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\u4ee5\u524d\u8c08\u804c\u4e1a\u89c4\u5212\uff0c\u6211\u81f3\u5c11\u8fd8\u80fd\u7ed9\u81ea\u5df1\u753b\u4e00\u6761\u5927\u81f4\u7684\u8def\u7ebf\uff1a\u628a\u57fa\u7840\u6253\u7262\uff0c\u505a\u51e0\u4e2a\u6709\u4ee3\u8868\u6027\u7684\u9879\u76ee\uff0c\u9010\u6e10\u4ece\u4e1a\u52a1\u5b9e\u73b0\u8d70\u5411\u6a21\u578b\u8bbe\u8ba1\uff0c\u518d\u4ece\u6a21\u578b\u8bbe\u8ba1\u8d70\u5411\u7cfb\u7edf\u67b6\u6784\u3002\u52aa\u529b\u4e5f\u8bb8\u4e0d\u4f1a\u7acb\u523b\u5151\u73b0\uff0c\u4f46\u5927\u65b9\u5411\u4f3c\u4e4e\u662f\u6e05\u695a\u7684\u3002<\/p>\n\n\n\n
\u73b0\u5728\u8fd9\u6761\u8def\u7ebf\u5f00\u59cb\u53d8\u5f97\u6a21\u7cca\u3002<\/p>\n\n\n\n
AI coding agent \u6b63\u5728\u8d8a\u6765\u8d8a\u719f\u7ec3\u5730\u5199\u4ee3\u7801\u3001\u6539\u4ee3\u7801\u3001\u67e5\u8d44\u6599\u3001\u8dd1\u6d4b\u8bd5\u3001\u5b9a\u4f4d bug\u3001\u8bfb\u4ed3\u5e93\uff0c\u751a\u81f3\u80fd\u591f\u81ea\u5df1\u62c6\u4efb\u52a1\u3001\u81ea\u5df1\u8c03\u7528\u5de5\u5177\u3001\u81ea\u5df1\u8bc4\u4f30\u7ed3\u679c\u3002\u6240\u8c13 RSI\uff0c\u4e5f\u5c31\u662f recursive self-improvement\uff0c\u5df2\u7ecf\u4e0d\u518d\u53ea\u662f\u79d1\u5e7b\u5c0f\u8bf4\u91cc\u7684\u6982\u5ff5\u3002\u6211\u4eec\u6b63\u5728\u4eb2\u773c\u770b\u7740\u4e00\u5957\u7531\u4eba\u7c7b\u521b\u9020\u7684\u7cfb\u7edf\uff0c\u5f00\u59cb\u53c2\u4e0e\u6539\u8fdb\u81ea\u5df1\u7684\u5de5\u5177\u3001\u6d41\u7a0b\u548c\u80fd\u529b\u3002<\/p>\n\n\n\n
\u800c\u8eab\u5904\u8fd9\u4e2a\u65f6\u4ee3\uff0c\u6ca1\u6709\u529e\u6cd5\u5047\u88c5\u8fd9\u4e9b\u53d8\u5316\u4e0e\u6211\u65e0\u5173\u3002<\/p>\n\n\n\n
\u6211\u4eec\u4eb2\u624b\u9020\u51fa\u4e86\u4f1a\u66ff\u4ee3\u81ea\u5df1\u7684\u5de5\u5177<\/strong><\/p>\n\n\n\n \u6211\u4eec\u8bad\u7ec3\u6a21\u578b\uff0c\u8bbe\u8ba1\u6570\u636e\u7ba1\u9053\uff0c\u5199\u63a8\u7406\u670d\u52a1\uff0c\u642d\u8bc4\u6d4b\u4f53\u7cfb\uff0c\u4f18\u5316 GPU \u5229\u7528\u7387\uff0c\u7814\u7a76 agent \u7684\u5de5\u5177\u8c03\u7528\u548c\u8bb0\u5fc6\u673a\u5236\u3002\u6211\u4eec\u628a\u81ea\u5df1\u7684\u7ecf\u9a8c\u62c6\u6210\u4ee3\u7801\u3001\u6587\u6863\u3001\u6d41\u7a0b\u548c\u89c4\u5219\uff0c\u518d\u628a\u8fd9\u4e9b\u4e1c\u897f\u4ea4\u7ed9\u6a21\u578b\u5b66\u4e60\u3002\u6211\u4eec\u5e0c\u671b\u5b83\u66f4\u806a\u660e\u3001\u66f4\u4fbf\u5b9c\u3001\u66f4\u7a33\u5b9a\u3001\u66f4\u81ea\u52a8\u5316\u3002<\/p>\n\n\n\n \u7136\u540e\u6709\u4e00\u5929\uff0c\u6211\u4eec\u7a81\u7136\u53d1\u73b0\uff1a\u6a21\u578b\u6b63\u5728\u5b66\u4e60\u7684\uff0c\u6b63\u662f\u6211\u4eec\u8fc7\u53bb\u8d56\u4ee5\u8c0b\u751f\u7684\u90a3\u90e8\u5206\u80fd\u529b\u3002<\/p>\n\n\n\n \u5b83\u4f1a\u5199\u4e00\u4e2a\u51fd\u6570\uff0c\u4e8e\u662f\u521d\u7ea7\u5f00\u53d1\u5de5\u4f5c\u51cf\u5c11\u4e86\uff1b\u5b83\u4f1a\u5b8c\u6210\u4e00\u4e2a\u6a21\u5757\uff0c\u4e8e\u662f\u4e00\u4e9b\u6267\u884c\u578b\u5c97\u4f4d\u5f00\u59cb\u51cf\u5c11\u4e86\uff1b\u5b83\u80fd\u7aef\u5230\u7aef\u5730\u8dd1\u5b8c\u4e00\u4e2a\u5b9e\u9a8c\uff0c\u4e8e\u662f\u8fc7\u53bb\u9700\u8981\u51e0\u4e2a\u4eba\u534f\u4f5c\u7684\u5de5\u4f5c\u53d8\u6210\u4e86\u4e00\u4e2a\u4eba\u52a0\u51e0\u4e2a agent\u3002\u516c\u53f8\u770b\u89c1\u7684\u4e0d\u662f\u201c\u6280\u672f\u8fdb\u6b65\u201d\u56db\u4e2a\u5b57\uff0c\u800c\u662f\u4ea4\u4ed8\u5468\u671f\u7f29\u77ed\u3001\u4eba\u5458\u6570\u91cf\u4e0b\u964d\u548c\u6210\u672c\u8868\u4e0a\u7684\u6570\u5b57\u53d8\u5c0f\u3002<\/p>\n\n\n\n \u4eba\u7c7b\u521b\u9020\u4e86 AI\uff0c\u5374\u9996\u5148\u7528\u5b83\u6765\u538b\u7f29\u81ea\u5df1\u7684\u52b3\u52a8\u4ef7\u503c\u3002\u8fd9\u542c\u8d77\u6765\u50cf\u80cc\u523a\uff0c\u4f46\u5982\u679c\u7ad9\u5728\u4f01\u4e1a\u7684\u8d22\u52a1\u8868\u4e0a\uff0c\u5b83\u53c8\u53ef\u80fd\u88ab\u5305\u88c5\u6210\u6548\u7387\u63d0\u5347\u3001\u7ec4\u7ec7\u5347\u7ea7\u548c\u7ed3\u6784\u4f18\u5316\u3002<\/p>\n\n\n\n \u771f\u6b63\u6b8b\u9177\u7684\u662f\uff0c\u80cc\u523a\u5e76\u4e0d\u6765\u81ea\u67d0\u4e2a\u6076\u610f\u7684 AI\u3002\u5b83\u6765\u81ea\u6211\u4eec\u5171\u540c\u53c2\u4e0e\u5efa\u7acb\u7684\u6fc0\u52b1\u673a\u5236\uff1a\u8c01\u80fd\u7528\u66f4\u5c11\u7684\u4eba\u505a\u51fa\u66f4\u591a\u7684\u4e8b\uff0c\u8c01\u5c31\u66f4\u6709\u7ade\u4e89\u529b\uff1b\u8c01\u62d2\u7edd\u4f7f\u7528\u81ea\u52a8\u5316\uff0c\u8c01\u5c31\u53ef\u80fd\u5148\u88ab\u6dd8\u6c70\u3002<\/p>\n\n\n\n \u6240\u4ee5\u6211\u65e0\u6cd5\u80cc\u9053\u800c\u9a70\u3002<\/p>\n\n\n\n \u4e0d\u80fd\u56e0\u4e3a\u5bb3\u6015\u88ab\u66ff\u4ee3\uff0c\u5c31\u62d2\u7edd\u4f7f\u7528 AI coding agent\uff1b\u4e0d\u80fd\u56e0\u4e3a\u62c5\u5fc3\u5c97\u4f4d\u6d88\u5931\uff0c\u5c31\u62d2\u7edd\u5b66\u4e60\u65b0\u7684\u6a21\u578b\u548c\u5de5\u5177\uff1b\u4e0d\u80fd\u56e0\u4e3a\u4e0d\u559c\u6b22\u8fd9\u573a\u53d8\u5316\uff0c\u5c31\u5047\u88c5\u5b83\u4e0d\u4f1a\u53d1\u751f\u3002<\/p>\n\n\n\n \u53ea\u80fd\u88f9\u631f\u7740\u524d\u8fdb\u3002<\/p>\n\n\n\n \u5f53\u4e0b\u5e94\u8be5\u5982\u4f55\u9762\u5bf9<\/strong><\/p>\n\n\n\n \u9762\u5bf9 AI\uff0c\u6700\u5bb9\u6613\u6389\u8fdb\u4e24\u4e2a\u6781\u7aef\uff1a\u8981\u4e48\u628a\u5b83\u5f53\u6210\u6551\u4e16\u4e3b\uff0c\u89c9\u5f97\u53ea\u8981\u5b66\u4f1a\u51e0\u4e2a\u5de5\u5177\u5c31\u80fd\u89e3\u51b3\u4e00\u5207\uff1b\u8981\u4e48\u628a\u5b83\u5f53\u6210\u654c\u4eba\uff0c\u62d2\u7edd\u4f7f\u7528\uff0c\u8bd5\u56fe\u7528\u8fc7\u53bb\u7684\u5de5\u4f5c\u65b9\u5f0f\u5b88\u4f4f\u81ea\u5df1\u7684\u4f4d\u7f6e\u3002<\/p>\n\n\n\n \u66f4\u613f\u610f\u628a\u5b83\u770b\u6210\u4e00\u79cd\u65b0\u7684\u5de5\u4f5c\u73af\u5883\u3002\u73af\u5883\u5df2\u7ecf\u53d8\u4e86\uff0c\u9996\u5148\u8981\u505a\u7684\u4e0d\u662f\u8868\u6001\uff0c\u800c\u662f\u5efa\u7acb\u81ea\u5df1\u7684\u5de5\u4f5c\u65b9\u6cd5\u3002<\/p>\n\n\n\n \u8ba9\u6211\u5728\u53d8\u5316\u53d1\u751f\u65f6\u66f4\u6e05\u9192\u3001\u66f4\u6709\u884c\u52a8\u80fd\u529b\uff0c\u800c\u4e0d\u662f\u5b8c\u5168\u4f9d\u8d56\u67d0\u4e2a\u5de5\u5177\u6216\u67d0\u4e2a\u5c97\u4f4d\u5b9a\u4e49\u81ea\u5df1\u3002<\/p>\n\n\n\n \u201c\u7b97\u6cd5\u5de5\u7a0b\u5e08\u201d\u8fd9\u4e2a\u8eab\u4efd\u6b63\u5728\u88ab\u91cd\u65b0\u62c6\u89e3<\/strong><\/p>\n\n\n\n \u6211\u4ee5\u524d\u628a\u7b97\u6cd5\u5de5\u7a0b\u5e08\u7406\u89e3\u6210\u4e00\u4e2a\u76f8\u5bf9\u5b8c\u6574\u7684\u89d2\u8272\uff1a\u7406\u89e3\u95ee\u9898\uff0c\u8bbe\u8ba1\u6a21\u578b\uff0c\u5904\u7406\u6570\u636e\uff0c\u8bad\u7ec3\u548c\u8c03\u53c2\uff0c\u90e8\u7f72\u670d\u52a1\uff0c\u8ddf\u8e2a\u6307\u6807\uff0c\u6700\u540e\u628a\u6548\u679c\u4ea4\u4ed8\u7ed9\u4e1a\u52a1\u3002<\/p>\n\n\n\n \u4f46 AI \u6b63\u5728\u628a\u8fd9\u4e2a\u89d2\u8272\u62c6\u5f00\u3002<\/p>\n\n\n\n \u6570\u636e\u6e05\u6d17\u53ef\u4ee5\u88ab\u81ea\u52a8\u5316\uff0cbaseline \u53ef\u4ee5\u88ab\u5feb\u901f\u751f\u6210\uff0c\u8bad\u7ec3\u811a\u672c\u53ef\u4ee5\u7531 agent \u7f16\u5199\uff0c\u5b9e\u9a8c\u914d\u7f6e\u53ef\u4ee5\u81ea\u52a8\u641c\u7d22\uff0c\u90e8\u7f72\u6d41\u7a0b\u53ef\u4ee5\u88ab\u6a21\u677f\u5316\uff0c\u7ebf\u4e0a\u65e5\u5fd7\u53ef\u4ee5\u4ea4\u7ed9\u6a21\u578b\u5206\u6790\u3002\u8fc7\u53bb\u9700\u8981\u5de5\u7a0b\u5e08\u4eb2\u81ea\u5b8c\u6210\u7684\u8bb8\u591a\u6b65\u9aa4\uff0c\u6b63\u5728\u53d8\u6210\u201c\u63d0\u51fa\u76ee\u6807\u2014\u76d1\u7763\u6267\u884c\u2014\u9a8c\u8bc1\u7ed3\u679c\u201d\u3002<\/p>\n\n\n\n \u8fd9\u4f1a\u8ba9\u5f88\u591a\u4eba\u611f\u5230\u5931\u843d\uff0c\u56e0\u4e3a\u6211\u4eec\u66fe\u7ecf\u7528\u5927\u91cf\u65f6\u95f4\u6362\u6765\u7684\u719f\u7ec3\u5ea6\uff0c\u6b63\u5728\u53d8\u6210\u5de5\u5177\u7684\u4e00\u6b21\u8c03\u7528\u3002<\/p>\n\n\n\n \u4f46\u8fd9\u4e5f\u903c\u7740\u6211\u4eec\u91cd\u65b0\u56de\u7b54\u4e00\u4e2a\u95ee\u9898\uff1a\u5982\u679c\u5199\u4ee3\u7801\u3001\u8c03\u53c2\u6570\u548c\u8dd1\u5b9e\u9a8c\u4e0d\u518d\u6784\u6210\u5168\u90e8\u4ef7\u503c\uff0c\u90a3\u4e48\u7b97\u6cd5\u5de5\u7a0b\u5e08\u7a76\u7adf\u8fd8\u5269\u4e0b\u4ec0\u4e48\uff1f<\/p>\n\n\n\n \u6211\u73b0\u5728\u8d8a\u6765\u8d8a\u76f8\u4fe1\uff0c\u771f\u6b63\u96be\u4ee5\u88ab\u66ff\u4ee3\u7684\uff0c\u4e0d\u662f\u67d0\u4e2a\u5177\u4f53 API\uff0c\u4e5f\u4e0d\u662f\u67d0\u79cd\u6a21\u578b\u7ed3\u6784\uff0c\u800c\u662f\u4ee5\u4e0b\u51e0\u79cd\u80fd\u529b\u7684\u7ec4\u5408\uff1a<\/p>\n\n\n\n \u7b2c\u4e00\uff0c\u5b9a\u4e49\u95ee\u9898\u7684\u80fd\u529b\u3002\u77e5\u9053\u4ec0\u4e48\u503c\u5f97\u505a\uff0c\u4ec0\u4e48\u6307\u6807\u53ea\u662f\u5e7b\u89c9\uff0c\u4ec0\u4e48\u9700\u6c42\u672c\u8d28\u4e0a\u662f\u6570\u636e\u95ee\u9898\u3001\u4ea7\u54c1\u95ee\u9898\u6216\u7ec4\u7ec7\u95ee\u9898\u3002<\/p>\n\n\n\n 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