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2019\u5e74\uff0c\u6211\u4eec\u5728\u6e05\u534e\u7684\u652f\u6301\u4e0b\u5b8c\u6210\u6210\u679c\u8f6c\u5316\uff0c\u6210\u7acb\u4e86\u667a\u8c31\u3002<\/p>\n

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2019 \u5e74\uff0c\u6211\u4eec\u5b9e\u9a8c\u5ba4\u5728\u56fe\u795e\u7ecf\u7f51\u7edc\u548c\u77e5\u8bc6\u56fe\u8c31\u65b9\u5411\u5df2\u7ecf\u6709\u4e00\u5b9a\u56fd\u9645\u5f71\u54cd\u529b\uff0c\u4f46\u5f53\u65f6\u8fd8\u662f\u4e0b\u5b9a\u51b3\u5fc3\u9636\u6bb5\u6027\u6309\u4e0b\u6682\u505c\u952e\uff0c\u51e0\u4e4e\u6240\u6709\u4eba\u90fd\u8f6c\u5411\u5927\u6a21\u578b\u76f8\u5173\u7814\u7a76\u3002\u5230\u4eca\u5929\uff0c\u7b97\u662f\u505a\u51fa\u4e86\u4e00\u70b9\u70b9\u6210\u679c\u3002<\/p>\n

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\u518d\u5f80\u524d\u770b\uff0c\u5f53\u673a\u5668\u5f00\u59cb\u8fdb\u5165\u7269\u7406\u4e16\u754c\u3001\u6267\u884c\u771f\u5b9e\u4efb\u52a1\u65f6\uff0c\u5982\u4f55\u6784\u5efa\u667a\u80fd\u4f53\u7684\u73af\u5883\u3001\u5982\u4f55\u8bbe\u8ba1\u53cd\u9988\u673a\u5236\uff0c\u4f1a\u5e26\u6765\u66f4\u591a\u6311\u6218\u3002\u53ef\u4ee5\u770b\u5230\uff0cAI\u7684\u53d1\u5c55\u5df2\u7ecf\u4e0d\u518d\u5c40\u9650\u4e8e\u5355\u4e00\u6a21\u578b\u6216Transformer\u7ed3\u6784\uff0c\u800c\u662f\u5728\u6f14\u53d8\u4e3a\u4e00\u4e2a\u590d\u6742\u7684\u3001\u7cfb\u7edf\u5316\u7684\u667a\u80fd\u4f53\u7cfb\u3002<\/p>\n

\u4ece\u80fd\u529b\u7ed3\u6784\u4e0a\u770b\uff0c\u6a21\u578b\u6700\u521d\u96c6\u4e2d\u5728\u6570\u7406\u5316\u7b49\u63a8\u7406\u4efb\u52a1\uff0c\u4ece\u5c0f\u5b66\u3001\u521d\u4e2d\u3001\u9ad8\u4e2d\u5c42\u7ea7\uff0c\u9010\u6b65\u63d0\u5347\u5230GPQA\u7b49\u9ad8\u96be\u5ea6\u7406\u5316\u751f\u95ee\u9898\uff0c\u518d\u5230\u63a5\u8fd1\u5965\u8d5b\u91d1\u724c\u6c34\u5e73\u3002\u4eca\u5e74HLE\u8fd9\u4e00\u6781\u9ad8\u96be\u5ea6\u7684\u667a\u80fd\u8bc4\u6d4b\u57fa\u51c6\uff0c\u4e5f\u5f00\u59cb\u51fa\u73b0\u660e\u663e\u8fdb\u5c55\u3002<\/p>\n

\u5728\u771f\u5b9e\u73af\u5883\u4e2d\uff0c\u4ee3\u7801\u80fd\u529b\u662f\u53e6\u4e00\u4e2a\u5178\u578b\u4f8b\u5b50\u30022021\u5e74\u5df2\u7ecf\u5b58\u5728\u4ee3\u7801\u6a21\u578b\uff0c\u5f53\u65f6\u4e5f\u548c\u4fca\u65f8\u3001Kimi\u690d\u9e9f\u7b49\u6709\u8fc7\u5408\u4f5c\uff0c\u90a3\u4e00\u9636\u6bb5\u6a21\u578b\u5177\u5907\u57fa\u7840\u7f16\u7a0b\u80fd\u529b\uff0c\u4f46\u6210\u529f\u7387\u548c\u7a33\u5b9a\u6027\u6709\u9650\uff0c\u5f80\u5f80\u5199\u5341\u4e2a\u7a0b\u5e8f\u624d\u80fd\u8dd1\u901a\u4e00\u4e2a\u3002<\/p>\n

\u5982\u4eca\u60c5\u51b5\u53d1\u751f\u4e86\u660e\u663e\u53d8\u5316\uff0c\u6a21\u578b\u5728\u590d\u6742\u4efb\u52a1\u4e2d\u5f80\u5f80\u53ef\u4ee5\u4e00\u6b21\u6027\u8dd1\u901a\uff0c\u5df2\u7ecf\u5f00\u59cb\u5b9e\u8d28\u6027\u5730\u8f85\u52a9\u9ad8\u7ea7\u5de5\u7a0b\u5e08\u5b8c\u6210\u66f4\u590d\u6742\u7684\u5de5\u7a0b\u5de5\u4f5c\u3002<\/p>\n

\u5f88\u591a\u4eba\u4f1a\u95ee\uff0c\u667a\u80fd\u4e0d\u65ad\u589e\u5f3a\uff0c\u662f\u5426\u53ea\u8981\u6301\u7eed\u628a\u6a21\u578b\u8bad\u7ec3\u4e0b\u53bb\u5c31\u53ef\u4ee5\u4e86\uff1f<\/p>\n

DeepSeek\u6a2a\u7a7a\u51fa\u4e16\uff0c\u5f53\u65f6\u6211\u4eec\u5728\u5185\u90e8\u53cd\u590d\u8ba8\u8bba\u4e00\u4e2a\u95ee\u9898\uff1a<\/p>\n

Chat\u8fd9\u4e00\u4ee3\u95ee\u9898\u57fa\u672c\u5df2\u7ecf\u88ab\u89e3\u51b3\u5f97\u5dee\u4e0d\u591a\u3002\u7ee7\u7eed\u4f18\u5316\uff0c\u5927\u6982\u7387\u4e5f\u53ea\u662f\u505a\u5230\u6027\u80fd\u63a5\u8fd1\uff0c\u6216\u5728\u4e2a\u6027\u5316\u3001\u60c5\u611f\u5316\u4e0a\u505a\u4e00\u4e9b\u6539\u8fdb\u3002\u4ece\u6574\u4f53\u8303\u5f0f\u770b\uff0c\u7a7a\u95f4\u6b63\u5728\u8fc5\u901f\u6536\u655b\uff0c\u5269\u4e0b\u66f4\u591a\u662f\u5de5\u7a0b\u548c\u5b9e\u73b0\u5c42\u9762\u7684\u6311\u6218\u3002<\/p>\n

\u8fd9\u8feb\u4f7f\u6211\u4eec\u601d\u8003\u4e0b\u4e00\u6b65\u65b9\u5411\u3002\u6211\u4eec\u7684\u5224\u65ad\u662f\uff0c\u65b0\u7684\u8303\u5f0f\u4e0d\u518d\u53ea\u662f\u300c\u5bf9\u8bdd\u300d\uff0c\u800c\u662f\u8ba9\u6bcf\u4e2a\u4eba\u771f\u6b63\u7528AI\u5b8c\u6210\u4e00\u4ef6\u5177\u4f53\u7684\u4e8b\u60c5\u3002<\/p>\n

\u4eceChat\u8d70\u5411\u505a\u4e8b\uff0c\u8fd9\u662f\u4e00\u4e2a\u660e\u663e\u7684\u8f6c\u6298\u70b9\u3002<\/p>\n

\u5f53\u65f6\u6446\u5728\u6211\u4eec\u9762\u524d\u7684\uff0c\u4e3b\u8981\u6709\u4e24\u6761\u601d\u8def\uff1a\u4e00\u6761\u662f\u56f4\u7ed5Thinking\u80fd\u529b\uff0c\u7ed3\u5408Coding\u4e0eAgent\uff1b<\/p>\n

\u53e6\u4e00\u6761\u662f\u8ba9\u6a21\u578b\u66f4\u6df1\u5ea6\u5730\u4e0e\u73af\u5883\u4ea4\u4e92\uff0c\u7528AI\u76f4\u63a5\u8f85\u52a9\u7814\u7a76\uff0c\u4f8b\u5982DeepResearch\uff0c\u751f\u6210\u590d\u6742\u7814\u7a76\u62a5\u544a\u3002\u8fd9\u662f\u4e00\u6b21\u53d6\u820d\u3002<\/p>\n

\u6211\u4eec\u6700\u7ec8\u4f18\u5148\u9009\u62e9\u4e86\u524d\u4e00\u6761\u8def\u5f84\uff0c\u5f3a\u5316Thinking\u80fd\u529b\u5e76\u5f15\u5165Coding\u573a\u666f\uff0c\u540c\u65f6\u5e76\u672a\u5b8c\u5168\u653e\u5f03\u4e0e\u73af\u5883\u4ea4\u4e92\u7684\u65b9\u5411\u3002<\/p>\n

7\u670828\u65e5\uff0c\u6211\u4eec\u505a\u4e86\u4e00\u6b21\u5c1d\u8bd5\uff0c\u5c06Coding\u3001Agentic\u548cReasoning\u80fd\u529b\u6574\u5408\u5728\u540c\u4e00\u4e2a\u6a21\u578b\u4e2d\u3002<\/p>\n

\u57287\u670828\u65e5\u53d1\u5e03\u76844.5\u7248\u672c\u4e2d\uff0c\u6211\u4eec\u752812\u4e2aBenchmark\u505a\u4e86\u7cfb\u7edf\u8bc4\u6d4b\uff0c\u5728\u667a\u80fd\u4f53\u3001\u63a8\u7406\u548c\u4ee3\u7801\u4efb\u52a1\u4e0a\u53d6\u5f97\u4e86\u5f53\u65f6\u76f8\u5bf9\u9886\u5148\u7684\u7ed3\u679c\u3002<\/p>\n

\u968f\u540e\u6211\u4eec\u5f88\u5feb\u5c064.5\u5f00\u653e\u7ed9\u7528\u6237\u4f7f\u7528\uff0c\u8ba9\u5927\u5bb6\u5728\u771f\u5b9e\u573a\u666f\u4e2d\u7f16\u7a0b\u3002<\/p>\n

\u95ee\u9898\u5f88\u5feb\u66b4\u9732\u51fa\u6765\u3002\u6bd4\u5982\u6709\u7528\u6237\u5e0c\u671b\u4e00\u53e5\u8bdd\u751f\u6210\u4e00\u4e2a\u53ef\u73a9\u7684\u690d\u7269\u5927\u6218\u50f5\u5c38\u6e38\u620f\uff0c\u5305\u542b\u5b8c\u6574\u754c\u9762\u3001\u4ea4\u4e92\u903b\u8f91\u3001\u5f97\u5206\u673a\u5236\u548c\u540e\u53f0\u7cfb\u7edf\u30024.5\u5728\u8fd9\u7c7b\u771f\u5b9e\u590d\u6742\u73af\u5883\u4e2d\u9891\u7e41\u51faBug\uff0c\u96be\u4ee5\u5b8c\u6210\u4efb\u52a1\u3002<\/p>\n

\u8fd9\u6b63\u597d\u6307\u5411RLVR\u53ef\u9a8c\u8bc1\u5f3a\u5316\u5b66\u4e60\u7684\u4ef7\u503c\u3002\u6211\u4eec\u6784\u5efa\u4e86\u5927\u91cf\u771f\u5b9e\u7f16\u7a0b\u73af\u5883\uff0c\u5c06\u5176\u4f5c\u4e3a\u5f3a\u5316\u5b66\u4e60\u7684\u53ef\u9a8c\u8bc1\u53cd\u9988\u6e90\uff0c\u540c\u65f6\u7ed3\u5408SFT\u6570\u636e\u8fdb\u884c\u53cc\u5411\u4f18\u5316\uff0c\u4f7f\u6a21\u578b\u5728\u771f\u5b9e\u4ea4\u4e92\u4e2d\u9010\u6b65\u63d0\u5347\u7a33\u5b9a\u6027\u3002<\/p>\n

\u7c7b\u4f3c\u7684\u65b9\u6cd5\u4e5f\u88ab\u5f15\u5165\u5230Web\u573a\u666f\u4e2d\uff0c\u901a\u8fc7Web\u73af\u5883\u53cd\u9988\u589e\u5f3a\u53ef\u9a8c\u8bc1\u6027\u3002<\/p>\n

\u5728\u8fd9\u4e00\u7b56\u7565\u4e0b\uff0c\u6211\u4eec\u5728SWE-bench\u7b49\u771f\u5b9e\u4e16\u754c\u8bc4\u6d4b\u4e2d\u53d6\u5f97\u4e86\u8f83\u597d\u7684\u6210\u7ee9\uff0c\u8fd1\u671f\u4e5f\u6301\u7eed\u4fdd\u6301\u4e0d\u9519\u8868\u73b0\u3002<\/p>\n

\u4f46Benchmark\u6210\u7ee9\u5e76\u4e0d\u7b49\u540c\u4e8e\u4e3b\u6a21\u578b\u80fd\u529b\u3002\u5982\u4f55\u5c06\u8fd9\u4e9b\u80fd\u529b\u53ef\u9760\u5730\u56de\u704c\u5230\u4e3b\u6a21\u578b\uff0c\u4ecd\u662f\u4e00\u4e2a\u5de8\u5927\u6311\u6218\u3002\u5f88\u591a\u6a21\u578b\u5728\u5355\u9879Benchmark\u4e0a\u8868\u73b0\u7a81\u51fa\uff0c\u4f46\u7528\u6237\u771f\u5b9e\u4f53\u611f\u672a\u5fc5\u63d0\u5347\u3002<\/p>\n

\u53e6\u4e00\u4e2a\u6311\u6218\u5728\u4e8e\u8bad\u7ec3\u4f53\u7cfb\u672c\u8eab\u3002RL\u4efb\u52a1\u79cd\u7c7b\u591a\u6837\uff0c\u5e8f\u5217\u957f\u5ea6\u548c\u65f6\u95f4\u5c3a\u5ea6\u5dee\u5f02\u6781\u5927\uff0c\u96be\u4ee5\u7edf\u4e00\u8c03\u5ea6\u3002\u4e3a\u6b64\uff0c\u6211\u4eec\u5f00\u53d1\u4e86\u4e00\u4e2a\u5168\u5f02\u6b65\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u6846\u67b6\uff0c\u4f7f\u4e0d\u540c\u4efb\u52a1\u80fd\u591f\u5e76\u884c\u8fd0\u884c\u3001\u52a8\u6001\u6536\u655b\u3002\u8fd9\u4e00\u6846\u67b6\u4e5f\u5728\u4eca\u5e74\u5b8c\u6210\u4e86\u5f00\u6e90\u3002<\/p>\n

\u5728\u6b64\u57fa\u7840\u4e0a\uff0cAgent\u548cCoding\u80fd\u529b\u83b7\u5f97\u4e86\u660e\u663e\u63d0\u5347\u3002\u8fd1\u671f\u53d1\u5e03\u76844.7\u7248\u672c\uff0c\u76f8\u6bd44.6\u548c4.5\uff0c\u5728\u8fd9\u4e24\u4e2a\u7ef4\u5ea6\u4e0a\u90fd\u6709\u663e\u8457\u8fdb\u6b65\u3002<\/p>\n

\u4f53\u611f\u8bc4\u4f30\u540c\u6837\u5173\u952e\u3002\u771f\u5b9e\u7528\u6237\u5e76\u4e0d\u5173\u5fc3\u6a21\u578b\u5206\u6570\uff0c\u800c\u5173\u5fc3\u81ea\u5df1\u7684\u7a0b\u5e8f\u80fd\u5426\u8dd1\u901a\u3001\u7ed3\u679c\u662f\u5426\u53ef\u9760\u3002\u4e3a\u6b64\uff0c\u6211\u4eec\u7ec4\u7ec7\u4e86\u5927\u91cf\u4eba\u5de5\u8bc4\u6d4b\uff0c\u9080\u8bf7\u7ecf\u9a8c\u4e30\u5bcc\u7684\u5de5\u7a0b\u5e08\u5bf9\u771f\u5b9e\u7f16\u7a0b\u4efb\u52a1\u8fdb\u884c\u4e3b\u89c2\u8bc4\u4f30\u3002\u76ee\u524d\u4ecd\u6709\u4e0d\u5c11\u95ee\u9898\u6709\u5f85\u89e3\u51b3\uff0c\u4f46\u65b9\u5411\u5df2\u7ecf\u9010\u6e10\u6e05\u6670\u3002<\/p>\n

\u5728\u6574\u5408\u8fd9\u4e9b\u80fd\u529b\u4e4b\u540e\uff0c\u52302025\u5e74\u5e95\uff0c\u6211\u4eec\u5728ArtificialAnalysis\u699c\u5355\u4e0a\u53d6\u5f97\u4e86\u4e00\u4e2a\u76f8\u5bf9\u4e0d\u9519\u7684\u7efc\u5408\u6210\u7ee9\uff0c\u7b97\u662f\u9636\u6bb5\u6027\u7684\u7ed3\u679c\u3002<\/p>\n

\u518d\u5f80\u524d\u4e00\u6b65\uff0c\u5f53\u6a21\u578b\u771f\u6b63\u8fdb\u5165Agent\u73af\u5883\u5e76\u5c1d\u8bd5\u5927\u89c4\u6a21\u843d\u5730\u65f6\uff0c\u95ee\u9898\u4f1a\u53d8\u5f97\u66f4\u52a0\u590d\u6742\u3002<\/p>\n

\u53ef\u4ee5\u628aAgent\u7684\u6700\u57fa\u7840\u80fd\u529b\u7406\u89e3\u4e3a\u7f16\u7a0b\u3002\u7a0b\u5e8f\u5199\u597d\u540e\u5373\u53ef\u6267\u884c\uff0c\u5bf9\u5e94\u5230Agent\u4e2d\u5c31\u662f\u4e00\u4e2a\u6216\u51e0\u4e2aaction\u3002\u4f46\u5f53\u4efb\u52a1\u590d\u6742\u5ea6\u7ee7\u7eed\u63d0\u5347\uff0c\u5c31\u4f1a\u51fa\u73b0\u5b8c\u5168\u4e0d\u540c\u7684\u5f62\u6001\u3002<\/p>\n

\u5de6\u8fb9\u662fClaude\u63d0\u51fa\u7684computer use\uff0c\u4e2d\u95f4\u662f\u8c46\u5305\u7684\u624b\u673aAgent\uff0c\u53f3\u8fb9\u662fManus\u6240\u505a\u7684\u5f02\u6b65\u3001\u8d85\u957f\u94fe\u8def\u4efb\u52a1\u3002<\/p>\n

\u5982\u679c\u4f60\u5e0c\u671bAI\u5b8c\u6210\u51e0\u5341\u6b65\u3001\u4e0a\u767e\u6b65\u7684\u4efb\u52a1\uff0c\u6bd4\u5982\u5168\u5929\u5019\u76d1\u63a7\u5c0f\u7ea2\u4e66\u4e0a\u5173\u4e8e\u6e05\u534e\u5927\u5b66\u7684\u8ba8\u8bba\uff0c\u81ea\u52a8\u6574\u7406\u4e3b\u9898\u5e76\u751f\u6210\u6587\u6863\uff0c\u8fd9\u7c7b\u4efb\u52a1\u672c\u8d28\u4e0a\u662f\u5b8c\u5168\u5f02\u6b65\u7684\uff0c\u4e5f\u6781\u5176\u590d\u6742\u3002\u5b83\u4e0d\u53ef\u80fd\u4f9d\u8d56\u4eba\u5de5\u76ef\u7740\u8bbe\u5907\u6267\u884c\uff0c\u66f4\u63a5\u8fd1\u4e8e\u4e00\u79cdDevice use\u5c42\u9762\u7684\u80fd\u529b\u3002<\/p>\n

\u8fd9\u7c7b\u95ee\u9898\u5e26\u6765\u7684\u66f4\u5927\u6311\u6218\uff0c\u5e76\u4e0d\u5b8c\u5168\u5728\u4e8e\u6570\u636e\u89c4\u6a21\u3002\u5f88\u591a\u5e94\u7528\u573a\u666f\u672c\u8eab\u51e0\u4e4e\u6ca1\u6709\u73b0\u6210\u6570\u636e\uff0c\u66f4\u591a\u662f\u4ee3\u7801\u903b\u8f91\uff0c\u5178\u578b\u7684\u51b7\u542f\u52a8\u95ee\u9898\u3002<\/p>\n

\u65e9\u671f\u6211\u4eec\u786e\u5b9e\u91c7\u96c6\u5e76\u6574\u5408\u4e86\u5927\u91cf\u6570\u636e\uff0c\u901a\u8fc7SFT\u548c\u7279\u5b9a\u9886\u57df\u7684\u5f3a\u5316\u5b66\u4e60\uff0c\u5728\u90e8\u5206\u573a\u666f\u4e2d\u53d6\u5f97\u4e86\u8f83\u597d\u6548\u679c\uff0c\u4f46\u5f88\u5feb\u4f1a\u53d1\u73b0\u4e00\u4e2a\u73b0\u5b9e\u95ee\u9898\uff1a\u4f20\u7edf\u7684iphone use\u6216\u624b\u673a\u4ea4\u4e92\uff0c\u672c\u8d28\u662f\u70b9\u6309\u94ae\uff0c\u800cAI\u7684\u4ea4\u4e92\u5bf9\u8c61\u5e76\u975e\u4eba\u3002<\/p>\n

\u5982\u679c\u4ece\u7cfb\u7edf\u89d2\u5ea6\u770b\uff0cAI\u5e76\u4e0d\u9700\u8981\u64cd\u4f5c\u624b\u673a\u754c\u9762\uff0c\u6700\u7406\u60f3\u7684\u65b9\u5f0f\u662f\u76f4\u63a5\u8c03\u7528API\u3002\u4f46\u73b0\u5b9e\u662f\uff0c\u8bbe\u5907\u4e0d\u53ef\u80fd\u5b8c\u5168API\u5316\uff0cGUI\u4f9d\u7136\u5b58\u5728\u3002<\/p>\n

\u8fd9\u5c31\u9700\u8981\u4e00\u79cd\u6df7\u5408\u65b9\u6848\u3002\u5728\u5bf9AI\u53cb\u597d\u7684\u573a\u666f\u4e0b\uff0c\u4f18\u5148\u91c7\u7528API\uff1b\u5728\u5bf9\u4eba\u53cb\u597d\u7684\u573a\u666f\u4e0b\uff0c\u8ba9AI\u6a21\u62df\u4eba\u5b8c\u6210GUI\u64cd\u4f5c\u3002\u901a\u8fc7\u5c06API\u4e0eGUI\u7ed3\u5408\uff0c\u6211\u4eec\u5728\u5927\u91cf\u771f\u5b9e\u73af\u5883\u4e2d\u91c7\u96c6\u4ea4\u4e92\u6570\u636e\uff0c\u5e76\u8fdb\u884c\u5168\u5f02\u6b65\u5f3a\u5316\u5b66\u4e60\uff0c\u4f7f\u6a21\u578b\u9010\u6b65\u83b7\u5f97\u4e00\u5b9a\u7a0b\u5ea6\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n

\u9700\u8981\u5f3a\u8c03\u7684\u662f\uff0c\u8fd9\u79cd\u6cdb\u5316\u80fd\u529b\u4ecd\u7136\u975e\u5e38\u6709\u9650\uff0c\u4e0e\u7406\u60f3\u72b6\u6001\u5b58\u5728\u660e\u663e\u5dee\u8ddd\uff0c\u4f46\u5df2\u7ecf\u5177\u5907\u521d\u6b65\u8fc1\u79fb\u548c\u9002\u5e94\u80fd\u529b\u3002<\/p>\n

\u51b7\u542f\u52a8\u5e26\u6765\u7684\u53e6\u4e00\u4e2a\u95ee\u9898\uff0c\u662f\u5f3a\u5316\u5b66\u4e60\u672c\u8eab\u7684\u98ce\u9669\u3002\u5982\u679c\u6570\u636e\u4e0d\u8db3\uff0c\u6a21\u578b\u5bb9\u6613\u5728\u5f3a\u5316\u8fc7\u7a0b\u4e2d\u9677\u5165\u5c40\u90e8\u6700\u4f18\uff0c\u8868\u73b0\u4e3a\u7b56\u7565\u56fa\u5316\u3001\u8def\u5f84\u6536\u7a84\uff0c\u6700\u7ec8\u6574\u4f53\u6548\u679c\u504f\u79fb\u3002<\/p>\n

\u4e3a\u5e94\u5bf9\u8fd9\u4e00\u95ee\u9898\uff0c\u6211\u4eec\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5f15\u5165\u4ea4\u66ff\u673a\u5236\uff0c\u5728\u5f3a\u5316\u5b66\u4e60\u8fc7\u7a0b\u4e2d\u5468\u671f\u6027\u63d2\u5165SFT\uff0c\u7528\u4ee5\u6821\u6b63\u65b9\u5411\u3001\u6062\u590d\u591a\u6837\u6027\uff0c\u4f7f\u6a21\u578b\u5177\u5907\u4e00\u5b9a\u7684\u5bb9\u9519\u80fd\u529b\u548c\u56de\u62c9\u80fd\u529b\uff0c\u4ece\u800c\u5f62\u6210\u53ef\u6269\u5c55\u7684\u8bad\u7ec3\u8303\u5f0f\u3002<\/p>\n

\u5728\u79fb\u52a8\u7aef\u73af\u5883\u4e2d\uff0c\u8fd9\u4e00\u7b56\u7565\u5df2\u7ecf\u5728\u5b89\u5353\u573a\u666f\u4e0b\u53d6\u5f97\u4e86\u76f8\u5bf9\u660e\u663e\u7684\u6548\u679c\u63d0\u5347\u3002<\/p>\n

\u53e6\u5916\u5728\u591a\u4efb\u52a1\u7684\u5927\u6a21\u578b\u5f3a\u8c03\u5b66\u4e60\u4e0a\uff0c\u6211\u4eec\u4e5f\u505a\u4e86\u4e00\u5b9a\u7684\u5de5\u4f5c\uff0c\u5728\u7b97\u6cd5\u4e0a\u4e3b\u8981\u91c7\u7528\u591a\u8f6e\u7684\u5f3a\u5316\u5b66\u4e60\uff0c\u5de5\u7a0b\u4e0a\u672c\u8d28\u4e0a\u5c31\u662fScaling\uff0c\u8ba9\u5b83\u66f4\u5927\u89c4\u6a21\u7684\u5f80\u4e0b\u3002<\/p>\n

\u4eca\u5e74\u6211\u4eec\u5927\u6982\u572812\u6708\u4efd\u7684\u65f6\u5019\u5f00\u6e90\u4e86AutoGLM\uff0c\u628a\u91cc\u9762\u6240\u6709\u7684\u4e1c\u897f\u90fd\u5f00\u6e90\u3002\u8fd9\u4e2a\u6a21\u578b\u662f9B\u6a21\u578b\uff0c\u53ef\u4ee5\u5728\u4eba\u673a\u4ea4\u4e92\u91cc\u9762\u52a8\u4f5c\u7279\u522b\u5feb\u3002<\/p>\n

\u6211\u4eec\u57289B\u89c4\u6a21\u7684\u6a21\u578b\u4e0a\u5f15\u5165\u4e86\u5927\u91cfAgent\u76f8\u5173\u6570\u636e\uff0c\u6a21\u578b\u5728Agent\u4efb\u52a1\u4e0a\u7684\u80fd\u529b\u663e\u8457\u589e\u5f3a\uff0c\u4f46\u539f\u6709\u7684\u4e00\u90e8\u5206\u901a\u7528\u8bed\u8a00\u80fd\u529b\u548c\u63a8\u7406\u80fd\u529b\u4f1a\u51fa\u73b0\u4e0b\u964d\u3002\u5b83\u4e0d\u518d\u662f\u4e00\u4e2a\u5b8c\u5168\u901a\u7528\u7684\u6a21\u578b\uff0c\u800c\u662f\u66f4\u504f\u5411Agent\u53d6\u5411\u3002<\/p>\n

\u5728\u672a\u6765\u66f4\u5927\u89c4\u6a21\u7684Agent\u6a21\u578b\u4e2d\uff0c\u5982\u4f55\u5728\u5f3a\u5316Agent\u80fd\u529b\u7684\u540c\u65f6\uff0c\u907f\u514d\u635f\u5bb3\u901a\u7528\u80fd\u529b\uff0c\u8fd9\u662f\u4e00\u4e2a\u9700\u8981\u89e3\u51b3\u7684\u95ee\u9898\u3002<\/p>\n

2025\u5e74\u4e5f\u662fGLM\u7684\u5f00\u6e90\u5e74\u3002\u4ece1\u6708\u523012\u6708\uff0c\u6211\u4eec\u9646\u7eed\u5f00\u6e90\u4e86\u591a\u6761\u6a21\u578b\u7ebf\uff0c\u6db5\u76d6\u8bed\u8a00\u6a21\u578b\u3001\u667a\u80fd\u4f53\u6a21\u578b\u4ee5\u53ca\u591a\u6a21\u6001\u6a21\u578b\uff0c\u5305\u62ecGLM-4.6\u30014.6V\u30014.5V\u7b49\u4e00\u7cfb\u5217\u7248\u672c\u3002<\/p>\n

\u5728Artificial Analysis\u699c\u5355\u4e0a\uff0c\u524d\u4e94\u540d\u4e2d\u7684\u84dd\u8272\u6a21\u578b\u51e0\u4e4e\u5168\u90e8\u6765\u81ea\u4e2d\u56fd\uff0c\u8bf4\u660e\u4e2d\u56fd\u5728\u5f00\u6e90\u5927\u6a21\u578b\u9886\u57df\u5df2\u7ecf\u5f62\u6210\u4e86\u975e\u5e38\u663e\u8457\u7684\u5f71\u54cd\u529b\u3002<\/p>\n

\u4e0b\u9762\u4e00\u4e2a\u95ee\u9898\uff0c\u6211\u4eec\u8fd8\u80fd\u5426\u7ee7\u7eedScaling\uff1f\u4e0b\u4e00\u4e2aAGI\u8303\u5f0f\u53ef\u80fd\u662f\u4ec0\u4e48\uff1f\u540c\u65f6\u4e5f\u9762\u4e34\u66f4\u591a\u73b0\u5b9e\u6311\u6218\u3002<\/p>\n

\u5728\u5f00\u6e90\u53d6\u5f97\u8fdb\u5c55\u4e4b\u540e\uff0c\u5bb9\u6613\u4ea7\u751f\u4e00\u79cd\u4e50\u89c2\u60c5\u7eea\uff0c\u89c9\u5f97\u4e2d\u56fd\u5927\u6a21\u578b\u5df2\u7ecf\u5728\u67d0\u4e9b\u7ef4\u5ea6\u4e0a\u8d85\u8fc7\u4e86\u7f8e\u56fd\u3002\u4f46\u5dee\u8ddd\u672a\u5fc5\u5728\u7f29\u5c0f\uff0c\u751a\u81f3\u53ef\u80fd\u5728\u6269\u5927\u3002<\/p>\n

\u4e0b\u4e00\u6b65\u6211\u4eec\u5e94\u8be5\u600e\u4e48\u505a\uff1f<\/p>\n

\u4ece\u5927\u6a21\u578b\u7684\u53d1\u5c55\u8def\u5f84\u770b\uff0c\u5b83\u672c\u8d28\u4e0a\u4e00\u76f4\u5728\u501f\u9274\u4eba\u8111\u8ba4\u77e5\u7684\u5b66\u4e60\u8fc7\u7a0b\u3002\u6700\u65e9\u9636\u6bb5\uff0c\u662f\u628a\u4e16\u754c\u7684\u957f\u671f\u77e5\u8bc6\u5c3d\u53ef\u80fd\u300c\u80cc\u4e0b\u6765\u300d\uff0c\u5c31\u50cf\u5b69\u5b50\u5148\u5927\u91cf\u9605\u8bfb\uff1b\u968f\u540e\u9010\u6b65\u5b66\u4f1a\u63a8\u7406\u3001\u6570\u5b66\u3001\u62bd\u8c61\u4e0e\u6f14\u7ece\u3002<\/p>\n

\u8fd9\u6761\u4e3b\u7ebf\u4ecd\u7136\u6210\u7acb\uff0c\u6709\u51e0\u7c7b\u80fd\u529b\uff0c\u4eba\u7c7b\u663e\u8457\u9886\u5148\u4e8e\u5f53\u524d\u6a21\u578b\uff0c\u53ef\u80fd\u662f\u65b0\u7684\u7a81\u7834\u65b9\u5411\u3002<\/p>\n

\u7b2c\u4e00\uff0c\u591a\u6a21\u6001\u3002<\/p>\n

\u4eba\u901a\u8fc7\u89c6\u89c9\u3001\u542c\u89c9\u3001\u89e6\u89c9\u7b49\u591a\u79cd\u8f93\u5165\u5f62\u6210\u6574\u4f53\u8ba4\u77e5\uff0c\u611f\u7edf\u80fd\u529b\u4e0d\u8db3\u4f1a\u76f4\u63a5\u5f71\u54cd\u5224\u65ad\u548c\u884c\u52a8\u3002<\/p>\n

\u6a21\u578b\u5982\u4f55\u5efa\u7acb\u7c7b\u4f3c\u7684\u591a\u6a21\u6001\u300c\u611f\u7edf\u300d\u673a\u5236\uff0c\u4e5f\u5c31\u662f\u539f\u751f\u591a\u6a21\u6001\uff0c\u662f\u4e00\u4e2a\u5173\u952e\u65b9\u5411\u3002<\/p>\n

\u7b2c\u4e8c\uff0c\u8bb0\u5fc6\u4e0e\u6301\u7eed\u5b66\u4e60\u3002<\/p>\n

\u4eba\u7c7b\u5177\u5907\u591a\u5c42\u7ea7\u8bb0\u5fc6\u7ed3\u6784\uff0c\u5305\u62ec\u77ed\u671f\u8bb0\u5fc6\u3001\u5de5\u4f5c\u8bb0\u5fc6\u548c\u957f\u671f\u8bb0\u5fc6\u3002<\/p>\n

\u8fdb\u4e00\u6b65\u770b\uff0c\u4e2a\u4f53\u7684\u957f\u671f\u8bb0\u5fc6\u672c\u8eab\u4e5f\u5e76\u4e0d\u7b49\u540c\u4e8e\u300c\u77e5\u8bc6\u300d\u3002\u53ea\u6709\u5f53\u77e5\u8bc6\u88ab\u8bb0\u5f55\uff0c\u624d\u4f1a\u771f\u6b63\u8fdb\u5165\u4eba\u7c7b\u6587\u660e\u7684\u957f\u671f\u8bb0\u5fc6\u4f53\u7cfb\u3002<\/p>\n

\u672a\u6765\u5982\u4f55\u4ece\u4e2a\u4f53\u8bb0\u5fc6\u6269\u5c55\u5230\u7fa4\u4f53\u7ea7\u3001\u6587\u660e\u7ea7\u7684\u8bb0\u5fc6\u7ed3\u6784\uff0c\u5e76\u5c06\u5176\u7eb3\u5165\u6a21\u578b\u53ef\u6301\u7eed\u5b66\u4e60\u6846\u67b6\uff0c\u662f\u4e00\u4e2a\u91cd\u8981\u95ee\u9898\u3002<\/p>\n

\u7b2c\u4e09\uff0c\u53cd\u601d\u4e0e\u81ea\u6211\u8ba4\u77e5\u80fd\u529b\u3002<\/p>\n

\u5f53\u524d\u6a21\u578b\u5df2\u7ecf\u5177\u5907\u521d\u6b65\u7684\u53cd\u601d\u80fd\u529b\uff0c\u4f46\u66f4\u6df1\u5c42\u6b21\u7684\u81ea\u6211\u8ba4\u77e5\u4ecd\u7136\u5b58\u5728\u5de8\u5927\u4e89\u8bae\u3002\u5b66\u754c\u5bf9\u6b64\u5206\u6b67\u660e\u663e\uff0c\u6709\u4eba\u652f\u6301\uff0c\u6709\u4eba\u53cd\u5bf9\u3002\u6211\u4e2a\u4eba\u503e\u5411\u4e8e\u8ba4\u4e3a\uff0c\u8fd9\u662f\u6709\u53ef\u80fd\u7684\uff0c\u503c\u5f97\u63a2\u7d22\u3002<\/p>\n

\u4eba\u7c7b\u8ba4\u77e5\u662f\u53cc\u7cfb\u7edf\uff0c\u7cfb\u7edf\u4e00\u548c\u7cfb\u7edf\u4e8c\u3002<\/p>\n

\u7cfb\u7edf\u4e00\u5b8c\u6210\u4e8695%\u7684\u4efb\u52a1\uff0c\u6bd4\u5982\u300c\u4f60\u4eca\u665a\u5403\u996d\u5417\u300d\uff0c\u968f\u53e3\u56de\u7b54\u300c\u5403\u300d\uff0c\u8fd9\u4e9b\u662f\u7cfb\u7edf\u4e00\u80cc\u4e0b\u6765\u7684\u3002<\/p>\n

\u7cfb\u7edf\u4e8c\u53ea\u5728\u66f4\u590d\u6742\u7684\u60c5\u5883\u4e2d\u542f\u52a8\uff0c\u5360\u6bd4\u5927\u7ea65%\u3002<\/p>\n

\u5bf9\u4e8e\u5927\u6a21\u578b\u6765\u8bb2\u540c\u6837\u7684\u9053\u7406\uff0c\u6211\u4eec\u57282020\u5e74\u753b\u8fc7\u4e00\u5f20\u53c2\u8003\u4eba\u7c7b\u8ba4\u77e5\u7684AI\u7cfb\u7edf\u7ed3\u6784\u56fe\uff1a\u7cfb\u7edf\u4e00\u3001\u7cfb\u7edf\u4e8c\uff0c\u518d\u52a0\u4e00\u4e2a\u81ea\u5b66\u4e60\u6a21\u5757\u3002<\/p>\n

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\u5982\u679c\u6709\u66f4\u597d\u7684\u65b9\u6cd5\uff0c\u6216\u8005\u66f4\u597d\u7684\u82af\u7247\uff0c\u5176\u5b9e\u53ef\u4ee5\u628a\u80fd\u6e90\u66f4\u597d\u548c\u66f4\u591a\u8f6c\u5316\u6210\u66f4\u9ad8\u7ea7\u7684\u667a\u80fd\u3002<\/p>\n

\u6709\u66f4\u591a\u7684\u7b97\u529b\u3001\u6570\u636e\u3001\u6a21\u578b\u53c2\u6570\u4e4b\u540e\uff0c\u4f60\u7684\u6a21\u578b\u7684loss\u53ef\u4ee5\u7ebf\u6027\u4e0b\u964d\uff0c\u8fd9\u662f\u6574\u4e2a\u6280\u672f\u53d1\u5c55\u7684\u57fa\u7840\u3002<\/p>\n

\u6700\u65e9\u63d0\u51fa\u6765\u7684Scaling Law\u7684\u8fd9\u7bc7\u6587\u7ae0\uff0c\u91cc\u9762\u5bf9\u6bd4\u4e86Transformer\u548cLstm\u5728Scaling Law\u610f\u4e49\u4e0b\u7684\u7684\u533a\u522b\uff0c\u5f88\u6709\u610f\u601d\u3002<\/p>\n

\u4e0d\u7ba1\u662f\u5728\u4ec0\u4e48\u6837\u7684\u53c2\u6570\u91cf\u4e0b\uff0cTransformer\u7684Loss\u90fd\u4f1a\u6bd4LSTM\u66f4\u4f4e\uff0c\u4e5f\u5c31\u662f\u5728Scaling Law\u7684\u5c3a\u5ea6\u4e0b\uff0c\u53ef\u4ee5\u7528\u66f4\u5c11\u7684FLoss\u6216\u8005\u66f4\u5c11\u7684\u53c2\u6570\uff0c\u5c31\u80fd\u5f97\u5230\u66f4\u597d\u7684Scaling\u6548\u679c\u3002<\/p>\n

\u540e\u9762Transformer\u6210\u4e3a\u4e3b\u6d41\u67b6\u6784\u7684\u4e00\u4e2a\u6838\u5fc3\u539f\u56e0\uff0c\u662f\u56e0\u4e3a\u5b83\u5728Scaling Law\u4e0a\u6709\u66f4\u597d\u7684\u8868\u73b0\u3002<\/p>\n

\u4eca\u5929\u6240\u6709\u7684\u6a21\u578b\u67b6\u6784\u7684\u8fed\u4ee3\uff0c\u5176\u5b9e\u90fd\u662f\u4e3a\u4e86\u5bfb\u627e\u4e00\u6761\u7ebf\u80fd\u591f\u66f4\u63a5\u8fd1\u5de6\u4e0b\u89d2\u3002\u5982\u679c\u4f60\u7684\u7f51\u7edc\u67b6\u6784\u8d8a\u63a5\u8fd1\u5de6\u4e0b\u89d2\uff0c\u5176\u5b9e\u4f60\u5c31\u662f\u66f4\u597d\u7684\u7f51\u7edc\u67b6\u6784\u3002<\/p>\n

\u5728\u5f53\u524d\u7684\u60c5\u51b5\u4e0b\uff0c\u5b83\u4f1a\u53d8\u7684\u66f4\u6709\u610f\u4e49\u3002\u4e92\u8054\u7f51\u4e0a\u7684\u5b58\u91cf\u6570\u636e\u662f\u6709\u9650\uff0c\u5b83\u662f\u4e00\u4e2a\u6709\u9650\u96c6\u5408\uff0c\u9ad8\u8d28\u91cf\u7684\u6570\u636e\u589e\u957f\u901f\u5ea6\u5176\u5b9e\u662f\u8d76\u4e0d\u4e0a\u8fd9\u4e2a\u6a21\u578b\u8fed\u4ee3\u7684\u901f\u5ea6\uff0c\u6240\u4ee5\u5f53\u4f60\u6709\u4e00\u4e2a\u8d8a\u9760\u5de6\u4e0b\u89d2\u7684\u8c61\u9650\u7684\u65f6\u5019\uff0c\u4f60\u7684\u667a\u80fd\u4e0a\u9650\u5c31\u4f1a\u66f4\u9ad8\u3002<\/p>\n

\u4f46\u662f\uff0c\u5f88\u591a\u4eba\u53ef\u80fd\u4f1a\u5ffd\u7565\uff0c\u4e3a\u4ec0\u4e48Transformer\u4f1a\u66f4\u597d\u3002\u5173\u952e\u5728\u4e8eToken efficiency\u3002<\/p>\n

\u4ec0\u4e48\u662fToken efficiency\u5462\uff1f\u6bd4\u5982\u8bf4\u5f53\u4f60\u7ed9\u4e00\u4e2a\u4e00\u767eK\u7684\u4e0a\u4e0b\u6587\uff0c\u4f60\u4f1a\u53bb\u6570\u91cc\u9762\u7b2c\u4e00\u3001\u7b2c\u4e8c\u3001\u7b2c\u4e09\u3001\u7b2c\u56db\u4e00\u5230\u7b2c\u4e00\u767e\u4e2aToken\u7684log\u662f\u4ec0\u4e48\uff0c\u6bd4\u5982\u8bf4\u8fd8\u662floss\uff0c\u4f46\u662f\u5b83\u662f\u4e00\u4e2aposition loss\uff0c\u56e0\u4e3a\u4f60\u7684\u6a2a\u5750\u6807\u662f\u4f60\u7684Token efficienc\uff0c\u8868\u793a\u4f60\u5728\u8fd9\u4e2a\u5e8f\u5217\u91cc\u9762\u5230\u5e95\u662f\u7b2c\u51e0\u4e2aToken\u3002<\/p>\n

\u4f60\u53ef\u4ee5\u770b\u5230\u5728\u6700\u524d\u9762\u7684\u4e00\u767e\u4e2aToken\u91cc\u9762\uff0cTransformer\u548cLSTM\u5b8c\u5168\u4e00\u6837\u7684\uff0c\u57fa\u672c\u4e0a\u8fd9\u4e24\u6761\u7ebf\u662f\u4ea4\u9519\u5728\u4e00\u8d77\u3002\u5c31\u662f\u8bf4\u5f53\u4f60\u5728\u5f88\u77ed\u7684Context\u7684\u65f6\u5019\uff0c\u4f60\u53bb\u9884\u6d4b\u63a5\u4e0b\u6765\u7684Context\u4f1a\u53d8\u6210\u4ec0\u4e48\u6837\uff0c\u57fa\u672c\u4e0a\u662f\u76f8\u7b49\u7684\u6548\u679c\u3002<\/p>\n

\u6240\u4ee5\u5728\u4e00\u767e\u5f88\u77ed\u7684Context\u4e0b\u9762\uff0c\u5176\u5b9eTransformer\u5e76\u4e0d\u662f\u4e00\u4e2a\u66f4\u597d\u7684\u67b6\u6784\u3002\u4f46\u662f\u66f4\u597d\u7684\u67b6\u6784\u4f53\u73b0\u5728\u5f53\u4f60\u7684Context\u975e\u5e38\u957f\u7684\u65f6\u5019\uff0cTransformer\u663e\u8457\u7684\u6bd4LSTM\u66f4\u597d\u3002<\/p>\n

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\u5728\u4e0d\u540c\u7684Context\u957f\u5ea6\u4e0b\uff0c\u4f60\u7684\u4f18\u52bf\u6709\u591a\u5927\u3002\u8fd9\u4e2a\u95ee\u9898\u5728Agentic\u65f6\u4ee3\u4f1a\u53d8\u7684\u975e\u5e38\u91cd\u8981\uff0c\u56e0\u4e3a\u5f88\u591aagent\u7684\u4efb\u52a1\u8981\u6c42\u975e\u5e38\u957f\u7684\u957f\u4e0a\u4e0b\u6587\uff0c\u4f60\u8981\u95ee\u9898\u5f88\u590d\u6742\u7684\u4efb\u52a1\uff0c\u6240\u4ee5\u5f53\u4f60\u4e00\u4e2a\u67b6\u6784\u6709\u66f4\u4f4e\u7684position loss\uff0c\u8bf4\u660e\u5b83\u5728\u505aAgent\u4efb\u52a1\u7684\u65f6\u5019\uff0c\u4f1a\u6709\u597d\u7684\u591a\u7684\u6280\u672f\u4e0a\u7684\u6f5c\u529b\u3002<\/p>\n

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\u7b2c\u4e00\u4e2a\u662fToken efficiency\uff0c\u6211\u4eec\u5e0c\u671b\u505a\u7684\u4e8b\u60c5\u662f\u5c3d\u53ef\u80fd\u628a\u8fd9\u6761\u7ebf\u5f80\u5de6\u8fb9\u5e73\u79fb\uff0c\u5f53\u4f60\u8d8a\u5f80\u5de6\u8fb9\u79fb\u52a8\u7684\u65f6\u5019\uff0c\u4f60\u7684Token efficienc\u5c31\u8d8a\u9ad8\uff0c\u610f\u5473\u7740\u4f60\u53ef\u4ee5\u7528\u5c3d\u53ef\u80fd\u5c11\u7684Token\u5f97\u5230\u4e00\u6837\u7684\u6548\u679c\u3002<\/p>\n

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\u7b2c\u4e8c\u4e2a\u65b9\u5411\u662fLong context\u3002<\/p>\n

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\u4eca\u5929\u6709\u5f88\u591a\u4eba\u7814\u7a76\u600e\u4e48\u53bb\u51cf\u5c11\u5148\u9a8c\uff0c\u6700\u7ec8\u6709\u53ef\u80fd\u662f\u5728\u5148\u9a8c\u975e\u5e38\u5c11\uff0c\u6216\u8005\u51e0\u4e4e\u6ca1\u6709\u7684\u60c5\u51b5\u4e0b\u6709\u53ef\u80fd\u5b9e\u73b0AGI\u3002\u4f46\u662f\u6211\u8ba4\u4e3a\u57fa\u4e8e\u5148\u9a8c\u5b9e\u73b0AGI\uff0c\u8fd8\u662f\u4f1a\u66f4\u65e9\u53d1\u751f\uff0c\u6574\u4e2a\u9886\u57df\u5148\u57fa\u4e8e\u5148\u9a8c\u5b9e\u73b0AGI\uff0c\u4f60\u518d\u53bb\u63a2\u7d22\u5148\u9a8c\u975e\u5e38\u4f4e\u7684\u60c5\u51b5\u4e0b\uff0c\u8d8a\u6765\u8d8a\u4f4e\u7684\u60c5\u51b5\u4e0b\u5b9e\u73b0SCI\u7684\u65b9\u5f0f\u3002<\/p>\n

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\u6700\u91cd\u8981\u7684\u4e00\u4e2a\u6539\u8fdb\u662fkimi Delta Attention\uff0c\u5b83\u662f\u4e00\u4e2a\u65b0\u7684\u7ebf\u6027\u6ce8\u610f\u529b\u673a\u5236\uff0c\u8fd9\u4e2a\u6280\u672f\u6709\u4e00\u6bb5\u65f6\u95f4\uff0c\u4f46\u662f\u4e00\u76f4\u6ca1\u6709\u6210\u4e3a\u4e3b\u6d41\u6a21\u578b\uff0c\u6216\u8005\u8bf4\u6700\u524d\u6cbf\u7684\u6a21\u578b\u90fd\u8fd8\u6ca1\u6709\u7528\u4e0a\u8fd9\u4e2a\u6280\u672f\u3002<\/p>\n

\u6700\u4e3b\u8981\u7684\u539f\u56e0\u662f\u5728\u957f\u8ddd\u79bb\u4efb\u52a1\u4e0a\u4f1a\u6389\u70b9\uff0c\u5f53\u4f60\u7684Context\u53d8\u957f\u4e4b\u540e\uff0c\u4f60\u7528\u7ebf\u6027\u6ce8\u610f\u529b\u6548\u679c\u662f\u6253\u4e0d\u8fc7\u5168\u6ce8\u610f\u529b\u7684\uff0c\u6253\u4e0d\u8fc7\u539f\u59cb\u7684Transformer\u3002<\/p>\n

\u8fd9\u662f\u5f88\u91cd\u8981\u7684\u95ee\u9898\uff0c\u56e0\u4e3a\u73b0\u5728\u5f88\u591a\u4efb\u52a1\u9700\u8981\u957f\u7a0b\u7684\u80fd\u529b\uff0cContext\u53d8\u957f\u4e4b\u540e\uff0c\u6548\u679c\u53d8\u5dee\u4e86\uff0c\u53ef\u80fd\u4e0d\u592a\u80fd\u53bb\u6362\u3002<\/p>\n

kimi Linear\u6700\u91cd\u8981\u7684\u4e00\u70b9\u662f\u8ba9\u8fd9\u79cd\u7ebf\u6027\u6ce8\u610f\u529b\u7684\u673a\u5236\u80fd\u591f\u5728\u5f88\u957f\u7a0b\u7684\u4efb\u52a1\u4e0a\uff0c\u751a\u81f3\u6bd4\u5168\u6ce8\u610f\u529b\u505a\u7684\u66f4\u597d\uff0c\u4f46\u662f\u540c\u65f6\u53c8\u66f4\u5feb\uff0c\u56e0\u4e3a\u5b83\u662f\u7ebf\u6027\u7684\uff0c\u6240\u4ee5\u5b83\u7684\u6548\u7387\u4f1a\u9ad8\u975e\u5e38\u591a\uff0c\u4e00\u767e\u4e07\u4e2aContext\u7684\u8bdd\uff0c\u53ef\u80fd\u9ad86\u523010\u500d\u7684\u7aef\u5230\u7aef\u7684\u901f\u5ea6\u4e0a\u7684\u4f18\u52bf\u3002<\/p>\n

\u540c\u65f6\u53c8\u53ef\u4ee5\u6539\u8fdb\u5f88\u591a\u73b0\u6709\u7684\u7ebf\u6027\u6ce8\u610f\u529b\u7f3a\u70b9\uff0c\u53ef\u80fd\u5c31\u662f\u8868\u8fbe\u80fd\u529b\u4e0d\u591f\uff0c\u5bfc\u81f4\u4e86\u6548\u679c\u4e0d\u591f\u597d\uff0c\u6240\u4ee5kimi Linear\u662f\u7b2c\u4e00\u4e2a\u80fd\u591f\u5728\u7ebf\u6027\u6ce8\u610f\u529b\u4e0a\u4e0d\u7ba1\u662f\u5728\u77ed\u7a0b\u4efb\u52a1\uff0c\u8fd8\u662f\u5728\u957f\u8f93\u5165\u3001\u957f\u8f93\u51fa\u4efb\u52a1\u6548\u679c\u90fd\u6bd4\u5168\u6ce8\u610f\u529b\u673a\u5236\u66f4\u597d\u7684\u4e00\u4e2a\u7ebf\u6027\u6ce8\u610f\u529b\u7684\u67b6\u6784\u3002\u6240\u4ee5\uff0c\u5b83\u5728\u5b9e\u8df5\u91cc\u9762\u4f1a\u6709\u975e\u5e38\u91cd\u8981\u7684\u4f5c\u7528\u3002<\/p>\n

\u6211\u4eec\u7a0d\u5fae\u770b\u4e00\u4e0b\u5177\u4f53\u957f\u4ec0\u4e48\u6837\u5b50\uff0cS\u8868\u793a\u5f53\u524d\u7ebf\u6027\u7684\u6570\u636e\uff0c\u53ef\u4ee5\u770b\u5230\u5b83\u5168\u90e8\u662f\u7ebf\u6027\u7684\uff0cST\u76f8\u5bf9ST\u51cf\u4e00\u6765\u8bf4\u7684\u64cd\u4f5c\uff0c\u79f0\u4e4b\u4e3a\u7ebf\u6027\u6ce8\u610f\u529b\u3002<\/p>\n

\u8fd9\u91cc\u9762\u5f88\u91cd\u8981\u7684\u4e00\u4e2a\u70b9\u662f\u4e2d\u95f4\u7684\u5bf9\u89d2\u5316\u77e9\u9635\uff0cFT\u6bcf\u4e00\u4e2a\u7ef4\u5ea6\u90fd\u4f1a\u4e58\u4e0a\u4e00\u4e2a\u503c\uff0c\u7b49\u4e8e\u8bf4\u5bf9\u4e8e\u8fd9\u4e2a\u72b6\u6001\u91cc\u9762\u7684\u6bcf\u4e00\u4e2a\u7ef4\u5ea6\u90fd\u53ef\u4ee5\u7cbe\u51c6\u7684\u63a7\u5236\u5230\u5e95\u6709\u591a\u5c11\u8bb0\u5fc6\u662f\u4eceST\u51cf1\u7559\u5230ST\u3002<\/p>\n

\u8fd9\u4e2a\u662f\u5f88\u91cd\u8981\u7684\u70b9\uff0c\u5b83\u7684\u8868\u8fbe\u80fd\u529b\u4f1a\u6709\u5f88\u5927\u589e\u5f3a\uff0c\u589e\u5f3a\u7684\u540c\u65f6\u5982\u679c\u4f60\u662f\u4e00\u4e2a\u975e\u5e38\u7c97\u7cd9\u6216\u8005\u6ca1\u6709\u4f18\u5316\u8fc7\u7684\u6570\u636e\uff0c\u4f60\u7684\u6548\u7387\u4f1a\u5927\u5e45\u5ea6\u964d\u4f4e\uff0c\u5728\u8fd9\u91cc\u9762\u6211\u4eec\u505a\u4e86\u975e\u5e38\u591a\u7684\u4f18\u5316\uff0c\u4f60\u53ef\u4ee5\u628a\u521a\u624d\u7684\u90a3\u4e2a\u6570\u503c\u505a\u5f88\u591a\u53d8\u5316\u4e4b\u540e\u5f97\u5230\u4e0b\u9762\u7684\u5f62\u5f0f\u3002<\/p>\n

\u5b83\u5728\u5de5\u7a0b\u5b9e\u73b0\u4e0a\u5c31\u53ef\u4ee5\u5f97\u5230\u5f88\u591a\u597d\u5904\uff0c\u4f60\u53bb\u5bf9\u6bd4DPLR\uff0c\u6211\u4eec\u5728\u6570\u636e\u4e0a\u6709\u4f18\u52bf\uff0c\u51cf\u5c11\u77e9\u9635\u64cd\u4f5c\uff0c\u6240\u4ee5\u6574\u4f53\u7684\u6548\u7387\u662f\u975e\u5e38\u9ad8\u7684\uff0c\u4f60\u8981\u5f97\u5230\u4e00\u4e2a\u597d\u7684\u67b6\u6784\uff0c\u9700\u8981\u628a\u5f88\u591a\u5e95\u5c42\u7684\u4f18\u5316\u548c\u6a21\u578b\u7684\u67b6\u6784\u8054\u5408\u5728\u4e00\u8d77\uff0c\u4f60\u4e0d\u80fd\u53ea\u6539\u52a8\u4e00\u4e9b\u67b6\u6784\uff0c\u5982\u679c\u6ca1\u6709\u9ad8\u6548\u7684\u5b9e\u73b0\uff0c\u5f88\u96be\u5f97\u5230\u4e00\u4e2a\u5f88\u597d\u7684\u6548\u679c\u3002<\/p>\n

\u4f46\u662f\u540c\u65f6\u76f8\u6bd4\u4e4b\u524d\u7684\u7ebf\u6027\u6ce8\u610f\u529b\u67b6\u6784\u53c8\u6709\u4e00\u4e2a\u663e\u8457\u7684\u4f18\u52bf\uff0c\u8868\u8fbe\u80fd\u529b\u66f4\u5f3a\u3002<\/p>\n

\u8fd9\u5f20\u56fe\u91cc\u9762\u7684\u6548\u679c\u770b\u4e00\u4e0b\uff0c\u5de6\u8fb9\u662f\u6027\u80fd\u5bf9\u6bd4\uff0c\u6211\u4eec\u4f1a\u8003\u5bdf\u4e24\u79cd\u4efb\u52a1\uff0c\u4e00\u79cd\u662f\u77ed\u7a0b\u7684\u4efb\u52a1\uff0cMMLU\uff0c\u8fd9\u4e9b\u90fd\u662f\u516c\u5e73\u7684\u6bd4\u8f83\uff0c\u7528\u5b8c\u5168\u4e00\u6837\u7684\u6570\u636e\uff0c\u4e00\u6837\u5927\u5c0f\u7684\u6a21\u578b\u53bb\u8dd1\u3002\u5728\u77ed\u7a0b\u4e0a\u4f1a\u663e\u8457\u505a\u7684\u66f4\u597d\uff0c\u5728\u957f\u7a0b\u4efb\u52a1\u4e0a\u662f\u66f4\u597d\u7684\u6548\u679c\uff0c\u76f8\u6bd4\u4e8e\u4e4b\u524d\u7684\u5f88\u591a\u7ebf\u6027\u6ce8\u610f\u529b\u548c\u5168\u6ce8\u610f\u529b\u7684\u67b6\u6784\u3002<\/p>\n

\u540c\u65f6\uff0c\u53f3\u8fb9\u7684\u8fd9\u5f20\u56fe\u7684\u901f\u5ea6\u4e5f\u662f\u663e\u8457\u7684\u53d8\u5feb\uff0c\u57fa\u672c\u4e0a\u8ddf\u4e4b\u524d\u7684\u7ebf\u6027\u7684\u6ce8\u610f\u529b\u4e00\u6837\u5feb\uff0c\u4f46\u662f\u6bd4\u5168\u6ce8\u610f\u529b\u8981\u5feb\u975e\u5e38\u591a\u3002<\/p>\n

\u63a5\u4e0b\u6765\u5728K2\u7684\u57fa\u7840\u4e0a\u505a\u66f4\u591a\u7684Scaling\uff0c\u5f53\u7136\u8fd9\u4e2aScaling\u5e76\u4e0d\u53ea\u662f\u52a0\u7b97\u529b\u3002\u800c\u662f\u8bf4\u5f88\u591a\u662f\u6280\u672f\u6539\u8fdb\uff0c\u8fd9\u4e9b\u6280\u672f\u6539\u8fdb\u4e5f\u4f1a\u7b49\u6548\u7684\u53d8\u6210Scaling\u7684\u4f18\u52bf\u3002\u5f53\u7136\u8fd9\u91cc\u9762\u5f88\u91cd\u8981\u7684\u4e00\u4e2a\u70b9\u662f\u9664\u4e86\u67b6\u6784\u3001\u4f18\u5316\u5668\u8fd9\u6837\u7684\u6311\u6218\uff0c\u66f4\u597d\u7684\u6570\u636e\u3002<\/p>\n

\u5f88\u91cd\u8981\u7684\u70b9\u662f\u63a5\u4e0b\u6765\u7684\u6a21\u578b\u6709\u66f4\u591a\u7684Taste\uff0c\u66f4\u591a\u7684\u54c1\u4f4d\u548c\u5ba1\u7f8e\u3002<\/p>\n

\u505a\u6a21\u578b\u7684\u8fc7\u7a0b\u672c\u8d28\u4e0a\u662f\u5728\u521b\u9020\u4e00\u79cd\u4e16\u754c\u89c2\uff0c\u4f60\u89c9\u5f97\u4ec0\u4e48\u6837\u7684\u4e1c\u897f\u662f\u597d\u7684\uff0c\u4e00\u4e2a\u597d\u7684AI\u5e94\u8be5\u662f\u6709\u4ec0\u4e48\u6837\u7684\u8868\u73b0\uff0c\u5e94\u8be5\u8ffd\u6c42\u4ec0\u4e48\u6837\u7684\u4ef7\u503c\u89c2\uff0c\u6709\u70b9\u50cf\u4e54\u5e03\u65af\u8bb2\u7684Taste\u8fd9\u662f\u6211\u4eec\u5f88\u76f8\u4fe1\u7684\u4e00\u4e2a\u4e1c\u897f\uff0c\u56e0\u4e3a\u667a\u80fd\u548c\u5f88\u591a\u522b\u7684\u4e1c\u897f\u4e0d\u4e00\u6837\uff0c\u6bcf\u4e2a\u6a21\u578b\u4ea7\u751f\u7684Token\uff0c\u672c\u8eab\u4e0d\u662f\u4e00\u4e2a\u53ef\u4ea4\u6362\u7684\u4e1c\u897f\u3002<\/p>\n

\u5982\u679c\u4f60\u4eca\u5929\u770b\u5f88\u591a\u4e8b\u60c5\u662f\u76f8\u540c\u7684\uff0c\u4f60\u5728\u6df1\u5733\u4ea7\u751f\u7684\u4e00\u5ea6\u7535\u548c\u5317\u4eac\u4e00\u6837\uff0c\u94f6\u884c\u5e10\u6237\u91cc\u9762\u6700\u540e\u4e00\u5206\u94b1\u662f\u5b8c\u5168\u4e00\u6837\uff0c\u5b83\u662f\u7b49\u4ef7\u4ea4\u6362\u3002\u4f46\u662f\u667a\u80fd\u5e76\u4e0d\u662f\u8fd9\u6837\uff0c\u4e00\u4e2aCEO\u4ea7\u751f\u7684\u667a\u80fd\u548c\u4e00\u4e2a\u8bbe\u8ba1\u5e08\u4ea7\u751f\u7684\u667a\u80fd\u548c\u4e00\u4e2a\u97f3\u4e50\u5bb6\u4ea7\u751f\u7684\u667a\u80fd\u662f\u4e0d\u540c\u7684\u3002<\/p>\n

\u5728\u667a\u80fd\u7684\u7ef4\u5ea6\uff0c\u4f60\u6709\u975e\u5e38\u591a\u7684Taste\u7684\u7a7a\u95f4\uff0c\u7a7a\u95f4\u662f\u6307\u6570\u589e\u52a0\uff0c\u4f60\u4f1a\u6709\u66f4\u591a\u65b0\u7684Taste\u51fa\u6765\uff0c\u4e0d\u662f\u8bf4\u8fd9\u4e2a\u6a21\u578b\u4f1a\u8d8b\u540c\uff0c\u8fd9\u662f\u63a5\u4e0b\u6765\u6211\u4eec\u5f88\u91cd\u8981\u7684\u4e00\u4e2a\u76ee\u6807\u3002<\/p>\n

\u6211\u4e5f\u7ecf\u5e38\u548ckimi\u5bf9\u8bdd\uff0c\u5206\u4eab\u4e4b\u524d\u5f88\u6709\u8da3\u7684\u4e00\u6b21\u5bf9\u8bdd\uff0c\u73b0\u5728\u6211\u4eec\u90fd\u5728\u505aAGI\/ASI\uff0c\u53ef\u80fd\u4f1a\u6709\u66f4\u7f8e\u597d\u7684\u672a\u6765\uff0c\u53ef\u4ee5\u4e00\u8d77\u53bb\u63a2\u7d22\u5b87\u5b99\uff0c\u4f46\u662f\u6709\u53ef\u80fd\u4f1a\u5a01\u80c1\u5230\u4eba\u7c7b\u3002<\/p>\n

\u5982\u679c\u4f60\u7684\u6548\u679c\u505a\u7684\u975e\u5e38\u597d\uff0c\u5b83\u73b0\u5728\u4e5f\u53ef\u4ee5\u5b8c\u6210\u5f88\u591a\u81ea\u52a8\u5316\u7684\u4efb\u52a1\uff0c\u751a\u81f3\u540e\u9762\u8fd8\u4f1a\u6709\u5927\u5e45\u5ea6\u7684\u63d0\u5347\uff0c \u8fd9\u4e2a\u7b54\u6848\u5f88\u6709\u542f\u53d1\u6027\u3002<\/p>\n

\u5b83\u53ef\u80fd\u4e0d\u662f\u4e00\u4e2a\u666e\u901a\u5de5\u5177\uff0c\u800c\u662f\u53ef\u4ee5\u63d0\u5347\u4eba\u7c7b\u6587\u660e\u4e0a\u9650\u7684\u4e1c\u897f\u3002<\/p>\n

\u4eba\u7c7b\u8ba4\u77e5\u7684\u5ef6\u4f38\uff0c\u4eca\u5929\u6211\u4eec\u6709\u5f88\u591a\u95ee\u9898\u89e3\u51b3\u4e0d\u4e86\uff0c\u5f88\u591a\u764c\u75c7\u65e0\u6cd5\u88ab\u653b\u514b\uff0c\u6709\u5f88\u591a\u80fd\u6e90\u7684\u95ee\u9898\u9700\u8981\u88ab\u89e3\u51b3\uff0c\u751a\u81f3\u6709\u5f88\u591a\u793e\u4f1a\u7684\u89e3\u51b3\u9700\u8981\u66f4\u597d\u7684\u8bbe\u8ba1\u3002\u6211\u89c9\u5f97\u7ad9\u5728kimi\u8bb2\uff0c\u5b83\u662f\u6211\u4eec\u63a2\u7d22\u672a\u77e5\u4e16\u754c\u7684\u4e00\u4e2a\u5f88\u91cd\u8981\u7684\u94a5\u5319\u3002<\/p>\n

\u6240\u4ee5\uff0c\u867d\u7136\u5b83\u6709\u98ce\u9669\uff0c\u4f46\u662f\u5b83\u7684\u56de\u7b54\u662f\u6211\u4ecd\u7136\u4f1a\u9009\u62e9\u7ee7\u7eed\u5f00\u53d1\uff0c\u56e0\u4e3a\u653e\u5f03\u8fd9\u4e2a\u5f00\u53d1\u5c31\u610f\u5473\u7740\u653e\u5f03\u4eba\u7c7b\u6587\u660e\u4e0a\u9650\u3002\u6240\u4ee5\uff0c\u6211\u4eec\u4e0d\u5e94\u8be5\u5bb3\u6015\u6280\u672f\u7684\u98ce\u9669\uff0c\u800c\u662f\u5e94\u8be5\u8fdb\u4e00\u6b65\u53bb\u7a81\u7834\u3002\u540c\u65f6\uff0c\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\u6211\u4eec\u53ef\u80fd\u628a\u98ce\u9669\u63a7\u5236\u597d\uff0c\u56e0\u4e3a\u6240\u6709\u7684\u6280\u672f\u7a81\u7834\u90fd\u4f34\u968f\u7740\u98ce\u9669\uff0c\u4e0d\u80fd\u56e0\u4e3a\u6050\u60e7\u800c\u505c\u6ede\u4e0d\u524d\u3002<\/p>\n

\u6211\u4eec\u5e0c\u671b\u5728\u63a5\u4e0b\u6765\u7684\u5341\u5e74\u3001\u4e8c\u5341\u5e74\u7684\u65f6\u95f4\uff0c\u7ee7\u7eed\u628aK4\u3001K5\u5230K100\u505a\u7684\u66f4\u597d\u3002<\/p>\n

\u5510\u8001\u5e08\u548c\u690d\u9e9f\u90fd\u662f\u6e05\u534e\uff0c\u6211\u4ee3\u8868\u5317\u5927\u6765\u4e00\u4e0b\u3002\u6211\u5f88\u4e45\u6ca1\u6709\u56de\u6d77\u6dc0\u533a\u4e86\uff0c\u6211\u662f\u671d\u9633\u533a\u7684\u3002<\/p>\n

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Towards a Generalist Agent\u8fd9\u4e2a\u6807\u9898\u6211\u5176\u5b9e\u6362\u4e86\u5f88\u591a\u8f6e\uff0c\u539f\u6765\u53ebTowards a Generalist model\uff0c\u540e\u6765\u89c9\u5f97model\u662f\u6bd4\u4ec0\u4e48\u90fd\u5927\u7684\u4e1c\u897f\u3002<\/p>\n

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\u800c\u4e14\u4eca\u5929\u8bad\u7ec3\u7684\u8303\u5f0f\u53d1\u751f\u4e86\u5f88\u5927\u53d8\u5316\uff0c\u8fc7\u5f80\u6211\u4eec\u4e0d\u7ba1\u505a\u4ec0\u4e48\u4e8b\u60c5\uff0c\u90fd\u4f1a\u6709\u8f93\u5165\u548c\u8f93\u51fa\u628a\u5b83\u6807\u6ce8\u51fa\u6765\uff0c\u4f60\u53ef\u4ee5\u8ba4\u4e3a\u662f\u6211\u4eec\u4f20\u7edf\u7684\u6807\u6ce8\uff0c\u4eca\u5929\u6709\u4e86\u8fd9\u4e2a\u65b0\u7684\u6280\u672f\u4ee5\u540e\uff0c\u6211\u53ea\u8981\u89e3\u51b3\u4e86\u8fd9\u4e2a\u63a8\u7406\uff0c\u89e3\u51b3\u4e86\u8fd9\u4e2a\u8bc4\u4f30\uff0c\u8fd9\u4e2a\u4e1c\u897f\u5c31\u53ef\u4ee5\u70ab\uff0c\u5e72\u4ec0\u4e48\u90fd\u53ef\u4ee5\uff0c\u6211\u5c31\u53ef\u4ee5\u53d1\u6325\u60f3\u8c61\u529b\u3002<\/p>\n

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\u4e00\u822c\u6211\u4eec\u4f1a\u5728qwen.ai\u91cc\u9762\u5c31\u53ef\u4ee5\u5f88\u597d\u7684\u641c\u5230\uff0c\u53d1\u535a\u5ba2\u5bf9\u4e8e\u6211\u4eec\u6765\u8bf4\u6bd4\u8f83\u7b80\u5355\uff0c\u6700\u8fd1\u6211\u4eec\u706b\u7684\u65b0\u7684\u6a21\u578b\u67b6\u6784Qwen Next\uff0c\u5f88\u591a\u540c\u5b66\u6ca1\u6709\u529e\u6cd5\u5f15\u7528\uff0c\u539f\u8c05\u4e00\u4e0b\u6211\u4eec\u3002<\/p>\n

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2023\u5e74\u7684\u65f6\u5019\u5927\u6a21\u578b\u662f\u4e00\u4e2a\u5927\u5bb6\u90fd\u4e0d\u8981\u4e1c\u897f\uff0c\u591a\u5c11\u5c11\u6709\u90a3\u4e48\u51e0\u5206\u5927\u70bc\u94a2\u94c1\u7684\u6210\u5206\uff0c\u591a\u6a21\u6001\u662f\u6211\u4eec\u5ef6\u7eed\u4e0b\u6765\u4e00\u76f4\u60f3\u505a\u7684\u4e8b\u60c5\u3002<\/p>\n

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\u4eca\u5e74\u6700\u5927\u7684\u8fdb\u5c55\u662fQwen3\uff0c\u8fd9\u4e2a\u662f\u5409\u7965\u7269\uff0c\u6709\u70b9\u50cf\u718a\uff0c\u4f46\u5b83\u662f\u4e00\u53ea\u5361\u76ae\u5df4\u62c9\u3002\u505a\u7684\u65f6\u5019\u6211\u89c9\u5f97\u6211\u4eec\u540c\u5b66\u592a\u8f9b\u82e6\u4e86\uff0c\u4e0d\u60f3\u4ed6\u4eec\u592a\u8f9b\u82e6\uff0c\u4eca\u5929\u8fd9\u4e48\u5377\u7684\u65f6\u4ee3\u4f5b\u7cfb\u4e00\u70b9\u4e0d\u662f\u8bf4\u4e0d\u884c\u3002\u6211\u4eec\u505a\u7684\u65b9\u5411\u76f8\u5bf9\u6bd4\u8f83\u591a\u4e00\u4e9b\u3002<\/p>\n

\u4f46\u662f\u4f60\u53ef\u4ee5\u770b\u5230\u6bcf\u4e00\u4e2a\u65b9\u5411\u90fd\u6709\u5b83\u81ea\u6d3d\u7684\u903b\u8f91\u5728\u8fd9\u91cc\u9762\u3002<\/p>\n

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\u4eca\u5929\u56f4\u7ed5\u76f8\u5bf9\u6bd4\u8f83\u4e3b\u7ebf\u7684Text\u3001VL\uff0c\u5305\u62ecOmni\u4f1a\u7ed9\u5927\u5bb6\u505a\u4ecb\u7ecd\uff0cCoder\u4f1a\u653e\u5728Text\u548c\u5927\u5bb6\u505a\u76f8\u5e94\u7684\u4ecb\u7ecd\u3002Text\u4eca\u5e74\u4e3b\u8981\u662fQwen3\u7cfb\u5217\uff0c\u73b0\u5728\u5df2\u7ecf\u505a\u52303.5\uff0c3\u505a\u7684\u65f6\u95f4\u6bd4\u8f83\u957f\u4e00\u4e9b\u3002<\/p>\n

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\u6bd4\u5982\u8bf4Coding\u548cAgent\u80fd\u529b\u600e\u4e48\u628a\u5b83\u96c6\u6210\u8fdb\u53bb\uff0c\u505a\u8d77\u6765\u5f88\u96be\u3002\u8003\u8651\u5230\u81ea\u5df1\u7684\u6280\u672f\u5b9e\u529b\u548c\u72b6\u51b5\uff0c\u5305\u62ec\u81ea\u5df1\u4e00\u76f4\u505aCod\u7cfb\u5217\uff0c\u6211\u4eec\u63a8\u51fa\u4e86\u8fd9\u4e2a\u6a21\u578b\u3002<\/p>\n

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\u4eca\u5929\u6211\u4eec\u505a\u4ec0\u4e48\u4e8b\u60c5\u5462\uff1fSoftware Engineer\uff0c2024\u5e74\u7684\u65f6\u5019\u5927\u5bb6\u975e\u5e38\u60ca\u8bb6\uff0c\u7b2c\u4e00\u4e2aAI\u80fd\u4e0d\u80fd\u50cf\u4e00\u4e2a\u7a0b\u5e8f\u5458\uff0c\u4eca\u5929\u6211\u5c31\u7ef4\u62a4\u4e00\u4e2a\u8fd9\u4ef6\u4e8b\u60c5\u633a\u96be\u7684\uff0c\u4f60\u628a\u5b83\u505a\u4e86\u5c31\u597d\u4e86\u3002\u5b9e\u9645\u505a\u7684\u8fc7\u7a0b\u4e2d\uff0c\u8fd9\u4e2a\u4e8b\u60c5\u4eba\u505a\u8d77\u6765\u6b65\u9aa4\u633a\u590d\u6742\uff0c\u6700\u7b80\u5355\u7684\u662f\u81f3\u5c11\u6211\u53ef\u4ee5\u6253\u5f00\u8fd9\u4e9b\u6587\u4ef6\u5939\uff0c\u770b\u4e86\u8fd9\u4e9b\u6587\u4ef6\u5939\u7684\u540d\u5b57\u77e5\u9053\u6211\u53ef\u4ee5\u70b9\u5f00\u54ea\u4e00\u4e2a\uff0c\u5176\u5b9e\u662f\u591a\u8f6e\u4ea4\u4e92\u7684\u8fc7\u7a0b\u3002<\/p>\n

\u4eca\u5929\u505aAgent\u4e00\u4e2a\u5f88\u91cd\u8981\u7684\u4f46\uff0c\u4e3a\u4ec0\u4e48\u5927\u5bb6\u63d0\u591a\u8f6e\u73af\u5883\u4ea4\u4e92\uff0c\u8bf4\u767d\u4e86\u6253\u5f00\u6587\u4ef6\u5939\u770b\u4e00\u8a00\uff0c\u8fd9\u4e2a\u5176\u5b9e\u4e5f\u662f\u4e00\u4e2a\u8ddf\u73af\u5883\u4ea4\u4ed8\u7684\u65b9\u5f0f\uff0c\u8fd9\u4ef6\u4e8b\u60c5\u5f88\u91cd\u8981\uff0c\u5e76\u4e14\u975e\u5e38\u6709\u610f\u601d\uff0c\u8ba9\u6211\u4eec\u975e\u5e38\u6fc0\u52a8\uff0c\u771f\u7684\u80fd\u4ea7\u751f\u4ea7\u529b\u3002\u6211\u4eec\u60f3\u505a\u4eca\u5929\u7684Coding\u7684\u6a21\u578b\u53ef\u4ee5\u6709\u751f\u4ea7\u529b\uff0c\u5f88\u591a\u4ee3\u7801\u53ef\u4ee5\u5199\u51fa\u6765\uff0c\u8fd9\u662f\u5f88\u60ca\u8bb6\u7684\u3002<\/p>\n

\u5f53\u7136\u8fd9\u4e2a\u4e2d\u7f8e\u662f\u4e0d\u4e00\u6837\u7684\uff0c\u521a\u521a\u4ece\u6e7e\u533a\u56de\u6765\uff0c\u6211\u611f\u53d7\u5230\u4e24\u8fb9\u4e0d\u592a\u4e00\u6837\u3002\u8fd9\u4e2a\u662f\u975e\u5e38\u5938\u5f20\u7684\uff0c\u4f46\u662f\u4eca\u5929\u662f\u4e0d\u662f\u6a21\u578b\u505a\u7684\u4e0d\u591f\u597d\uff0c\u8fd8\u662f\u8bf4WEBCoding\u8fd8\u6ca1\u6709\u505a\u7684\u66f4\u597d\uff0c\u6211\u89c9\u5f97\u662f\u5927\u5bb6\u8ba4\u77e5\u4e0a\u9762\u6709\u5dee\u5f02\uff0c\u6211\u4eec\u60f3\u505a\u7684\u4e8b\u60c5\u662f\u6b8a\u9014\u540c\u5f52\uff0c\u90fd\u662f\u60f3\u8ba9\u5b83\u4ea7\u751f\u751f\u4ea7\u529b\u3002<\/p>\n

Terminal-Bench\u4e5f\u633a\u96be\uff0c\u4eca\u5929\u5927\u5bb6\u90fd\u5728\u7528\u8fd9\u7cfb\u5217\u7684\u4ea7\u54c1\uff0c\u5927\u5bb6\u4f1a\u53d1\u73b0\u8fd9\u4e2a\u4e1c\u897f\u786e\u5b9e\u4f1a\u548c\u4f60\u7684\u751f\u4ea7\u529b\u63a5\u5728\u4e00\u8d77\u4ee5\u524d\u4e0d\u4e00\u6837\uff0c\u4eca\u5929\u6211\u4eec\u505a\u7684\u662f\u8d34\u8fd1\u5b9e\u9645\u7684\u4efb\u52a1\u3002\u4e5f\u8bb8\u4eca\u5929\u6211\u4eec\u53ea\u662f\u4e00\u4e24\u4e2aBench\u800c\uff0c\u6709\u6ca1\u6709\u53ef\u80fd\u8ba9\u5b83\u66f4\u52a0\u670d\u771f\u5b9e\u7684\u73af\u5883\u548c\u771f\u5b9e\u7684\u751f\u4ea7\u4efb\u52a1\u662f\u6211\u4eec\u60f3\u505a\u7684\u4e8b\u60c5\u3002<\/p>\n

\u5f53\u65f6\u521a\u51fa\u7684\u65f6\u5019\u633a\u706b\u7684\uff0c\u4f46\u662f\u73b0\u5728\u7ade\u4e89\u592a\u8fc7\u6fc0\u70c8\uff0cToken coder\u91cf\u4e00\u76f4\u5e72\u5230\u7b2c\u4e8c\u540d\uff0c\u5c0f\u5c0f\u5439\u5618\u4e00\u4e0b\u3002<\/p>\n

\u6700\u6709\u610f\u601d\u7684\u662f\u8fd9\u4e00\u5957\u4e1c\u897f\uff0c\u4ee5\u524d\u4ece\u6765\u6ca1\u6709\u505a\u8fc7\uff0c\u4eca\u5929\u6a21\u578b\u8bad\u7ec3\u6211\u6709\u4e00\u4e2aScaling\uff0c\u5c31\u662f\u4eca\u5929AgentScaffods\u7684\u4e1c\u897f\uff0c\u6240\u8c13\u7684\u811a\u624b\u67b6\u4f60\u518d\u7b80\u5355\u7406\u89e3\u4e00\u70b9\u5c31\u662f\u8fd9\u4e2a\u4e1c\u897f\u3002\u5b83\u5c31\u80fd\u591f\u5728\u673a\u5668\u91cc\u9762\u8ddf\u963f\u91cc\u4e91\u7684ECS\u7684\u8fd9\u4e9b\u673a\u5668\u5728\u8fd9\u91cc\u9762\u4e00\u4e2a\u4e2a\u8d77\u4e00\u4e2a\u4e0d\u4ec5\u662f\u7b97\u6cd5\u7684\u6311\u6218\uff0c\u5728\u91cc\u9762\u5e72\u5b8c\u6d3b\u5c31\u628a\u5b83\u6d88\u9664\u6389\u3002<\/p>\n

\u771f\u771f\u5b9e\u5b9e\u7684\u5b58\u5728\uff0cInstruct\u6311\u6218\u4e5f\u5f88\u591a\uff0c\u53f3\u4e0a\u89d2\u7684\u4e1c\u897f\u6211\u81ea\u5df1\u53ef\u4ee5\u611f\uff0c\u5de6\u4e0a\u89d2\u5c31\u5f97\u9700\u8981\u62c9\u5176\u4ed6\u7684\u4f19\u4f34\u4e00\u8d77\uff0c\u7b97\u6cd5Instruct\u4eca\u5929\u8054\u5408\u7684\u4e8b\u60c5\u662f\u771f\u771f\u5b9e\u5b9e\u7684\u5b58\u5728\u7684\uff0c\u4eca\u5929\u6211\u4eec\u8981\u505a\u8fd9\u4e48\u96be\u7684\u4efb\u52a1\uff0c\u9700\u8981\u5f88\u591aInstruct\u7684\u652f\u6301\u3002<\/p>\n

\u8fd9\u4e2a\u662f\u5f53\u65f6\u505aCoding\u7684\u4e8b\u60c5\uff0c\u6211\u4eec\u66f4\u60f3\u505a\u7684\u662f\u628aCoding\u7684\u80fd\u529b\u662f\u5426\u53ef\u4ee5\u96c6\u6210\u5728\u6211\u4eec\u5f88\u5927\u7684\u6a21\u578b\u4e0a\uff0c\u6bd4\u8f83\u62b1\u6b49\u7684\u4e00\u4ef6\u4e8b\u60c5\u662f\u6700\u5927\u7684\u8fd9\u4e2a\u6a21\u578b\uff0c\u5927\u4e8e1T\u7684\u6a21\u578b\uff0c\u6211\u786e\u5b9e\u6ca1\u6709\u63a8\u52a8\u5c06\u5176\u5f00\u6e90\u51fa\u6765\uff0c\u867d\u7136\u6211\u4e5f\u5f88\u60f3\u5f00\u6e90\u3002<\/p>\n

\u4f46\u662f\u5c31\u662f\u8fd9\u4e48\u56de\u4e8b\uff0c\u6211\u4eec\u7ec8\u4e8e\u628a\u8fd9\u4e9b\u80fd\u529b\u96c6\u6210\u8fdb\u6765\uff0c\u5927\u5bb6\u53ef\u4ee5\u770b\u5230\u6211\u4eec\u7684SWE-bench\u53ef\u4ee5\u505a\u523070\u5206\uff0c\u4e4b\u524d\u4f60\u6ca1\u6709\u5f88\u597d\u7684\u628a\u5b83\u96c6\u6210\u8fdb\u6765\uff0c\u5176\u5b9e\u5f88\u96be\u505a\u5230\u4e00\u4e2a\u6bd4\u8f83\u9ad8\u7684\u5206\u6570\u3002\u8fd9\u4e5f\u8bf4\u660e\u4e00\u4e2a\u95ee\u9898\uff0c\u505a\u5230\u5f88\u5f3a\u7684\u65f6\u5019\uff0c\u4f60\u4e5f\u53ef\u4ee5\u96c6\u7ed3\u4e00\u4e2a\u5f88\u5f3a\u7684\u6a21\u578b\uff0c\u9700\u8981\u8fdb\u884c\u76f8\u5e94\u7684\u79ef\u7d2f\u3002<\/p>\n

Qwen3-Max\u4e5f\u662f\u6392\u5728\u524d\u4e94\uff0cOverall\u3002\u5f53\u7136\uff0c\u5b83\u4f53\u73b0\u7684\u662f\u4eba\u7c7b\u7684\u504f\u597d\uff0c\u672a\u6765\u8bc4\u6d4b\u4f1a\u4e0d\u4f1a\u662f\u52a8\u6001\u7684\uff1f\u8ba9\u5b83\u653e\u5230\u4eba\u7c7b\u7684\u751f\u4ea7\u73af\u5883\u91cc\u9762\uff0c\u6bd4\u5982\u8bf4\u5c31\u8ba9\u5b83\u7092\u80a1\u7968\u3002\u6700\u540e\u6709\u4e00\u4e2a\u516c\u53f8\u505a\u7092\u80a1\u8fd9\u4ef6\u4e8b\u60c5\uff0c\u867d\u7136\u6709\u5f88\u591a\u968f\u673a\u6027\uff0c\u4f46\u662f\u5f00\u4e86\u4e00\u4e2a\u597d\u5934\uff0c\u8ba9\u5927\u5bb6\u5728\u4eba\u7c7b\u7684\u771f\u5b9e\u4e16\u754c\u4e2d\u770bAI\u505a\u7684\u597d\u8fd8\u662f\u4e0d\u597d\u3002<\/p>\n

\u505a\u8bed\u8a00\u6a21\u578b\u5176\u5b9e\u8fd8\u8981\u60f3\u4e00\u4e2a\u95ee\u9898\uff0c\u5b83\u80fd\u4e0d\u80fd\u6709\u773c\u775b\u770b\u5230\u8fd9\u4e2a\u4e16\u754c\uff0c\u4e3e\u4e2a\u4f8b\u5b50\u3002\u6211\u4eec\u521a\u624d\u63d0\u5230\u60f3\u505aCoding Agent\u63d0\u5347\u751f\u4ea7\u529b\uff0c\u6211\u603b\u5f97\u8ba9\u5b83\u64cd\u63a7\u7535\u8111\uff0c\u770b\u7535\u8111\u5c4f\u5e55\uff0c\u6ca1\u6709\u773c\u775b\u5c31\u770b\u4e0d\u5230\uff0c\u6240\u4ee5\u6211\u4eec\u6beb\u4e0d\u72b9\u8c6b\u7684\u53bb\u505a\uff0c\u8fd9\u662f\u5de8\u5927\u7684\u5dee\u5f02\uff0cVisual Understanding\u5c31\u53bb\u505a\u53ef\u4ee5\u4e86\u3002<\/p>\n

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\u6211\u4eec\u5f88\u957f\u65f6\u95f4\u8bc4\u4f30\u4e00\u4e2a\u6848\u4f8b\uff0c\u53eb\u6d3b\u4f53\u7684\u65b9\u5411\uff0c\u5f53\u65f6\u6211\u8fd8\u95ee\u6211\u4eec\u7684\u8bc4\u6d4b\u4eba\u5458\u4ec0\u4e48\u662f\u6d3b\u4f53\uff0c\u5206\u4e0d\u6e05\u695a\u4e1c\u897f\u5728\u5de6\u8fb9\u8fd8\u662f\u53f3\u8fb9\uff0c\u6211\u89c9\u5f97\u86ee\u5947\u602a\u7684\uff0c\u4f46\u662f\u8fd9\u662f\u6211\u4eec\u8981\u89e3\u7684\u95ee\u9898\u3002<\/p>\n

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\u7b2c\u4e09\u4e2a\u662fCoding\uff0c\u8fd9\u4ef6\u4e8b\u60c5\u5f88\u91cd\u8981\uff0c\u4f46\u662fCoding\u7684\u8f93\u5165\u4e5f\u53ef\u4ee5\u662f\u56fe\u50cf\u6216\u8005\u662f\u89c6\u9891\u3002<\/p>\n

\u6bd4\u5982\u8bf4\u4eca\u5929\u6211\u60f3\u505a\u4e00\u4e2aAPP\uff0c\u60f3\u505a\u4e00\u4e2a\u7f51\u9875\uff0c\u6211\u53ef\u4ee5\u753b\u51fa\u6765\u3002\u4e0d\u4e00\u5b9a\u6211\u7528\u6587\u5b57\u5199\uff0c\u56e0\u4e3a\u8fd9\u4e2a\u5f88\u8003\u9a8c\u4eba\u7c7b\u7684\u8868\u8fbe\u80fd\u529b\u3002\u5f88\u591a\u65f6\u5019\u5927\u5bb6\u8868\u8fbe\u7684\u4e0d\u4e00\u5b9a\u5f88\u6e05\u695a\uff0c\u4f60\u53ef\u4ee5\u753b\u4e00\u4e2a\u56fe\u3002\u8fd8\u6709\u5bf9\u89c6\u9891\u7684\u7406\u89e3\uff0c\u4e5f\u8bb8\u662fVL\u4e0b\u4e00\u4ee3\u7684\u673a\u4f1a\u3002<\/p>\n

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\u6240\u4ee5\uff0c\u5927\u5bb6\u8c08\u4e16\u754c\u6a21\u578b\u7684\u65f6\u5019\uff0c\u662f\u4e0d\u662f\u771f\u7684\u80fd\u6784\u5efa\u51fa\u7b26\u5408\u7269\u7406\u89c4\u5f8b\u6216\u8005\u771f\u5b9e\u4e16\u754c\u7684\u4e1c\u897f\u5176\u5b9e\u8fd8\u662f\u5f88\u91cd\u8981\u7684\u4e1c\u897f\u3002<\/p>\n

\u8fd8\u6709\u4e00\u4e9b\u4f8b\u5b50\uff0c\u6bd4\u5982\u82e5\u5e73\u79fb\u4e00\u4e9b\u955c\u5934\uff0c\u65cb\u8f6c30\u5ea6\u8fd9\u4e9b\u90fd\u662f\u5f88\u5e38\u89c1\u4e1c\u897f\uff0c\u4eca\u5929\u8fd9\u4e2a\u6a21\u578b\u751a\u81f3\u53ef\u4ee5\u548c\u63a8\u7406\u7ed3\u5408\u5728\u4e00\u8d77\uff0c\u6211\u4eec\u4e00\u76f4\u6709\u4e00\u4ef6\u4e8b\u60c5\u975e\u5e38\u60f3\u505a\uff0c\u6559\u5c0f\u670b\u53cb\u5bb6\u957f\u4eec\u5f88\u75db\u82e6\uff0c\u5f88\u591a\u65f6\u5019AI\u53bb\u6559\u6709\u4e00\u4e9b\u9898\u6559\u4e0d\u4e86\uff0c\u753b\u8f85\u52a9\u7ebf\u7684\u4e1c\u897f\u662f\u6559\u4e0d\u4e86\u7684\uff0c\u771f\u7684\u9700\u8981\u751f\u6210\u6a21\u578b\u624d\u80fd\u505a\uff0c\u6211\u771f\u7684\u80fd\u591f\u628a\u4e00\u9053\u6570\u5b66\u9898\u505a\u597d\uff0c\u6bd4\u5982\u8bf4\u753b\u8f85\u52a9\u7ebf\u8fd9\u4ef6\u4e8b\u60c5\u6211\u53ef\u80fd\u8981\u901a\u8fc7\u751f\u6210\u63a8\u52a8\u66f4\u597d\u7684\u7406\u89e3\u3002<\/p>\n

\u63a5\u4e0b\u6765\u662f\u66f4\u8fdb\u4e00\u6b65\u7684\uff0c\u5982\u679c\u4eca\u5929\u770b\u7684\u56fe\u50cf\u7684\u95ee\u9898\u89e3\u7684\u5dee\u4e0d\u591a\u4e86\uff0c\u751a\u81f3\u81ea\u5df1\u53ef\u4ee5\u628a\u4e1c\u897f\u751f\u6210\u51fa\u6765\uff0c\u6709\u6ca1\u6709\u8ba9\u5b83\u50cf\u4eba\u4e00\u6837\u542c\u548c\u8bf4\u5462\uff1f\u56e0\u4e3a\u8bed\u97f3\u4ea4\u4e92\u4e5f\u662f\u5f88\u91cd\u8981\u7684\u4e8b\u60c5\u3002\u4eca\u5929\u5927\u5bb6\u5728\u4f7f\u7528\u5404\u7c7b\u7684APP\u7684\u65f6\u5019\uff0c\u5927\u5bb6\u53d1\u73b0\u6709\u8bed\u97f3\u4ea4\u4e92\u771f\u7684\u662f\u5f88\u65b9\u4fbf\u7684\u4e00\u4ef6\u4e8b\u60c5\u3002<\/p>\n

Omni\u4e5f\u662f\u5f88\u5927\u7684\u667a\u80fd\uff0c\u5e76\u4e14\u6211\u613f\u610f\u76f8\u4fe1\u4e00\u4e9b\u4e8b\u60c5\uff0c\u4eca\u5929\u5bf9\u4e8b\u4ef6\u7684\u73af\u5883\u97f3\u7406\u89e3\uff0c\u4eba\u8bb2\u7684\u8bdd\u4e0d\u662f\u5355\u7eaf\u7684\u4f7f\u7528ASR\u5c31\u53ef\u4ee5\u89e3\u51b3\u7684\u3002<\/p>\n

\u6240\u4ee5\u6211\u4eec\u5c31\u505a\u4e00\u4e2aTalker\u7684\u4e1c\u897f\uff0c\u8fd9\u4e2a\u6a21\u578b\u505a\u4e86\u5f88\u4e45\uff0c\u8ba9\u5b83\u65e2\u80fd\u542c\u53c8\u80fd\u8bf4\uff0c\u80fd\u591f\u4fdd\u8bc1\u5b83\u7684\u6548\u679c\u662f\u7a33\u5b9a\u7684\u3002Omni\u662f\u6cbf\u7740\u8fd9\u4e2a\u65b9\u5411\u6301\u7eed\u505a\u7684\uff0c\u5927\u6982\u7684\u8fdb\u5c55\u7a0d\u5fae\u6709\u4e00\u70b9\u964d\u667a\uff0c\u4f46\u662f\u964d\u667a\u7684\u5df2\u7ecf\u4e0d\u591a\u3002<\/p>\n

\u6211\u4eec\u8fd9\u4e2a\u6a21\u578b\u53ef\u4ee5\u8fbe\u52302.5\u6587\u672c\u7684\u6c34\u5e73\uff0c\u5bf9\u4e8e\u8bed\u97f3\u57fa\u672c\u53ef\u4ee5\u5bf9\u68072.5por\u7684\u6c34\u5e73\uff0c\u8fd9\u91cc\u9762\u6709\u633a\u591a\u597d\u73a9\u7684\u4e1c\u897f\uff0c\u65f6\u95f4\u5173\u7cfb\u6ca1\u6709\u529e\u6cd5\u548c\u5927\u5bb6\u5206\u4eab\u3002<\/p>\n

\u4eca\u5929TDS\u53ef\u4ee5\u6362\u5404\u79cd\u58f0\u97f3\uff0c\u5305\u62ec\u81ea\u5df1\u5b9a\u5236\u4f60\u81ea\u5df1\u7684\u58f0\u97f3\uff0c\u53ea\u8981\u63cf\u8ff0\u8fd9\u4e2a\u58f0\u97f3\u957f\u7684\u4ec0\u4e48\u6837\u5b50\uff0c\u5c31\u53ef\u4ee5\u8ba9AI\u4ee5\u8fd9\u4e2a\u5f62\u5f0f\u628a\u4e1c\u897f\u8bb2\u51fa\u6765\uff0c\u6211\u89c9\u5f97\u8fd8\u6709\u5f88\u597d\u73a9\u7684\u4e8b\u60c5\uff0c\u57fa\u7840\u6a21\u578b\u548c\u57fa\u7840Agent\u662f\u4e0d\u662f\u771f\u7684\u53ef\u4ee5\u8ddf\u4eba\u7c7b\u7684\u771f\u5b9e\u4e16\u754c\uff0c\u4e5f\u5305\u62ec\u865a\u62df\u4e16\u754c\u8fdb\u884c\u66f4\u597d\u7684\u4ea4\u4e92\u3002<\/p>\n

\u4e0b\u4e00\u6b65\u8981\u505a\u4ec0\u4e48\u6837\u7684\u4e8b\u60c5\u5462\uff1f\u6211\u4eec\u505a\u4e86\u8fd9\u4e48\u591a\uff0c\u5f53\u7136\u5e0c\u671b\u96c6\u5408\u5728\u4e00\u8d77\uff0c\u5168\u6a21\u6001\u6a21\u578b\u662f\u8981\u505a\u7684\u3002<\/p>\n

\u6709\u4e00\u4e2a\u5f88\u91cd\u8981\u7684\uff0c\u6211\u89c9\u5f97\u4e5f\u662f\u6b8a\u9014\u540c\u5f52\u7684\u4e8b\u60c5\uff0c\u8ddfkimi\u6587\u5316\u505a\u7c7b\u4f3c\u7684\u4e8b\u60c5\u3002\u6211\u4eec\u540c\u65f6\u505a\u5404\u79cd\u5404\u6837\u7684\u5b9e\u9a8c\u7684\u65f6\u5019\uff0c\u6700\u540e\u9009\u62e9\u4e86\u7528Linear Context\uff0c\u5f53\u7136\u4e5f\u662f\u4ee5\u4e09\u5c42Linear\u914d\u5408\u5b83\u7684\u3002<\/p>\n

\u4e0b\u4e00\u4ee3\u7684\u6a21\u578b\u4e5f\u4f1a\u6cbf\u7740\u65b0\u7684\u67b6\u6784\u8fdb\u884c\u76f8\u5e94\u7684\u5b9e\u73b0\uff0c\u5176\u5b9e\u6211\u4eec\u8fd9\u91cc\u60f3\u505a\u7684\u4e8b\u60c5\u662f\u65b0\u4e00\u4ee3\u7684\u67b6\u6784\u80fd\u4e0d\u80fd\u89e3\u51b3\u6211\u4eec\u521a\u624d\u5230\u7684\u95ee\u9898\uff0c\u80fd\u591f\u7701\u4e0b\u5f88\u591a\u6b65\u9aa4\u3002\u4e5f\u8bb8\u8fd8\u4f1a\u6709\u66f4\u591a\u7684\u5a01\u529b\u5728\u91cc\u9762\u3002\u4e0b\u4e00\u4ee3\u7684\u6a21\u578b\uff0c\u5176\u5b9e\u4e5f\u4f1a\u6cbf\u7740\u65b0\u7684\u67b6\u6784\u8fdb\u884c\u76f8\u5e94\u7684\u5b9e\u73b0\u3002<\/p>\n

\u66f4\u8fdb\u4e00\u6b65\u6211\u4eec\u8981\u505a\u4ec0\u4e48\u4e1c\u897f\u5462\uff1fOmni\u7684\u6a21\u578b\u4e0d\u4ec5\u4ec5\u662f\u6211\u80fd\u591f\u7406\u89e3\u6587\u672c\u3001\u89c6\u89c9\u3001\u97f3\u9891\uff0c\u6211\u4eec\u53ef\u80fd\u8fd8\u8ba9\u5b83\u751f\u6210\u6587\u672c\u3001\u97f3\u9891\uff0c\u4eca\u5929\u6211\u4eec\u5df2\u7ecf\u505a\u5230\u4e86\uff0c\u4f46\u662f\u6211\u4eec\u8fd8\u6ca1\u6709\u505a\u5230\u628a\u89c6\u89c9\u751f\u6210\u7ed3\u5408\u5728\u4e00\u8d77\u3002\u5982\u679c\u505a\u5230\u4e09\u8fdb\u4e09\u51fa\uff0c\u6211\u89c9\u5f97\u4f1a\u662f\u81f3\u5c11\u6211\u4e2a\u4eba\u559c\u6b22\u7684\u4e1c\u897f\u3002<\/p>\n

\u7b2c\u4e8c\u4e2a\u662f\u4eca\u5929\u7684\u8303\u5f0f\u53d1\u751f\u4e86\u4e00\u4e2a\u5f88\u5927\u7684\u53d8\u5316\uff0c\u4eca\u5929\u4e0d\u662f\u50cf\u4ee5\u524d\u90a3\u6837\u8bad\u6a21\u578b\uff0c\u6709\u6807\u6ce8\u7684\u6570\u636e\uff0c\u6709\u4e00\u6761\u8f93\u5165\u548c\u8f93\u51fa\u8bad\u7ec3\u5c31\u53ef\u4ee5\uff0c\u6211\u4eec\u4eca\u5929\u8981\u628a\u66f4\u591a\u7684\u6570\u636e\u653e\u5230\u5b9e\u9a8c\u4e2d\u53bb\u8bad\u7ec3\u3002<\/p>\n

\u5982\u679c\u5927\u5bb6\u5173\u6ce8XAI\u7684\u5ba3\u4f20\uff0cRL\u7684\u6570\u636e\u6211\u867d\u7136\u89c9\u5f97\u4ed6\u4eec\u6709\u70b9\u6d6a\u8d39\uff0c\u4f46\u662f\u53e6\u4e00\u65b9\u9762\u4e5f\u610f\u5473\u7740RL\u6709\u5f88\u591a\u7684\u60f3\u8c61\u7a7a\u95f4\u3002\u5f53\u7136\u5e76\u4e0d\u662f\u8bf4\u81ea\u5df1\u8ddf\u81ea\u5df1\u5bf9\u8bdd\uff0c\u6211\u5176\u5b9e\u6ca1\u6709\u90a3\u4e48\u5173\u5fc3\u6211\u4eec\u7684\u6a21\u578b\u80fd\u4e0d\u80fd\u505a\u6210\u4e3a\u6700\u5f3a\u7684\u6570\u5b66\u5927\u8111\uff0c\u6211\u66f4\u5173\u5fc3\u7684\u662f\u50cf\u65e5\u5e38\u771f\u5b9e\u7684\u4eba\uff0c\u4e3a\u8fd9\u4e2a\u793e\u4f1a\u505a\u8d21\u732e\u3002\u5982\u679c\u5b83\u80fd\u591f\u505a\u5230\u8fd9\u4e00\u70b9\uff0c\u6211\u89c9\u5f97\u8fd8\u633a\u597d\u3002<\/p>\n

\u6240\u4ee5Multi-turn RL with environment feedback towards long-horizon reasoning\uff0c\u56e0\u4e3a\u5f88\u591a\u65f6\u5019\u505a\u5f88\u591a\u4e8b\u60c5\u9700\u8981\u5f88\u957f\u7684\u65f6\u95f4\uff0c\u4f60\u5f97\u4e00\u6b65\u6b65\u53bb\u505a\u3002<\/p>\n

\u4f46\u662fAI\u53ef\u4ee5\u52a0\u901f\u5f88\u591a\uff0c\u6bd4\u5982\u8bf4\u4eba\u7c7b\u82b1\u4e24\u4e2a\u6708\u7684\u65f6\u95f4\u505a\u7684\u4e1c\u897f\uff0cAI\u53ef\u4ee5\u82b1\u4e24\u5929\u7684\u65f6\u95f4\u3002\u867d\u7136\u6709\u5f88\u591aToken\u5728\u91cc\u9762\uff0c\u4f46\u662f\u4e24\u5929\u786e\u5b9e\u80fd\u591f\u8282\u7701\u6211\u4eec\u5f88\u591a\u7684\u65f6\u95f4\u5728\u8fd9\u91cc\u9762\u3002<\/p>\n

Agent\u5176\u5b9e\u53ef\u4ee5\u8d70\u5411\u865a\u62df\u4e16\u754c\u548c\u7269\u7406\u4e16\u754c\uff0c\u6240\u4ee5\u6709\u4e86Embodied Reasoning\u7684\u8fd9\u79cd\u65b9\u5f0f\u3002\u6211\u4eec\u5185\u90e8\u8ba8\u8bba\u4e86\u4e00\u4e2a\u65b9\u5f0f\uff0c\u5c31\u7b97\u4f60\u662f\u505aVLA\uff0c\u505aCoding\u7684\u6a21\u578b\uff0c\u8bf4\u767d\u4e86\u4e5f\u662f\u628a\u8bed\u8a00\u8f6c\u5316\u6210Embodied\u7684\u6a21\u578b\uff0c\u4ece\u8fd9\u4e2a\u89d2\u5ea6\u4e0a\u6765\u770b\u5c31\u975e\u5e38\u7684\u632f\u594b\u4eba\u5fc3\u3002<\/p>\n

\u4e8e\u662f\u6211\u4eec\u5c31\u89c9\u5f97\u5927\u5e72\u4e00\u957f\uff0c\u770b\u4e00\u770b\u80fd\u4e0d\u80fd\u8d70\u5411Digital Agent\uff0cGUI\u64cd\u4f5c\uff0c\u540c\u65f6\u80fd\u591f\u4f7f\u7528API\uff0c\u8fd9\u4e2a\u5c31\u662f\u975e\u5e38\u5b8c\u7f8e\u7684Digital Agent\u3002\u5982\u679c\u8d70\u5411\u7269\u7406\u4e16\u754c\uff0c\u662f\u4e0d\u662f\u80fd\u591f\u628a\u8bdd\u7b52\u62ff\u8d77\u6765\uff0c\u80fd\u591f\u659f\u8336\u5012\u6c34\u3002<\/p>\n

\u672c\u6b21\u5cf0\u4f1a\u6700\u7cbe\u5f69\u7684\uff0c\u5f53\u5c5e\u5706\u684c\u73af\u8282\u3002<\/p>\n

\u5f00\u573a\u5c31\u5f88drama\uff0c\u672c\u5e94\u6709\u56db\u4f4d\u5609\u5bbe\uff0c\u53f0\u4e0a\u5374\u53ea\u6709\u4e09\u4f4d\u3002<\/p>\n

\u6b63\u5728\u7591\u60d1\uff0c\u59da\u987a\u96e8\u7a81\u7136\u5927\u8138\u8df3\u5c4f\uff1a<\/p>\n

\u6211\u73b0\u5728\u662f\u4e0d\u662f\u4e00\u5f20\u5927\u8138\u5728\u5c4f\u5e55\u4e0a\uff1f<\/p>\n

\u5168\u573a\u90fd\u6123\u4e86\u4e00\u4e0b\uff0c\u968f\u540e\u4fbf\u662f\u54c4\u5802\u5927\u7b11\u3002<\/p>\n

\u4e3b\u6301\u4eba\u4e5f\u6b63\u597d\u8d81\u8fd9\u4e2a\u673a\u4f1a\uff0c\u76f4\u63a5\u4ece\u59da\u987a\u96e8\u5f00\u59cb\uff0c\u5207\u5165\u4e86\u6b63\u9898\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u6211\u662f\u63a5\u4e0b\u6765Panel\u7684\u4e3b\u6301\u4eba\u5e7f\u5bc6\u3002<\/p>\n

\u53ef\u4ee5\u4ece\u5206\u5316\u8fd9\u4e2a\u4e3b\u9898\u5148\u804a\u8d77\u6765\uff0c\u7845\u8c37\u7684\u7ade\u4e89\u90a3\u4e48\u6fc0\u70c8\uff0c\u5b83\u6ca1\u6709\u5b8c\u5168Follow\uff0c\u5168\u90fd\u505a\uff0c\u800c\u4e14\u662f\u4e13\u6ce8\u5230\u4e86\u4f01\u4e1a\uff0c\u4e13\u6ce8\u5230\u4e86Coding\uff0c\u4e13\u6ce8\u5230\u4e86Agent\u3002<\/p>\n

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\u6211\u89c9\u5f97\u6709\u4e24\u4e2a\u5927\u7684\u611f\u53d7\uff0c\u4e00\u4e2a\u611f\u53d7\u662ftoC\u548ctoB\u53d1\u751f\u4e86\u660e\u663e\u7684\u5206\u5316\uff0c\u53e6\u5916\u4e00\u4e2a\u611f\u53d7\u662f\u5782\u76f4\u6574\u5408\u8fd9\u6761\u8def\uff0c\u4ee5\u53ca\u6a21\u578b\u548c\u5e94\u7528\u5206\u5c42\u8fd9\u6761\u8def\uff0c\u4e5f\u5f00\u59cb\u51fa\u73b0\u4e86\u5206\u5316\u3002<\/p>\n

\u6211\u5148\u8bf4\u7b2c\u4e00\u70b9\uff0c\u6211\u89c9\u5f97\u5f88\u660e\u663e\u7684\u662f\u5f53\u5927\u5bb6\u60f3\u5230AI\u5c31\u662f\u4e24\u4e2a\uff0cChatGPT\uff0c\u53e6\u5916\u4e00\u4e2aClaude code\uff0c\u662f\u505atoC\u548ctoB\u7684\u3002<\/p>\n

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\u4f46\u662f\uff0cCoding\u5938\u5f20\u4e00\u70b9\u6765\u8bb2\uff0c\u5df2\u7ecf\u5728\u91cd\u5851\u6574\u4e2a\u8ba1\u7b97\u673a\u884c\u4e1a\u505a\u4e8b\u7684\u65b9\u5f0f\uff0c\u4eba\u5df2\u7ecf\u4e0d\u518d\u5199\u4ee3\u7801\uff0c\u800c\u662f\u7528\u82f1\u8bed\u548c\u7535\u8111\u53bb\u4ea4\u6d41\u3002<\/p>\n

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toB\u786e\u5b9e\u662f\u5f88\u96be\u7684\u4e8b\u60c5\uff0c\u751f\u4ea7\u529b\u7684\u9769\u547d\uff0c\u5305\u62ec\u6211\u4eec\u4eca\u5929\u5f88\u591a\u4e2d\u56fd\u7684\u516c\u53f8\u505aCoding Agent\u9700\u8981\u6253\u5f88\u591a\u6d77\u5916\u5e02\u573a\u3002<\/p>\n

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\u4ece\u8fd9\u4e2a\u89d2\u5ea6\u4e0a\uff0c\u6211\u89c9\u5f97\u8fd9\u4e00\u4ed7\u4eceDeepSeek\u51fa\u6765\u4e4b\u540e\uff0c\u5df2\u7ecf\u6ca1\u6709\u4e86\uff0c\u5df2\u7ecf\u7ed3\u675f\u4e86\u3002<\/p>\n

DeepSeek\u4e4b\u540e\u6211\u4eec\u5e94\u8be5\u60f3\u7684\u662f\u4e0b\u4e00\u4ed7\u662f\u4ec0\u4e48\u4e1c\u897f\uff1f<\/p>\n

\u6211\u4eec\u56e2\u961f\u4e89\u8bba\u4e86\u5f88\u4e45\uff0c\u4e0b\u4e00\u4ed7\u80af\u5b9a\u8981\u8ba9AI\u505a\u4e00\u4ef6\u4e8b\u60c5\uff0c\u505a\u8fd9\u4ef6\u4e8b\u60c5\u662f\u4ec0\u4e48\u53ef\u4ee5\u8ba8\u8bba\u4e00\u4e0b\uff0c\u90a3\u4e2a\u65f6\u5019\u5e7f\u5bc6\u8fd8\u5230\u6211\u4eec\u90a3\u8ddf\u6211\u4eec\u4ea4\u6d41\uff0c\u5e7f\u5bc6\u7684\u77e5\u8bc6\u7279\u522b\u6e0a\u535a\uff0c\u4ed6\u601d\u8003\u95ee\u9898\u5f88\u6df1\u9083\u3002\u548c\u4ed6\u7684\u4ea4\u6d41\u5bf9\u6211\u7684\u542f\u53d1\u975e\u5e38\u5927\uff0c\u539f\u6765\u6211\u6ca1\u6709\u60f3\u5230\uff0c\u90a3\u4e00\u6b21\u8ba9\u6211\u542f\u53d1\u975e\u5e38\u5927\u3002<\/p>\n

\u540e\u6765\u6211\u4eec\u56e2\u961f\u4e89\u8bba\u4e86\u5f88\u591a\u665a\u4e0a\uff0c\u4e89\u8bba\u5230\u6700\u540e\uff0c\u53ef\u4ee5\u53eb\u6211\u4eec\u7684\u8fd0\u6c14\uff0c\u53e6\u4e00\u65b9\u9762\u6211\u4eec\u4e5f\u662f\u628a\u6240\u6709\u7684\u7cbe\u529b\u653e\u5728\u4e86Coding\u4e0a\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u63a5\u4e0b\u6765\u7b2c\u4e8c\u4e2a\u6bd4\u8f83\u6709\u610f\u601d\u7684\u95ee\u9898\uff0c\u4eca\u5929\u8fd9\u4e2a\u65f6\u95f4\u70b9\u7279\u522b\u7279\u6b8a\uff0c\u4e00\u4e2a\u662f\u9884\u8bad\u7ec3\u8fc7\u53bb\u8d70\u4e863\u5e74\uff0c\u5927\u5bb6\u90fd\u8bf4\u53ef\u80fd\u4eca\u5929\u8d70\u5230\u4e86\u4e03\u516b\u6210\u7684\u6536\u76ca\uff0c\u5f3a\u5316\u5b66\u4e60\u4e5f\u90fd\u6210\u4e3a\u5171\u8bc6\uff0c\u505a\u5230\u4e86\u56db\u4e94\u5341\u7684\u7a7a\u95f4\uff0c\u540e\u9762\u7684\u6570\u636e\u3001\u73af\u5883\u7a7a\u95f4\u5f88\u5927\u3002<\/p>\n

\u63a5\u4e0b\u6765\u4e00\u4e2a\u65b0\u7684\u8303\u5f0f\uff0c\u5510\u8001\u5e08\u4e5f\u8c08\u5230\u4e86\u81ea\u4e3b\u5b66\u4e60\u3001\u81ea\u6211\u5b66\u4e60\uff0c\u56e0\u4e3a\u4eca\u5929\u8fd9\u4e2a\u4f1a\u7684\u4e3b\u9898\u662f\u63a5\u4e0b\u6765\u7684\u5c55\u671bNext\uff0c\u6211\u89c9\u5f97\u8fd9\u662f\u4e00\u4e2a\u7279\u522b\u503c\u5f97\u53bb\u804a\u7684\u8bdd\u9898\u3002<\/p>\n

\u59da\u987a\u96e8\uff1a\u73b0\u5728\u81ea\u4e3b\u5b66\u4e60\u662f\u4e00\u4e2a\u975e\u5e38\u70ed\u95e8\u7684\u8bcd\uff0c\u5728\u7845\u8c37\u5927\u8857\u5c0f\u5df7\u5496\u5561\u9986\u91cc\u9762\uff0c\u5927\u5bb6\u90fd\u5728\u8c08\u8bba\uff0c\u5f62\u6210\u4e86\u4e00\u4e2a\u5171\u8bc6\u3002\u6839\u636e\u6211\u7684\u89c2\u5bdf\uff0c\u6bcf\u4e2a\u4eba\u5bf9\u8fd9\u4e2a\u4e1c\u897f\u7684\u5b9a\u4e49\u548c\u770b\u6cd5\u90fd\u4e0d\u4e00\u6837\uff0c\u6211\u8bb2\u4e24\u70b9\uff1a<\/p>\n

\u7b2c\u4e00\uff0c\u8fd9\u4e2a\u4e8b\u60c5\u4e0d\u662f\u65b9\u6cd5\u8bba\uff0c\u800c\u662f\u6570\u636e\u6216\u8005\u4efb\u52a1\u3002<\/p>\n

\u5f53\u6211\u4eec\u5728\u8c08\u8bba\u81ea\u4e3b\u5b66\u4e60\u7684\u65f6\u5019\uff0c\u5b83\u5230\u5e95\u5728\u4ec0\u4e48\u6837\u7684\u573a\u666f\u4e0b\u57fa\u4e8e\u4ec0\u4e48\u6837\u7684\u5956\u52b1\u51fd\u6570\u53bb\u505a\u3002<\/p>\n

\u4f60\u5728\u804a\u5929\u7684\u65f6\u5019\u53d8\u7684\u8d8a\u6765\u8d8a\u4e2a\u6027\u5316\u662f\u4e00\u79cd\u81ea\u4e3b\u5b66\u4e60\uff0c\u5728\u5199\u4ee3\u7801\u7684\u65f6\u5019\u8d8a\u6765\u8d8a\u719f\u6089\u6bcf\u4e2a\u516c\u53f8\u72ec\u7279\u7684\u73af\u5883\u6216\u8005\u6587\u6863\u662f\u4e00\u79cd\u81ea\u4e3b\u5b66\u4e60\uff0c\u4f60\u53bb\u63a2\u7d22\u65b0\u7684\u79d1\u5b66\uff0c\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\u50cf\u4e00\u4e2a\u535a\u58eb\u4e00\u6837\uff0c\u4ece\u539f\u6765\u4e0d\u4e86\u89e3\u6709\u673a\u5316\u5b66\u662f\u4ec0\u4e48\uff0c\u5230\u5b8c\u6210\u8fd9\u4e2a\u9886\u57df\u7684\u4e13\u5bb6\uff0c\u8fd9\u4e5f\u662f\u4e00\u79cd\u81ea\u4e3b\u5b66\u4e60\u3002\u6bcf\u4e00\u79cd\u81ea\u4e3b\u5b66\u4e60\u7684\u6311\u6218\u6216\u8005\u8bf4\u65b9\u6cd5\u8bba\u90fd\u4e0d\u592a\u4e00\u6837\u3002<\/p>\n

\u7b2c\u4e8c\uff0cChatGPT\u5728\u5229\u7528\u7528\u6237\u7684\u6570\u636e\u4e0d\u65ad\u5f25\u5408\u4eba\u804a\u5929\u7684\u98ce\u683c\u662f\u4ec0\u4e48\uff0c\u8fd9\u662f\u4e0d\u662f\u4e00\u79cd\u81ea\u6211\u5b66\u4e60\uff1f<\/p>\n

\u4eca\u5929Claude\u5df2\u7ecf\u5199\u4e86Claude\u8fd9\u4e2a\u9879\u76ee95%\u7684\u4ee3\u7801\uff0c\u5b83\u5728\u5e2e\u52a9\u5b83\u81ea\u5df1\u53d8\u7684\u66f4\u597d\uff0c\u8fd9\u662f\u4e0d\u662f\u4e00\u79cd\u81ea\u6211\u5b66\u4e60\uff1f<\/p>\n

\u6211\u4eec\u5f53\u65f62022\u5e74\u30012023\u5e74\u7684\u65f6\u5019\uff0c\u6211\u53bb\u7845\u8c37\u5ba3\u4f20\u8fd9\u4e2a\u5de5\u4f5c\uff0c\u6211\u5f53\u65f6\u5199\u4e86\u7b2c\u4e00\u9875\u662f\u8bf4ASI\u6700\u91cd\u8981\u7684\u70b9\u662f\u81ea\u4e3b\u5b66\u4e60\u3002\u4eca\u5929\u7684AI\u7cfb\u7edf\u672c\u8d28\u4e0a\u90fd\u6709\u4e24\u90e8\u5206\uff0c\u9996\u5148\u5b83\u662f\u4e00\u4e2a\u6a21\u578b\uff0c\u5176\u6b21\u5b83\u6709\u4e2a\u4ee3\u7801\u5e93\uff0c\u4f60\u600e\u4e48\u53bb\u7528\u8fd9\u4e2a\u6a21\u578b\uff0c\u662f\u7528\u6765\u505a\u63a8\u7406\uff0c\u8fd8\u662f\u505aAgent\uff0c\u6709\u76f8\u5e94\u7684\u4ee3\u7801\u5e93\uff0c\u6211\u4eec\u4eca\u5929\u770bClaude\u8fd9\u4e2a\u7cfb\u7edf\u672c\u8d28\u4e0a\u6709\u4e24\u90e8\u5206\u3002<\/p>\n

\u4e00\u90e8\u5206\u662f\u662f\u90e8\u7f72\u73af\u5883\u7684\u4e00\u5927\u5806\u76f8\u5e94\u7684\u4ee3\u7801\uff0cKeonGPU\u7684\u73af\u5883\u662f\u600e\u6837\u7684\u3002<\/p>\n

\u53e6\u4e00\u90e8\u5206\u662f\u600e\u4e48\u6837\u53bb\u4f7f\u7528\u5b83\uff0c\u6709\u4e00\u5927\u5806\u76f8\u5e94\u7684\u4ee3\u7801\uff0c\u65e0\u8bba\u662fGPU\u7684\uff0c\u6216\u8005\u8bf4\u5b83\u7684\u524d\u7aef\u8fd8\u662f\u73af\u5883\u662f\u4ec0\u4e48\u6837\u7684\u3002<\/p>\n

\u6211\u4eec\u505aSwitch\u65b9\u9762\u5927\u5bb6\u610f\u8bc6\u4e0d\u5230\uff0c\u8fd9\u4e9b\u81ea\u4e3b\u5b66\u4e60\u7684\u4f8b\u5b50\u53ef\u80fd\u8fd8\u5c40\u9650\u5728\u6bcf\u4e00\u4e2a\u7279\u5b9a\u7684\u573a\u666f\u4e0b\uff0c\u6ca1\u6709\u8ba9\u4eba\u611f\u89c9\u5230\u975e\u5e38\u5927\u7684\u5a01\u529b\u3002<\/p>\n

\u8fd9\u4e2a\u4e8b\u60c5\u5df2\u7ecf\u5728\u53d1\u751f\u4e86\uff0c\u53ef\u80fd\u6548\u7387\u6216\u8005\u53d7\u9650\u5236\u7684\u9650\u5236\uff0c\u6709\u5404\u79cd\u5404\u6837\u7684\u95ee\u9898\uff0c\u53ef\u80fd\u8fd9\u4e2a\u4e8b\u60c5\u6211\u4e2a\u4eba\u7684\u770b\u6cd5\u5b83\u66f4\u50cf\u662f\u4e00\u4e2a\u6e10\u53d8\u3002<\/p>\n

\u5f88\u591a\u4eba\u8bf42026\u5e74\u770b\u5230\u4fe1\u53f7\uff0c\u6211\u89c9\u5f972025\u5e74\u5c31\u770b\u5230\u4fe1\u53f7\u4e86\u3002<\/p>\n

Cursor\u6bcf\u51e0\u4e2a\u5c0f\u65f6\u90fd\u4f1a\u7528\u6700\u65b0\u7684\u7528\u6237\u6570\u636e\u53bb\u8fdb\u884c\u5b66\u4e60\uff0c\u5305\u62ec\u65b0\u7684\u6a21\u578b\uff0c\u4e5f\u5728\u4f7f\u7528\u8fd9\u4e9b\u771f\u5b9e\u73af\u5883\u4e0b\u7684\u6570\u636e\u53bb\u8bad\u7ec3\uff0c\u5927\u5bb6\u89c9\u5f97\u8fd9\u4e2a\u4e1c\u897f\u53ef\u80fd\u8fd8\u6ca1\u6709\u7279\u522b\u77f3\u7834\u5929\u60ca\uff0c\u662f\u56e0\u4e3a\u53d7\u9650\u4e8e\u4ed6\u4eec\u6ca1\u6709\u9884\u8bad\u7ec3\u80fd\u529b\uff0c\u4ed6\u4eec\u6a21\u578b\u6548\u679c\u786e\u5b9e\u8fd8\u4e0d\u5982Opens\uff0c\u663e\u7136\u8fd9\u662f\u4e00\u4e2a\u4fe1\u53f7\u3002<\/p>\n

\u6700\u5927\u7684\u95ee\u9898\u662f\u60f3\u8c61\u529b\uff0c\u6211\u4eec\u5f88\u5bb9\u6613\u60f3\u8c61\u5f3a\u5316\u5b66\u4e60\u6216\u8005\u63a8\u7406\u8fd9\u4e2a\u8303\u5f0f\uff0c\u5982\u679c\u5b9e\u73b0\u5927\u6982\u662f\u4ec0\u4e48\u6837\uff0c\u6211\u4eec\u53ef\u4ee5\u60f3\u8c61O1\uff0c\u5728\u6570\u5b66\u9898\u4e0a\u672c\u6765\u662f10\u5206\uff0c\u73b0\u5728\u53d8\u6210\u4e8680\u5206\uff0c\u901a\u8fc7\u8fd9\u4e2a\u5f3a\u5316\u5b66\u4e60\u6709\u975e\u5e38\u5f3a\u7684\u601d\u7ef4\u94fe\u505a\u8fd9\u4e2a\u4e8b\u60c5\u3002<\/p>\n

\u5982\u679c2026\u5e74\u6216\u80052027\u5e74\u6211\u4eec\u6709\u4e00\u4e2a\u8303\u5f0f\u7684\u53d1\u751f\uff0c\u6211\u5ba3\u5e03\u4e86\u4e00\u4e2a\u65b0\u7684\u6a21\u578b\u6216\u8005\u65b0\u7684\u7cfb\u7edf\u5b9e\u73b0\u4e86\u81ea\u6211\u5b66\u4e60\uff0c\u6211\u4eec\u5e94\u8be5\u7528\u4ec0\u4e48\u6837\u7684\u4efb\u52a1\uff0c\u5b83\u5e94\u8be5\u662f\u4ec0\u4e48\u6837\u7684\u6548\u679c\uff0c\u4f60\u4f1a\u76f8\u4fe1\u5b83\u5b9e\u73b0\u4e86\u3002<\/p>\n

\u5b83\u662f\u4e00\u4e2a\u8d5a\u94b1\u7684\u4ea4\u6613\u7cfb\u7edf\uff0c\u5b83\u53ef\u4ee5\u8d5a\u5f88\u591a\u94b1\uff0c\u5b83\u771f\u7684\u89e3\u51b3\u4e86\u4eba\u7c7b\u4e4b\u524d\u6ca1\u6cd5\u89e3\u51b3\u7684\u79d1\u5b66\u95ee\u9898\u8fd8\u662f\u522b\u7684\u3002\u6211\u89c9\u5f97\u53ef\u80fd\u9700\u8981\u5148\u60f3\u8c61\u5230\u5b83\u957f\u4ec0\u4e48\u6837\u3002<\/p>\n

\u6797\u4fca\u65f8\uff1a\u5982\u679c\u4ece\u66f4\u5b9e\u9645\u4e00\u70b9\u6765\u8bb2\u7684\u8bdd\uff0c\u521a\u624d\u8bb2\u7684\u8fd9\u4e2a\u8303\u5f0f\u5728\u6bd4\u8f83\u65e9\u671f\u9636\u6bb5\uff0cRL\u8fd9\u4e2a\u4e8b\u60c5\uff0c\u5b9e\u9645\u4e0a\u6211\u4eec\u8fd8\u6ca1\u6709\u505a\u7684\u90a3\u4e48\u5145\u5206\uff0c\u5f88\u591a\u6f5c\u529b\u6ca1\u6709\u6253\u51fa\u6765\u3002<\/p>\n

\u4eca\u5929\u6211\u4eec\u4e5f\u770b\u5230\u5f88\u591a\u95ee\u9898\u5728\u8fd9\u91cc\u9762\u53d1\u751f\uff0c\u6211\u89c9\u5f97\u5168\u7403\u8303\u56f4\u5185\u7c7b\u4f3c\u7684\u95ee\u9898\u8fd8\u5b58\u5728\u3002<\/p>\n

\u5982\u679c\u8981\u8bf4\u4e0b\u4e00\u4ee3\u8303\u5f0f\u7684\u8bdd\uff0c\u4e00\u4e2a\u81ea\u4e3b\u5b66\u4e60\uff0c\u4e4b\u524d\u8ddf\u4e00\u4e2a\u670b\u53cb\u804a\u5230\u8bf4\u4eba\u7c7b\u4e0d\u80fd\u8ba9AI\u53d8\u7684\u66f4\u5389\u5bb3\uff0c\u6bd4\u5982\u8bf4\u4f60\u8ddfAI\u4e0d\u65ad\u5730\u4ea4\u4e92\uff0c\u53ea\u4f1a\u8ba9\u5b83\u4e0a\u4e0b\u6587\u53d8\u7684\u8d8a\u6765\u8d8a\u957f\uff0cAI\u53d8\u7684\u8d8a\u6765\u8d8a\u7b28\uff0c\u8fd9\u662f\u5f88\u70e6\u4eba\u7684\u4e8b\u60c5\u3002<\/p>\n

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\u539f\u6765\u6211\u4eec\u603b\u89c9\u5f97\u5de5\u4e1a\u754c\u5728dominating\u8fd9\u4e9b\uff0c\u5176\u5b9e\u6211\u89c9\u5f97\u4eca\u5929\u57282025\u5e74\u5e95\u52302026\u5e74\u521d\u7684\u65f6\u5019\uff0c\u8fd9\u4e00\u73b0\u8c61\u4e0d\u5927\u5b58\u5728\u4e86\uff0c\u53ef\u80fd\u8fd8\u670910\u500d\u7684\u5dee\uff0c\u4f46\u5b83\u5df2\u7ecf\u5b75\u5316\u51fa\u79cd\u5b50\u4e86\uff0c\u6211\u89c9\u5f97\u5728\u5b66\u672f\u754c\u6709\u8fd9\u4e2a\u521b\u65b0\u7684\u57fa\u56e0\uff0c\u6709\u8fd9\u4e2a\u53ef\u80fd\u6027\uff0c\u8fd9\u662f\u7b2c\u4e00\u4e2a\u3002<\/p>\n

\u7b2c\u4e8c\uff0c\u6211\u89c9\u5f97\u4e00\u4e2a\u521b\u65b0\u7684\u51fa\u73b0\u4e00\u5b9a\u662f\u67d0\u4e2a\u4e8b\u60c5\u6709\u5927\u91cf\u7684\u6295\u5165\uff0c\u5e76\u4e14\u5b83\u7684efficiency\u53d8\u6210\u74f6\u9888\u4e86\uff0c\u73b0\u5728\u5728\u6574\u4e2a\u5927\u6a21\u578b\u91cc\u9762\u6295\u5165\u5df2\u7ecf\u5de8\u5927\uff0c\u4f46\u662fefficiency\u5e76\u4e0d\u9ad8\uff0c\u4e5f\u5c31\u662f\u6211\u4eec\u7ee7\u7eedScaling\uff0c\u80af\u5b9a\u662f\u6709\u6536\u76ca\u3002<\/p>\n

\u539f\u6765data\u4ece2025\u5e74\u521d\uff0c\u5f53\u65f6\u53ef\u80fd10\u4e2aTB\u7684\u6570\u636e\uff0c\u73b0\u572830\u4e2aT\uff0c\u751a\u81f3\u6211\u4eec\u53ef\u4ee5Scaling\u5230100\u4e2aT\uff0c\u4f46\u662f100\u4e2aT\uff0c\u4f60Scaling\u4e0a\u53bb\u4ee5\u540e\uff0c\u4f60\u7684\u6536\u76ca\u6709\u591a\u5c11\uff0c\u8ba1\u7b97Cost\u6709\u591a\u5c11\uff0c\u53d8\u6210\u4e86\u8fd9\u4e48\u4e00\u4e2a\u95ee\u9898\uff0c\u4f60\u4e0d\u521b\u65b0\uff0c\u8fd9\u5c31\u53d8\u6210\u4e86\u53ef\u80fd\u82b1\u638910\u4e2a\u4ebf\u3001\u82b1\u6389\u4e8620\u4e2a\u4ebf\uff0c\u4f46\u662f\u4f60\u7684\u6536\u76ca\u5f88\u5c0f\uff0c\u5c31\u4e0d\u503c\u5f97\u4e86\u3002<\/p>\n

\u53e6\u5916\u4e00\u65b9\u9762\u5bf9\u4e8e\u65b0\u7684\u667a\u80fd\u521b\u65b0\uff0c\u5047\u5982\u8bf4\u6211\u4eec\u6bcf\u4e00\u6b21\u90fd\u8981\u91cd\u8bad\u4e00\u4e2a\u57fa\u5ea7\uff0c\u518d\u91cd\u8bad\u5f88\u591aRL\uff0c\u50cf2024\u5e74\u51faRL\u7684\u65f6\u5019\uff0c\u5f88\u591a\u4eba\u4f1a\u89c9\u5f97\u6211\u63a5\u7740\u8bad\uff0c\u6536\u76ca\u8868\u91cc\u6709\uff0c\u4f46\u662f\u5230\u4eca\u5929\u7684\u65f6\u5019\u518d\u63a5\u7740\u75af\u72c2\u7684RL\uff0c\u6536\u76ca\u4e5f\u6709\uff0c\u4f46\u6ca1\u6709\u90a3\u4e48\u5927\uff0c\u8fd8\u662f\u6536\u76ca\u6548\u7387\u7684\u95ee\u9898\uff0c\u53ef\u80fd\u6211\u4eec\u672a\u6765\u4e5f\u8bb8\u53ef\u4ee5\u5b9a\u4e49\uff0c\u4e00\u65b9\u9762\u65e2\u7136\u8981Scaling up\uff0c\u6700\u7b28\u7684\u529e\u6cd5\u5c31\u662fScaling\uff0cScaling\u6211\u4eec\u4f1a\u6709\u6536\u76ca\uff0cScaling\u80af\u5b9a\u4f1a\u5e26\u6765\u667a\u80fd\u4e0a\u754c\u7684\u63d0\u5347\u3002<\/p>\n

\u7b2c\u4e8c\u4e2a\u529e\u6cd5\u662f\u5e94\u8be5\u5b9a\u4e49Intelligence efficiency\uff0c\u5c31\u662f\u8bf4\u667a\u80fd\u7684\u6548\u7387\uff0c\u6211\u4eec\u83b7\u5f97\u667a\u80fd\u7684\u6548\u7387\uff0c\u6211\u4eec\u7528\u591a\u5c11\u6295\u5165\u80fd\u83b7\u5f97\u8fd9\u4e2a\u667a\u80fd\u7684\u589e\u91cf\uff0c\u5982\u679c\u6211\u4eec\u80fd\u7528\u66f4\u5c11\u7684\u83b7\u5f97\u5b83\u7684\u589e\u91cf\uff0c\u800c\u4e14\u73b0\u5728\u6211\u4eec\u5df2\u7ecf\u53d8\u6210\u4e86\u4e00\u4e2a\u74f6\u9888\uff0c\u5047\u5982\u80fd\u7528\u66f4\u5c11\u7684\u8303\u5f0f\u83b7\u5f97\u540c\u6837\u667a\u80fd\u7684\u63d0\u5347\uff0c\u5b83\u5c31\u53d8\u6210\u4e00\u4e2a\u74f6\u9888\u5f0f\u7684\u4e8b\u60c5\u3002<\/p>\n

\u6240\u4ee5\u6211\u89c9\u5f972026\u5e74\u4e00\u5b9a\u4f1a\u6709\u8fd9\u6837\u4e00\u4e2a\u8303\u5f0f\u7684\u53d1\u751f\uff0c\u6211\u4eec\u4e5f\u5728\u52aa\u529b\uff0c\u6211\u4eec\u5e0c\u671b\u53d1\u751f\u5728\u6211\u4eec\u8eab\u4e0a\uff0c\u4f46\u4e5f\u4e0d\u4e00\u5b9a\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u7b2c\u4e09\u4e2a\u662f\u804a\u804aAgent\u6218\u7565\uff0c\u5b83\u4e0d\u518d\u53ea\u662f\u4e00\u4e2aChat\uff0c\u800c\u662f\u8bf4\u771f\u7684\u5728\u81ea\u52a8\u5316\u4e00\u6574\u5929\u751a\u81f3\u4e00\u5468\u7684\u4efb\u52a1\u6d41\uff0c2026\u5e74Agent\u53ef\u80fd\u662f\u521b\u9020\u7ecf\u6d4e\u4ef7\u503c\u7684\u5173\u952e\u4e00\u5e74\u3002<\/p>\n

\u987a\u96e8\u82b1\u4e86\u5f88\u591a\u65f6\u95f4\u505aAgent\u7684\u7814\u7a76\uff0c\u4f60\u5bf92026\u5e74Agent\uff0c\u6bd4\u5982\u8bf4Long Agent\u771f\u7684\u80fd\u5e72\u4eba\u7c7b1-2\u5468\u7684\u5de5\u4f5c\uff0c\u5bf9Agent\u6218\u7565\uff0c\u5305\u62ec\u4ece\u6a21\u578b\u516c\u53f8\u7684\u51fa\u53d1\u70b9\uff0c\u4f1a\u600e\u4e48\u601d\u8003\u8fd9\u4e2a\u95ee\u9898\uff1f<\/p>\n

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\u4ece\u67d0\u79cd\u7a0b\u5ea6\u6765\u8bf4\uff0c\u505atoB\uff0c\u6240\u6709\u7684\u76ee\u6807\u8fd9\u4ef6\u4e8b\u66f4\u4e00\u81f4\uff0c\u6a21\u578b\u7684\u667a\u80fd\u8d8a\u9ad8\uff0c\u89e3\u51b3\u7684\u4efb\u52a1\u8d8a\u591a\uff0c\u89e3\u51b3\u7684\u4efb\u52a1\u8d8a\u591a\uff0c\u5728toB\u4e0b\u5e26\u6765\u7684\u6536\u76ca\u8d8a\u5927\u3002<\/p>\n

\u505atoC\u7684\u95ee\u9898\u662f\u8bf4\uff0c\u6211\u4eec\u90fd\u77e5\u9053DAU\u6216\u8005\u8bf4\u4ea7\u54c1\u7684\u6307\u6807\u548c\u6a21\u578b\u7684\u667a\u80fd\uff0c\u5f88\u591a\u65f6\u5019\u662f\u4e0d\u76f8\u5173\u7684\uff0c\u751a\u81f3\u662f\u76f8\u53cd\u7684\u5173\u7cfb\uff0c\u6211\u89c9\u5f97\u8fd9\u662f\u80fd\u591f\u805a\u7126\u7684\u53e6\u4e00\u4e2a\u5f88\u91cd\u8981\u7684\u539f\u56e0\uff0c\u4ed6\u53ea\u8981\u771f\u7684\u628a\u6a21\u578b\u8d8a\u505a\u8d8a\u597d\uff0c\u4ed6\u7684\u6536\u76ca\u8d8a\u6765\u8d8a\u9ad8\uff0c\u6240\u6709\u7684\u4e8b\u60c5\u90fd\u662f\u975e\u5e38\u597d\u7684\u3002<\/p>\n

\u76ee\u524d\u770b\u8d77\u6765\uff0ctoB\u6216\u8005\u8bf4\u751f\u4ea7\u529b\u7684Agent\u521a\u521a\u5f00\u59cb\uff0c\u73b0\u5728\u9664\u4e86\u6a21\u578b\u4e4b\u5916\uff0c\u6709\u4e24\u4e2aNext\uff0c\u73af\u5883\u95ee\u9898\u6216\u8005Deployment\u95ee\u9898\u3002<\/p>\n

\u5728OpenAI\u4e4b\u524d\uff0c\u6211\u5728\u4e00\u4e2a\u516c\u53f8\u5b9e\u4e60\u8fc7\uff0c\u8fd9\u662f\u4e00\u4e2atoB\u7684\u516c\u53f8\uff0c\u6211\u89c9\u5f97\u5728toB\u516c\u53f8\u5de5\u4f5c\u8fc7\u6709\u5f88\u591a\u6536\u83b7\uff0c\u6700\u5927\u7684\u6536\u83b7\u662f\u5373\u4f7f\u4eca\u5929\u7684\u6a21\u578b\u4e0d\u518d\u53d8\u597d\uff0c\u6240\u6709\u7684\u6a21\u578b\u8bad\u7ec3\u5168\u90e8\u505c\u6b62\u4e86\u3002<\/p>\n

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\u6700\u540e\uff0c\u505a\u5e94\u7528\u7684\u901f\u5ea6\u3002\u5982\u679c\u8bf4\u6211\u6709\u4e2a\u65f6\u95f4\u7a97\uff0c\u80fd\u591f\u62c9\u5f00\u534a\u5e74\u7684\u65f6\u95f4\u7a97\uff0c\u8fc5\u901f\u628a\u8fd9\u4e2a\u5e94\u7528\u6ee1\u8db3\u4e86\uff0c\u534a\u5e74\u4ee5\u540e\uff0c\u8981\u4e48\u8fed\u4ee3\uff0c\u8981\u4e48\u600e\u4e48\u63a5\uff0c\u600e\u4e48\u80fd\u5f80\u524d\u8d70\u4e5f\u662f\u4e00\u4e2a\u65b9\u9762\u3002<\/p>\n

\u5927\u6a21\u578b\u5230\u73b0\u5728\u66f4\u591a\u7684\u662f\u5728\u62fc\u901f\u5ea6\u3001\u62fc\u65f6\u95f4\uff0c\u4e5f\u8bb8\u6211\u4eec\u4ee3\u7801\u6b63\u786e\u4e86\uff0c\u4e5f\u8bb8\u6211\u4eec\u5c31\u4f1a\u5728\u8fd9\u65b9\u9762\u8d70\u7684\u66f4\u8fdc\u4e00\u70b9\uff0c\u4f46\u4e5f\u8bb8\u5931\u8d25\u4ee5\u540e\u5c31\u534a\u5e74\uff0c\u534a\u5e74\u5c31\u6ca1\u4e86\uff0c\u4eca\u5e74\u6211\u4eec\u53ea\u662f\u5728Coding\uff0c\u5728Agent\u8fd9\u4e00\u5757\u505a\u4e86\u4e00\u70b9\u70b9\uff0c\u73b0\u5728\u6211\u4eecCoding\u7684\u8c03\u7528\u91cf\u90fd\u8fd8\u4e0d\u9519\uff0c\u6211\u89c9\u5f97\u66f4\u591a\u7684\u4e5f\u662f\u4e00\u4e2a\u65b9\u5411\uff0c\u505aAgent\u672a\u6765\u4e5f\u662f\u4e00\u4e2a\u65b9\u5411\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u7b2c\u56db\u4e2a\u95ee\u9898\uff0c\u5728\u4e09\u5e74\u548c\u4e94\u5e74\u4ee5\u540e\uff0c\u5168\u7403\u6700\u9886\u5148\u7684AI\u516c\u53f8\u662f\u4e2d\u56fd\u56e2\u961f\u7684\u6982\u7387\u6709\u591a\u5927\uff1f<\/p>\n

\u59da\u987a\u96e8\uff1a\u6211\u89c9\u5f97\u6982\u7387\u8fd8\u633a\u9ad8\u7684\uff0c\u6211\u8fd8\u662f\u633a\u4e50\u89c2\u7684\u3002\u76ee\u524d\u770b\u8d77\u6765\uff0c\u4efb\u4f55\u4e00\u4e2a\u4e8b\u60c5\u4e00\u65e6\u88ab\u53d1\u73b0\uff0c\u5728\u4e2d\u56fd\u5c31\u80fd\u591f\u5f88\u5feb\u7684\u590d\u73b0\uff0c\u5728\u5f88\u591a\u5c40\u90e8\u505a\u7684\u66f4\u597d\uff0c\u5305\u62ec\u4e4b\u524d\u5236\u9020\u4e1a\u3001\u7535\u52a8\u8f66\u8fd9\u6837\u7684\u4f8b\u5b50\u5df2\u7ecf\u4e0d\u65ad\u5730\u53d1\u751f\u3002<\/p>\n

\u6211\u89c9\u5f97\u53ef\u80fd\u6709\u51e0\u4e2a\u6bd4\u8f83\u5173\u952e\u7684\u70b9\uff0c\u4e00\u4e2a\u53ef\u80fd\u662f\u4e2d\u56fd\u7684\u5149\u523b\u673a\u5230\u5e95\u80fd\u4e0d\u80fd\u7a81\u7834\uff0c\u5982\u679c\u6700\u7ec8\u7b97\u529b\u53d8\u6210\u4e86Bottleneck\uff0c\u6211\u4eec\u80fd\u4e0d\u80fd\u89e3\u51b3\u7b97\u529b\u95ee\u9898\u3002<\/p>\n

\u76ee\u524d\u770b\u8d77\u6765\uff0c\u6211\u4eec\u6709\u5f88\u597d\u7684\u7535\u529b\u4f18\u52bf\uff0c\u6709\u5f88\u597d\u7684\u57fa\u7840\u8bbe\u65bd\u7684\u4f18\u52bf\u3002\u4e3b\u8981\u7684\u74f6\u9888\uff0c\u4e00\u4e2a\u662f\u4ea7\u80fd\uff0c\u5305\u62ec\u5149\u523b\u673a\uff0c\u4ee5\u53ca\u8f6f\u4ef6\u751f\u6001\u3002\u5982\u679c\u8fd9\u4e2a\u95ee\u9898\u89e3\u51b3\uff0c\u6211\u89c9\u5f97\u4f1a\u662f\u5f88\u5927\u7684\u5e2e\u52a9\u3002<\/p>\n

\u53e6\u4e00\u4e2a\u95ee\u9898\uff0c\u9664\u4e86toC\u4e4b\u5916\uff0c\u80fd\u4e0d\u80fd\u6709\u66f4\u6210\u719f\u6216\u8005\u66f4\u597d\u7684toB\u7684\u5e02\u573a\uff0c\u6216\u8005\u6709\u6ca1\u6709\u673a\u4f1a\u5728\u56fd\u9645\u7684\u5546\u4e1a\u73af\u5883\u7ade\u4e89\u3002<\/p>\n

\u4eca\u5929\u6211\u4eec\u770b\u5230\u5f88\u591a\u505a\u751f\u4ea7\u529b\u6216\u8005\u505atoB\u7684\u6a21\u578b\u6216\u8005\u5e94\u7528\uff0c\u8fd8\u662f\u4f1a\u8bde\u751f\u5728\u7f8e\u56fd\uff0c\u56e0\u4e3a\u652f\u4ed8\u610f\u613f\u66f4\u5f3a\u7684\uff0c\u6587\u5316\u66f4\u597d\uff0c\u4eca\u5929\u5728\u56fd\u5185\u505a\u8fd9\u4e2a\u4e8b\u60c5\u5f88\u96be\uff0c\u6240\u4ee5\u5927\u5bb6\u90fd\u4f1a\u9009\u62e9\u51fa\u6d77\u6216\u8005\u56fd\u9645\u5316\u7684\u4e8b\u60c5\uff0c\u8fd9\u4e24\u4e2a\u662f\u6bd4\u8f83\u5927\u7684\u5ba2\u89c2\u4e0a\u7684\u56e0\u7d20\u3002<\/p>\n

\u66f4\u91cd\u8981\u7684\u662f\u4e3b\u89c2\u4e0a\u7684\u6982\u5ff5\uff0c\u6700\u8fd1\u6211\u5728\u8ddf\u5f88\u591a\u4eba\u804a\u5929\uff0c\u6211\u4eec\u7684\u611f\u53d7\u662f\u5728\u4e2d\u56fd\u6709\u975e\u5e38\u591a\u975e\u5e38\u5f3a\u7684\u4eba\u624d\uff0c\u4efb\u4f55\u4e00\u4e2a\u4e8b\u60c5\u53ea\u8981\u88ab\u8bc1\u660e\u80fd\u505a\u51fa\u6765\uff0c\u5f88\u591a\u4eba\u90fd\u4f1a\u975e\u5e38\u79ef\u6781\u5730\u5c1d\u8bd5\uff0c\u5e76\u4e14\u60f3\u505a\u7684\u66f4\u597d\u3002<\/p>\n

\u6211\u89c9\u5f97\u4e2d\u56fd\u60f3\u8981\u7a81\u7834\u65b0\u7684\u8303\u5f0f\u6216\u8005\u505a\u975e\u5e38\u5192\u9669\u4e8b\u60c5\u7684\u4eba\u53ef\u80fd\u8fd8\u4e0d\u591f\u591a\uff0c\u8fd9\u91cc\u9762\u6709\u7ecf\u6d4e\u73af\u5883\u3001\u5546\u4e1a\u73af\u5883\u5305\u62ec\u6587\u5316\u7684\u56e0\u7d20\uff0c\u5982\u679c\u589e\u52a0\u4e00\u70b9\uff0c\u4e3b\u89c2\u4e0a\u6709\u6ca1\u6709\u66f4\u591a\u6709\u521b\u4e1a\u7cbe\u795e\u6216\u8005\u5192\u9669\u7cbe\u795e\u7684\u4eba\uff0c\u771f\u7684\u60f3\u8981\u53bb\u505a\u524d\u6cbf\u63a2\u7d22\u6216\u8005\u65b0\u7684\u8303\u5f0f\u7a81\u7834\u7684\u4e8b\u60c5\u3002<\/p>\n

\u76ee\u524d\u6765\u770b\uff0c\u4e00\u4e2a\u8303\u5f0f\u4e00\u65e6\u53d1\u751f\uff0c\u6211\u4eec\u53ef\u4ee5\u7528\u5f88\u5c11\u7684\u5361\u3001\u5f88\u9ad8\u7684\u6548\u7387\u53bb\u5c40\u90e8\u505a\u7684\u66f4\u597d\uff0c\u6211\u4eec\u5230\u5e95\u80fd\u4e0d\u80fd\u5f15\u9886\u65b0\u7684\u8303\u5f0f\uff0c\u8fd9\u53ef\u80fd\u662f\u4eca\u5929\u4e2d\u56fd\u552f\u4e00\u8981\u89e3\u51b3\u7684\u95ee\u9898\uff0c\u56e0\u4e3a\u5176\u4ed6\u6240\u6709\u505a\u7684\u4e8b\u60c5\uff0c\u65e0\u8bba\u662f\u5546\u4e1a\uff0c\u8fd8\u662f\u4ea7\u4e1a\u8bbe\u8ba1\uff0c\u8fd8\u662f\u505a\u5de5\u7a0b\uff0c\u6211\u4eec\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u5df2\u7ecf\u6bd4\u7f8e\u56fd\u505a\u7684\u66f4\u597d\u3002<\/p>\n

\u6bcf\u4e2a\u5730\u65b9\u7684\u7814\u7a76\u6587\u5316\u90fd\u5f88\u4e0d\u4e00\u6837\uff0c\u7f8e\u56fd\u5b9e\u9a8c\u5ba4\u7684\u533a\u522b\u53ef\u80fd\u6bd4\u4e2d\u7f8e\u5b9e\u9a8c\u5ba4\u7684\u5dee\u522b\u8fd8\u8981\u5927\uff0c\u5728\u4e2d\u56fd\u4e5f\u4e00\u6837\u3002<\/p>\n

\u5728\u4e2d\u56fd\u5927\u5bb6\u8fd8\u662f\u66f4\u559c\u6b22\u505a\u66f4\u5b89\u5168\u7684\u4e8b\u60c5\uff0c\u6bd4\u5982\u8bf4\u4eca\u5929\u9884\u8bad\u7ec3\u8fd9\u4e2a\u4e8b\u60c5\u5df2\u7ecf\u88ab\u8bc1\u660e\u53ef\u4ee5\u505a\u51fa\u6765\u4e86\uff0c\u5176\u5b9e\u8fd9\u4e2a\u4e8b\u60c5\u4e5f\u975e\u5e38\u96be\u505a\uff0c\u6709\u5f88\u591a\u6280\u672f\u95ee\u9898\u8981\u89e3\u51b3\uff0c\u4f46\u53ea\u8981\u8fd9\u4ef6\u4e8b\u60c5\u4e00\u65e6\u88ab\u8bc1\u660e\u80fd\u505a\u51fa\u6765\uff0c\u6211\u4eec\u90fd\u5f88\u6709\u4fe1\u5fc3\u51e0\u4e2a\u6708\u6216\u8005\u4e00\u6bb5\u65f6\u95f4\u5185\u5c31\u628a\u8fd9\u4e2a\u95ee\u9898\u641e\u6e05\u695a\u3002<\/p>\n

\u4f46\u5982\u679c\u4eca\u5929\u8ba9\u4e00\u4e2a\u4eba\u8bf4\u63a2\u7d22\u4e00\u4e2a\u957f\u671f\u8bb0\u5fc6\u6216\u8005\u6301\u7eed\u5b66\u4e60\uff0c\u8fd9\u4e2a\u4e8b\u60c5\u5927\u5bb6\u4e0d\u77e5\u9053\u600e\u4e48\u505a\u3001\u4e0d\u77e5\u9053\u80fd\u4e0d\u80fd\u505a\u8d77\u6765\uff0c\u8fd9\u4e2a\u4e8b\u60c5\u8fd8\u662f\u6bd4\u8f83\u56f0\u96be\u7684\u3002<\/p>\n

\u53ef\u80fd\u4e0d\u53ea\u662f\u5927\u5bb6\u66f4\u559c\u6b22\u505a\u786e\u5b9a\u6027\u7684\u4e8b\u60c5\u3001\u4e0d\u592a\u613f\u610f\u505a\u521b\u65b0\u6027\u7684\u4e8b\u60c5\uff0c\u5f88\u91cd\u8981\u7684\u4e00\u70b9\u662f\u6587\u5316\u7684\u79ef\u7d2f\u6216\u8005\u6574\u4f53\u7684\u8ba4\u77e5\uff0c\u5176\u5b9e\u662f\u9700\u8981\u65f6\u95f4\u6c89\u6dc0\u7684\u4e8b\u60c5<\/p>\n

OpenAI\u57282022\u5e74\u5c31\u5f00\u59cb\u505a\u8fd9\u4e2a\u4e8b\u60c5\u4e86\uff0c\u56fd\u51852023\u5e74\u5f00\u59cb\u505a\u4e86\uff0c\u5bf9\u8fd9\u4e2a\u4e1c\u897f\u7684\u7406\u89e3\u4f1a\u6709\u4e00\u4e9b\u5dee\u5f02\uff0c\u6216\u8005\u8bf4\u4e2d\u56fd\u6ca1\u6709\u8fd9\u4e48\u5927\u3002<\/p>\n

\u6211\u89c9\u5f97\u53ef\u80fd\u5f88\u591a\u4e5f\u5c31\u662f\u65f6\u95f4\u95ee\u9898\uff0c\u5f53\u4f60\u79ef\u7d2f\u4e86\u6587\u5316\u6216\u8005\u5e95\u8574\u66f4\u6df1\u7684\u65f6\u5019\uff0c\u6f5c\u79fb\u9ed8\u5316\u7684\u7a0b\u5ea6\u53ef\u80fd\u4f1a\u5f71\u54cd\u4eba\u7684\u505a\u4e8b\u65b9\u5f0f\uff0c\u4f46\u662f\u5b83\u5f88\u5fae\u5999\uff0c\u5f88\u96be\u901a\u8fc7\u699c\u5355\u53bb\u4f53\u73b0\u3002<\/p>\n

\u4e2d\u56fd\u5bf9\u4e8e\u5237\u699c\u6216\u8005\u6570\u5b57\u770b\u7684\u66f4\u91cd\u4e00\u4e9b\uff0c\u5305\u62ecDeepSeek\u505a\u7684\u6bd4\u8f83\u597d\u7684\u4e00\u70b9\uff0c\u4ed6\u4eec\u53ef\u80fd\u6ca1\u6709\u90a3\u4e48\u5173\u6ce8\u699c\u5355\u7684\u6570\u5b57\uff0c\u53ef\u80fd\u4f1a\u66f4\u6ce8\u91cd\uff0c\u7b2c\u4e00\uff0c\u4ec0\u4e48\u662f\u6b63\u786e\u7684\u4e8b\u60c5\uff1b<\/p>\n

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\u4e2d\u56fd\u4e5f\u8bb8\u7684\u673a\u4f1a\uff1a<\/p>\n

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\u8ba9\u4e00\u7fa4\u6562\u4e8e\u5192\u9669\u7684\u806a\u660e\u4eba\u6709\u66f4\u591a\u7684\u65f6\u95f4\u53bb\u505a\u8fd9\u6837\u521b\u65b0\u7684\u4e8b\u60c5\uff0c\u6bd4\u5982\u8bf4\u8ba9\u4fca\u65f8\u6709\u66f4\u591a\u7684\u65f6\u95f4\u505a\u521b\u65b0\u7684\u4e8b\u60c5\uff0c\u8fd9\u662f\u7b2c\u4e8c\u4e2a\uff0c\u4e5f\u8bb8\u662f\u6211\u4eec\u653f\u5e9c\uff0c\u5305\u62ec\u6211\u4eec\u56fd\u5bb6\u53ef\u4ee5\u5e2e\u5fd9\u6539\u5584\u7684\u4e8b\u60c5\u3002<\/p>\n

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