\">:<\/span> npm install <span class=\"token punctuation\">&#8211;<\/span>g &#064;openai\/codex<\/p>\n<p>      <span class=\"token punctuation\">&#8211;<\/span> <span class=\"token key atrule\">name<\/span><span class=\"token punctuation\">:<\/span> Run Codex Review<br \/>\n        <span class=\"token key atrule\">env<\/span><span class=\"token punctuation\">:<\/span><br \/>\n          <span class=\"token key atrule\">OPENAI_API_KEY<\/span><span class=\"token punctuation\">:<\/span> $<span class=\"token punctuation\">{<\/span><span class=\"token punctuation\">{<\/span> secrets.OPENAI_API_KEY <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">}<\/span><br \/>\n        <span class=\"token key atrule\">run<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">|<\/span><span class=\"token scalar string\"><br \/>\n          # \u83b7\u53d6PR\u7684diff<br \/>\n          git diff origin\/main&#8230;HEAD &gt; pr.diff<\/span><\/p>\n<p>          <span class=\"token comment\"># \u7528Codex\u5ba1\u67e5<\/span><br \/>\n          codex exec <span class=\"token punctuation\">&#8211;<\/span><span class=\"token punctuation\">&#8211;<\/span>full<span class=\"token punctuation\">&#8211;<\/span>auto <span class=\"token punctuation\">&#8211;<\/span><span class=\"token punctuation\">&#8211;<\/span>json \\\\<br \/>\n            <span class=\"token punctuation\">&#8211;<\/span><span class=\"token punctuation\">&#8211;<\/span>output<span class=\"token punctuation\">&#8211;<\/span>schema &#039;<span class=\"token punctuation\">{<\/span>&#034;type&#034;<span class=\"token punctuation\">:<\/span><span class=\"token string\">&#034;object&#034;<\/span><span class=\"token punctuation\">,<\/span>&#034;properties&#034;<span class=\"token punctuation\">:<\/span><span class=\"token punctuation\">{<\/span>&#034;score&#034;<span class=\"token punctuation\">:<\/span><span class=\"token punctuation\">{<\/span>&#034;type&#034;<span class=\"token punctuation\">:<\/span><span class=\"token string\">&#034;number&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span>&#034;issues&#034;<span class=\"token punctuation\">:<\/span><span class=\"token punctuation\">{<\/span>&#034;type&#034;<span class=\"token punctuation\">:<\/span><span class=\"token string\">&#034;array&#034;<\/span><span class=\"token punctuation\">,<\/span>&#034;items&#034;<span class=\"token punctuation\">:<\/span><span class=\"token punctuation\">{<\/span>&#034;type&#034;<span class=\"token punctuation\">:<\/span><span class=\"token string\">&#034;object&#034;<\/span><span class=\"token punctuation\">,<\/span>&#034;properties&#034;<span class=\"token punctuation\">:<\/span><span class=\"token punctuation\">{<\/span>&#034;severity&#034;<span class=\"token punctuation\">:<\/span><span class=\"token punctuation\">{<\/span>&#034;type&#034;<span class=\"token punctuation\">:<\/span><span class=\"token string\">&#034;string&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span>&#034;file&#034;<span class=\"token punctuation\">:<\/span><span class=\"token punctuation\">{<\/span>&#034;type&#034;<span class=\"token punctuation\">:<\/span><span class=\"token string\">&#034;string&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span>&#034;line&#034;<span class=\"token punctuation\">:<\/span><span class=\"token punctuation\">{<\/span>&#034;type&#034;<span class=\"token punctuation\">:<\/span><span class=\"token string\">&#034;number&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span>&#034;description&#034;<span class=\"token punctuation\">:<\/span><span class=\"token punctuation\">{<\/span>&#034;type&#034;<span class=\"token punctuation\">:<\/span><span class=\"token string\">&#034;string&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span>&#034;suggestion&#034;<span class=\"token punctuation\">:<\/span><span class=\"token punctuation\">{<\/span>&#034;type&#034;<span class=\"token punctuation\">:<\/span><span class=\"token string\">&#034;string&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">}<\/span>&#039; \\\\<br \/>\n            &#034;\u4f60\u662f\u4e00\u4e2a\u8d44\u6df1\u4ee3\u7801\u5ba1\u67e5\u5458\u3002\u8bf7\u5ba1\u67e5\u4ee5\u4e0bPR\u7684diff&#xff0c;\u4ece\u5b89\u5168\u6027\u3001\u6027\u80fd\u3001\u53ef\u7ef4\u62a4\u6027\u4e09\u4e2a\u7ef4\u5ea6\u7ed9\u51fa\u8bc4\u5206\u548c\u5177\u4f53\u95ee\u9898\u3002<br \/>\n            \u8bc4\u5206\u6807\u51c6&#xff1a;9<span class=\"token punctuation\">&#8211;<\/span>10\u4f18\u79c0&#xff0c;7<span class=\"token punctuation\">&#8211;<\/span>8\u826f\u597d&#xff0c;5<span class=\"token punctuation\">&#8211;<\/span>6\u4e00\u822c&#xff0c;&lt;5\u9700\u8981\u91cd\u5927\u4fee\u6539\u3002<br \/>\n            Diff\u5185\u5bb9&#xff1a;<br \/>\n            $(cat pr.diff)&#034; <span class=\"token punctuation\">&gt;<\/span> review<span class=\"token punctuation\">&#8211;<\/span>result.json<\/p>\n<p>      <span class=\"token punctuation\">&#8211;<\/span> <span class=\"token key atrule\">name<\/span><span class=\"token punctuation\">:<\/span> Post Review Comment<br \/>\n        <span class=\"token key atrule\">uses<\/span><span class=\"token punctuation\">:<\/span> actions\/github<span class=\"token punctuation\">&#8211;<\/span>script&#064;v7<br \/>\n        <span class=\"token key atrule\">with<\/span><span class=\"token punctuation\">:<\/span><br \/>\n          <span class=\"token key atrule\">script<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">|<\/span><span class=\"token scalar string\"><br \/>\n            const fs &#061; require(&#039;fs&#039;);<br \/>\n            const result &#061; JSON.parse(fs.readFileSync(&#039;review-result.json&#039;, &#039;utf8&#039;));<br \/>\n            const issues &#061; result.issues.map(i &#061;&gt;<br \/>\n              &#096;- **[${i.severity}]** ${i.file}:${i.line} &#8211; ${i.description}\\\\n  \u5efa\u8bae&#xff1a;${i.suggestion}&#096;<br \/>\n            ).join(&#039;\\\\n&#039;);<br \/>\n            github.rest.issues.createComment({<br \/>\n              owner: context.repo.owner,<br \/>\n              repo: context.repo.repo,<br \/>\n              issue_number: context.issue.number,<br \/>\n              body: &#096;## Codex\u4ee3\u7801\u5ba1\u67e5\u62a5\u544a\\\\n\\\\n**\u7efc\u5408\u8bc4\u5206&#xff1a;${result.score}\/10**\\\\n\\\\n### \u53d1\u73b0\u7684\u95ee\u9898\\\\n${issues}&#096;<br \/>\n            });<\/span><\/p>\n<h5>\u81ea\u52a8\u4fee\u590dLint\u95ee\u9898<\/h5>\n<p><span class=\"token comment\"># .github\/workflows\/codex-fix.yml<\/span><br \/>\n<span class=\"token key atrule\">name<\/span><span class=\"token punctuation\">:<\/span> Codex Auto Fix<\/p>\n<p><span class=\"token key atrule\">on<\/span><span class=\"token punctuation\">:<\/span><br \/>\n  <span class=\"token key atrule\">schedule<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token punctuation\">&#8211;<\/span> <span class=\"token key atrule\">cron<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#039;0 2 * * 1&#039;<\/span>  <span class=\"token comment\"># \u6bcf\u5468\u4e00\u51cc\u66682\u70b9<\/span><br \/>\n  <span class=\"token key atrule\">workflow_dispatch<\/span><span class=\"token punctuation\">:<\/span><\/p>\n<p><span class=\"token key atrule\">jobs<\/span><span class=\"token punctuation\">:<\/span><br \/>\n  <span class=\"token key atrule\">fix<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token key atrule\">runs-on<\/span><span class=\"token punctuation\">:<\/span> ubuntu<span class=\"token punctuation\">&#8211;<\/span>latest<br \/>\n    <span class=\"token key atrule\">steps<\/span><span class=\"token punctuation\">:<\/span><br \/>\n      <span class=\"token punctuation\">&#8211;<\/span> <span class=\"token key atrule\">uses<\/span><span class=\"token punctuation\">:<\/span> actions\/checkout&#064;v4<\/p>\n<p>      <span class=\"token punctuation\">&#8211;<\/span> <span class=\"token key atrule\">name<\/span><span class=\"token punctuation\">:<\/span> Install Codex<br \/>\n        <span class=\"token key atrule\">run<\/span><span class=\"token punctuation\">:<\/span> npm install <span class=\"token punctuation\">&#8211;<\/span>g &#064;openai\/codex<\/p>\n<p>      <span class=\"token punctuation\">&#8211;<\/span> <span class=\"token key atrule\">name<\/span><span class=\"token punctuation\">:<\/span> Run linter and fix<br \/>\n        <span class=\"token key atrule\">env<\/span><span class=\"token punctuation\">:<\/span><br \/>\n          <span class=\"token key atrule\">OPENAI_API_KEY<\/span><span class=\"token punctuation\">:<\/span> $<span class=\"token punctuation\">{<\/span><span class=\"token punctuation\">{<\/span> secrets.OPENAI_API_KEY <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">}<\/span><br \/>\n        <span class=\"token key atrule\">run<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">|<\/span><span class=\"token scalar string\"><br \/>\n          # \u8fd0\u884cflake8&#xff0c;\u628a\u9519\u8bef\u4f20\u7ed9Codex\u4fee\u590d<br \/>\n          flake8 src\/ &#8211;output-file&#061;lint-errors.txt || true<br \/>\n          codex exec &#8211;full-auto &#034;\u6839\u636e\u4ee5\u4e0bflake8\u9519\u8bef&#xff0c;\u4fee\u590dsrc\/\u76ee\u5f55\u4e0b\u7684\u4ee3\u7801\u95ee\u9898\u3002\u53ea\u4fee\u590d\u62a5\u544a\u7684\u95ee\u9898&#xff0c;\u4e0d\u8981\u505a\u5176\u4ed6\u6539\u52a8\u3002\u9519\u8bef\u4fe1\u606f&#xff1a;$(cat lint-errors.txt)&#034;<\/span><\/p>\n<p>      <span class=\"token punctuation\">&#8211;<\/span> <span class=\"token key atrule\">name<\/span><span class=\"token punctuation\">:<\/span> Create Pull Request<br \/>\n        <span class=\"token key atrule\">uses<\/span><span class=\"token punctuation\">:<\/span> peter<span class=\"token punctuation\">&#8211;<\/span>evans\/create<span class=\"token punctuation\">&#8211;<\/span>pull<span class=\"token punctuation\">&#8211;<\/span>request&#064;v6<br \/>\n        <span class=\"token key atrule\">with<\/span><span class=\"token punctuation\">:<\/span><br \/>\n          <span class=\"token key atrule\">title<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;chore: \u81ea\u52a8\u4fee\u590dlint\u9519\u8bef&#034;<\/span><br \/>\n          <span class=\"token key atrule\">body<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u7531Codex\u81ea\u52a8\u751f\u6210\u7684lint\u4fee\u590dPR&#034;<\/span><br \/>\n          <span class=\"token key atrule\">branch<\/span><span class=\"token punctuation\">:<\/span> codex\/auto<span class=\"token punctuation\">&#8211;<\/span>fix<span class=\"token punctuation\">&#8211;<\/span>lint<\/p>\n<h4>6.3 Python SDK\u96c6\u6210&#xff08;\u5d4c\u5165\u5230\u81ea\u5df1\u7684\u7cfb\u7edf&#xff09;<\/h4>\n<p>\u5982\u679c\u4f60\u60f3\u628aCodex\u5d4c\u5165\u5230\u81ea\u5df1\u7684\u4ea7\u54c1\u4e2d&#xff0c;\u53ef\u4ee5\u7528\u5b98\u65b9Python SDK\u3002<\/p>\n<h5>\u5b89\u88c5SDK<\/h5>\n<p>pip <span class=\"token function\">install<\/span> codex-sdk<\/p>\n<h5>\u57fa\u672c\u7528\u6cd5<\/h5>\n<p><span class=\"token comment\"># codex_integration.py<\/span><br \/>\n<span class=\"token keyword\">from<\/span> codex <span class=\"token keyword\">import<\/span> CodexClient<br \/>\n<span class=\"token keyword\">import<\/span> asyncio<\/p>\n<p><span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">main<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token comment\"># \u521d\u59cb\u5316\u5ba2\u6237\u7aef<\/span><br \/>\n    client <span class=\"token operator\">&#061;<\/span> CodexClient<span class=\"token punctuation\">(<\/span><br \/>\n        api_key<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;sk-your-api-key&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        model<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;gpt-5.4-codex&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u521b\u5efa\u4e00\u4e2a\u7ebf\u7a0b&#xff08;\u4f1a\u8bdd&#xff09;<\/span><br \/>\n    thread <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">await<\/span> client<span class=\"token punctuation\">.<\/span>threads<span class=\"token punctuation\">.<\/span>create<span class=\"token punctuation\">(<\/span><br \/>\n        title<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u4fee\u590d\u7528\u6237\u767b\u5f55bug&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        instructions<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u4f60\u662f\u4e00\u4e2aPython\u540e\u7aef\u4e13\u5bb6&#xff0c;\u8d1f\u8d23\u4fee\u590d\u7528\u6237\u767b\u5f55\u6a21\u5757\u7684bug\u3002&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u63d0\u4ea4\u4efb\u52a1&#xff0c;\u6d41\u5f0f\u83b7\u53d6\u4e8b\u4ef6<\/span><br \/>\n    task <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">await<\/span> client<span class=\"token punctuation\">.<\/span>tasks<span class=\"token punctuation\">.<\/span>create<span class=\"token punctuation\">(<\/span><br \/>\n        thread_id<span class=\"token operator\">&#061;<\/span>thread<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">id<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        prompt<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u7528\u6237\u53cd\u9988\u767b\u5f55\u65f6\u5076\u5c14\u51fa\u73b0500\u9519\u8bef&#xff0c;\u65e5\u5fd7\u663e\u793a\u662f\u6570\u636e\u5e93\u8fde\u63a5\u6c60\u8017\u5c3d\u3002\u8bf7\u5206\u6790\u539f\u56e0\u5e76\u4fee\u590d\u3002&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        workspace_path<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\/path\/to\/project&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u6d41\u5f0f\u76d1\u542c\u4e8b\u4ef6<\/span><br \/>\n    <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">for<\/span> event <span class=\"token keyword\">in<\/span> task<span class=\"token punctuation\">.<\/span>stream<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> event<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">type<\/span> <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;message&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;[Agent] <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>event<span class=\"token punctuation\">.<\/span>content<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">elif<\/span> event<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">type<\/span> <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;tool_call&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;[Tool] <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>event<span class=\"token punctuation\">.<\/span>name<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">(<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>event<span class=\"token punctuation\">.<\/span>arguments<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">)&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">elif<\/span> event<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">type<\/span> <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;tool_result&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;[Result] <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>event<span class=\"token punctuation\">.<\/span>result<span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">100]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#8230;&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">elif<\/span> event<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">type<\/span> <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;approval_request&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token comment\"># \u9700\u8981\u4eba\u5de5\u5ba1\u6279<\/span><br \/>\n            <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u9700\u8981\u5ba1\u6279: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>event<span class=\"token punctuation\">.<\/span>tool_name<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token comment\"># \u53ef\u4ee5\u9009\u62e9\u6279\u51c6\u6216\u62d2\u7edd<\/span><br \/>\n            <span class=\"token keyword\">await<\/span> event<span class=\"token punctuation\">.<\/span>approve<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u83b7\u53d6\u6700\u7ec8\u7ed3\u679c<\/span><br \/>\n    result <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">await<\/span> task<span class=\"token punctuation\">.<\/span>result<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u4efb\u52a1\u5b8c\u6210: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>result<span class=\"token punctuation\">.<\/span>summary<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u4fee\u6539\u7684\u6587\u4ef6: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>result<span class=\"token punctuation\">.<\/span>modified_files<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>asyncio<span class=\"token punctuation\">.<\/span>run<span class=\"token punctuation\">(<\/span>main<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<h5>\u6279\u91cf\u5904\u7406\u4efb\u52a1<\/h5>\n<p><span class=\"token comment\"># batch_process.py<\/span><br \/>\n<span class=\"token keyword\">from<\/span> codex <span class=\"token keyword\">import<\/span> CodexClient<br \/>\n<span class=\"token keyword\">import<\/span> asyncio<\/p>\n<p><span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">process_file<\/span><span class=\"token punctuation\">(<\/span>client<span class=\"token punctuation\">:<\/span> CodexClient<span class=\"token punctuation\">,<\/span> file_path<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u4e3a\u5355\u4e2a\u6587\u4ef6\u751f\u6210\u5355\u5143\u6d4b\u8bd5&#034;&#034;&#034;<\/span><br \/>\n    thread <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">await<\/span> client<span class=\"token punctuation\">.<\/span>threads<span class=\"token punctuation\">.<\/span>create<span class=\"token punctuation\">(<\/span>title<span class=\"token operator\">&#061;<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u6d4b\u8bd5 <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>file_path<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n    task <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">await<\/span> client<span class=\"token punctuation\">.<\/span>tasks<span class=\"token punctuation\">.<\/span>create<span class=\"token punctuation\">(<\/span><br \/>\n        thread_id<span class=\"token operator\">&#061;<\/span>thread<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">id<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        prompt<span class=\"token operator\">&#061;<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u4e3a\u6587\u4ef6 <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>file_path<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> \u7f16\u5199\u5355\u5143\u6d4b\u8bd5&#xff0c;\u4f7f\u7528pytest&#xff0c;\u8986\u76d6\u7387\u8fbe\u523080%\u4ee5\u4e0a\u3002&#034;<\/span><\/span><span class=\"token punctuation\">,<\/span><br \/>\n        workspace_path<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\/path\/to\/project&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><br \/>\n    result <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">await<\/span> task<span class=\"token punctuation\">.<\/span>result<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> file_path<span class=\"token punctuation\">,<\/span> result<span class=\"token punctuation\">.<\/span>summary<\/p>\n<p><span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">main<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    client <span class=\"token operator\">&#061;<\/span> CodexClient<span class=\"token punctuation\">(<\/span>api_key<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;sk-your-api-key&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u9700\u8981\u5904\u7406\u7684\u6587\u4ef6\u5217\u8868<\/span><br \/>\n    files <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><br \/>\n        <span class=\"token string\">&#034;src\/auth.py&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;src\/user.py&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;src\/order.py&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;src\/payment.py&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">]<\/span><\/p>\n<p>    <span class=\"token comment\"># \u5e76\u53d1\u5904\u7406&#xff08;\u6ce8\u610f\u63a7\u5236\u5e76\u53d1\u6570&#xff0c;\u907f\u514d\u89e6\u53d1\u9650\u6d41&#xff09;<\/span><br \/>\n    semaphore <span class=\"token operator\">&#061;<\/span> asyncio<span class=\"token punctuation\">.<\/span>Semaphore<span class=\"token punctuation\">(<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">)<\/span>  <span class=\"token comment\"># \u6700\u591a3\u4e2a\u5e76\u53d1<\/span><\/p>\n<p>    <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">process_with_limit<\/span><span class=\"token punctuation\">(<\/span>file_path<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">with<\/span> semaphore<span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> <span class=\"token keyword\">await<\/span> process_file<span class=\"token punctuation\">(<\/span>client<span class=\"token punctuation\">,<\/span> file_path<span class=\"token punctuation\">)<\/span><\/p>\n<p>    results <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">await<\/span> asyncio<span class=\"token punctuation\">.<\/span>gather<span class=\"token punctuation\">(<\/span><span class=\"token operator\">*<\/span><span class=\"token punctuation\">[<\/span>process_with_limit<span class=\"token punctuation\">(<\/span>f<span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">for<\/span> f <span class=\"token keyword\">in<\/span> files<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">for<\/span> file_path<span class=\"token punctuation\">,<\/span> summary <span class=\"token keyword\">in<\/span> results<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>file_path<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>summary<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>asyncio<span class=\"token punctuation\">.<\/span>run<span class=\"token punctuation\">(<\/span>main<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<h4>6.4 \u4f01\u4e1a\u5b89\u5168\u914d\u7f6e<\/h4>\n<p>\u4f01\u4e1a\u4f7f\u7528\u65f6&#xff0c;\u5b89\u5168\u662f\u7b2c\u4e00\u4f4d\u7684\u3002\u4ee5\u4e0b\u662f\u5173\u952e\u7684\u5b89\u5168\u914d\u7f6e&#xff1a;<\/p>\n<h5>\u6743\u9650\u5ba1\u6279\u89c4\u5219<\/h5>\n<p><span class=\"token comment\"># ~\/.codex\/rules\/security.rules<\/span><br \/>\n<span class=\"token comment\"># \u5371\u9669\u64cd\u4f5c&#xff1a;\u9700\u8981\u5ba1\u6279<\/span><br \/>\nprefix_rule<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;rm -rf \/&#034;<\/span><span class=\"token punctuation\">,<\/span> decision<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;deny&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\nprefix_rule<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;git push &#8211;force&#034;<\/span><span class=\"token punctuation\">,<\/span> decision<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;deny&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\nprefix_rule<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;npm publish&#034;<\/span><span class=\"token punctuation\">,<\/span> decision<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;approve&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\nprefix_rule<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;docker run &#8211;privileged&#034;<\/span><span class=\"token punctuation\">,<\/span> decision<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;deny&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># \u5b89\u5168\u64cd\u4f5c&#xff1a;\u81ea\u52a8\u5141\u8bb8<\/span><br \/>\nprefix_rule<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;ls&#034;<\/span><span class=\"token punctuation\">,<\/span> decision<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;allow&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\nprefix_rule<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;cat&#034;<\/span><span class=\"token punctuation\">,<\/span> decision<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;allow&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\nprefix_rule<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;git status&#034;<\/span><span class=\"token punctuation\">,<\/span> decision<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;allow&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\nprefix_rule<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;pytest&#034;<\/span><span class=\"token punctuation\">,<\/span> decision<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;allow&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\nprefix_rule<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;flake8&#034;<\/span><span class=\"token punctuation\">,<\/span> decision<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;allow&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># \u5199\u64cd\u4f5c&#xff1a;\u9700\u8981\u5ba1\u6279<\/span><br \/>\nprefix_rule<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;git commit&#034;<\/span><span class=\"token punctuation\">,<\/span> decision<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;approve&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\nprefix_rule<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;git push&#034;<\/span><span class=\"token punctuation\">,<\/span> decision<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;approve&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<h5>\u6c99\u7bb1\u7b56\u7565<\/h5>\n<p># ~\/.codex\/config.toml<br \/>\n[sandbox]<br \/>\n# \u53ea\u5141\u8bb8\u8bbf\u95ee\u9879\u76ee\u76ee\u5f55<br \/>\nallowed_directories &#061; [<br \/>\n    &#034;\/path\/to\/project&#034;,<br \/>\n    &#034;\/tmp&#034;,<br \/>\n]<\/p>\n<p># \u7981\u6b62\u8bbf\u95ee\u7684\u76ee\u5f55<br \/>\ndenied_directories &#061; [<br \/>\n    &#034;\/etc&#034;,<br \/>\n    &#034;\/root&#034;,<br \/>\n    &#034;\/home\/user\/.ssh&#034;,<br \/>\n]<\/p>\n<p># \u7981\u6b62\u7f51\u7edc\u8bbf\u95ee&#xff08;\u53ef\u9009&#xff09;<br \/>\nnetwork &#061; &#034;deny&#034;<\/p>\n<p># \u8d44\u6e90\u9650\u5236<br \/>\nmax_memory_mb &#061; 2048<br \/>\nmax_cpu_cores &#061; 2<br \/>\nmax_execution_time_seconds &#061; 300<\/p>\n<h5>\u5ba1\u8ba1\u65e5\u5fd7<\/h5>\n<p># ~\/.codex\/config.toml<br \/>\n[audit]<br \/>\nenabled &#061; true<br \/>\nlog_file &#061; &#034;\/var\/log\/codex\/audit.log&#034;<br \/>\nlog_format &#061; &#034;json&#034;<\/p>\n<p># \u8bb0\u5f55\u7684\u5185\u5bb9<br \/>\nrecord &#061; [<br \/>\n    &#034;user_input&#034;,<br \/>\n    &#034;tool_calls&#034;,<br \/>\n    &#034;tool_results&#034;,<br \/>\n    &#034;approval_decisions&#034;,<br \/>\n    &#034;file_modifications&#034;,<br \/>\n]<\/p>\n<p>\u5ba1\u8ba1\u65e5\u5fd7\u793a\u4f8b&#xff1a;<\/p>\n<p><span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">&#034;timestamp&#034;<\/span><span class=\"token operator\">:<\/span><span class=\"token string\">&#034;2026-09-14T10:30:00Z&#034;<\/span><span class=\"token punctuation\">,<\/span><span class=\"token string-property property\">&#034;user&#034;<\/span><span class=\"token operator\">:<\/span><span class=\"token string\">&#034;zhangsan&#034;<\/span><span class=\"token punctuation\">,<\/span><span class=\"token string-property property\">&#034;action&#034;<\/span><span class=\"token operator\">:<\/span><span class=\"token string\">&#034;tool_call&#034;<\/span><span class=\"token punctuation\">,<\/span><span class=\"token string-property property\">&#034;tool&#034;<\/span><span class=\"token operator\">:<\/span><span class=\"token string\">&#034;shell&#034;<\/span><span class=\"token punctuation\">,<\/span><span class=\"token string-property property\">&#034;command&#034;<\/span><span class=\"token operator\">:<\/span><span class=\"token string\">&#034;pytest tests\/&#034;<\/span><span class=\"token punctuation\">,<\/span><span class=\"token string-property property\">&#034;result&#034;<\/span><span class=\"token operator\">:<\/span><span class=\"token string\">&#034;success&#034;<\/span><span class=\"token punctuation\">,<\/span><span class=\"token string-property property\">&#034;duration_ms&#034;<\/span><span class=\"token operator\">:<\/span><span class=\"token number\">1523<\/span><span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">&#034;timestamp&#034;<\/span><span class=\"token operator\">:<\/span><span class=\"token string\">&#034;2026-09-14T10:30:05Z&#034;<\/span><span class=\"token punctuation\">,<\/span><span class=\"token string-property property\">&#034;user&#034;<\/span><span class=\"token operator\">:<\/span><span class=\"token string\">&#034;zhangsan&#034;<\/span><span class=\"token punctuation\">,<\/span><span class=\"token string-property property\">&#034;action&#034;<\/span><span class=\"token operator\">:<\/span><span class=\"token string\">&#034;file_write&#034;<\/span><span class=\"token punctuation\">,<\/span><span class=\"token string-property property\">&#034;path&#034;<\/span><span class=\"token operator\">:<\/span><span class=\"token string\">&#034;src\/auth.py&#034;<\/span><span class=\"token punctuation\">,<\/span><span class=\"token string-property property\">&#034;lines_added&#034;<\/span><span class=\"token operator\">:<\/span><span class=\"token number\">45<\/span><span class=\"token punctuation\">,<\/span><span class=\"token string-property property\">&#034;lines_removed&#034;<\/span><span class=\"token operator\">:<\/span><span class=\"token number\">12<\/span><span class=\"token punctuation\">}<\/span><\/p>\n<h4>6.5 \u4f01\u4e1a\u843d\u5730\u6700\u4f73\u5b9e\u8df5<\/h4>\n<li>\u4ece\u5c0f\u8303\u56f4\u8bd5\u70b9\u5f00\u59cb&#xff1a;\u5148\u5728\u4e00\u4e2a\u975e\u6838\u5fc3\u9879\u76ee\u4e2d\u8bd5\u7528&#xff0c;\u79ef\u7d2f\u7ecf\u9a8c\u540e\u518d\u63a8\u5e7f\u3002<\/li>\n<li>\u5236\u5b9aAGENTS.md\u89c4\u8303&#xff1a;\u7edf\u4e00\u9879\u76ee\u914d\u7f6e&#xff0c;\u786e\u4fddAI\u8f93\u51fa\u7b26\u5408\u56e2\u961f\u89c4\u8303\u3002<\/li>\n<li>\u5efa\u7acb\u5ba1\u6279\u6d41\u7a0b&#xff1a;\u5371\u9669\u64cd\u4f5c\u5fc5\u987b\u4eba\u5de5\u5ba1\u6279&#xff0c;\u4e0d\u80fd\u5b8c\u5168\u653e\u6743\u3002<\/li>\n<li>\u4fdd\u7559\u4eba\u5de5\u5ba1\u6838&#xff1a;AI\u751f\u6210\u7684\u4ee3\u7801\u5fc5\u987b\u7ecf\u8fc7code review\u624d\u80fd\u5408\u5e76\u3002<\/li>\n<li>\u76d1\u63a7\u4f7f\u7528\u60c5\u51b5&#xff1a;\u7edf\u8ba1\u4f7f\u7528\u91cf\u3001\u6210\u529f\u7387\u3001\u8282\u7701\u65f6\u95f4&#xff0c;\u7528\u6570\u636e\u8bf4\u8bdd\u3002<\/li>\n<li>\u5b9a\u671f\u57f9\u8bad&#xff1a;\u56e2\u961f\u6210\u5458\u9700\u8981\u5b66\u4e60\u5982\u4f55\u5199\u597dPrompt&#xff0c;\u5982\u4f55\u4e0eAI\u534f\u4f5c\u3002<\/li>\n<hr \/>\n<h3>\u4e03\u3001\u7ade\u54c1\u5bf9\u6bd4&#xff1a;Codex vs Claude Code vs Cursor vs GitHub Copilot<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260918202011-6aad9cfb83b14.jpg\" alt=\"AI\u7f16\u7a0b\u5de5\u5177\u7ade\u54c1\u5bf9\u6bd4\" \/><\/p>\n<p>\u5e02\u9762\u4e0aAI\u7f16\u7a0b\u5de5\u5177\u5f88\u591a&#xff0c;\u600e\u4e48\u9009&#xff1f;\u6211\u4eec\u6765\u505a\u4e00\u4e2a\u5168\u9762\u7684\u5bf9\u6bd4\u3002<\/p>\n<h4>7.1 \u6838\u5fc3\u53c2\u6570\u5bf9\u6bd4\u8868<\/h4>\n<table>\n<tr>\u5bf9\u6bd4\u7ef4\u5ea6CodexClaude CodeCursorGitHub Copilot<\/tr>\n<tbody>\n<tr>\n<td>\u51fa\u54c1\u65b9<\/td>\n<td>OpenAI<\/td>\n<td>Anthropic<\/td>\n<td>Cursor Inc.<\/td>\n<td>GitHub\/Microsoft<\/td>\n<\/tr>\n<tr>\n<td>\u6838\u5fc3\u5b9a\u4f4d<\/td>\n<td>\u5168\u6808\u8f6f\u4ef6\u5de5\u7a0bAgent<\/td>\n<td>\u7ec8\u7aef\u4f18\u5148\u7684\u7f16\u7a0bAgent<\/td>\n<td>AI-first IDE<\/td>\n<td>\u4ee3\u7801\u8865\u5168&#043;\u8f7b\u91cfAgent<\/td>\n<\/tr>\n<tr>\n<td>\u8fd0\u884c\u73af\u5883<\/td>\n<td>\u672c\u5730CLI &#043; \u4e91\u7aef\u6c99\u7bb1<\/td>\n<td>\u672c\u5730\u7ec8\u7aef<\/td>\n<td>IDE\u5185<\/td>\n<td>IDE\u5185<\/td>\n<\/tr>\n<tr>\n<td>\u5f00\u6e90\u7a0b\u5ea6<\/td>\n<td>Harness\u6838\u5fc3\u5f00\u6e90(Apache-2.0)<\/td>\n<td>\u95ed\u6e90<\/td>\n<td>\u95ed\u6e90<\/td>\n<td>\u95ed\u6e90<\/td>\n<\/tr>\n<tr>\n<td>\u652f\u6301\u6a21\u578b<\/td>\n<td>\u4ec5OpenAI\u6a21\u578b<\/td>\n<td>\u4ec5Claude\u6a21\u578b<\/td>\n<td>Claude\/GPT\/Gemini\u591a\u6a21\u578b<\/td>\n<td>GPT\/Claude\u591a\u6a21\u578b<\/td>\n<\/tr>\n<tr>\n<td>\u591a\u6587\u4ef6\u64cd\u4f5c<\/td>\n<td>\u5f3a&#xff0c;\u81ea\u52a8\u89c4\u5212<\/td>\n<td>\u6700\u5f3a&#xff0c;\u5168\u4ed3\u5e93\u7406\u89e3<\/td>\n<td>\u5f3a&#xff0c;IDE\u96c6\u6210<\/td>\n<td>\u6709\u9650<\/td>\n<\/tr>\n<tr>\n<td>\u4e0a\u4e0b\u6587\u7a97\u53e3<\/td>\n<td>\u6a21\u578b\u76f8\u5173(\u6700\u9ad8200K&#043;)<\/td>\n<td>200K &#043; \u81ea\u52a8\u538b\u7f29<\/td>\n<td>\u6a21\u578b\u76f8\u5173<\/td>\n<td>64K(Pro&#043;)<\/td>\n<\/tr>\n<tr>\n<td>\u6c99\u7bb1\u5b89\u5168<\/td>\n<td>\u539f\u751f\u591a\u5e73\u53f0\u6c99\u7bb1<\/td>\n<td>\u672c\u5730\u6267\u884c&#xff0c;\u6743\u9650\u63d0\u793a<\/td>\n<td>\u672c\u5730\u6267\u884c<\/td>\n<td>\u672c\u5730\u6267\u884c<\/td>\n<\/tr>\n<tr>\n<td>CI\/CD\u96c6\u6210<\/td>\n<td>\u539f\u751f\u652f\u6301(codex exec)<\/td>\n<td>\u652f\u6301(CLI)<\/td>\n<td>\u4e0d\u652f\u6301<\/td>\n<td>\u6709\u9650\u652f\u6301<\/td>\n<\/tr>\n<tr>\n<td>\u4f01\u4e1a\u529f\u80fd<\/td>\n<td>\u5b8c\u5584\u4e2d<\/td>\n<td>\u6210\u719f<\/td>\n<td>\u6210\u957f\u4e2d<\/td>\n<td>\u6700\u6210\u719f<\/td>\n<\/tr>\n<tr>\n<td>MCP\u652f\u6301<\/td>\n<td>\u652f\u6301<\/td>\n<td>\u652f\u6301(\u9996\u521b)<\/td>\n<td>\u652f\u6301<\/td>\n<td>\u652f\u6301<\/td>\n<\/tr>\n<tr>\n<td>\u4ef7\u683c(\u4e2a\u4eba)<\/td>\n<td>$200\/\u6708(Pro)<\/td>\n<td>$20\/\u6708(Max)\u6216API\u8ba1\u8d39<\/td>\n<td>$20\/\u6708<\/td>\n<td>$10\/\u6708(Pro)<\/td>\n<\/tr>\n<tr>\n<td>\u9002\u5408\u4eba\u7fa4<\/td>\n<td>\u9700\u8981\u81ea\u52a8\u5316\u548c\u4f01\u4e1a\u96c6\u6210\u7684\u56e2\u961f<\/td>\n<td>\u7ec8\u7aef\u91cd\u5ea6\u7528\u6237\u3001\u590d\u6742\u91cd\u6784<\/td>\n<td>\u559c\u6b22IDE\u4ea4\u4e92\u7684\u5f00\u53d1\u8005<\/td>\n<td>\u4f01\u4e1a\u56e2\u961f\u3001GitHub\u91cd\u5ea6\u7528\u6237<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>7.2 \u5404\u5de5\u5177\u4f18\u52a3\u52bf\u5206\u6790<\/h4>\n<h5>Codex<\/h5>\n<p>\u4f18\u52bf&#xff1a;<\/p>\n<ul>\n<li>\u6838\u5fc3\u5f00\u6e90&#xff0c;\u53ef\u4ee5\u4e8c\u6b21\u5f00\u53d1\u548c\u5d4c\u5165<\/li>\n<li>\u539f\u751f\u652f\u6301CI\/CD&#xff0c;\u81ea\u52a8\u5316\u80fd\u529b\u6700\u5f3a<\/li>\n<li>\u4e09\u5c42\u96c6\u6210\u63a5\u53e3&#xff0c;\u9002\u914d\u5404\u79cd\u573a\u666f<\/li>\n<li>OpenAI\u751f\u6001\u539f\u751f\u96c6\u6210&#xff08;ChatGPT\u3001API&#xff09;<\/li>\n<li>\u4e91\u7aef\u6c99\u7bb1&#xff0c;\u53ef\u4ee5\u5e76\u884c\u5904\u7406\u5927\u4efb\u52a1<\/li>\n<\/ul>\n<p>\u52a3\u52bf&#xff1a;<\/p>\n<ul>\n<li>\u4ef7\u683c\u8f83\u9ad8&#xff0c;\u4e2a\u4eba\u7248$200\/\u6708<\/li>\n<li>\u53ea\u80fd\u7528OpenAI\u6a21\u578b&#xff0c;\u4e0d\u80fd\u5207\u6362<\/li>\n<li>\u4f01\u4e1a\u529f\u80fd\u8fd8\u5728\u5b8c\u5584\u4e2d<\/li>\n<li>TUI\u754c\u9762\u5b66\u4e60\u6210\u672c\u8f83\u9ad8<\/li>\n<\/ul>\n<h5>Claude Code<\/h5>\n<p>\u4f18\u52bf&#xff1a;<\/p>\n<ul>\n<li>Claude\u6a21\u578b\u4ee3\u7801\u7406\u89e3\u80fd\u529b\u5f3a&#xff0c;\u590d\u6742\u91cd\u6784\u8868\u73b0\u597d<\/li>\n<li>\u7ec8\u7aef\u4f18\u5148&#xff0c;\u4e0eGit\/Shell\u96c6\u6210\u7d27\u5bc6<\/li>\n<li>MCP\u534f\u8bae\u7684\u9996\u521b\u8005&#xff0c;\u751f\u6001\u4e30\u5bcc<\/li>\n<li>\u4ef7\u683c\u76f8\u5bf9\u5408\u7406<\/li>\n<\/ul>\n<p>\u52a3\u52bf&#xff1a;<\/p>\n<ul>\n<li>\u95ed\u6e90&#xff0c;\u4e0d\u80fd\u81ea\u5b9a\u4e49\u6838\u5fc3\u903b\u8f91<\/li>\n<li>\u53ea\u80fd\u7528Claude\u6a21\u578b<\/li>\n<li>\u6ca1\u6709\u4e91\u7aef\u6c99\u7bb1&#xff0c;\u5927\u4efb\u52a1\u53d7\u672c\u5730\u8d44\u6e90\u9650\u5236<\/li>\n<li>\u4f01\u4e1a\u5408\u89c4\u529f\u80fd\u4e0d\u5982Copilot\u6210\u719f<\/li>\n<\/ul>\n<h5>Cursor<\/h5>\n<p>\u4f18\u52bf&#xff1a;<\/p>\n<ul>\n<li>IDE\u4f53\u9a8c\u6700\u597d&#xff0c;\u4ea4\u4e92\u6d41\u7545<\/li>\n<li>\u652f\u6301\u591a\u6a21\u578b\u5207\u6362<\/li>\n<li>Tab\u8865\u5168&#043;Agent&#043;\u5185\u8054\u7f16\u8f91\u4e00\u4f53\u5316<\/li>\n<li>\u4e0a\u624b\u95e8\u69db\u4f4e<\/li>\n<\/ul>\n<p>\u52a3\u52bf&#xff1a;<\/p>\n<ul>\n<li>\u95ed\u6e90&#xff0c;\u5b9a\u5236\u80fd\u529b\u5f31<\/li>\n<li>Token\u6d88\u8017\u8f83\u5927<\/li>\n<li>\u4e0d\u9002\u5408CI\/CD\u81ea\u52a8\u5316<\/li>\n<li>\u91cd\u5ea6\u4f9d\u8d56IDE&#xff0c;\u4e0d\u9002\u5408\u670d\u52a1\u5668\u73af\u5883<\/li>\n<\/ul>\n<h5>GitHub Copilot<\/h5>\n<p>\u4f18\u52bf&#xff1a;<\/p>\n<ul>\n<li>\u4f01\u4e1a\u751f\u6001\u6700\u6210\u719f&#xff0c;\u5408\u89c4\u65b9\u6848\u5b8c\u5584<\/li>\n<li>\u4e0eGitHub\u6df1\u5ea6\u96c6\u6210&#xff08;PR\u3001Issue\u3001Actions&#xff09;<\/li>\n<li>\u4ef7\u683c\u4fbf\u5b9c&#xff0c;$10\/\u6708\u8d77<\/li>\n<li>\u591a\u7f16\u8f91\u5668\u652f\u6301&#xff08;VS Code\u3001JetBrains\u7b49&#xff09;<\/li>\n<li>Microsoft\u4f01\u4e1a\u6e20\u9053\u5206\u53d1<\/li>\n<\/ul>\n<p>\u52a3\u52bf&#xff1a;<\/p>\n<ul>\n<li>Agent\u80fd\u529b\u76f8\u5bf9\u8f83\u5f31&#xff0c;\u66f4\u504f\u8865\u5168<\/li>\n<li>\u95ed\u6e90&#xff0c;\u4e0d\u80fd\u81ea\u5b9a\u4e49<\/li>\n<li>\u591a\u6587\u4ef6\u64cd\u4f5c\u80fd\u529b\u6709\u9650<\/li>\n<li>\u590d\u6742\u4efb\u52a1\u9700\u8981\u4eba\u5de5\u5f15\u5bfc\u8f83\u591a<\/li>\n<\/ul>\n<h4>7.3 \u9009\u578b\u5efa\u8bae<\/h4>\n<ul>\n<li>\u5982\u679c\u4f60\u662f\u4e2a\u4eba\u5f00\u53d1\u8005&#xff0c;\u9884\u7b97\u6709\u9650&#xff1a;\u9009GitHub Copilot&#xff0c;\u6027\u4ef7\u6bd4\u6700\u9ad8\u3002<\/li>\n<li>\u5982\u679c\u4f60\u662f\u7ec8\u7aef\u91cd\u5ea6\u7528\u6237&#xff0c;\u7ecf\u5e38\u505a\u590d\u6742\u91cd\u6784&#xff1a;\u9009Claude Code\u3002<\/li>\n<li>\u5982\u679c\u4f60\u559c\u6b22IDE\u5185\u4ea4\u4e92&#xff0c;\u60f3\u8981\u4e00\u4f53\u5316\u4f53\u9a8c&#xff1a;\u9009Cursor\u3002<\/li>\n<li>\u5982\u679c\u4f60\u9700\u8981CI\/CD\u81ea\u52a8\u5316\u3001\u4f01\u4e1a\u96c6\u6210\u3001\u6216\u8005\u60f3\u81ea\u5df1\u5b9a\u5236Agent&#xff1a;\u9009Codex\u3002<\/li>\n<li>\u5982\u679c\u4f60\u7684\u56e2\u961f\u5df2\u7ecf\u6df1\u5ea6\u4f7f\u7528GitHub&#xff0c;\u91cd\u89c6\u4f01\u4e1a\u5408\u89c4&#xff1a;\u9009GitHub Copilot\u3002<\/li>\n<\/ul>\n<p>\u5f88\u591a\u56e2\u961f\u7684\u5b9e\u9645\u505a\u6cd5\u662f&#xff1a;Copilot\u505a\u65e5\u5e38\u8865\u5168 &#043; Codex\u505a\u81ea\u52a8\u5316\u4efb\u52a1 &#043; Claude Code\u505a\u590d\u6742\u91cd\u6784&#xff0c;\u4e09\u8005\u914d\u5408\u4f7f\u7528\u3002<\/p>\n<hr \/>\n<h3>\u516b\u3001\u9762\u8bd5\u5b98\u9ad8\u9891\u9762\u8bd5\u9898<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260918202012-6aad9cfc24d0b.jpg\" alt=\"Codex\u9762\u8bd5\u9ad8\u9891\u8003\u70b9\" \/><\/p>\n<p>\u6700\u8fd1AI Agent\u5c97\u4f4d\u9762\u8bd5\u4e2d&#xff0c;Codex\u76f8\u5173\u7684\u95ee\u9898\u8d8a\u6765\u8d8a\u591a\u3002\u4ee5\u4e0b\u662f\u9ad8\u9891\u9762\u8bd5\u9898\u548c\u53c2\u8003\u7b54\u6848\u3002<\/p>\n<h4>8.1 \u57fa\u7840\u6982\u5ff5\u9898<\/h4>\n<p>Q1&#xff1a;Codex\u548c\u4f20\u7edf\u7684\u4ee3\u7801\u8865\u5168\u5de5\u5177\u6709\u4ec0\u4e48\u672c\u8d28\u533a\u522b&#xff1f;<\/p>\n<p>A&#xff1a;\u6838\u5fc3\u533a\u522b\u5728\u4e8e&#034;\u5de5\u5177&#034;\u548c&#034;Agent&#034;\u7684\u533a\u522b&#xff1a;<\/p>\n<ul>\n<li>\u4ee3\u7801\u8865\u5168\u5de5\u5177&#xff08;\u5982\u65e9\u671fCopilot&#xff09;\u662f\u88ab\u52a8\u7684&#xff0c;\u4f60\u5199\u5b83\u8865&#xff0c;\u4e0d\u7406\u89e3\u5168\u5c40\u4e0a\u4e0b\u6587&#xff0c;\u4e0d\u4f1a\u6267\u884c\u64cd\u4f5c\u3002<\/li>\n<li>Codex\u662f\u4e3b\u52a8\u7684Agent&#xff0c;\u4f60\u7ed9\u4e00\u4e2a\u4efb\u52a1&#xff0c;\u5b83\u81ea\u5df1\u89c4\u5212\u3001\u81ea\u5df1\u8c03\u7528\u5de5\u5177&#xff08;\u8bfb\u5199\u6587\u4ef6\u3001\u6267\u884c\u547d\u4ee4&#xff09;\u3001\u81ea\u5df1\u9a8c\u8bc1\u7ed3\u679c\u3001\u81ea\u5df1\u4fee\u6b63\u9519\u8bef&#xff0c;\u76f4\u5230\u5b8c\u6210\u4efb\u52a1\u3002<\/li>\n<li>\u672c\u8d28\u4e0a\u662f\u4ece&#034; autocomplete \u201c\u5230\u201d autonomous &#034;\u7684\u8f6c\u53d8\u3002<\/li>\n<\/ul>\n<p>Q2&#xff1a;Codex\u7684Agent Loop\u662f\u600e\u4e48\u5de5\u4f5c\u7684&#xff1f;<\/p>\n<p>A&#xff1a;Agent Loop\u91c7\u7528ReAct\u6a21\u5f0f&#xff0c;\u6838\u5fc3\u5faa\u73af\u662f&#xff1a;<\/p>\n<li>\u6784\u5efa\u4e0a\u4e0b\u6587&#xff08;\u7cfb\u7edf\u63d0\u793a\u8bcd&#043;\u5386\u53f2&#043;\u5de5\u5177\u5b9a\u4e49&#043;\u9879\u76ee\u89c4\u8303&#xff09;<\/li>\n<li>\u8c03\u7528\u6a21\u578b&#xff0c;\u83b7\u53d6\u54cd\u5e94<\/li>\n<li>\u5982\u679c\u662f\u6587\u672c\u56de\u7b54&#xff0c;\u7ed3\u675f\u672c\u8f6e<\/li>\n<li>\u5982\u679c\u662f\u5de5\u5177\u8c03\u7528&#xff0c;\u68c0\u67e5\u6743\u9650&#xff0c;\u5728\u6c99\u7bb1\u4e2d\u6267\u884c<\/li>\n<li>\u628a\u5de5\u5177\u7ed3\u679c\u52a0\u5165\u4e0a\u4e0b\u6587&#xff0c;\u56de\u5230\u7b2c2\u6b65<\/li>\n<li>\u76f4\u5230\u6a21\u578b\u7ed9\u51fa\u6700\u7ec8\u56de\u7b54\u6216\u8fbe\u5230\u6700\u5927\u6b65\u6570<\/li>\n<p>\u5173\u952e\u6e90\u7801\u5728codex-rs\/core\/session\/turn.rs\u7684run_turn\u51fd\u6570\u3002<\/p>\n<h4>8.2 \u67b6\u6784\u8bbe\u8ba1\u9898<\/h4>\n<p>Q3&#xff1a;Codex\u4e3a\u4ec0\u4e48\u7528Rust\u91cd\u5199\u6838\u5fc3&#xff0c;\u800c\u4e0d\u662f\u7ee7\u7eed\u7528TypeScript&#xff1f;<\/p>\n<p>A&#xff1a;\u4e3b\u8981\u6709\u51e0\u4e2a\u539f\u56e0&#xff1a;<\/p>\n<li>\u6027\u80fd&#xff1a;Agent Loop\u662fCPU\u5bc6\u96c6\u578b\u7684&#xff0c;Rust\u7684\u6027\u80fd\u8fdc\u9ad8\u4e8eTypeScript\u3002<\/li>\n<li>\u96f6\u4f9d\u8d56\u90e8\u7f72&#xff1a;Rust\u7f16\u8bd1\u6210\u5355\u4e2a\u4e8c\u8fdb\u5236\u6587\u4ef6&#xff0c;\u4e0d\u9700\u8981Node.js\u73af\u5883&#xff0c;\u5b89\u88c5\u7b80\u5355\u3002<\/li>\n<li>\u6c99\u7bb1\u539f\u751f\u7ed1\u5b9a&#xff1a;Rust\u53ef\u4ee5\u76f4\u63a5\u8c03\u7528\u64cd\u4f5c\u7cfb\u7edf\u7684\u6c99\u7bb1API&#xff08;Landlock\u3001Seatbelt\u3001Job Objects&#xff09;&#xff0c;TypeScript\u9700\u8981\u901a\u8fc7\u539f\u751f\u6a21\u5757\u95f4\u63a5\u8c03\u7528\u3002<\/li>\n<li>\u5185\u5b58\u5b89\u5168&#xff1a;Agent\u6267\u884c\u4e0d\u53ef\u4fe1\u7684\u6a21\u578b\u8f93\u51fa&#xff0c;Rust\u7684\u5185\u5b58\u5b89\u5168\u7279\u6027\u53ef\u4ee5\u51cf\u5c11\u6f0f\u6d1e\u3002<\/li>\n<li>\u5e76\u53d1\u6a21\u578b&#xff1a;Rust\u7684async\/await\u548c\u6240\u6709\u6743\u7cfb\u7edf\u9002\u5408\u9ad8\u5e76\u53d1\u7684\u5de5\u5177\u6267\u884c\u573a\u666f\u3002<\/li>\n<p>Q4&#xff1a;Codex\u7684\u4e0a\u4e0b\u6587\u7ba1\u7406\u662f\u600e\u4e48\u505a\u7684&#xff1f;\u4e0a\u4e0b\u6587\u4e0d\u591f\u4e86\u600e\u4e48\u529e&#xff1f;<\/p>\n<p>A&#xff1a;Codex\u7684ContextManager\u91c7\u7528\u5206\u5c42\u7b56\u7565&#xff1a;<\/p>\n<li>\u7cfb\u7edf\u63d0\u793a\u8bcd\u548c\u5de5\u5177\u5b9a\u4e49\u6c38\u8fdc\u4fdd\u7559&#xff08;\u8fd9\u4e9b\u662f&#034;\u5baa\u6cd5&#034;&#xff0c;\u4e0d\u80fd\u4e22&#xff09;<\/li>\n<li>AGENTS.md\u9879\u76ee\u89c4\u8303\u6c38\u8fdc\u4fdd\u7559<\/li>\n<li>\u6700\u8fd1N\u8f6e\u5bf9\u8bdd\u5b8c\u6574\u4fdd\u7559<\/li>\n<li>\u66f4\u65e9\u7684\u5bf9\u8bdd\u538b\u7f29\u6210\u6458\u8981<\/li>\n<li>\u5982\u679c\u8fd8\u8d85\u9884\u7b97&#xff0c;\u7ee7\u7eed\u6309\u5c42\u538b\u7f29&#xff0c;\u4ece\u6700\u4e0d\u91cd\u8981\u7684\u5f00\u59cb<\/li>\n<li>\u6700\u7ec8\u4fdd\u8bc1\u5728\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u5185<\/li>\n<p>\u538b\u7f29\u7684\u65b9\u5f0f\u901a\u5e38\u662f\u8ba9\u6a21\u578b\u81ea\u5df1\u603b\u7ed3\u5386\u53f2&#xff0c;\u751f\u6210\u6458\u8981\u3002<\/p>\n<p>Q5&#xff1a;Codex\u7684\u6c99\u7bb1\u662f\u600e\u4e48\u5b9e\u73b0\u7684&#xff1f;\u4e3a\u4ec0\u4e48\u9700\u8981\u6c99\u7bb1&#xff1f;<\/p>\n<p>A&#xff1a;\u9700\u8981\u6c99\u7bb1\u662f\u56e0\u4e3aAI\u6267\u884c\u7684\u547d\u4ee4\u662f\u6a21\u578b\u751f\u6210\u7684&#xff0c;\u4e0d\u53ef\u4fe1&#xff0c;\u53ef\u80fd\u4f1a\u641e\u7834\u574f&#xff08;\u6bd4\u5982\u5220\u6587\u4ef6\u3001\u8bbf\u95ee\u654f\u611f\u6570\u636e&#xff09;\u3002<\/p>\n<p>Codex\u4e3a\u4e09\u4e2a\u5e73\u53f0\u505a\u4e86\u539f\u751f\u5b9e\u73b0&#xff1a;<\/p>\n<ul>\n<li>Linux&#xff1a;Landlock&#xff08;\u6587\u4ef6\u7cfb\u7edf\u8bbf\u95ee\u63a7\u5236&#xff09;&#043; seccomp&#xff08;\u7cfb\u7edf\u8c03\u7528\u8fc7\u6ee4&#xff09;&#043; cgroup&#xff08;\u8d44\u6e90\u9650\u5236&#xff09;<\/li>\n<li>macOS&#xff1a;Seatbelt&#xff08;\u6c99\u7bb1\u914d\u7f6e\u6587\u4ef6&#xff09;<\/li>\n<li>Windows&#xff1a;\u53d7\u9650Token&#xff08;\u964d\u4f4e\u6743\u9650&#xff09;&#043; Job Objects&#xff08;\u8d44\u6e90\u9650\u5236&#xff09;<\/li>\n<\/ul>\n<p>\u6c99\u7bb1\u9650\u5236\u4e86Agent\u53ef\u4ee5\u8bbf\u95ee\u7684\u76ee\u5f55\u3001\u53ef\u4ee5\u6267\u884c\u7684\u7cfb\u7edf\u8c03\u7528\u3001\u53ef\u4ee5\u4f7f\u7528\u7684\u8d44\u6e90&#xff0c;\u786e\u4fdd\u5373\u4f7f\u6a21\u578b\u8f93\u51fa\u6076\u610f\u547d\u4ee4&#xff0c;\u4e5f\u4e0d\u4f1a\u9020\u6210\u4e25\u91cd\u540e\u679c\u3002<\/p>\n<h4>8.3 \u5de5\u7a0b\u5b9e\u8df5\u9898<\/h4>\n<p>Q6&#xff1a;AGENTS.md\u548cREADME\u6709\u4ec0\u4e48\u533a\u522b&#xff1f;\u600e\u4e48\u5199\u597dAGENTS.md&#xff1f;<\/p>\n<p>A&#xff1a;\u533a\u522b&#xff1a;<\/p>\n<ul>\n<li>README\u662f\u7ed9\u4eba\u770b\u7684&#xff0c;\u4fa7\u91cd\u9879\u76ee\u4ecb\u7ecd\u3001\u4f7f\u7528\u65b9\u6cd5\u3002<\/li>\n<li>AGENTS.md\u662f\u7ed9AI\u770b\u7684&#xff0c;\u4fa7\u91cd\u7f16\u7801\u89c4\u8303\u3001\u76ee\u5f55\u7ed3\u6784\u3001\u7981\u6b62\u4e8b\u9879\u3001\u5e38\u7528\u547d\u4ee4\u3002<\/li>\n<\/ul>\n<p>\u5199\u597dAGENTS.md\u7684\u8981\u70b9&#xff1a;<\/p>\n<li>\u660e\u786e\u6280\u672f\u6808\u548c\u7248\u672c<\/li>\n<li>\u8bf4\u660e\u76ee\u5f55\u7ed3\u6784&#xff0c;\u8ba9AI\u77e5\u9053\u53bb\u54ea\u627e\u4ee3\u7801<\/li>\n<li>\u5199\u6e05\u695a\u7f16\u7801\u89c4\u8303&#xff08;\u547d\u540d\u3001\u6ce8\u91ca\u3001\u9519\u8bef\u5904\u7406&#xff09;<\/li>\n<li>\u5217\u51fa\u7981\u6b62\u4e8b\u9879&#xff08;\u4e0d\u8981\u6539\u4ec0\u4e48\u3001\u4e0d\u8981\u505a\u4ec0\u4e48&#xff09;<\/li>\n<li>\u7ed9\u51fa\u5e38\u7528\u547d\u4ee4&#xff08;\u6d4b\u8bd5\u3001\u6784\u5efa\u3001\u683c\u5f0f\u5316&#xff09;<\/li>\n<li>\u4e0d\u8981\u5199\u5e9f\u8bdd&#xff0c;AI\u7684\u4e0a\u4e0b\u6587\u662f\u6709\u9650\u7684<\/li>\n<p>Q7&#xff1a;\u5728CI\/CD\u4e2d\u4f7f\u7528Codex\u9700\u8981\u6ce8\u610f\u4ec0\u4e48&#xff1f;<\/p>\n<p>A&#xff1a;\u51e0\u4e2a\u5173\u952e\u70b9&#xff1a;<\/p>\n<li>API Key\u5b89\u5168&#xff1a;\u5b58\u5728Secrets\u4e2d&#xff0c;\u4e0d\u8981\u786c\u7f16\u7801<\/li>\n<li>\u6743\u9650\u63a7\u5236&#xff1a;CI\u73af\u5883\u4e2d\u7528&#8211;full-auto&#xff0c;\u4f46\u8981\u9650\u5236\u80fd\u6267\u884c\u7684\u547d\u4ee4<\/li>\n<li>\u8d85\u65f6\u63a7\u5236&#xff1a;\u8bbe\u7f6e\u6700\u5927\u6267\u884c\u65f6\u95f4&#xff0c;\u9632\u6b62\u6b7b\u5faa\u73af<\/li>\n<li>\u5e42\u7b49\u6027&#xff1a;\u786e\u4fdd\u4efb\u52a1\u53ef\u4ee5\u91cd\u590d\u6267\u884c\u800c\u4e0d\u4ea7\u751f\u526f\u4f5c\u7528<\/li>\n<li>\u7ed3\u679c\u9a8c\u8bc1&#xff1a;AI\u751f\u6210\u7684\u4ee3\u7801\u5fc5\u987b\u8dd1\u6d4b\u8bd5&#xff0c;\u4e0d\u80fd\u76f4\u63a5\u5408\u5e76<\/li>\n<li>\u9650\u6d41\u5904\u7406&#xff1a;\u6279\u91cf\u4efb\u52a1\u8981\u63a7\u5236\u5e76\u53d1\u6570&#xff0c;\u907f\u514d\u89e6\u53d1API\u9650\u6d41<\/li>\n<li>\u5ba1\u8ba1\u65e5\u5fd7&#xff1a;\u8bb0\u5f55\u6240\u6709\u64cd\u4f5c&#xff0c;\u4fbf\u4e8e\u8ffd\u6eaf<\/li>\n<p>Q8&#xff1a;\u600e\u4e48\u8bc4\u4f30Codex\u7684\u6548\u679c&#xff1f;\u6709\u54ea\u4e9b\u6307\u6807&#xff1f;<\/p>\n<p>A&#xff1a;\u53ef\u4ee5\u4ece\u51e0\u4e2a\u7ef4\u5ea6\u8bc4\u4f30&#xff1a;<\/p>\n<ul>\n<li>\u4efb\u52a1\u5b8c\u6210\u7387&#xff1a;\u7ed9\u5b9a\u4efb\u52a1&#xff0c;\u6709\u591a\u5c11\u6bd4\u4f8b\u80fd\u72ec\u7acb\u5b8c\u6210<\/li>\n<li>\u4ee3\u7801\u8d28\u91cf&#xff1a;\u751f\u6210\u4ee3\u7801\u7684bug\u7387\u3001code review\u901a\u8fc7\u7387<\/li>\n<li>\u65f6\u95f4\u8282\u7701&#xff1a;\u76f8\u6bd4\u4eba\u5de5&#xff0c;\u8282\u7701\u4e86\u591a\u5c11\u65f6\u95f4<\/li>\n<li>\u8fed\u4ee3\u6b21\u6570&#xff1a;\u5e73\u5747\u9700\u8981\u591a\u5c11\u8f6e\u5bf9\u8bdd\u624d\u80fd\u5b8c\u6210\u4efb\u52a1<\/li>\n<li>\u6d4b\u8bd5\u8986\u76d6\u7387&#xff1a;\u751f\u6210\u4ee3\u7801\u7684\u6d4b\u8bd5\u8986\u76d6\u60c5\u51b5<\/li>\n<li>\u7528\u6237\u6ee1\u610f\u5ea6&#xff1a;\u5f00\u53d1\u8005\u7684\u4e3b\u89c2\u8bc4\u4ef7<\/li>\n<\/ul>\n<p>\u5e38\u7528\u7684\u57fa\u51c6\u6d4b\u8bd5\u6709SWE-bench&#xff08;\u8f6f\u4ef6\u5de5\u7a0b\u4efb\u52a1&#xff09;\u3001HumanEval&#xff08;\u5355\u51fd\u6570\u7f16\u7a0b&#xff09;\u7b49\u3002<\/p>\n<h4>8.4 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