{"id":638,"date":"2026-04-24T09:00:00","date_gmt":"2026-04-24T01:00:00","guid":{"rendered":"https:\/\/www.sblog.cn\/?p=638"},"modified":"2026-05-09T09:00:00","modified_gmt":"2026-05-09T01:00:00","slug":"%e8%85%be%e8%ae%afai%e8%bf%98%e6%9c%89%e4%b8%80%e5%bc%a0%e6%9a%97%e7%89%8c","status":"publish","type":"post","link":"https:\/\/old.sblog.cn\/?p=638","title":{"rendered":"\u817e\u8bafAI\u8fd8\u6709\u4e00\u5f20\u6697\u724c"},"content":{"rendered":"<blockquote>\n<p>\u58f0\u660e\uff1a\u672c\u6587\u6765\u81ea\u4e8e\u5fae\u4fe1\u516c\u4f17\u53f7 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--><\/p>\n<p><strong>\u767d\u677f\u4e0a\u7684\u56db\u4e2a\u5b57<\/strong><\/p>\n<p>2022\u5e74\u521d\uff0cMiniMax\u8fd8\u6ca1\u6709\u8fd9\u4e2a\u540d\u5b57\u3002\u521b\u59cb\u4eba\u95eb\u4fca\u6770\u5728\u4e00\u95f4\u7b80\u964b\u529e\u516c\u5ba4\u7684\u767d\u677f\u4e0a\u5199\u4e0b\u300c\u4e0b\u4e00\u4ee3AI\u300d\u3002\u5f7c\u65f6GPT-3\u521a\u53d1\u5e03\u4e0d\u4e45\uff0cChatGPT\u8981\u518d\u7b49\u4e00\u5e74\uff0c\u300cAGI\u300d\u8fd9\u4e2a\u8bcd\u8fd8\u6ca1\u51e0\u4e2a\u4eba\u804a\u3002\u56db\u5e74\u540e\u76842026\u5e741\u6708\uff0cMiniMax\u6e2f\u4ea4\u6240\u4e0a\u5e02\uff0c\u9996\u65e5\u6da8\u5e45\u8fbe\u5230109%\uff0c\u5e02\u503c\u7a81\u78341000\u4ebf\u6e2f\u5143\u3002<\/p>\n<p>\u4f46\u963f\u5c9b\u2014\u2014\u7f2a\u5b87\u822a\uff0c\u516c\u53f8\u5185\u90e8\u90fd\u8fd9\u4e48\u53eb\u4ed6\u2014\u2014\u7ad9\u5728\u5cf0\u4f1a\u53f0\u4e0a\u7ffb\u51fa\u8fd9\u5f20\u767d\u677f\u8001\u7167\u7247\u65f6\uff0c\u8bb2\u7684\u4e0d\u662f\u4e0a\u5e02\u7684\u4e8b\u3002<\/p>\n<p>\u4ed6\u53cd\u590d\u8bf4\u7684\u662f\u4e00\u4e2a\u6280\u672f\u56f0\u5883\uff1a\u6a21\u578b\u8bad\u7ec3\u7684\u5e95\u5c42\u903b\u8f91\u53d8\u4e86\u3002\u6a21\u578b\u4e0d\u518d\u662f\u505a\u5b8c\u4e00\u9053\u9898\u5c31\u4ea4\u5377\u2014\u2014\u5b83\u5f97\u5728\u771f\u5b9e\u73af\u5883\u91cc\u64cd\u4f5c\u6587\u4ef6\u3001\u5199\u4ee3\u7801\u3001\u8c03\u7528\u5de5\u5177\u3001\u5904\u7406\u5f02\u5e38\uff0c\u6bcf\u6b21\u8bd5\u9519\u90fd\u8981\u4e00\u4e2a\u72ec\u7acb\u8fd0\u884c\u73af\u5883\u3002\u5f53\u9700\u6c42\u81a8\u80c0\u5230\u5341\u4e07\u7ea7\u5e76\u53d1\uff0c\u4e91\u8ba1\u7b97\u7684\u5e95\u5c42\u67b6\u6784\u88ab\u649e\u51fa\u4e86\u88c2\u7f1d\u3002<\/p>\n<p><strong>K8S\u6491\u4e0d\u4f4f\u4e86<\/strong><\/p>\n<p>\u5927\u6a21\u578b\u8fc7\u53bb\u9760\u7ecf\u5178\u5f3a\u5316\u5b66\u4e60\u53d8\u806a\u660e\u2014\u2014\u7ed9\u4e2a\u95ee\u9898\uff0c\u751f\u6210\u56de\u7b54\uff0c\u6253\u5206\uff0c\u66f4\u65b0\u53c2\u6570\u3002\u4f46\u5230\u4e862025\u5e74\u4e0b\u534a\u5e74\uff0c<span class=\"spamTxt\">\u5929\u82b1\u677f<\/span>\u8089\u773c\u53ef\u89c1\u4e86\u3002\u6a21\u578b\u5728\u5c01\u95ed\u73af\u5883\u91cc\u300c\u505a\u9898\u300d\u5df2\u7ecf\u5f88\u5f3a\uff0c\u4e00\u653e\u5230\u771f\u5b9e\u4e16\u754c\u7acb\u523b\u5927\u6253\u6298\u6263\u2014\u2014\u6ca1\u6709\u6301\u4e45\u72b6\u6001\uff0c\u6bcf\u6b21\u5bf9\u8bdd\u90fd\u662f\u5168\u65b0\u5f00\u59cb;\u53ea\u80fd\u5199\u4ee3\u7801\u4e0d\u80fd\u8dd1\u4ee3\u7801\uff0c\u7f3a\u5c11\u300c\u5199\u2192\u8dd1\u2192\u770b\u2192\u4fee\u300d\u7684\u81ea\u6211\u9a8c\u8bc1\u5faa\u73af;\u65e0\u6cd5\u83b7\u53d6\u5b9e\u65f6\u77e5\u8bc6\uff0c\u4e5f\u65e0\u6cd5\u642d\u5efa\u771f\u5b9e\u7684\u5de5\u4f5c\u73af\u5883\u3002<\/p>\n<p>\u8bf4\u5230\u5e95\uff0c\u88f8\u6a21\u578b\u50cf\u4e00\u53f0\u7a7a\u8f6c\u7684\u5f15\u64ce\uff0c\u5f15\u64ce\u672c\u8eab\u4e0d\u662f\u6c7d\u8f66\u3002MiniMax\u4eceM2.5\u7248\u672c\u5f00\u59cb\u62bc\u53e6\u4e00\u6761\u8def\uff1aAgentic 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class=\"spamTxt\">\u8d85\u7ea7<\/span>\u5927\u5361\u8f66\uff0c\u6216\u8005\u662f\u4ece\u5934\u9020\u51fa\u4e00\u53f0\u80fd\u7528\u7684iPhone\u3002\u8fd9\u610f\u5473\u7740\u5728Agent\u65f6\u4ee3\uff0c\u6a21\u578b\u9762\u5bf9\u7684\u8bad\u7ec3\u4efb\u52a1\u662f\u5730\u72f1\u7ea7\u7684\u3002<\/p>\n<p>\u6bcf\u4e2a\u8bad\u7ec3\u4efb\u52a1\u53ef\u80fd\u63a8\u6f14\uff08Roll out\uff09\u51fa\u4e0a\u767e\u6761\u5c1d\u8bd5\u8def\u5f84(Trajectory)\uff0c\u6bcf\u6761\u8def\u5f84\u90fd\u9700\u8981\u4e00\u4e2a\u72ec\u7acb\u7684\u6c99\u7bb1\u73af\u5883\u3002\u9762\u5bf9\u6210\u5343\u4e0a\u4e07\u4e2a\u7528\u6237\u8bf7\u6c42(Query)\uff0c\u6bcf\u4e2a\u8bf7\u6c42\u90fd\u8981\u540c\u65f6\u5f00\u542f\u4e0a\u767e\u4e2a\u6c99\u7bb1\u5e76\u53d1\u8fd0\u884c\u3002<\/p>\n<p>\u963f\u5c9b\u8bf4\u4e86\u53e5\u5927\u5b9e\u8bdd\uff1a\u300c\u4e00\u5f00\u59cb\u6211\u4eec\u5728K8S\u4e0a\u8dd1\u3002\u7136\u540e\u53d1\u73b0\u771f\u7684\u4e0d\u884c\uff0c\u5e76\u53d1\u5b8c\u5168\u8d77\u4e0d\u6765\u3002\u300dK8S\u2014\u2014Kubernetes\uff0c\u73b0\u4ee3\u4e91\u8ba1\u7b97\u4e8b\u5b9e\u4e0a\u7684\u8c03\u5ea6\u6807\u51c6\u3002\u4f46\u8fd9\u5957\u4e3a\u5fae\u670d\u52a1\u65f6\u4ee3\u8bbe\u8ba1\u7684\u7cfb\u7edf\uff0c\u9762\u5bf9Agent\u8bad\u7ec3\u52a8\u8f84\u51e0\u4e07\u4e2a\u6c99\u7bb1\u540c\u65f6\u62c9\u8d77\u7684\u573a\u666f\uff0c\u625b\u4e0d\u4f4f\u4e86\u3002<\/p>\n<p>\u817e\u8baf\u4e91Agent Runtime\u4ea7\u54c1\u526f\u603b\u7ecf\u7406\u4e8e\u5e7f\u6e38\uff08Gary\uff09\u6345\u7834\u4e86\u4e00\u5c42\u7a97\u6237\u7eb8\uff1a\u300c\u6bcf\u4e00\u4e2a\u5927\u6a21\u578b\u4f01\u4e1a\u5185\u90e8\uff0c\u8bad\u7ec3\u6c99\u7bb1\u57fa\u7840\u8bbe\u65bd\u9762\u4e34\u4e24\u5927\u56f0\u5883\u3002<span class=\"spamTxt\">\u7b2c\u4e00<\/span>\uff0c\u5b83\u662fCPU\u7684\uff0c\u4e0d\u662fGPU\u7684\uff0c\u6240\u4ee5\u5f88\u96be\u53d1\u8bba\u6587\u3002\u7b2c\u4e8c\uff0c\u641eK8S\u90a3\u7fa4\u4eba\u770b\u5230\u4f60\u7adf\u7136\u8981\u62c9master(\u6307\u5411K8S\u7cfb\u7edf\u6838\u5fc3\u9891\u7e41\u7d22\u8981\u8d44\u6e90)\u62c9\u51e0\u5343\u4e0b\u51e0\u4e07\u4e0b\uff0c\u628a\u6211\u62c9\u57ae\u4e86\uff0c<span 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class=\"spamTxt\">\u6700\u5927<\/span>\u7684\u8bad\u7ec3\u6c99\u7bb1\u7cfb\u7edf\u4e4b\u4e00\u3002\u300dGary\u8bf4\uff0c\u89c4\u6a21\u6bd4\u540c\u884c\u9ad8\u51fa\u81f3\u5c11\u4e00\u4e2a\u6570\u91cf\u7ea7\u3002<\/p>\n<p>\u6548\u679c\u6700\u76f4\u89c2\u7684\u6570\u5b57\u662f\u542f\u52a8\u901f\u5ea6\u2014\u2014\u4ece\u51e0\u5206\u949f\u538b\u5230\u767e\u6beb\u79d2\u7ea7\uff0c\u5feb\u4e86\u6570\u500d\u3002\u524d\u9762\u90a3\u7b14GPU\u7a7a\u8f6c\u7684\u8d26\uff0c\u76f4\u63a5\u88ab\u538b\u7f29\u4e86\u4e00\u4e2a\u91cf\u7ea7\u3002<\/p>\n<p>\u6491\u4f4f\u8fd9\u4e2a\u89c4\u6a21\uff0c\u817e\u8baf\u4e91\u5728\u5e95\u5c42\u505a\u4e86\u5927\u91cf\u7d2f\u6d3b\u3002\u8ba1\u7b97\u5c42\uff1a\u8c03\u5ea6\u4f18\u5316\u3001\u5185\u6838\u9501\u4f18\u5316\u3001\u5feb\u7167\u6280\u672f\u3001\u5185\u5b58\u6620\u5c04\u3002\u5b58\u50a8\u5c42\uff1a\u4e13\u95e8\u5f00\u53d1\u4e86\u52a0\u901f\u5b58\u50a8\u65b9\u6848\u3002Gary\u6253\u4e86\u4e2a\u6bd4\u65b9\u2014\u2014\u300c\u8fc7\u53bb\u9700\u8981\u4e70\u4e00\u5757\u4e91\u76d8\uff0c\u73b0\u5728\u53ef\u4ee5\u7406\u89e3\u6210\u4e70\u4e00\u4e2a\u955c\u50cf\u76d8\u6216\u8005\u6c99\u7bb1\u76d8\uff0c\u78c1\u76d8\u672c\u8eab\u5c31\u662f\u955c\u50cf\u672c\u8eab\u3002\u300d<\/p>\n<p>\u4ed6\u6307\u51fa\uff0c\u5927\u5bb6\u73b0\u5728\u90fd\u5728\u5c1d\u8bd5\u7528\u300c\u65e7\u74f6\u88c5\u65b0\u9152\u300d\uff0c\u4f46\u8fd9\u4e24\u4e2a\u65e7\u74f6\u5b50\uff08K8S\u548cServerless\uff09\u7684\u8bbe\u8ba1\u521d\u8877\uff0c\u521a\u597d\u548cAgent\u7684\u6027\u683c\u5b8c\u5168\u76f8\u53cd\uff1a\u628aAgent\u60f3\u8c61\u6210\u4e00\u4e2a\u6709\u8bb0\u5fc6\u3001\u8981\u957f\u65f6\u95f4\u95ed\u5173\u601d\u8003\u7684\u4e13\u5bb6\uff0c\u4f46K8S\u6309\u7167\u60ef\u4f8b\u628a\u7ed9Agent\u5173\u6389\u91cd\u542f\uff0cAgent\u5c31\u4f1a\u77ac\u95f4\u5931\u5fc6\uff0cServerless(\u65e0\u670d\u52a1\u5668\u8ba1\u7b97)\u5c31\u50cf\u662f\u9891\u7e41\u5f00\u5173\u7684\u300c\u58f0\u63a7\u706f\u300d\uff0c\u4f46\u6b63\u5728\u300c\u5199\u8bba\u6587\u300d\u7684Agent\u5374\u9700\u8981\u706f\u5149\u957f\u4eae\u3002<\/p>\n<p>\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48\u817e\u8baf\u4e91\u8981\u7ed9Agent\u9020\u4e00\u4e2a\u65b0\u7684\u6d41\u6c34\u7ebf\u3002Gary\u5f3a\u8c03\uff0c\u300c\u8fd9\u4e9b\u4e0d\u662f\u56e0\u4e3a\u6211\u4eec\u6bd4\u522b\u4eba\u66f4\u806a\u660e\uff0c\u800c\u662f\u6211\u4eec\u771f\u6b63\u8ba4\u8bc6\u5230\u8fd9\u91cc\u7684\u95ee\u9898\u8ddf\u4ef7\u503c\u300d\u3002<\/p>\n<p>\u5bf9\u4e8eAgent\u9700\u8981\u600e\u6837\u7684\u8bad\u7ec3\u8bbe\u65bd\uff0c\u4e1a\u5185\u8fd8\u6709\u4e00\u4e2a\u5bb9\u6613\u88ab\u5ffd\u89c6\u7684\u533a\u522b\uff1a\u5927\u591a\u6570AI\u516c\u53f8\u89e3\u51b3\u6c99\u7bb1\u95ee\u9898\u7684\u601d\u8def\u662f\u5728\u672c\u5730\u642d\u73af\u5883\u2014\u2014\u8fdb\u7a0b\u8dd1\u5728\u81ea\u5df1\u673a\u5668\u4e0a\uff0c\u5b89\u5168\u9760\u624b\u52a8\u786e\u8ba4\uff0c\u7535\u8111\u4e00\u5173\u4efb\u52a1\u5c31\u65ad\u3002<\/p>\n<p>\u817e\u8baf\u4e91\u8d70\u7684\u662f\u53e6\u4e00\u6761\u8def\uff1a\u628a\u6574\u4e2aHarness\u62c6\u6210\u300c\u63a7\u5236\u9762+\u6267\u884c\u9762\u300d\u7684\u4e91\u539f\u751f\u67b6\u6784\u3002\u63a7\u5236\u9762\u505a\u7f16\u6392\u3001\u6743\u9650\u3001\u5ba1\u8ba1;\u6267\u884c\u9762\u5c31\u662fAgent Runtime\u6c99\u7bb1\uff0c\u6bcf\u4e2a\u4efb\u52a1\u8dd1\u5728\u72ec\u7acb\u7684\u4e91\u7aef\u9694\u79bb\u73af\u5883\u91cc\uff0c\u6beb\u79d2\u7ea7\u542f\u52a8\uff0c\u7528\u5b8c\u5373\u711a\uff0c\u4efb\u52a1\u72b6\u6001\u6301\u4e45\u5316\u5b58\u50a8\uff0c\u6c99\u7bb1\u9500\u6bc1\u4e86\u4e5f\u80fd\u4ece\u65ad\u70b9\u6062\u590d\u3002\u4e00\u4e2a\u662f\u300c\u5e26\u5b89\u5168\u5e26\u7684\u667a\u80fd\u7ec8\u7aef\u300d\uff0c\u4e00\u4e2a\u662f\u300c\u5e26\u76d1\u63a7\u548c\u9694\u79bb\u8231\u7684\u4e91\u5de5\u5382\u300d\u2014\u2014\u5bf9\u4f01\u4e1a\u573a\u666f\u6765\u8bf4\uff0c\u5b89\u5168\u3001\u534f\u4f5c\u3001\u5f39\u6027\u7f3a\u4e00\u4e0d\u53ef\uff0c\u540e\u8005\u624d\u662f\u751f\u4ea7\u7ea7\u65b9\u6848\u3002<\/p>\n<p><strong><strong>\u540c\u4e00\u5835\u5899<\/strong><\/strong><\/p>\n<p>\u6c64\u9053\u751f\u7684\u5224\u65ad\u5e72\u8106\u5229\u843d\u2014\u2014\u4e3b\u6d41\u5927\u6a21\u578b\u63a8\u7406\u80fd\u529b\u90fd\u4e0d\u5dee\u4e86\uff0c\u56fd\u5185\u5f00\u6e90\u8ddf\u6d77\u5916\u95ed\u6e90\u7684\u5dee\u8ddd\u5728\u6536\u7a84\u3002\u6bd4\u62fc\u91cd\u5fc3\u6b63\u5728\u8f6c\u79fb\uff1a\u4e0d\u662f\u300c\u8c01\u7684\u6a21\u578b\u66f4\u5f3a\u300d\uff0c\u662f\u8c01\u80fd\u901a\u8fc7\u5de5\u7a0b\u5316\u624b\u6bb5\u628a\u6a21\u578b\u7528\u597d\u3002<\/p>\n<p>\u4ed6\u5728\u5cf0\u4f1a\u4e0a\u628a\u300c\u5de5\u7a0b\u9898\u300d\u62c6\u5f97\u5f88\u7ec6\uff1a\u6a21\u578b\u8981\u771f\u6b63\u843d\u5730\uff0c\u9700\u8981\u5de5\u5177\u8c03\u7528\u80fd\u529b\u3001\u9700\u8981\u4e0a\u4e0b\u6587\u7ba1\u7406\u3001\u9700\u8981\u957f\u8bb0\u5fc6\u3001\u9700\u8981\u5b89\u5168\u7684\u6267\u884c\u73af\u5883\u3001\u9700\u8981\u5de5\u4f5c\u6d41\u7f16\u6392\u2014\u2014\u8fd9\u4e9b\u4e1c\u897f\u52a0\u5728\u4e00\u8d77\uff0c\u4ed6\u7528\u4e86\u4e00\u4e2a\u8bcd\u6982\u62ec\uff1aHarness\uff0c\u6a21\u578b\u7684\u300c\u811a\u624b\u67b6\u300d\u3002\u6c64\u9053\u751f\u7684\u610f\u601d\u5f88\u660e\u786e\uff0c\u817e\u8baf\u4e91\u8981\u505a\u7684\u4e0d\u662f\u5356\u7b97\u529b\uff0c\u800c\u662f\u5e2e\u4f01\u4e1a\u628a\u8fd9\u5957\u811a\u624b\u67b6\u642d\u8d77\u6765\u3002<\/p>\n<p>\u884c\u4e1a\u6b63\u5728\u5f62\u6210\u4e00\u4e2a\u5171\u8bc6\u6027\u516c\u5f0f\uff1aAgent = Model + Harness\u3002Model\u8d1f\u8d23\u300c\u60f3\u300d\uff0cHarness\u8d1f\u8d23\u8ba9\u667a\u80fd\u53d8\u5f97\u300c\u6709\u7528\u300d\u2014\u2014\u5de5\u5177\u8c03\u7528\u3001\u4ee3\u7801\u6267\u884c\u6c99\u7bb1\u3001\u4e0a\u4e0b\u6587\u5de5\u7a0b\u3001\u957f\u8bb0\u5fc6\u7ba1\u7406\u3001\u5de5\u4f5c\u6d41\u7f16\u6392\uff0c\u4e00\u6574\u5957\u7cfb\u7edf\u5de5\u7a0b\u3002\u6a21\u578b\u51b3\u5b9a\u80fd\u529b\u4e0b\u9650\uff0cHarness\u51b3\u5b9a\u80fd\u529b\u4e0a\u9650\u3002\u6709\u5b9e\u8df5\u6570\u636e\u53ef\u4ee5\u4f50\u8bc1\uff1a\u82b1\u4e09\u4e2a\u6708\u8c03Prompt\uff0c\u8d28\u91cf\u63d0\u534720%;\u82b1\u4e24\u5468\u642dHarness\uff0c\u4efb\u52a1\u5b8c\u6210\u7387\u4ece35%\u98d9\u523082%\u3002<\/p>\n<p>\u8fd9\u4e0d\u662f\u817e\u8baf\u4e00\u5bb6\u7684\u53d1\u73b0\u3002<\/p>\n<p>2026\u5e742\u6708\uff0cHashiCorp\u8054\u5408\u521b\u59cb\u4ebaMitchell Hashimoto\u6b63\u5f0f\u63d0\u51fa\u300cHarness Engineering\u300d\u3002\u51e0\u4e4e\u540c\u671f\uff0cOpenAI\u505a\u4e86\u4e00\u4e2a\u6fc0\u8fdb\u5b9e\u9a8c\u2014\u20143\u540d\u5de5\u7a0b\u5e08\uff0c5\u4e2a\u6708\uff0c100\u4e07\u884c\u4ee3\u7801\uff0c\u96f6\u884c\u4eba\u5de5\u4ee3\u7801\uff0c\u4eba\u7c7b\u53ea\u7ba1\u8bbe\u8ba1Harness\u3002Anthropic\u3001LangChain\u4e5f\u6478\u5230\u4e86\u7c7b\u4f3c\u7ed3\u8bba\u3002<\/p>\n<p>\u5168\u4e16\u754c\u6700<span class=\"spamTxt\">\u9876\u5c16<\/span>\u7684\u5de5\u7a0b\u5927\u8111\uff0c\u5728\u4e0d\u540c\u65f6\u533a\u540c\u65f6\u78b0\u5230\u4e86\u540c\u4e00\u5835\u5899\uff1a\u6a21\u578b\u7684\u80fd\u529b<span class=\"spamTxt\">\u5929\u82b1\u677f<\/span>\u8fd8\u8fdc\uff0c\u4f46\u5de5\u7a0b\u6846\u67b6\u7684\u5730\u677f\u624d\u51b3\u5b9a\u5b9e\u9645\u6548\u679c\u3002\u884c\u4e1a\u7684\u5173\u6ce8\u70b9\u6b63\u5728\u4ece\u300cPrompt\u5de5\u7a0b\u300d\u8f6c\u5411\u300c\u4e0a\u4e0b\u6587\u5de5\u7a0b\u300d\u2014\u2014\u4e0d\u518d\u53ea\u662f\u300c\u600e\u4e48\u5199\u6307\u4ee4\u300d\uff0c\u800c\u662f\u300c\u5982\u4f55\u6784\u5efa\u6a21\u578b\u770b\u5230\u7684\u5168\u90e8\u4fe1\u606f\u4f53\u7cfb\u300d\u3002<\/p>\n<p>\u963f\u5c9b\u628a\u8fd9\u53d8\u6210\u4e86\u4e00\u4e2a\u753b\u9762\uff1a\u300c\u5c31\u50cf\u4e00\u8f86F1\u8d5b\u8f66\uff0c\u6211\u4eec\u53bb\u5f00\uff0c\u80fd\u987a\u5229\u5f00\u56de\u6765\u5c31\u4e0d\u9519\u4e86\u3002\u4f46\u771f\u6b63\u7684\u8d5b\u8f66\u624b\u80fd\u5237\u51fa\u4e16\u754c\u7eaa\u5f55\u3002\u4eca\u5929Agent\u4e5f\u662f\u540c\u6837\u7684\u2014\u2014\u6211\u4eec\u80fd\u4e0d\u80fd\u4e3a\u5b83\u6253\u9020\u4f01\u4e1a\u7ea7\u7684F1\u8f66\u8eab\uff0c\u4e5f\u5c31\u662fHarness?\u300d<\/p>\n<p>MiniMax\u7684\u5b9e\u8df5\u5370\u8bc1\u4e86\u8fd9\u4e00\u70b9\u3002MiniMax 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