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\u7406\u89e3Agent\u8fd8\u8981\u5148\u770bHarness\u3002Harness\u672c\u8d28\u662fAgent\u7684\u8fd0\u884c\u65f6\u6846\u67b6\uff0c\u5373\u8fde\u63a5\u57fa\u7840\u6a21\u578b\u4e0e\u771f\u5b9e\u73af\u5883\u7684\u6267\u884c\u5c42\uff0c\u5b83\u51b3\u5b9a\u4e86Agent\u80fd\u5426\u611f\u77e5\u73af\u5883\u3001\u8c03\u7528\u5de5\u5177\u3001\u6267\u884c\u547d\u4ee4\u5e76\u9a8c\u8bc1\u7ed3\u679c\u3002<\/p>\n

Claude Code\u7684Harness\u8bbe\u8ba1\u539f\u5219\u662f\u6df1\u5ea6\u81ea\u4e3b\u3002Anthropic\u8054\u5408\u521b\u59cb\u4ebaJared Kaplan\u66fe\u5728\u5185\u90e8\u529b\u6392\u4f17\u8bae\uff0c\u575a\u6301\u7528\u771f\u5b9e\u4e16\u754c\u810f\u4ee3\u7801\u800c\u975e\u7ade\u8d5b\u9898\u8bad\u7ec3\u6a21\u578b\u3002\u5176\u7ed3\u679c\u662f\uff0cClaude Code\u7684Harness\u64c5\u957f\u5728\u9057\u7559\u7cfb\u7edf\u7684“\u6ce5\u6cbc”\u4e2d\u81ea\u4e3b\u8fdb\u884c\u8de8\u6587\u4ef6\u91cd\u6784\uff0c\u5176API\u8c03\u7528\u91cf\u4e00\u5e74\u589e\u957f17\u500d\u3002\u5168\u7403GitHub\u516c\u5f00\u63d0\u4ea4\u4e2d\u7ea64%\u7531Claude Code\u53c2\u4e0e\u5b8c\u6210\uff0cAnthropic\u9884\u8ba1\u52302026\u5e74\u5e95\u8fd9\u4e00\u6bd4\u4f8b\u5c06\u8d85\u8fc720%\u3002\u4f46\u8fd9\u79cd\u8bbe\u8ba1\u7684\u4ee3\u4ef7\u662f\uff0c\u53ef\u80fd\u4f1a\u5bfc\u81f4\u4e0d\u53ef\u9884\u77e5\u7684\u64cd\u4f5c\u98ce\u9669<\/a>\uff0c\u9700\u8981\u4e25\u683c\u7684\u4eba\u5de5\u5ba1\u6279\u6d41\u7a0b\u3002<\/p>\n

Cursor\u5219\u5f3a\u8c03\u9a7e\u9a76\u8231\u6a21\u5f0f\uff0c\u5176Harness\u4f53\u7cfb\u66f4\u50cf\u662f\u4e00\u4e2a\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u8f85\u52a9\u9a7e\u9a76\u7cfb\u7edf\uff0c\u6df1\u5ea6\u96c6\u6210\u5728IDE\u5185\uff0c\u5f3a\u8c03\u7528\u6237\u5bf9\u6bcf\u4e00\u6b65\u7684\u611f\u77e5\u548c\u63a7\u5236\u3002\u8fd9\u79cd\u8bbe\u8ba1\u5bf9\u524d\u7aef\u5f00\u53d1\u548c\u65e5\u5e38\u8fed\u4ee3\u6781\u4e3a\u53cb\u597d\uff0c\u4f46\u5728\u5904\u7406\u9700\u8981\u5168\u5c40\u89c6\u89d2\u7684\u540e\u7aef\u590d\u6742\u5de5\u7a0b\u65f6\uff0c\u4e5f\u5c31\u662f\u8bf4\uff0cHarness\u7684\u81ea\u4e3b\u51b3\u7b56\u80fd\u529b\u662f\u76f8\u5bf9\u4fdd\u5b88\u7684\u3002<\/p>\n

\u6211\u4eec\u6ce8\u610f\u5230\uff0c\u88ab\u8a89\u4e3a\u4e2d\u56fd\u7248Codex\u7684WorkBuddy\uff0c\u53ef\u80fd\u5728\u6784\u5efa\u4e00\u4e2a\u66f4\u5e9e\u5927\u3001\u66f4\u590d\u6742\u7684Harness\u751f\u6001\u3002\u5b83\u91c7\u7528\u4e86SkillHub\u5e73\u53f0\uff0c\u901a\u8fc7\u5c01\u88c5\u8d857\u4e07\u4e2a\u6280\u80fd\u7684\u6807\u51c6\u5316\u63a5\u53e3\uff0c\u5185\u7f6e11\u6b3e\u4e3b\u6d41\u5927\u6a21\u578b\u4ece\u800c\u5b9e\u73b0\u667a\u80fd\u8c03\u5ea6\u3002\u817e\u8baf\u5728\u4f9d\u9760\u4f01\u4e1a\u5fae\u4fe1<\/a>\u7b49\u817e\u8baf\u7cfb\u751f\u6001\u4ea7\u54c1\uff0c\u4ee5\u653e\u5927Agent\u7684\u80fd\u529b\u89e6\u8fbe\u3002\u4f46\u5176\u6311\u6218\u5728\u4e8e\uff0c\u7531\u4e8e\u4f01\u4e1a\u529e\u516c\u573a\u666f\u7684\u6d41\u7a0b\u5982\u62a5\u9500\u3001\u5ba1\u6279\uff0c\u8fdc\u6bd4\u7f16\u5199\u4ee3\u7801\u73af\u5883\u66f4\u4e3a\u6a21\u7cca\uff0c\u4e14\u66f4\u4f9d\u8d56\u9690\u6027\u77e5\u8bc6\u3002<\/p>\n

\u4f55\u4e3a\u9690\u6027\u77e5\u8bc6\uff1f\u7f51\u6613<\/span><\/span>\u667a\u4f01·\u4e91\u4fe1CTO\u5f90\u676d\u751f\u6b64\u524d\u63d0\u5230\uff0c\u7f16\u7a0b\u53ef\u80fd\u66f4\u5bb9\u6613\u88ab\u53d6\u4ee3\uff0c\u539f\u56e0\u5728\u4e8e\u903b\u8f91\u6027\u592a\u5f3a\u3001\u6d41\u7a0b\u6027\u592a\u5f3a\u3002\u6709\u89c4\u8303\uff0c\u50cf\u8f6f\u4ef6\u5de5\u7a0b\u4e00\u6837\uff0c\u662f\u6709\u6559\u5b66\u8fc7\u7a0b\u7684\u3002\u76f8\u53cd\uff0c\u6ca1\u6709\u6559\u5b66\u8fc7\u7a0b\u7eaf\u9760\u7ecf\u9a8c\u79ef\u7d2f\u7684\u573a\u666f\uff0c\u662f\u66f4\u96be\u88ab\u53d6\u4ee3\u7684\u3002<\/p>\n

\u8fd9\u79cd\u9690\u6027\u89c4\u5219\u7684\u91cf\u5316\u3001\u5efa\u6a21\u4e0e\u52a8\u6001\u66f4\u65b0\uff0c\u662f\u4f01\u4e1aAgent\u843d\u5730\u7684\u6700\u4e3b\u8981\u969c\u788d\u4e4b\u4e00\u3002<\/p>\n

\u7ed3\u5408\u6d77\u5916\u516c\u53f8\u7684\u7b56\u7565\u6765\u770b\uff0cAnthropic\u901a\u8fc7Snorkel AI\u542f\u52a8\u4e86\u4ee3\u53f7\u4e3a“Marlin”\u9879\u76ee\u3002\u8be5\u9879\u76ee\u96c7\u4f63\u7ea61000\u540d\u8d44\u6df1\u8f6f\u4ef6\u5de5\u7a0b\u5e08\uff0c\u4ee5\u6bcf\u4e2a\u4efb\u52a1280\u7f8e\u5143\/1\u5c0f\u65f6\u7684\u62a5\u916c\uff0c\u5bf9Claude Code\u7684\u8f93\u51fa\u8fdb\u884cA\/B\u6d4b\u8bd5\u548c\u8bc4\u5ba1\u3002\u4ed6\u4eec\u8d2d\u4e70\u7684\u4e0d\u662f\u4ee3\u7801\uff0c\u800c\u662f\u5de5\u7a0b\u5e08\u5728\u5ba1\u67e5\u4ee3\u7801\u65f6\u5934\u8111\u4e2d\u95ea\u8fc7\u7684“\u8fd9\u6837\u5199\u66f4\u597d”\u7684\u5de5\u7a0b\u76f4\u89c9\u5224\u65ad\u3002<\/p>\n

\u4e3a\u4e86\u771f\u6b63\u610f\u4e49\u4e0a\u7406\u89e3\u4f01\u4e1a\u5de5\u4f5c\u6d41\uff0cWorkBuddy\u91c7\u7528\u4e86\u817e\u8baf\u5185\u90e8\u6570\u4e07\u5458\u5de5\u5728\u4f7f\u7528\u5176\u5de5\u5177\u65f6\u4ea7\u751f\u7684\u3001\u7ecf\u8fc7\u8131\u654f\u548c\u6807\u6ce8\u7684\u771f\u5b9e\u5de5\u4f5c\u8fc7\u7a0b\u6570\u636e\uff0c\u4f8b\u5982\uff0c\u4e00\u4e2a\u4f18\u79c0\u7684\u5e02\u573a\u65b9\u6848\u662f\u5982\u4f55\u4ece\u63d0\u7eb2\u3001\u7d20\u6750\u641c\u96c6\u5230\u521d\u7a3f\u3001\u53cd\u590d\u4fee\u6539\u6210\u578b\u7684\u3002<\/p>\n

\u8fd9\u79cd\u8fc7\u7a0b\u6570\u636e\u7684\u83b7\u53d6\u5728\u901a\u7528\u529e\u516c\u573a\u666f\u4e0b\u6781\u4e3a\u56f0\u96be\uff0c\u56e0\u4e3a\u5927\u91cf\u77e5\u8bc6\u5de5\u4f5c\u8005\u7684\u6838\u5fc3\u5de5\u4f5c\u8fc7\u7a0b\uff08\u5982\u601d\u8003\u3001\u51b3\u7b56\uff09\u5e76\u4e0d\u5728\u6570\u5b57\u5de5\u5177\u4e0a\u7559\u4e0b\u75d5\u8ff9\uff0c\u8fd9\u4e5f\u662f\u529e\u516cAgent\u76f8\u8f83\u4e8e\u7f16\u7a0bAgent\u5b58\u5728\u7684\u5148\u5929\u6570\u636e\u52a3\u52bf\u3002<\/strong><\/p>\n

\u6548\u7387\u4e0d\u662f\u7ec8\u70b9\uff0c\u8fd8\u8981\u4e0e\u771f\u4eba\u6bd4\u4ef7\u503c<\/h2>\n

\u6211\u4eec\u6b64\u524d\u62a5\u9053\u8fc7\u4e00\u4e2a\u6570\u636e\uff1a\u5728\u6d77\u5916\uff0c\u4f01\u4e1a\u96c6\u6210Github Copilot\u540e\uff0c\u7f16\u7801\u65f6\u95f4\u867d\u51cf\u5c1150%\uff0c\u4f46Bug\u5374\u589e\u52a0\u4e8641%\u3002\u8fd9\u5176\u5b9e\u65e9\u5df2\u8bf4\u660e\uff1a\u5728AI\u65f6\u4ee3\uff0c\u4e00\u4e9b\u8001\u7684\u6548\u7387\u6807\u5c3a\u5982\u4ee3\u7801\u884c\u6570\u3001\u7f16\u7801\u8017\u65f6\u5df2\u7ecf\u5f88\u96be\u8861\u91cfAgent\u4ef7\u503c\uff0c\u9762\u5411\u529e\u516c\u573a\u666f\u7684Agent\u540c\u6837\u9700\u8981\u4e00\u5957\u5408\u9002\u7684\u8861\u91cf\u6807\u5c3a\u3002<\/p>\n

Gartner\u5728\u4eca\u5e745\u6708\u62a5\u544a\u4e2d\u6307\u51fa\uff0c\u5c3d\u7ba190%\u7684\u5de5\u7a0b\u9886\u5bfc\u8005\u62a5\u544aAI\u7f16\u7a0bAgent\u5e26\u6765\u6548\u7387\u63d0\u5347\uff0c\u4f46\u5e73\u5747\u51c0\u63d0\u5347\u4ec5\u4e3a19.3%\uff0c\u8fdc\u4f4e\u4e8e\u4ea7\u54c1\u5ba3\u4f20\u7684“\u500d\u6570\u7ea7”\u6548\u679c\u3002Stack Overflow\u8c03\u67e5\u663e\u793a\uff0c\u8d85\u8fc770%\u7684\u5f00\u53d1\u8005\u4f7f\u7528AI\u5de5\u5177\uff0c\u4f46\u4e3b\u8981\u62c5\u5fe7\u4ecd\u662f“\u4ee3\u7801\u8d28\u91cf\u96be\u4ee5\u63a7\u5236”\u548c“\u5f15\u5165\u5b89\u5168\u6f0f\u6d1e”\u3002\u8fd9\u610f\u5473\u7740\uff0c\u5728\u6392\u9664\u4e86\u8c03\u8bd5\u3001\u5ba1\u67e5\u3001\u6c9f\u901a\u7b49\u975e\u7f16\u7801\u65f6\u95f4\u540e\uff0cAI\u5e26\u6765\u7684\u771f\u5b9e\u7ec4\u7ec7\u6548\u80fd\u589e\u91cf\u5176\u5b9e\u6ca1\u6709\u60f3\u8c61\u4e2d\u90a3\u4e48\u9ad8\u3002<\/p>\n

\u6881\u6587\u8fd8\u6ce8\u610f\u5230\uff0c\u73b0\u5728\u5f88\u591a\u7845\u8c37<\/a>\u4f01\u4e1a\u5b58\u5728\u7684\u95ee\u9898\u662f\uff0c\u65e0\u6cd5\u901a\u8fc7\u6d88\u8017\u66f4\u591aToken\uff0c\u6301\u7eed\u7a33\u5b9a\u5730\u8f6c\u5316\u4e3a\u65b0\u7684\u9700\u6c42\uff0c\u90a3\u4e48\u5c31\u4f1a\u53d8\u6210\u751f\u4ea7\u8fc7\u5269\u3002“\u6240\u6709\u4eba\u5f00\u59cb\u4f7f\u7528AI\u4ea7\u54c1\uff0c\u5e76\u5c06\u5176\u7528\u5728\u4e1a\u52a1\u6d41\u4e2d\uff0c\u5e76\u4e0d\u80fd\u5b8c\u5168\u4fdd\u8bc1\u4f1a\u4e3a\u4f01\u4e1a\u5e26\u6765\u771f\u6b63\u7684\u4e1a\u52a1\u589e\u957f\u3002\u4f46\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\uff0c\u5f88\u591a\u8fc7\u53bb\u975e\u6807\u51c6\u5316\u3001\u975e\u7ed3\u6784\u5316\u7684\u6d41\u7a0b\u6216\u5de5\u5177\u9009\u9879\u88ab\u56fa\u5316\u7531AI\u6765\u5b8c\u6210\uff0c\u5374\u53c8\u65e0\u6cd5\u6253\u5f00\u65b0\u7684\u589e\u91cf\uff0c\u8fd9\u5c31\u53ef\u80fd\u5e26\u6765\u88c1\u5458\u95ee\u9898\u3002”<\/p>\n

\u8fd9\u79cd\u8f6c\u53d8\u610f\u5473\u7740\uff0cAgent\u7684\u4ef7\u503c\u5fc5\u987b\u6295\u5c04\u5230\u7ec4\u7ec7\u539f\u6709\u7684\u4e1a\u52a1\u4ef7\u503c\u6d41\u4e2d\uff0c\u800c\u975e\u5236\u9020\u4e00\u5957\u72ec\u7acb\u7684AI\u6548\u7387\u6570\u5b57\u3002\u8fd9\u8981\u6c42\u4f01\u4e1a\u91cd\u65b0\u8bbe\u8ba1\u4ece\u9700\u6c42\u8bc4\u5ba1\u3001\u4ee3\u7801\u5ba1\u67e5\u5230\u6d4b\u8bd5\u90e8\u7f72\u7684\u5168\u6d41\u7a0b\uff0c\u8ba9AI\u7684\u53c2\u4e0e\u53ef\u91cf\u5316\u3001\u53ef\u8ffd\u6eaf\uff0c\u6700\u7ec8\u4f53\u73b0\u4e3a\u4e1a\u52a1\u54cd\u5e94\u901f\u5ea6\u7684\u63d0\u5347\u3002<\/p>\n

\u4e0e\u6b64\u540c\u65f6\uff0c\u5f53Agent\u5168\u9762\u8fdb\u5165\u4f01\u4e1a\u6d41\u7a0b\uff0c\u4e00\u4e2a\u8fc7\u53bb\u88ab\u5ffd\u89c6\u7684\u95ee\u9898\u6b63\u5728\u88ab\u5feb\u901f\u653e\u5927\uff1aToken\u6d88\u8017\u5448\u6307\u6570\u7ea7\u589e\u957f\uff0c\u5176\u6210\u672c\u53ef\u80fd\u5f88\u5feb\u8d85\u8fc7\u88ab\u66ff\u4ee3\u7684\u4eba\u529b\u6210\u672c\u3002<\/strong><\/p>\n

\u56fd\u5185\u67d0\u8f6f\u4ef6\u4f01\u4e1a\u76ee\u524d\u6bcf\u4e2a\u6708Token\u7684\u6d88\u8017\u91cf\u4e5f\u5df2\u7ecf\u5230\u4e86\u51e0\u767e\u4ebf\u3002\u6a21\u578b\u6027\u80fd\u5bf9Agent\u4ea7\u54c1\u4f53\u9a8c\u4ecd\u6709\u91cd\u8981\u5f71\u54cd\uff0c\u4f46\u5f53\u524d\u6700\u4e3b\u8981\u7684\u5236\u7ea6\u56e0\u7d20\uff0c\u4f9d\u7136\u662f\u9ad8\u6602\u7684Token\u6210\u672c\u3002<\/p>\n

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