{"id":10021433,"date":"2026-08-22T07:00:09","date_gmt":"2026-08-21T23:00:09","guid":{"rendered":"https:\/\/itmax.cn\/?p=10021433"},"modified":"2026-08-22T07:00:09","modified_gmt":"2026-08-21T23:00:09","slug":"ep-harness%ef%bc%9a%e4%bb%8e%e4%b8%aa%e4%ba%ba-ai-coding-%e5%88%b0%e5%9b%a2%e9%98%9f%e7%ba%a7-agent-%e5%b7%a5%e4%bd%9c%e6%b5%81%ef%bd%9c%e5%be%97%e7%89%a9%e6%8a%80%e6%9c%af","status":"publish","type":"post","link":"https:\/\/itmax.cn\/?p=10021433","title":{"rendered":"EP-Harness\uff1a\u4ece\u4e2a\u4eba AI Coding \u5230\u56e2\u961f\u7ea7 Agent \u5de5\u4f5c\u6d41\uff5c\u5f97\u7269\u6280\u672f"},"content":{"rendered":"<h2>\u4e00\u3001\u672c\u5730 AI Coding \u7684\u56e2\u961f\u7ea7\u7f3a\u53e3<\/h2>\n<p>\u76f4\u63a5\u5728\u672c\u5730\u4f7f\u7528 AI Coding \u5de5\u5177\uff0c\u77ed\u671f\u770b\uff0c\u5f88\u65b9\u4fbf\uff0c\u4f46\u56e2\u961f\u5316\u4e4b\u540e\u4f1a\u66b4\u9732\u51fa\u51e0\u4e2a\u7f3a\u53e3\u3002<\/p>\n<ul>\n<li><strong>Prompt \u6ca1\u6709 Review<\/strong><\/li>\n<\/ul>\n<p>\u4ee3\u7801\u6709 Code Review\uff0cprompt \u6ca1\u6709\u3002Agent \u6307\u4ee4\u5199\u5f97\u597d\u4e0d\u597d\u3001\u6709\u6ca1\u6709\u6b67\u4e49\u3001\u6709\u6ca1\u6709\u5b89\u5168\u98ce\u9669\u3001\u80fd\u4e0d\u80fd\u590d\u7528\uff0c\u5f80\u5f80\u53ea\u9760\u4e2a\u4eba\u5224\u65ad\u3002<\/p>\n<ul>\n<li><strong>\u7ecf\u9a8c\u65e0\u6cd5\u6c89\u6dc0<\/strong><\/li>\n<\/ul>\n<p>\u65e5\u5fd7\u6392\u67e5\u6b65\u9aa4\u3001\u90e8\u7f72\u68c0\u67e5\u65b9\u5f0f\u3001\u5f00\u53d1\u63d0\u793a\u8bcd\u901a\u5e38\u53ea\u7559\u5728\u4e2a\u4eba\u672c\u5730\u6587\u4ef6\u91cc\uff0c\u4e0b\u4e00\u4e2a\u4eba\u8fd8\u8981\u91cd\u65b0\u6478\u7d22\u3002<\/p>\n<ul>\n<li><strong>\u8fc7\u7a0b\u7f3a\u5c11\u53ef\u89c1\u6027<\/strong><\/li>\n<\/ul>\n<p>\u8c01\u5728\u7528\u54ea\u4e2a Agent\uff1f\u7528\u4e86\u4ec0\u4e48\u6a21\u578b\u548c runtime\uff1f\u6210\u529f\u7387\u3001\u8017\u65f6\u3001token \u82b1\u8d39\u662f\u591a\u5c11\uff1f\u6ca1\u6709\u5e73\u53f0\u5316\u5c31\u5f88\u96be\u8fdb\u5165\u56e2\u961f\u7ba1\u7406\u3002<\/p>\n<ul>\n<li><strong>\u7814\u53d1\u94fe\u8def\u6ca1\u6709\u95ed\u73af<\/strong><\/li>\n<\/ul>\n<p>Agent \u5199\u5b8c\u4ee3\u7801\u4e0d\u662f\u7ed3\u675f\u3002\u4ee3\u7801\u5ba1\u67e5\u3001\u63a8\u9001\u3001\u90e8\u7f72\u3001\u63d0\u6d4b\u3001CR \u53cd\u9988\u3001BUG \u56de\u6d41\u548c\u65e5\u5fd7\u5de1\u68c0\u5982\u679c\u4ecd\u9760\u4eba\u624b\u52a8\u63a5\u529b\uff0c\u4ef7\u503c\u5c31\u505c\u5728\u5c40\u90e8\u63d0\u6548\u3002<\/p>\n<p><strong>EP-Harness \u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u5c31\u662f\u628a\u8fd9\u4e9b\u7f3a\u53e3\u4ece\u4e2a\u4eba\u4e60\u60ef\u95ee\u9898\u53d8\u6210\u5e73\u53f0\u80fd\u529b\u3002<\/strong><\/p>\n<h2>\u4e8c\u3001EP-Harness \u7684\u5b9a\u4f4d\uff1a\u56e2\u961f\u7ea7 Agent \u5de5\u4f5c\u7cfb\u7edf<\/h2>\n<p>EP-Harness \u53ef\u4ee5\u7406\u89e3\u4e3a\u4e00\u4e2a Managed Agents \u5e73\u53f0\u3002\u5b83\u628a Agent \u5f53\u6210\u56e2\u961f\u91cc\u7684\u5de5\u4f5c\u6210\u5458\u6765\u7ba1\u7406\uff1aAgent \u6709\u8eab\u4efd\u3001\u6709\u4efb\u52a1\u3001\u6709\u72b6\u6001\u3001\u6709\u6267\u884c\u8bb0\u5f55\u3001\u6709\u53ef\u89c1\u6027\u3001\u6709\u6743\u9650\u8fb9\u754c\uff0c\u4e5f\u6709\u81ea\u5df1\u7684 instructions\u3001skills\u3001runtime \u548c\u5386\u53f2\u4ea7\u51fa\u3002<\/p>\n<p><strong>\u6280\u672f\u57fa\u5ea7\uff1a<\/strong> EP-Harness \u662f\u57fa\u4e8e\u5f00\u6e90\u9879\u76ee Multica \u7684\u4e8c\u6b21\u5f00\u53d1\u3002Multica \u5b98\u65b9\u5b9a\u4f4d\u662f open-source managed agents platform\uff0c\u6838\u5fc3\u601d\u8def\u662f\u628a coding agents \u4f5c\u4e3a\u53ef\u5206\u914d\u4efb\u52a1\u3001\u53ef\u8ddf\u8e2a\u8fdb\u5ea6\u3001\u53ef\u6c89\u6dc0\u6280\u80fd\u7684\u771f\u5b9e\u961f\u53cb\u6765\u7ba1\u7406\uff1bEP-Harness \u5728\u8fd9\u4e2a\u57fa\u5ea7\u4e0a\uff0c\u8fdb\u4e00\u6b65\u8d34\u5408\u516c\u53f8\u7814\u53d1\u6d41\u7a0b\u548c\u5185\u90e8\u7cfb\u7edf\u3002<\/p>\n<h3>\u5206\u5c42\u53ef\u7ec4\u5408\u67b6\u6784<\/h3>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000048182099\" alt=\"\" title=\"\"><\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000048182100\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<p>\u4ece\u67b6\u6784\u4e0a\u770b\uff0cMultica \u7531 server\u3001daemon \u548c AI \u7f16\u7a0b\u5de5\u5177\u4e09\u90e8\u5206\u534f\u4f5c\uff1aserver \u7ba1\u7406\u5de5\u4f5c\u533a\u3001Issue\u3001\u6210\u5458\u548c\u4efb\u52a1\u961f\u5217\uff0c\u5e76\u627f\u62c5\u5b9e\u65f6\u66f4\u65b0\uff1bdaemon \u8fd0\u884c\u5728\u5f00\u53d1\u8005\u672c\u673a\uff0c\u9886\u53d6\u4efb\u52a1\u5e76\u8c03\u7528\u672c\u5730 AI \u7f16\u7a0b CLI\uff1b\u5b9e\u9645\u7684\u4ee3\u7801\u6267\u884c\u53d1\u751f\u5728\u672c\u5730\u5de5\u5177\u94fe\u548c\u5de5\u4f5c\u76ee\u5f55\u4e2d\u3002<\/p>\n<p>\u5728 EP-Harness \u91cc\uff0c\u4efb\u52a1\u4e0d\u662f\u6563\u843d\u5728\u804a\u5929\u7a97\u53e3\u91cc\uff0c\u800c\u662f\u8fdb\u5165 Issue\u3002Issue \u53ef\u4ee5\u5173\u8054\u9879\u76ee\u3001\u9700\u6c42\u3001\u5e94\u7528\u5206\u652f\u3001\u5de5\u4f5c\u6d41\u3001\u8bc4\u8bba\u3001\u6267\u884c\u65e5\u5fd7\u3001\u6587\u4ef6\u53d8\u66f4\u548c\u540e\u7eed\u53cd\u9988\u3002<\/p>\n<ul>\n<li>\u5f53 Agent \u7684\u4efb\u52a1\u8fdb\u5165 Issue\uff0c\u56e2\u961f\u5c31\u53ef\u4ee5\u8ffd\u8e2a\u5b83\u3002<\/li>\n<li>\u5f53 Agent \u7684\u89c4\u5219\u8fdb\u5165 Instructions \u548c Workflow\uff0c\u56e2\u961f\u5c31\u53ef\u4ee5\u5ba1\u67e5\u5b83\u3002<\/li>\n<li>\u5f53 Agent \u7684\u7ecf\u9a8c\u8fdb\u5165 Skills\uff0c\u56e2\u961f\u5c31\u53ef\u4ee5\u590d\u7528\u5b83\u3002<\/li>\n<li>\u5f53 Agent \u7684\u6267\u884c\u8fdb\u5165 Runtime \u548c\u65e5\u5fd7\uff0c\u56e2\u961f\u5c31\u53ef\u4ee5\u590d\u76d8\u5b83\u3002<\/li>\n<li>\u5f53 Agent \u7684\u7ed3\u679c\u8fdb\u5165\u90e8\u7f72\u3001\u8bc4\u5ba1\u548c\u53cd\u9988\u94fe\u8def\uff0c\u56e2\u961f\u5c31\u53ef\u4ee5\u8ba9\u5b83\u6301\u7eed\u95ed\u73af\u3002<\/li>\n<\/ul>\n<h3>Backend.Execute\uff1a\u7edf\u4e00 Agent \u6267\u884c\u5951\u7ea6<\/h3>\n<p>EP-Harness \u5728 server\/pkg\/agent\/agent.go \u4e2d\u4ee5 Backend.Execute(ctx, prompt, ExecOptions) \u4f5c\u4e3a\u5404 Agent Runtime \u7684\u7edf\u4e00\u5165\u53e3\u3002agent.New \u6839\u636e agentType \u548c Config \u9009\u62e9\u5177\u4f53 Provider Backend\uff1bClaude\u3001Codex\u3001OpenCode\u3001ACP \u7b49\u5b9e\u73b0\u53ef\u4ee5\u4fdd\u7559\u5404\u81ea\u7684\u53c2\u6570\u3001\u8fdb\u7a0b\u548c\u4f20\u8f93\u534f\u8bae\uff0c\u4f46\u5bf9\u4e0a\u5c42\u66b4\u9732\u4e00\u81f4\u7684\u6267\u884c\u751f\u547d\u5468\u671f\u3002<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000048182101\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<h2>\u4e09\u3001AI Coding \u6b63\u5728\u4ece\u5de5\u5177\u4f7f\u7528\u8d70\u5411\u5de5\u7a0b\u7cfb\u7edf<\/h2>\n<p>AI Coding \u7684\u4f7f\u7528\u65b9\u5f0f\u6b63\u5728\u7ecf\u5386\u56db\u5c42\u53d8\u5316\u3002\u5b83\u4eec\u4e0d\u662f\u4e92\u76f8\u66ff\u4ee3\uff0c\u800c\u662f\u9010\u5c42\u5916\u6269\uff1a\u4ece&#8221;\u600e\u4e48\u95ee&#8221;\uff0c\u8d70\u5411&#8221;\u5582\u4ec0\u4e48\u6750\u6599&#8221;\uff0c\u518d\u8d70\u5411&#8221;\u5982\u4f55\u6267\u884c\u548c\u7ea6\u675f&#8221;\uff0c\u6700\u7ec8\u8d70\u5411&#8221;\u5982\u4f55\u6301\u7eed\u95ed\u73af&#8221;\u3002<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000048182102\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<p>\u4e2a\u4eba AI Coding \u5de5\u5177\u901a\u5e38\u89e3\u51b3\u524d\u4e24\u5c42\u3002EP-Harness \u8fd8\u89e3\u51b3\u540e\u4e24\u5c42\uff0c\u5e76\u628a\u56db\u5c42\u80fd\u529b\u653e\u8fdb\u56e2\u961f\u7814\u53d1\u6d41\u7a0b\u3002<br \/><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000048182103\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<h3>Agent \u9700\u8981\u7406\u89e3\u771f\u5b9e\u7814\u53d1\u73b0\u573a<\/h3>\n<p>\u901a\u7528 AI Coding \u5de5\u5177\u5e76\u4e0d\u4e86\u89e3\u516c\u53f8\u7684\u7814\u53d1\u4f53\u7cfb\u3002\u5b83\u4e0d\u77e5\u9053\u9700\u6c42\u7ed3\u6784\uff0c\u4e0d\u77e5\u9053\u5185\u90e8\u98de\u4e66\u6587\u6863\u6743\u9650\uff0c\u4e0d\u77e5\u9053\u5e94\u7528\u5206\u652f\u5982\u4f55\u521b\u5efa\uff0c\u4e0d\u77e5\u9053\u4ee3\u7801\u7ba1\u7406\u548c\u53d1\u5e03\u5e73\u53f0\u7684\u5b9e\u9645\u6d41\u7a0b\uff0c\u4e5f\u4e0d\u77e5\u9053\u6bcf\u4e2a\u56e2\u961f\u6c89\u6dc0\u8fc7\u54ea\u4e9b Skills\u3002<\/p>\n<p>EP-Harness \u7684\u4ef7\u503c\uff0c\u5c31\u662f\u628a\u8fd9\u4e9b\u5185\u90e8\u7cfb\u7edf\u63a5\u8fdb Agent \u7684\u5de5\u4f5c\u73af\u5883\u91cc\u3002\u5b83\u8981\u89e3\u51b3\u7684\u4e0d\u662f&#8221;\u6a21\u578b\u6709\u6ca1\u6709\u80fd\u529b\u5199\u4ee3\u7801&#8221;\uff0c\u800c\u662f&#8221;\u6a21\u578b\u80fd\u4e0d\u80fd\u5728\u6211\u4eec\u7684\u7814\u53d1\u6d41\u7a0b\u91cc\u6b63\u786e\u5de5\u4f5c&#8221;\u3002<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000048182104\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<p>\u5916\u90e8\u5de5\u5177\u80fd\u7ed9\u4f60\u4e00\u4e2a Agent\uff0cEP-Harness \u8981\u7ed9\u56e2\u961f\u4e00\u4e2a Agent \u53ef\u4ee5\u5de5\u4f5c\u7684\u7ec4\u7ec7\u73af\u5883\u3002<\/p>\n<h3>Prompt \u4ece\u4e2a\u4eba\u6280\u5de7\u53d8\u6210\u56e2\u961f\u89c4\u7a0b<\/h3>\n<p>\u5f88\u591a\u56e2\u961f\u521a\u5f00\u59cb\u7528 AI \u65f6\uff0c\u4f1a\u628a\u91cd\u70b9\u653e\u5728 prompt \u6280\u5de7\u4e0a\u3002\u4f46\u7528\u5f97\u4e45\u4e86\u4f1a\u53d1\u73b0\uff0c\u66f4\u91cd\u8981\u7684\u662f\u628a prompt \u53d8\u6210\u53ef\u7ef4\u62a4\u7684\u89c4\u7a0b\u3002<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000048182105\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<h3>Context \u4ece\u201c\u590d\u5236\u7c98\u8d34\u6750\u6599\u201d\u53d8\u6210\u7ed3\u6784\u5316\u4e0a\u4e0b\u6587<\/h3>\n<p>Agent \u505a\u4e0d\u597d\uff0c\u5f88\u591a\u65f6\u5019\u4e0d\u662f\u6a21\u578b\u4e0d\u591f\u5f3a\uff0c\u800c\u662f\u4e0a\u4e0b\u6587\u4e0d\u5bf9\u3002\u9700\u6c42\u80cc\u666f\u3001\u8bbe\u8ba1\u6587\u6863\u3001\u9a8c\u6536\u6807\u51c6\u3001\u5173\u8054\u4ee3\u7801\u4ed3\u5e93\u3001\u76ee\u6807\u5206\u652f\u3001\u5386\u53f2\u8ba8\u8bba\u3001\u5931\u8d25\u8bb0\u5f55\u548c\u5185\u90e8\u7cfb\u7edf\u8c03\u7528\u65b9\u5f0f\uff0c\u4e0d\u5e94\u8be5\u9760\u7528\u6237\u6bcf\u6b21\u624b\u52a8\u590d\u5236\u7c98\u8d34\u3002<\/p>\n<ul>\n<li><strong>Issue\uff1a<\/strong> \u4efb\u52a1\u76ee\u6807\u3001\u8bc4\u8bba\u3001\u72b6\u6001\u548c\u5386\u53f2\u8bb0\u5f55\u3002<\/li>\n<li><strong>\u9700\u6c42\uff1a<\/strong> \u4e1a\u52a1\u80cc\u666f\u3001\u9700\u6c42\u6587\u6863\u548c\u8fed\u4ee3\u4fe1\u606f\u3002<\/li>\n<li><strong>\u9879\u76ee\uff1a<\/strong> \u4e1a\u52a1\u8fb9\u754c\u548c\u4ed3\u5e93\u8d44\u6e90\u3002<\/li>\n<li><strong>Workflow\uff1a<\/strong> \u9636\u6bb5\u76ee\u6807\u548c\u4ea4\u4ed8\u8981\u6c42\u3002<\/li>\n<li><strong>Skills\uff1a<\/strong> \u56e2\u961f\u6c89\u6dc0\u7684\u65b9\u6cd5\u548c\u5de5\u5177\u8bf4\u660e\u3002<\/li>\n<li><strong>Runtime\uff1a<\/strong> \u771f\u5b9e\u6267\u884c\u73af\u5883\u3002<\/li>\n<li><strong>\u98de\u4e66\u96c6\u6210\uff1a<\/strong> \u901a\u77e5\u3001\u8ba8\u8bba\u548c\u6587\u6863\u8bfb\u53d6\u80fd\u529b\u3002<\/li>\n<li><strong>\u8fd0\u884c\u8bb0\u5f55\uff1a<\/strong> \u6267\u884c\u8fc7\u7a0b\u3001\u4ea7\u51fa\u548c\u5931\u8d25\u4fe1\u606f\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u6837 Agent \u4e0d\u518d\u53ea\u62ff\u5230\u4e00\u6bb5\u6587\u5b57\u63cf\u8ff0\uff0c\u800c\u662f\u8fdb\u5165\u4e00\u4e2a\u7531 Issue\u3001\u9879\u76ee\u3001\u6587\u6863\u3001\u5206\u652f\u3001\u8bc4\u8bba\u548c\u8fd0\u884c\u8bb0\u5f55\u7ec4\u6210\u7684\u5de5\u4f5c\u73b0\u573a\u3002<\/p>\n<p><strong>Context Engineering \u7684\u91cd\u70b9\u4e0d\u662f\u628a\u4e0a\u4e0b\u6587\u585e\u6ee1\uff0c\u800c\u662f\u8ba9\u6b63\u786e\u4e0a\u4e0b\u6587\u5728\u6b63\u786e\u65f6\u673a\u8fdb\u5165 Agent\u3002<\/strong><\/p>\n<h3>Harness\uff1a\u8ba9 Agent \u53ef\u6267\u884c\u3001\u53ef\u89c2\u5bdf\u3001\u53ef\u6cbb\u7406<\/h3>\n<p>\u4e00\u4e2a\u88f8\u6a21\u578b\u6ca1\u6709\u5de5\u4f5c\u76ee\u5f55\uff0c\u4e0d\u4f1a\u5929\u7136\u77e5\u9053\u5f53\u524d\u9879\u76ee\u600e\u4e48\u6d4b\u8bd5\uff0c\u4e5f\u4e0d\u4f1a\u81ea\u52a8\u9075\u5b88\u56e2\u961f\u89c4\u8303\uff0c\u66f4\u4e0d\u4f1a\u81ea\u5df1\u63a5\u5165\u9700\u6c42\u7ba1\u7406\u3001\u4ee3\u7801\u7ba1\u7406\u3001\u53d1\u5e03\u5e73\u53f0\u3001\u98de\u4e66\u548c\u65e5\u5fd7\u5e73\u53f0\u3002Harness \u7684\u4ef7\u503c\uff0c\u5c31\u662f\u5728\u6a21\u578b\u5916\u9762\u8865\u9f50\u8fd9\u4e9b\u5de5\u7a0b\u80fd\u529b\u3002<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000048182106\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<p>\u8fd9\u8ba9 Agent \u4ece&#8221;\u4e00\u4e2a\u80fd\u8bf4\u8bdd\u7684\u6a21\u578b&#8221;\u53d8\u6210&#8221;\u4e00\u4e2a\u53ef\u7ba1\u7406\u7684\u6267\u884c\u5355\u5143&#8221;\u3002\u5bf9\u56e2\u961f\u6765\u8bf4\uff0c\u66f4\u91cd\u8981\u7684\u4e0d\u662f Agent \u67d0\u6b21\u56de\u7b54\u5f97\u591a\u6f02\u4eae\uff0c\u800c\u662f\u5b83\u80fd\u5426\u957f\u671f\u7a33\u5b9a\u5730\u5728\u5de5\u7a0b\u7ea6\u675f\u91cc\u5de5\u4f5c\u3002<\/p>\n<h3>Loop\uff1a\u628a\u91cd\u590d\u5de5\u4f5c\u53d8\u6210\u53ef\u63a7\u95ed\u73af<\/h3>\n<p>Loop Engineering \u4e0d\u662f\u8ba9 Agent \u4e00\u76f4\u8dd1\uff0c\u4e5f\u4e0d\u662f\u65e0\u9650\u81ea\u52a8\u5316\u3002\u6709\u4ef7\u503c\u7684 Loop\uff0c\u9700\u8981\u5305\u542b\u53d1\u73b0\u3001\u6d3e\u53d1\u3001\u6267\u884c\u3001\u9a8c\u8bc1\u3001\u8bb0\u5f55\u548c\u4e0b\u4e00\u6b65\u51b3\u7b56\u3002<\/p>\n<ul>\n<li>\u4e0a\u6e38\u7248\u672c\u66f4\u65b0\u5206\u6790<\/li>\n<\/ul>\n<p>\u81ea\u52a8\u5316\u5b9a\u65f6\u68c0\u67e5\u5916\u90e8 release\u3002 \u5224\u65ad\u662f\u5426\u5df2\u6709\u5206\u6790 Issue\u3002 \u53d1\u73b0\u65b0\u7248\u672c\u540e\u521b\u5efa\u5206\u6790\u4efb\u52a1\u3002 Agent \u5206\u6790\u5f71\u54cd\u3001\u98ce\u9669\u3001\u8fc1\u79fb\u5efa\u8bae\u548c\u9a8c\u8bc1\u9879\u3002 \u9700\u8981\u843d\u5730\u65f6\u7ee7\u7eed\u62c6\u6210\u8fc1\u79fb\u5b50\u4efb\u52a1\u3002<\/p>\n<ul>\n<li>\u7ebf\u4e0a\u65e5\u5fd7\u5de1\u68c0<\/li>\n<\/ul>\n<p>\u81ea\u52a8\u5316\u6309\u65f6\u95f4\u7a97\u53e3\u62c9\u53d6\u5f02\u5e38\u3002 \u805a\u5408\u9519\u8bef fingerprint\u3001\u5f71\u54cd\u8303\u56f4\u548c\u6837\u672c\u3002 Agent \u5206\u6790\u53ef\u80fd\u6839\u56e0\u3002 \u751f\u6210\u4fee\u590d\u5efa\u8bae\u548c\u9a8c\u8bc1\u5efa\u8bae\u3002 \u5fc5\u8981\u65f6\u521b\u5efa\u540e\u7eed\u4fee\u590d Issue\u3002<\/p>\n<p>\u8fd9\u4e9b\u573a\u666f\u7684\u5173\u952e\u4e0d\u662f&#8221;Agent \u81ea\u52a8\u8dd1\u4e86&#8221;\uff0c\u800c\u662f\u6bcf\u4e00\u8f6e\u90fd\u6709\u8bb0\u5f55\u3001\u5224\u65ad\u3001\u4ea7\u51fa\u548c\u540e\u7eed\u52a8\u4f5c\u3002Loop \u7684\u4ef7\u503c\u5728\u95ed\u73af\uff0c\u4e0d\u5728\u5faa\u73af\u672c\u8eab\u3002<\/p>\n<h2>\u56db\u3001\u843d\u5730\u6548\u679c<\/h2>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000048182107\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<h3>\u51b3\u7b56\u8ffd\u6eaf<\/h3>\n<p>\u9700\u6c42\u4ea4\u4ed8\u5b8c\u6210\u540e\uff0c\u53ef\u4f9d\u6258 Issue \u4e2d\u6c89\u6dc0\u7684\u51b3\u7b56\u8bb0\u5f55\u3001\u5b9e\u73b0\u8bf4\u660e\uff0c\u5feb\u901f\u8fd8\u539f\u5f53\u65f6\u7684\u5b9e\u73b0\u80cc\u666f\u548c\u5173\u952e\u53d6\u820d\u3002<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000048182108\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<h3>\u591a Agent \u534f\u4f5c<\/h3>\n<p>\u6848\u4f8b\u7ed3\u8bba\uff1a\u901a\u8fc7\u5c06\u4ea4\u4ed8\u6d41\u7a0b\u62c6\u5206\u4e3a\u63d0\u8bae\u3001\u5f00\u53d1\u3001\u8bc4\u5ba1\u3001\u5f52\u6863\u7b49\u9636\u6bb5\uff0c\u5e76\u5f15\u5165\u591a Agent \u534f\u4f5c\u673a\u5236\uff0c\u5f62\u6210\u4ece\u9700\u6c42\u6f84\u6e05\u3001\u5b9e\u73b0\u843d\u5730\u3001\u8d28\u91cf\u8bc4\u5ba1\u5230\u7ecf\u9a8c\u6c89\u6dc0\u7684\u95ed\u73af\uff0c\u6301\u7eed\u63d0\u5347\u4ee3\u7801\u8d28\u91cf\u3002<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000048182109\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<h3>\u81ea\u52a8\u5316\u6cbb\u7406<\/h3>\n<p>\u6cbb\u7406\u6210\u6548\uff1a\u7d2f\u8ba1\u81ea\u52a8\u5316\u4fee\u590d 100+ \u4e2a\u5f02\u5e38\u65e5\u5fd7\u95ee\u9898\uff0c\u5f02\u5e38\u65e5\u5fd7\u4ece\u9ad8\u9891\u66b4\u9732\u9010\u6b65\u6536\u655b\uff0c\u95ee\u9898\u8bc6\u522b\u3001\u5f52\u7c7b\u548c\u4fee\u590d\u6548\u7387\u660e\u663e\u63d0\u5347\u3002\u5178\u578b\u9ad8\u9891\u95ee\u9898\u7531\u6cbb\u7406\u524d\u6bcf 4 \u5c0f\u65f6 2400+ \u6761\uff0c\u964d\u4f4e\u5230\u6cbb\u7406\u540e\u7684\u4e2a\u4f4d\u6570\u3002<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000048182110\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<h2>\u4e94\u3001\u540e\u7eed\u6f14\u8fdb<\/h2>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000048182111\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000048182112\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<h2>\u516d\u3001\u7ed3\u8bed<\/h2>\n<p>AI Coding \u7684\u7b2c\u4e00\u9636\u6bb5\uff0c\u662f\u4e2a\u4eba\u628a Agent \u5f53\u5de5\u5177\u3002\u4e0b\u4e00\u9636\u6bb5\uff0c\u662f\u56e2\u961f\u628a Agent \u5f53\u534f\u4f5c\u6210\u5458\u3002\u5f53 Agent \u5f00\u59cb\u63a5\u89e6\u771f\u5b9e\u9700\u6c42\u3001\u771f\u5b9e\u4ee3\u7801\u3001\u771f\u5b9e\u90e8\u7f72\u548c\u771f\u5b9e\u53cd\u9988\u65f6\uff0c\u5355\u7eaf\u4f9d\u8d56\u804a\u5929\u7a97\u53e3\u548c\u672c\u5730 prompt \u5df2\u7ecf\u4e0d\u591f\u3002\u56e2\u961f\u9700\u8981\u4e00\u4e2a\u5e73\u53f0\uff0c\u628a Agent \u7684\u4efb\u52a1\u3001\u4e0a\u4e0b\u6587\u3001\u89c4\u5219\u3001\u6267\u884c\u3001\u5ba1\u67e5\u3001\u53cd\u9988\u548c\u5ea6\u91cf\u90fd\u7ec4\u7ec7\u8d77\u6765\u3002\u5f53\u8fd9\u5957\u673a\u5236\u8dd1\u8d77\u6765\uff0cAgent \u624d\u80fd\u4ece\u4e00\u4e2a\u4e2a\u4eba\u7535\u8111\u91cc\u7684\u52a9\u624b\uff0c\u6162\u6162\u53d8\u6210\u56e2\u961f\u7814\u53d1\u6d41\u7a0b\u91cc\u53ef\u7ba1\u7406\u3001\u53ef\u590d\u7528\u3001\u53ef\u6301\u7eed\u4f18\u5316\u7684\u751f\u4ea7\u529b\u3002<\/p>\n<h2>\u5f80\u671f\u56de\u987e<\/h2>\n<p>1.<a href=\"https:\/\/segmentfault.com\/a\/1190000048154229\" target=\"_blank\" rel=\"noopener noreferrer\">\u5f97\u7269\u77e5\u8bc6\u95ee\u7b54\uff1a\u590d\u5408\u68c0\u7d22 Agent \u7684\u7cfb\u7edf\u8bbe\u8ba1\u5b9e\u8df5<\/a><\/p>\n<p>2.<a href=\"https:\/\/segmentfault.com\/a\/1190000048124022\" target=\"_blank\" rel=\"noopener noreferrer\">\u5b9e\u6218\u4ece\u96f6\u5f00\u59cb\u6784\u5efa\u4e00\u4e2aCoding Agent\uff1aViolin \uff5c\u5f97\u7269\u6280\u672f<\/a><\/p>\n<p>3.<a href=\"https:\/\/segmentfault.com\/a\/1190000048094670\" target=\"_blank\" rel=\"noopener noreferrer\">AI Native \u4ea4\u6613\u6838\u5fc3\u7cfb\u7edf\u7684\u7814\u53d1\u8303\u5f0f\uff5c\u5f97\u7269\u6280\u672f<\/a><\/p>\n<p>4.<a href=\"https:\/\/segmentfault.com\/a\/1190000048085921\" target=\"_blank\" rel=\"noopener noreferrer\">\u63a8\u8350\u7cfb\u7edf\u4f53\u9a8c\u7684\u6570\u5b57\u5316\u7a81\u7834\uff1a\u5f97\u7269\u81ea\u52a8\u5316\u8bc4\u6d4b\u5e73\u53f0\u7684\u6280\u672f\u5b9e\u8df5\uff5cAICon \u6587\u7ae0\u6574\u7406<\/a><\/p>\n<p>5.<a href=\"https:\/\/segmentfault.com\/a\/1190000048065163\" target=\"_blank\" rel=\"noopener noreferrer\">RAG \u6838\u5fc3\u6982\u5ff5\u4e0e\u539f\u7406\uff1aChunking\u3001Embedding\u3001\u76f8\u4f3c\u5ea6\u3001HNSW \u4e0e\u591a\u8def\u53ec\u56de\uff5c\u5f97\u7269\u6280\u672f<\/a><\/p>\n<h2>\u6587 \/ \u65b9\u821f<\/h2>\n<p>\u5173\u6ce8\u5f97\u7269\u6280\u672f\uff0c\u6bcf\u5468\u56db\u66f4\u65b0\u6280\u672f\u5e72\u8d27<\/p>\n<p>\u8981\u662f\u89c9\u5f97\u6587\u7ae0\u5bf9\u4f60\u6709\u5e2e\u52a9\u7684\u8bdd\uff0c\u6b22\u8fce\u8bc4\u8bba\u8f6c\u53d1\u70b9\u8d5e\uff5e<\/p>\n<p>\u672a\u7ecf\u5f97\u7269\u6280\u672f\u8bb8\u53ef\u4e25\u7981\u8f6c\u8f7d\uff0c\u5426\u5219\u4f9d\u6cd5\u8ffd\u7a76\u6cd5\u5f8b\u8d23\u4efb\u3002<\/p>\n<p><a href=\"https:\/\/segmentfault.com\/a\/1190000048182092\">https:\/\/segmentfault.com\/a\/1190000048182092<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4e00\u3001\u672c\u5730 AI Coding \u7684\u56e2\u961f\u7ea7\u7f3a\u53e3 \u76f4\u63a5\u5728\u672c\u5730\u4f7f\u7528 AI Coding \u5de5\u5177\uff0c\u77ed\u671f\u770b\uff0c\u5f88\u65b9\u4fbf\uff0c\u4f46\u56e2\u961f\u5316 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[4],"tags":[],"class_list":["post-10021433","post","type-post","status-publish","format-standard","hentry","category-share"],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"","_links":{"self":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10021433","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=10021433"}],"version-history":[{"count":0,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10021433\/revisions"}],"wp:attachment":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=10021433"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=10021433"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=10021433"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}