{"id":1791,"date":"2026-07-28T17:47:31","date_gmt":"2026-07-28T09:47:31","guid":{"rendered":"https:\/\/www.imaseo.com\/blog\/?p=1791"},"modified":"2026-06-02T17:06:02","modified_gmt":"2026-06-02T09:06:02","slug":"understand-harness-engineering-pai-codex","status":"publish","type":"post","link":"https:\/\/www.imaseo.com\/blog\/ai-tools\/understand-harness-engineering-pai-codex","title":{"rendered":"\u7528 PAI\/Codex \u600e\u4e48\u7406\u89e3 Harness Engineering\uff1fAgent \u5de5\u4f5c\u73af\u5883\u5230\u5e95\u600e\u4e48\u642d\uff1f"},"content":{"rendered":"<p><strong>\u7528 PAI\/Codex \u600e\u4e48\u7406\u89e3 Harness Engineering\uff1fAgent \u5de5\u4f5c\u73af\u5883\u5230\u5e95\u600e\u4e48\u642d\uff1f<\/strong><\/p>\n<p>\u5728\u7528 Claude Code\u3001Cursor \u6216\u8005\u5404\u79cd Coding Agent \u5199\u9879\u76ee\u4e00\u6bb5\u65f6\u95f4\u540e\uff0c\u5927\u591a\u6570\u4eba\u90fd\u4f1a\u9047\u5230\u540c\u4e00\u4e2a\u95ee\u9898\uff1a<strong>\u8fd9\u4e00\u8f6e Agent \u5f88\u542c\u8bdd\uff0c\u4e0b\u4e00\u8f6e\u5c31\u53c8\u5f00\u59cb\u201c\u81ea\u7531\u53d1\u6325\u201d<\/strong>\u3002<\/p>\n<p>\u660e\u660e\u4e0a\u4e00\u8f6e\u53cd\u590d\u5f3a\u8c03\u8981\u770b\u4e0a\u4e0b\u6587\u3001\u8981\u505a\u9a8c\u8bc1\u3001\u4e0d\u80fd\u7528\u65e7\u8d44\u6599\uff0c\u5b83\u6362\u4e2a\u9879\u76ee\u5c31\u5168\u5fd8\u4e86\u3002\u4f60\u8d8a\u662f\u7528\u66f4\u957f\u7684\u63d0\u793a\u8bcd\u53bb\u201c\u6559\u80b2\u201d\u5b83\uff0c\u5b83\u5c31\u8d8a\u5bb9\u6613\u5728\u5341\u8f6e\u5bf9\u8bdd\u540e\u628a\u89c4\u5219\u5fd8\u5f97\u4e00\u5e72\u4e8c\u51c0\u3002<\/p>\n<p>\u76f4\u5230\u6211\u5f00\u59cb\u7cfb\u7edf\u6027\u5730\u4f7f\u7528 PAI\uff08Personal AI Infrastructure\uff09\u548c Codex\uff0c\u624d\u771f\u6b63\u7406\u89e3\u4e86 <strong>Harness Engineering\uff08\u9a7e\u9a6d\u5de5\u7a0b\uff09<\/strong> \u7684\u610f\u4e49\u3002\u5b83\u4e0d\u662f\u4e00\u5957\u65b0\u6846\u67b6\uff0c\u800c\u662f\u4e00\u4e2a\u8ba9 Agent 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\u5c31\u50cf\u4e00\u4e2a\u7279\u522b\u806a\u660e\u4f46\u6781\u5ea6\u5065\u5fd8\u53c8\u5bb9\u6613\u81ea\u6211\u611f\u89c9\u826f\u597d\u7684\u5b9e\u4e60\u751f\u3002\u4f60\u6bcf\u4e00\u6b21\u90fd\u8981\u91cd\u65b0\u544a\u8bc9\u4ed6\u89c4\u5219\u3001\u80cc\u666f\u548c\u5e95\u7ebf\uff0c\u6548\u7387\u6781\u4f4e\uff0c\u8fd8\u5bb9\u6613\u51fa\u5927\u95ee\u9898\u3002<\/p>\n<p>\u800c Harness Engineering \u505a\u7684\uff0c\u5c31\u662f\u628a\u90a3\u4e9b<strong>\u53cd\u590d\u51fa\u73b0\u7684\u4f4e\u5c42\u63d0\u9192<\/strong>\u4ece\u5bf9\u8bdd\u91cc\u62bd\u79bb\u51fa\u6765\uff0c\u53d8\u6210\u73af\u5883\u672c\u8eab\u7684\u7ed3\u6784\u3002\u8ba9\u4eba\u7684\u6ce8\u610f\u529b\u771f\u6b63\u7559\u5728\u201c\u6587\u7ae0\u597d\u4e0d\u597d\u201d\u201c\u65b9\u6848\u7a33\u4e0d\u7a33\u201d\u201c\u8fd9\u4e2a\u8fb9\u754c\u80fd\u4e0d\u80fd\u7834\u201d\u8fd9\u4e9b\u9ad8\u5c42\u5224\u65ad\u4e0a\u3002<\/p>\n<h3>\u7528 PAI\/Codex \u7406\u89e3 Harness \u7684\u516d\u4e2a\u6838\u5fc3\u7ed3\u6784<\/h3>\n<p>\u6211\u5728\u5b9e\u9645\u4f7f\u7528 PAI \u548c Codex \u7684\u8fc7\u7a0b\u4e2d\uff0c\u9010\u6b65\u628a\u53cd\u590d\u8e29\u5751\u7684\u7ecf\u9a8c\u8f6c\u5316\u6210\u4e86\u73af\u5883\u91cc\u7684\u5177\u4f53\u673a\u5236\uff1a<\/p>\n<p><strong>1. \u9879\u76ee\u5165\u53e3\u4e0e\u8def\u7531\uff08Entry &amp; Routing\uff09<\/strong><\/p>\n<p>Agent \u6700\u5bb9\u6613\u72af\u7684\u9519\u8bef\u4e4b\u4e00\u662f\u201c\u4e0d\u77e5\u9053\u5f53\u524d\u5728\u54ea\u4e2a\u9879\u76ee\u201d\u3002\u5b83\u4f1a\u628a\u4e0a\u5468\u7684 PRD\u3001\u5f53\u6708\u7684\u5199\u4f5c\u98ce\u683c\u3001\u534a\u5e74\u524d\u7684\u65e7\u6280\u672f\u65b9\u6848\u5168\u90e8\u6df7\u5728\u4e00\u8d77\u3002<\/p>\n<p>\u89e3\u51b3\u529e\u6cd5\u662f\u5efa\u7acb\u6e05\u6670\u7684\u9879\u76ee\u8def\u7531\u548c Context Map\u3002\u8fdb\u5165\u65b0\u4efb\u52a1\u65f6\uff0c\u5148\u901a\u8fc7\u7ed3\u6784\u5316\u7684\u5165\u53e3\u6587\u4ef6\u544a\u8bc9 Agent\uff1a\u5f53\u524d\u6fc0\u6d3b\u7684\u9879\u76ee\u662f\u54ea\u4e2a\u3001\u6838\u5fc3\u8d44\u6599\u5728\u54ea\u91cc\u3001\u54ea\u4e9b\u5386\u53f2\u8d44\u6599\u7981\u6b62\u9ed8\u8ba4\u8c03\u7528\u3002\u8fd9\u4e00\u6b65\u628a\u201c\u9879\u76ee\u80cc\u666f\u201d\u4ece\u63d0\u793a\u8bcd\u53d8\u6210\u4e86\u73af\u5883\u4e8b\u5b9e\u3002<\/p>\n<p><strong>2. \u4e0a\u4e0b\u6587\u9694\u79bb\u4e0e\u8bb0\u5fc6\u7ba1\u7406\uff08Context Map &amp; Project Isolation\uff09<\/strong><\/p>\n<p>PAI \u8ba9\u6211\u610f\u8bc6\u5230\uff0c\u5355\u7eaf\u628a\u6240\u6709\u8bb0\u5fc6\u5806\u5728\u4e00\u8d77\u662f\u884c\u4e0d\u901a\u7684\u3002\u5fc5\u987b\u5bf9\u8bb0\u5fc6\u8fdb\u884c\u5206\u5c42\u548c\u9694\u79bb\uff1a<\/p>\n<ul>\n<li>\u54ea\u4e9b\u662f\u957f\u671f\u8eab\u4efd\u548c\u504f\u597d<\/li>\n<li>\u54ea\u4e9b\u662f\u5f53\u524d\u9879\u76ee\u4e13\u5c5e<\/li>\n<li>\u54ea\u4e9b\u662f\u5df2\u5f52\u6863\u7684\u5386\u53f2\u8bc1\u636e<\/li>\n<\/ul>\n<p>Codex \u628a\u8fd9\u4e9b\u53d8\u6210\u4e86\u53ef\u7ef4\u62a4\u7684\u9879\u76ee\u7ed3\u6784\uff0c\u907f\u514d\u4e86\u201c\u4e0a\u4e0b\u6587\u6c61\u67d3\u201d\u3002<\/p>\n<p><strong>3. \u5b8c\u6210\u524d\u68c0\u67e5\u673a\u5236\uff08Pre-completion Validation\uff09<\/strong><\/p>\n<p>\u201c\u770b\u8d77\u6765\u5dee\u4e0d\u591a\u5c31\u884c\u201d\u53ef\u80fd\u662f Agent \u6700\u5371\u9669\u7684\u4e60\u60ef\u3002<\/p>\n<p>Harness \u8981\u6c42\u5728\u5ba3\u5e03\u5b8c\u6210\u4e4b\u524d\uff0c\u5fc5\u987b\u7ecf\u8fc7\u660e\u786e\u7684\u9a8c\u8bc1\u6e05\u5355\u3002\u8fd9\u4e0d\u662f\u9760 Agent \u81ea\u89c9\uff0c\u800c\u662f\u628a\u68c0\u67e5\u70b9\u505a\u6210\u73af\u5883\u5f3a\u5236\u6d41\u7a0b\u3002\u5c31\u50cf\u4ee3\u7801\u5408\u5e76\u524d\u5fc5\u987b\u901a\u8fc7 CI \u4e00\u6837\uff0c\u4efb\u52a1\u5b8c\u6210\u524d\u4e5f\u5fc5\u987b\u901a\u8fc7\u201c\u5b8c\u6210\u95e8\u201d\u3002<\/p>\n<p><strong>4. \u8bc1\u636e\u7ea6\u675f\u7cfb\u7edf\uff08Evidence-based Completion\uff09<\/strong><\/p>\n<p>Agent \u7279\u522b\u559c\u6b22\u8bf4\u201c\u6211\u5df2\u7ecf\u5b8c\u6210\u4e86\u201d\u3002Harness \u7684\u505a\u6cd5\u662f\uff1a<strong>\u7a7a\u53e3\u65e0\u51ed\uff0c\u5fc5\u987b\u7559\u4e0b\u53ef\u9a8c\u8bc1\u7684\u8bc1\u636e<\/strong>\u3002<\/p>\n<p>\u65e0\u8bba\u662f\u4ee3\u7801\u6539\u52a8\u3001\u6587\u6863\u8f93\u51fa\u8fd8\u662f\u65b9\u6848\u8bbe\u8ba1\uff0c\u90fd\u9700\u8981\u6709\u5177\u4f53\u7684\u8f93\u51fa\u7269\u3001\u8fd0\u884c\u8bb0\u5f55\u6216\u9a8c\u8bc1\u7ed3\u679c\u3002Codex \u7684 Rollout \u673a\u5236\u628a\u6bcf\u4e00\u6b65\u6267\u884c\u90fd\u8bb0\u5f55\u4e0b\u6765\uff0c\u5f62\u6210\u53ef\u8ffd\u6eaf\u7684\u65f6\u95f4\u7ebf\uff0c\u8fd9\u6781\u5927\u51cf\u5c11\u4e86\u201c\u5047\u5b8c\u6210\u201d\u73b0\u8c61\u3002<\/p>\n<p><strong>5. \u5b89\u5168\u8fb9\u754c\u4e0e\u5de5\u5177\u89c4\u5219\uff08Security Boundary &amp; Tool Policy\uff09<\/strong><\/p>\n<p>\u5371\u9669\u64cd\u4f5c\u5fc5\u987b\u6709\u660e\u786e\u7684\u8fb9\u754c\u3002<\/p>\n<p>Codex \u5728\u8fd9\u65b9\u9762\u505a\u5f97\u7279\u522b\u624e\u5b9e\uff1a\u5371\u9669\u547d\u4ee4\u9700\u8981\u5ba1\u6279\u3001\u654f\u611f\u8def\u5f84\u6709\u7b56\u7565\u9650\u5236\u3001\u6267\u884c\u7b56\u7565\uff08exec_policy\uff09\u4f1a\u533a\u5206\u5b89\u5168\u547d\u4ee4\u548c\u5371\u9669\u547d\u4ee4\u3002\u8fd9\u4e0d\u662f\u4e8b\u540e\u8865\u6551\uff0c\u800c\u662f\u628a\u7ea6\u675f\u63d0\u524d\u5230\u8fd0\u884c\u65f6\u3002<\/p>\n<p><strong>6. \u4e2a\u4eba\u504f\u597d\u4e0e\u98ce\u683c\u7ea6\u675f\uff08Writing Preference &amp; Style Guard\uff09<\/strong><\/p>\n<p>\u5199\u4f5c\u98ce\u683c\u3001\u6587\u6863\u89c4\u8303\u3001\u4ee3\u7801\u5ba1\u7f8e\u8fd9\u4e9b\u201c\u8bf4\u4e0d\u6e05\u4f46\u5f88\u91cd\u8981\u201d\u7684\u4e1c\u897f\uff0c\u6700\u9002\u5408\u6c89\u5230 Harness \u91cc\uff0c\u800c\u4e0d\u662f\u6bcf\u6b21\u90fd\u5199\u5728\u63d0\u793a\u8bcd\u91cc\u3002<\/p>\n<p>\u5f53\u8fd9\u4e9b\u53d8\u6210\u73af\u5883\u9ed8\u8ba4\u914d\u7f6e\u540e\uff0cAgent \u8f93\u51fa\u7684\u4e00\u81f4\u6027\u4f1a\u5927\u5e45\u63d0\u5347\u3002<\/p>\n<h3>Harness \u4e0d\u662f\u201c\u6a21\u578b\u4e4b\u5916\u7684\u5de5\u7a0b\u7cfb\u7edf\u201d\u90a3\u4e48\u5bbd\u6cdb<\/h3>\n<p>\u5f88\u591a\u4eba\u542c\u5230 Harness Engineering \u4f1a\u89c9\u5f97\u8fd9\u662f\u4e2a\u5f88\u5927\u7684\u6982\u5ff5\u2014\u2014\u201c\u4e0d\u5c31\u662f\u63d0\u793a\u8bcd\u5de5\u7a0b + Agent \u6846\u67b6\u5417\uff1f\u201d<\/p>\n<p>\u4f46\u5bf9\u6211\u6765\u8bf4\uff0c\u5b83\u66f4\u5177\u4f53\u3001\u66f4\u843d\u5730\uff1a<\/p>\n<p>\u5b83\u662f\u4e00\u4e2a<strong>\u8ba9 Agent \u80fd\u957f\u671f\u534f\u4f5c\u3001\u9519\u8bef\u80fd\u88ab\u6c89\u6dc0\u3001\u89c4\u5219\u80fd\u88ab\u56fa\u5316<\/strong>\u7684\u5de5\u4f5c\u573a\u3002<\/p>\n<p>\u5b83\u5305\u542b Context\uff08\u89c6\u91ce\uff09\u3001Policy\uff08\u8fb9\u754c\uff09\u3001Tools\uff08\u624b\uff09\u3001Output\uff08\u7ed3\u679c\uff09\u3001Rollout\uff08\u8bc1\u636e\u94fe\uff09\u8fd9\u4e9b\u6a21\u5757\u7684\u6709\u673a\u7ec4\u5408\u3002\u7f3a\u5c11\u4efb\u4f55\u4e00\u4e2a\uff0cAgent \u90fd\u4f1a\u8868\u73b0\u51fa\u660e\u663e\u7f3a\u9677\uff1a\u8981\u4e48\u778e\u505a\u3001\u8981\u4e48\u65ad\u7247\u3001\u8981\u4e48\u81ea\u6211\u611f\u89c9\u826f\u597d\u3001\u8981\u4e48\u91cd\u590d\u72af\u540c\u6837\u9519\u8bef\u3002<\/p>\n<h3>\u4ece PAI \u5230 Codex\uff1a\u6211\u770b\u5230\u7684\u957f\u671f\u5b9e\u9a8c<\/h3>\n<p>\u6700\u65e9\u4f7f\u7528 PAI \u65f6\uff0c\u6211\u4e3b\u8981\u5173\u6ce8\u8eab\u4efd\u3001\u8bb0\u5fc6\u548c\u504f\u597d\u3002<\/p>\n<p>\u540e\u6765\u53d1\u73b0\u771f\u6b63\u96be\u7684\u662f<strong>\u8fc1\u79fb\u548c\u6c89\u6dc0<\/strong>\uff1a\u54ea\u4e9b\u7ecf\u9a8c\u80fd\u53d8\u6210\u53ef\u590d\u7528\u7684 Skill\uff1f\u54ea\u4e9b\u9519\u8bef\u80fd\u53d8\u6210\u4e0b\u4e00\u6b21\u7684\u7ea6\u675f\uff1f\u54ea\u4e9b\u9879\u76ee\u8d44\u6599\u5e94\u8be5\u5f52\u6863\u800c\u4e0d\u662f\u4e00\u76f4\u5360\u7528\u4e0a\u4e0b\u6587\uff1f<\/p>\n<p>Codex \u5728\u8fd9\u4e2a\u65b9\u5411\u4e0a\u8d70\u5f97\u66f4\u8fdc\u3002\u5b83\u4e0d\u53ea\u662f\u4e00\u4e2a Coding Agent\uff0c\u800c\u662f\u5728\u5e2e\u52a9\u6211\u628a\u548c Agent \u534f\u4f5c\u4e2d\u53cd\u590d\u51fa\u73b0\u7684\u95ee\u9898\uff0c\u9010\u6b65\u7ed3\u6784\u5316\u6210\u73af\u5883\u7684\u4e00\u90e8\u5206\u3002<\/p>\n<p>\u8fd9\u4e2a\u8fc7\u7a0b\u4e0d\u662f\u4e00\u8e74\u800c\u5c31\uff0c\u800c\u662f\u4e00\u4e2a\u6301\u7eed\u7684\u5b9e\u9a8c\uff1a\u628a\u4eba\u6700\u75db\u82e6\u7684\u91cd\u590d\u52b3\u52a8\uff0c\u53d8\u6210\u7cfb\u7edf\u7684\u9ed8\u8ba4\u80fd\u529b\u3002<\/p>\n<h3>\u5199\u5728\u6700\u540e<\/h3>\n<p>Agent 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