{"id":7524,"date":"2026-07-28T21:55:13","date_gmt":"2026-07-28T13:55:13","guid":{"rendered":"https:\/\/i007.cc\/wordpress\/?p=7524"},"modified":"2026-07-28T21:55:13","modified_gmt":"2026-07-28T13:55:13","slug":"%e8%b7%9fai%e8%81%8aai%ef%bc%8c%e5%ad%a6%e4%b9%a0ai%e7%9b%b8%e5%85%b3%e7%9f%a5%e8%af%86","status":"publish","type":"post","link":"https:\/\/i007.cc\/wordpress\/archives\/7524","title":{"rendered":"\u8ddfAI\u804aAI\uff0c\u5b66\u4e60AI\u76f8\u5173\u77e5\u8bc6"},"content":{"rendered":"
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\u5982\u4f55\u7406\u89e3\u5927\u6a21\u578b\u7684agentic\uff1f<\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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“Agentic”\u8fd9\u4e2a\u8bcd\u6765\u627e\u7684\u66f4\u51c6\u786e\u5bf9\u5e94\u53ef\u80fd\u662f”\u5177\u6709\u80fd\u52a8\u6027\/\u80fd\u81ea\u4e3b\u884c\u52a8\u7684”,\u7528\u6765\u5f62\u5bb9\u5927\u6a21\u578b\u4ece\u4e00\u4e2a”\u4e00\u95ee\u4e00\u7b54\u7684\u5bf9\u8bdd\u5de5\u5177”\u8f6c\u53d8\u4e3a\u4e00\u4e2a”\u80fd\u81ea\u5df1\u89c4\u5212\u3001\u81ea\u5df1\u884c\u52a8\u3001\u81ea\u5df1\u7ea0\u9519\u7684\u7cfb\u7edf”\u3002\u7406\u89e3\u8fd9\u4e2a\u6982\u5ff5,\u53ef\u4ee5\u4ece\u51e0\u4e2a\u5c42\u9762\u6765\u770b\u3002<\/p>\n

\u6700\u6838\u5fc3\u7684\u533a\u522b\u5728\u4e8e\u53cd\u9988\u5faa\u73af\u7684\u5b58\u5728\u4e0e\u5426\u3002\u666e\u901a\u7684\u5bf9\u8bdd\u6a21\u5f0f\u662f\u5355\u8f6e\u7684:\u4f60\u95ee,\u6a21\u578b\u7b54,\u7ed3\u675f\u3002Agentic\u7684\u6a21\u578b\u5219\u662f\u5728\u4e00\u4e2a\u5faa\u73af\u91cc\u8fd0\u884c\u2014\u2014\u5b83\u4f1a\u5148\u601d\u8003\u9700\u8981\u505a\u4ec0\u4e48,\u8c03\u7528\u67d0\u4e2a\u5de5\u5177\u6216\u6267\u884c\u67d0\u4e2a\u52a8\u4f5c,\u89c2\u5bdf\u8fd9\u4e2a\u52a8\u4f5c\u8fd4\u56de\u7684\u7ed3\u679c,\u518d\u6839\u636e\u7ed3\u679c\u51b3\u5b9a\u4e0b\u4e00\u6b65\u8be5\u505a\u4ec0\u4e48,\u5982\u6b64\u5f80\u590d,\u76f4\u5230\u4efb\u52a1\u5b8c\u6210\u6216\u8005\u5224\u65ad\u9700\u8981\u5411\u4eba\u6c42\u52a9\u4e3a\u6b62\u3002\u8fd9\u4e2a”\u611f\u77e5-\u51b3\u7b56-\u884c\u52a8-\u518d\u611f\u77e5”\u7684\u5faa\u73af\u662fagentic\u884c\u4e3a\u7684\u9aa8\u67b6\u3002<\/p>\n

\u5176\u6b21\u662f\u81ea\u4e3b\u6027\u548c\u591a\u6b65\u9aa4\u89c4\u5212\u3002\u4e00\u4e2aagentic\u7cfb\u7edf\u9762\u5bf9”\u5e2e\u6211\u628a\u8fd9\u4e2a\u4ed3\u5e93\u91cc\u7684bug\u4fee\u597d”\u8fd9\u6837\u7684\u4efb\u52a1,\u4e0d\u4f1a\u6307\u671b\u7528\u6237\u628a\u6bcf\u4e00\u6b65\u90fd\u62c6\u89e3\u597d\u5582\u7ed9\u5b83,\u800c\u662f\u81ea\u5df1\u628a\u5927\u76ee\u6807\u62c6\u89e3\u6210\u4e00\u4e32\u5b50\u4efb\u52a1:\u5148\u53bb\u8bfb\u4ee3\u7801\u7406\u89e3\u7ed3\u6784,\u518d\u5b9a\u4f4d\u95ee\u9898,\u5199\u4fee\u590d\u65b9\u6848,\u8dd1\u6d4b\u8bd5\u9a8c\u8bc1,\u5982\u679c\u6d4b\u8bd5\u5931\u8d25\u5c31\u8fd4\u56de\u53bb\u8c03\u6574\u3002\u8fd9\u79cd\u628a\u6a21\u7cca\u76ee\u6807\u8f6c\u5316\u4e3a\u5177\u4f53\u6b65\u9aa4\u5e8f\u5217\u7684\u80fd\u529b,\u662fagentic\u548c\u666e\u901a\u95ee\u7b54\u6700\u5927\u7684\u5206\u91ce\u3002<\/p>\n

\u7b2c\u4e09\u662f\u5de5\u5177\u4f7f\u7528\u80fd\u529b\u3002Agentic\u7684\u6a21\u578b\u901a\u5e38\u88ab\u8d4b\u4e88\u4e86\u5b9e\u9645”\u52a8\u624b”\u7684\u624b\u6bb5\u2014\u2014\u8bfb\u5199\u6587\u4ef6\u3001\u6267\u884c\u4ee3\u7801\u3001\u8c03\u7528API\u3001\u64cd\u4f5c\u6d4f\u89c8\u5668\u7b49\u7b49\u3002\u6a21\u578b\u672c\u8eab\u4e0d\u518d\u53ea\u662f\u8f93\u51fa\u6587\u672c,\u800c\u662f\u6587\u672c\u8f93\u51fa\u4f1a\u88ab\u89e3\u91ca\u6210\u5177\u4f53\u7684\u52a8\u4f5c\u6307\u4ee4,\u6267\u884c\u540e\u7684\u771f\u5b9e\u4e16\u754c\u7ed3\u679c(\u6bd4\u5982\u4ee3\u7801\u8dd1\u8d77\u6765\u62a5\u9519\u4e86,\u6216\u8005\u7f51\u9875\u52a0\u8f7d\u51fa\u4e86\u65b0\u5185\u5bb9)\u53c8\u4f1a\u53cd\u9988\u56de\u6a21\u578b,\u6210\u4e3a\u5b83\u4e0b\u4e00\u6b65\u63a8\u7406\u7684\u4f9d\u636e\u3002\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48”agentic”\u7ecf\u5e38\u548c”tool use”\u3001”function calling”\u8fde\u5728\u4e00\u8d77\u8ba8\u8bba\u3002<\/p>\n

\u7b2c\u56db\u662f\u5e94\u5bf9\u4e0d\u786e\u5b9a\u6027\u548c\u5931\u8d25\u7684\u80fd\u529b\u3002\u771f\u5b9e\u4efb\u52a1\u5f88\u5c11\u4e00\u6b21\u6210\u529f,agentic\u7cfb\u7edf\u9700\u8981\u80fd\u8bc6\u522b”\u8fd9\u4e00\u6b65\u6ca1\u8fbe\u5230\u9884\u671f”\u3001\u51b3\u5b9a\u662f\u91cd\u8bd5\u3001\u6362\u4e00\u79cd\u65b9\u6cd5,\u8fd8\u662f\u653e\u5f03\u5e76\u6c42\u52a9\u7528\u6237,\u800c\u4e0d\u662f\u673a\u68b0\u5730\u6267\u884c\u4e00\u6761\u9884\u8bbe\u597d\u7684\u6d41\u6c34\u7ebf\u3002\u8fd9\u79cd\u81ea\u6211\u7ea0\u9519\u3001\u52a8\u6001\u8c03\u6574\u7684\u80fd\u529b,\u662fagentic\u533a\u522b\u4e8e\u7b80\u5355\u811a\u672c\u81ea\u52a8\u5316\u7684\u5173\u952e\u3002<\/p>\n

\u4e3e\u4e2a\u5177\u4f53\u7684\u4f8b\u5b50\u53ef\u80fd\u66f4\u76f4\u89c2:\u4f60\u8ba9\u6211”\u7814\u7a76\u4e00\u4e0b\u67d0\u5bb6\u516c\u53f8\u6700\u8fd1\u7684\u8d22\u62a5,\u505a\u6210\u4e00\u4efdPPT”\u3002\u975eagentic\u7684\u505a\u6cd5\u662f\u6211\u51ed\u5df2\u6709\u77e5\u8bc6\u76f4\u63a5\u7f16\u4e00\u4efd\u5185\u5bb9\u3002Agentic\u7684\u505a\u6cd5\u662f\u6211\u4f1a\u5148\u610f\u8bc6\u5230\u8d22\u62a5\u4fe1\u606f\u53ef\u80fd\u8fc7\u65f6\u6216\u4e0d\u5728\u6211\u7684\u8bad\u7ec3\u6570\u636e\u91cc,\u4e8e\u662f\u4e3b\u52a8\u53bb\u641c\u7d22\u3001\u6293\u53d6\u6743\u5a01\u6765\u6e90,\u8bfb\u53d6\u5b9e\u9645\u6570\u5b57,\u4ea4\u53c9\u9a8c\u8bc1\u51e0\u4e2a\u6765\u6e90\u662f\u5426\u4e00\u81f4,\u518d\u51b3\u5b9aPPT\u8be5\u600e\u4e48\u7ec4\u7ec7,\u8c03\u7528\u5de5\u5177\u751f\u6210\u6587\u4ef6\u2014\u2014\u8fd9\u6574\u4e2a\u8fc7\u7a0b\u4e2d\u95f4\u53ef\u80fd\u8981\u6765\u56de\u597d\u51e0\u8f6e,\u671f\u95f4\u4e0d\u65ad\u6839\u636e\u62ff\u5230\u7684\u4fe1\u606f\u8c03\u6574\u4e0b\u4e00\u6b65\u52a8\u4f5c\u3002\u8fd9\u5c31\u662fagentic\u5728\u5b9e\u9645\u5de5\u4f5c\u6d41\u91cc\u7684\u6837\u5b50\u3002<\/p>\n

\u503c\u5f97\u7559\u610f\u7684\u662f,agentic\u80fd\u529b\u4e0d\u662f\u6709\u6216\u6ca1\u6709\u7684\u4e8c\u5143\u72b6\u6001,\u800c\u662f\u4e00\u4e2a\u7a0b\u5ea6\u95ee\u9898\u2014\u2014\u4ece\u7b80\u5355\u7684\u5355\u6b21\u5de5\u5177\u8c03\u7528,\u5230\u80fd\u81ea\u4e3b\u89c4\u5212\u51e0\u5341\u6b65\u3001\u8de8\u591a\u4e2a\u5de5\u5177\u534f\u540c\u3001\u957f\u65f6\u95f4\u8fd0\u884c\u7684\u590d\u6742\u4efb\u52a1,\u4e2d\u95f4\u6709\u5f88\u5927\u7684\u80fd\u529b\u8de8\u5ea6\u3002\u76ee\u524d\u4e1a\u754c\u8bc4\u4f30\u4e00\u4e2a\u6a21\u578b”agentic\u80fd\u529b\u5f3a\u4e0d\u5f3a”,\u5f88\u5927\u7a0b\u5ea6\u4e0a\u5c31\u662f\u770b\u5b83\u5728\u957f\u94fe\u6761\u4efb\u52a1\u91cc\u80fd\u4e0d\u80fd\u4fdd\u6301\u76ee\u6807\u4e0d\u6f02\u79fb\u3001\u80fd\u4e0d\u80fd\u6709\u6548\u5229\u7528\u5de5\u5177\u3001\u80fd\u4e0d\u80fd\u5728\u51fa\u9519\u65f6\u81ea\u5df1\u53d1\u73b0\u5e76\u7ea0\u6b63\u3002<\/p>\n

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RLHF\u662f\u4ec0\u4e48\uff1f<\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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RLHF\u5168\u79f0\u662fReinforcement Learning from Human Feedback,\u4e5f\u5c31\u662f”\u57fa\u4e8e\u4eba\u7c7b\u53cd\u9988\u7684\u5f3a\u5316\u5b66\u4e60”,\u662f\u8bad\u7ec3\u5927\u8bed\u8a00\u6a21\u578b\u5bf9\u9f50\u4eba\u7c7b\u504f\u597d\u7684\u4e00\u79cd\u6838\u5fc3\u65b9\u6cd5\u3002<\/p>\n

\u8981\u7406\u89e3RLHF,\u53ef\u4ee5\u5148\u56de\u60f3\u5927\u6a21\u578b\u8bad\u7ec3\u901a\u5e38\u5206\u51e0\u4e2a\u9636\u6bb5\u3002\u7b2c\u4e00\u6b65\u662f\u9884\u8bad\u7ec3,\u6a21\u578b\u5728\u6d77\u91cf\u6587\u672c\u4e0a\u5b66\u4e60\u9884\u6d4b\u4e0b\u4e00\u4e2a\u8bcd,\u8fd9\u4e00\u6b65\u8ba9\u6a21\u578b\u83b7\u5f97\u4e86\u5e7f\u6cdb\u7684\u77e5\u8bc6\u548c\u8bed\u8a00\u80fd\u529b,\u4f46\u5b83\u5e76\u4e0d\u5929\u7136\u77e5\u9053\u4ec0\u4e48\u6837\u7684\u56de\u7b54\u662f”\u597d”\u7684\u3001\u4ec0\u4e48\u662f\u4eba\u7c7b\u771f\u6b63\u60f3\u8981\u7684\u2014\u2014\u5b83\u53ea\u662f\u5728\u6a21\u4eff\u8bad\u7ec3\u6570\u636e\u7684\u7edf\u8ba1\u89c4\u5f8b\u3002\u7b2c\u4e8c\u6b65\u901a\u5e38\u662f\u76d1\u7763\u5fae\u8c03(SFT),\u7528\u4eba\u5de5\u5199\u597d\u7684\u9ad8\u8d28\u91cf\u95ee\u7b54\u6837\u672c\u8ba9\u6a21\u578b\u5b66\u7740\u6a21\u4eff\u8fd9\u79cd\u95ee\u7b54\u98ce\u683c\u3002RLHF\u5219\u662f\u5728\u8fd9\u4e4b\u540e\u7684\u7b2c\u4e09\u6b65,\u76ee\u7684\u662f\u8fdb\u4e00\u6b65\u8ba9\u6a21\u578b\u7684\u884c\u4e3a\u66f4\u8d34\u8fd1\u4eba\u7c7b\u7684\u504f\u597d\u548c\u4ef7\u503c\u89c2,\u6bd4\u5982\u66f4\u6709\u5e2e\u52a9\u3001\u66f4\u8bda\u5b9e\u3001\u66f4\u5b89\u5168\u3002<\/p>\n

RLHF\u7684\u5177\u4f53\u6d41\u7a0b\u4e00\u822c\u5206\u4e09\u6b65\u3002\u9996\u5148,\u8ba9\u8bad\u7ec3\u597d\u7684\u6a21\u578b\u9488\u5bf9\u540c\u4e00\u4e2a\u63d0\u793a\u751f\u6210\u591a\u4e2a\u4e0d\u540c\u7684\u56de\u7b54,\u7136\u540e\u8bf7\u4eba\u7c7b\u6807\u6ce8\u8005\u5bf9\u8fd9\u4e9b\u56de\u7b54\u8fdb\u884c\u6bd4\u8f83\u6392\u5e8f,\u6bd4\u5982”\u56de\u7b54A\u6bd4\u56de\u7b54B\u66f4\u597d”\u3002\u8fd9\u4e00\u6b65\u7684\u4ea7\u51fa\u662f\u5927\u91cf\u7684\u4eba\u7c7b\u504f\u597d\u5bf9\u6bd4\u6570\u636e\u3002\u63a5\u7740,\u7528\u8fd9\u4e9b\u504f\u597d\u6570\u636e\u8bad\u7ec3\u4e00\u4e2a\u72ec\u7acb\u7684”\u5956\u52b1\u6a21\u578b”(reward model),\u8ba9\u5b83\u5b66\u4f1a\u7ed9\u4efb\u610f\u4e00\u4e2a\u56de\u7b54\u6253\u5206,\u5206\u6570\u9ad8\u4f4e\u53cd\u6620\u8fd9\u4e2a\u56de\u7b54\u6709\u591a\u7b26\u5408\u4eba\u7c7b\u504f\u597d\u2014\u2014\u672c\u8d28\u4e0a\u662f\u628a\u4eba\u7c7b\u96f6\u6563\u7684\u504f\u597d\u5224\u65ad,\u538b\u7f29\u6210\u4e00\u4e2a\u53ef\u4ee5\u81ea\u52a8\u6253\u5206\u7684\u51fd\u6570\u3002\u6700\u540e\u4e00\u6b65,\u7528\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5(\u6700\u5e38\u89c1\u7684\u662fPPO,\u8fd1\u7aef\u7b56\u7565\u4f18\u5316)\u53bb\u5fae\u8c03\u539f\u6765\u7684\u8bed\u8a00\u6a21\u578b,\u8ba9\u5b83\u5728\u751f\u6210\u56de\u7b54\u65f6\u5c3d\u91cf\u83b7\u5f97\u5956\u52b1\u6a21\u578b\u7ed9\u51fa\u7684\u9ad8\u5206,\u540c\u65f6\u901a\u5e38\u4f1a\u52a0\u4e00\u4e2a\u7ea6\u675f\u9879(\u6bd4\u5982KL\u6563\u5ea6\u60e9\u7f5a),\u9632\u6b62\u6a21\u578b\u4e3a\u4e86\u9a97\u53d6\u9ad8\u5206\u800c\u504f\u79bb\u539f\u672c\u8bed\u8a00\u80fd\u529b\u592a\u8fdc\u3001\u751f\u6210\u4e00\u4e9b\u5947\u602a\u4f46\u80fd”\u94bb\u7a7a\u5b50”\u62ff\u9ad8\u5206\u7684\u5185\u5bb9\u3002<\/p>\n

\u8fd9\u4e48\u505a\u7684\u610f\u4e49\u5728\u4e8e,\u5f88\u591a”\u597d\u56de\u7b54”\u7684\u6807\u51c6\u5f88\u96be\u7528\u89c4\u5219\u5199\u6b7b,\u6bd4\u5982\u4ec0\u4e48\u53eb\u59d4\u5a49\u3001\u4ec0\u4e48\u53eb\u8fc7\u5ea6\u5570\u55e6\u3001\u4ec0\u4e48\u65f6\u5019\u8be5\u62d2\u7edd\u4e00\u4e2a\u8bf7\u6c42,\u4f46\u4eba\u7c7b\u770b\u5230\u4e24\u4e2a\u56de\u7b54\u65f6\u5f80\u5f80\u80fd\u51ed\u76f4\u89c9\u5224\u65ad\u54ea\u4e2a\u66f4\u597d\u3002RLHF\u76f8\u5f53\u4e8e\u628a\u8fd9\u79cd\u96be\u4ee5\u5f62\u5f0f\u5316\u3001\u4f46\u4eba\u7c7b\u5bb9\u6613\u5224\u65ad\u7684\u504f\u597d,\u8f6c\u5316\u6210\u6a21\u578b\u53ef\u4ee5\u5728\u8bad\u7ec3\u4e2d\u76f4\u63a5\u4f18\u5316\u7684\u4fe1\u53f7,\u4ece\u800c\u8ba9\u6a21\u578b\u7684\u8f93\u51fa\u66f4\u7b26\u5408\u4eba\u7684\u671f\u5f85,\u800c\u4e0d\u53ea\u662f\u7edf\u8ba1\u4e0a”\u50cf”\u8bad\u7ec3\u8bed\u6599\u3002<\/p>\n

\u9700\u8981\u8bf4\u660e\u7684\u662f,RLHF\u4e0d\u662f\u552f\u4e00\u7684\u5bf9\u9f50\u65b9\u6cd5,\u8fd1\u5e74\u4e5f\u51fa\u73b0\u4e86\u4e00\u4e9b\u66ff\u4ee3\u6216\u8865\u5145\u65b9\u6848,\u6bd4\u5982DPO(\u76f4\u63a5\u504f\u597d\u4f18\u5316)\u7701\u53bb\u4e86\u5355\u72ec\u8bad\u7ec3\u5956\u52b1\u6a21\u578b\u548c\u5f3a\u5316\u5b66\u4e60\u7684\u6b65\u9aa4,\u76f4\u63a5\u7528\u504f\u597d\u6570\u636e\u4f18\u5316\u7b56\u7565\u6a21\u578b,\u8ba1\u7b97\u4e0a\u66f4\u7b80\u5355;\u4e5f\u6709\u5de5\u4f5c\u63a2\u7d22\u7528AI\u81ea\u5df1\u751f\u6210\u53cd\u9988\u6765\u4ee3\u66ff\u90e8\u5206\u4eba\u7c7b\u6807\u6ce8(\u6bd4\u5982Constitutional AI\u7684\u601d\u8def)\u3002\u4f46RLHF\u4f5c\u4e3a\u628a\u4eba\u7c7b\u504f\u597d\u5f15\u5165\u6a21\u578b\u8bad\u7ec3\u95ed\u73af\u7684\u5f00\u521b\u6027\u65b9\u6cd5,\u81f3\u4eca\u4ecd\u662f\u7406\u89e3\u73b0\u4ee3\u5bf9\u8bdd\u5f0f\u5927\u6a21\u578b\u4e3a\u4f55”\u542c\u8d77\u6765\u50cf\u5728\u597d\u597d\u8bf4\u8bdd”\u7684\u5173\u952e\u6982\u5ff5\u3002<\/p>\n<\/div>\n<\/div>\n

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\u5982\u4f55\u7406\u89e3AGI\uff1f<\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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AGI\u5168\u79f0\u662fArtificial General Intelligence,\u901a\u5e38\u8bd1\u4f5c”\u901a\u7528\u4eba\u5de5\u667a\u80fd”,\u6307\u7684\u662f\u4e00\u79cd\u80fd\u591f\u50cf\u4eba\u7c7b\u4e00\u6837,\u5728\u51e0\u4e4e\u4efb\u4f55\u667a\u529b\u4efb\u52a1\u4e0a\u90fd\u8868\u73b0\u51fa\u7075\u6d3b\u3001\u901a\u7528\u80fd\u529b\u7684\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf,\u800c\u4e0d\u662f\u53ea\u64c5\u957f\u67d0\u4e2a\u72ed\u7a84\u9886\u57df\u3002\u7406\u89e3\u8fd9\u4e2a\u6982\u5ff5,\u6709\u51e0\u4e2a\u5c42\u9762\u503c\u5f97\u533a\u5206\u5f00\u6765\u770b\u3002<\/p>\n

\u9996\u5148\u8981\u5bf9\u6bd4\u7684\u662f”\u72ed\u7a84\u4eba\u5de5\u667a\u80fd”(Narrow AI)\u3002\u6211\u4eec\u4eca\u5929\u770b\u5230\u7684\u7edd\u5927\u591a\u6570AI\u7cfb\u7edf,\u5305\u62ec\u4e0b\u68cb\u7a0b\u5e8f\u3001\u56fe\u50cf\u8bc6\u522b\u6a21\u578b,\u4e43\u81f3\u4eca\u5929\u7684\u5927\u8bed\u8a00\u6a21\u578b,\u4e25\u683c\u6765\u8bf4\u90fd\u5c5e\u4e8e\u72ed\u7a84AI\u2014\u2014\u5b83\u4eec\u5728\u7279\u5b9a\u4efb\u52a1\u6216\u4efb\u52a1\u96c6\u5408\u4e0a\u8868\u73b0\u51fa\u8272,\u4f46\u8fd9\u79cd\u80fd\u529b\u4e0d\u4f1a\u81ea\u52a8\u8fc1\u79fb\u5230\u8bad\u7ec3\u65f6\u5b8c\u5168\u6ca1\u89c1\u8fc7\u7684\u65b0\u9886\u57df\u3002AGI\u5219\u88ab\u8bbe\u60f3\u4e3a\u5177\u5907\u8de8\u9886\u57df\u7684\u901a\u7528\u5b66\u4e60\u548c\u63a8\u7406\u80fd\u529b:\u4e00\u4e2a\u771f\u6b63\u7684AGI\u7cfb\u7edf\u7406\u8bba\u4e0a\u5e94\u8be5\u80fd\u50cf\u4eba\u4e00\u6837,\u628a\u5728\u4e00\u4e2a\u9886\u57df\u5b66\u5230\u7684\u77e5\u8bc6\u548c\u65b9\u6cd5,\u7075\u6d3b\u8fc1\u79fb\u5e94\u7528\u5230\u5168\u65b0\u7684\u3001\u4e8b\u5148\u6ca1\u6709\u9488\u5bf9\u6027\u8bad\u7ec3\u8fc7\u7684\u95ee\u9898\u4e0a,\u5e76\u4e14\u80fd\u591f\u6301\u7eed\u81ea\u4e3b\u5b66\u4e60,\u800c\u4e0d\u9700\u8981\u4eba\u7c7b\u6bcf\u6b21\u9488\u5bf9\u65b0\u4efb\u52a1\u91cd\u65b0\u8bbe\u8ba1\u548c\u8bad\u7ec3\u3002<\/p>\n

\u5176\u6b21,”AGI\u5230\u5e95\u5e94\u8be5\u5982\u4f55\u5b9a\u4e49\u3001\u8fbe\u5230\u4ec0\u4e48\u6807\u51c6\u624d\u7b97AGI”\u672c\u8eab\u5728\u5b66\u754c\u548c\u4e1a\u754c\u5e76\u6ca1\u6709\u7edf\u4e00\u5171\u8bc6,\u8fd9\u4e5f\u662f\u7406\u89e3\u8fd9\u4e2a\u8bcd\u65f6\u6700\u5bb9\u6613\u6df7\u6dc6\u7684\u5730\u65b9\u3002\u6709\u7684\u5b9a\u4e49\u5f3a\u8c03”\u8fbe\u5230\u6216\u8d85\u8fc7\u666e\u901a\u6210\u5e74\u4eba\u5728\u51e0\u4e4e\u6240\u6709\u8ba4\u77e5\u4efb\u52a1\u4e0a\u7684\u8868\u73b0”;\u6709\u7684\u66f4\u5f3a\u8c03\u81ea\u4e3b\u6027\u548c\u957f\u671f\u89c4\u5212\u80fd\u529b,\u6bd4\u5982\u80fd\u4e0d\u4f9d\u8d56\u4eba\u7c7b\u5e72\u9884\u5730\u8bbe\u5b9a\u548c\u8ffd\u6c42\u957f\u671f\u76ee\u6807;\u4e5f\u6709\u4e00\u4e9b\u673a\u6784(\u6bd4\u5982\u67d0\u4e9bAI\u516c\u53f8)\u7ed9\u51fa\u8fc7\u66f4\u504f\u7ecf\u6d4e\u5b66\u7684\u5b9a\u4e49,\u6bd4\u5982”\u80fd\u5b8c\u6210\u5927\u591a\u6570\u5177\u6709\u7ecf\u6d4e\u4ef7\u503c\u7684\u5de5\u4f5c”\u3002\u56e0\u4e3a\u5b9a\u4e49\u672c\u8eab\u6a21\u7cca\u4e14\u5e26\u6709\u4ef7\u503c\u5224\u65ad,\u4e0d\u540c\u7814\u7a76\u8005\u3001\u4e0d\u540c\u516c\u53f8\u8c08\u8bbaAGI\u65f6,\u5b9e\u9645\u4e0a\u53ef\u80fd\u5728\u8bf4\u4e0d\u540c\u7684\u4e8b\u60c5,\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48\u5173\u4e8e”AGI\u8fd8\u6709\u591a\u8fdc””\u67d0\u4e2a\u6a21\u578b\u7b97\u4e0d\u7b97AGI”\u7684\u8ba8\u8bba\u7ecf\u5e38\u5404\u8bf4\u5404\u8bdd\u3002<\/p>\n

\u7b2c\u4e09,\u503c\u5f97\u6ce8\u610f\u5f53\u524d\u5927\u8bed\u8a00\u6a21\u578b\u548cAGI\u6982\u5ff5\u4e4b\u95f4\u7684\u5173\u7cfb\u5b58\u5728\u4e89\u8bae\u3002\u4e00\u90e8\u5206\u89c2\u70b9\u8ba4\u4e3a,\u50cfGPT\u7cfb\u5217\u3001Claude\u8fd9\u6837\u7684\u5927\u6a21\u578b\u5df2\u7ecf\u5c55\u73b0\u51fa\u76f8\u5f53\u7a0b\u5ea6\u7684\u901a\u7528\u6027\u2014\u2014\u540c\u4e00\u4e2a\u6a21\u578b\u80fd\u5199\u4ee3\u7801\u3001\u5199\u8bd7\u3001\u505a\u6570\u5b66\u9898\u3001\u8fdb\u884c\u591a\u8f6e\u5bf9\u8bdd\u89c4\u5212,\u8fd9\u79cd\u8de8\u4efb\u52a1\u7684\u7075\u6d3b\u6027\u88ab\u89c6\u4e3a\u901a\u5f80AGI\u8def\u4e0a\u7684\u91cd\u8981\u8fdb\u5c55\u3002\u53e6\u4e00\u90e8\u5206\u89c2\u70b9\u5219\u8ba4\u4e3a,\u5f53\u524d\u5927\u6a21\u578b\u672c\u8d28\u4e0a\u4ecd\u662f\u57fa\u4e8e\u7edf\u8ba1\u6a21\u5f0f\u5339\u914d\u7684”\u9ad8\u7ea7\u63d2\u503c\u673a”,\u7f3a\u4e4f\u771f\u6b63\u7684\u56e0\u679c\u63a8\u7406\u3001\u6301\u7eed\u5b66\u4e60\u3001\u5177\u8eab\u7ecf\u9a8c\u548c\u81ea\u4e3b\u76ee\u6807\u8bbe\u5b9a\u80fd\u529b,\u4e0e\u4eba\u7c7b\u667a\u80fd\u7684\u901a\u7528\u6027\u6709\u672c\u8d28\u5dee\u5f02,\u4e0d\u80fd\u7b80\u5355\u5730\u628a”\u53c2\u6570\u66f4\u5927\u3001\u4efb\u52a1\u66f4\u591a”\u7b49\u540c\u4e8e\u901a\u7528\u667a\u80fd\u7684\u51fa\u73b0\u3002\u8fd9\u4e24\u79cd\u7acb\u573a\u76ee\u524d\u90fd\u6709\u4e25\u8083\u7684\u7814\u7a76\u8005\u6301\u6709,\u5206\u6b67\u5f88\u5927\u7a0b\u5ea6\u4e0a\u6e90\u4e8e\u5bf9”\u667a\u80fd””\u7406\u89e3””\u901a\u7528\u6027”\u8fd9\u4e9b\u6982\u5ff5\u672c\u8eab\u5982\u4f55\u754c\u5b9a\u3002<\/p>\n

\u7b2c\u56db\u662f\u56f4\u7ed5AGI\u7684\u793e\u4f1a\u548c\u5b89\u5168\u8ba8\u8bba,\u8fd9\u4e5f\u662f\u8fd9\u4e2a\u8bcd\u7ecf\u5e38\u4f34\u968f\u51fa\u73b0\u7684\u8bed\u5883\u3002\u5982\u679c\u4e00\u4e2a\u7cfb\u7edf\u771f\u7684\u5177\u5907\u4e86\u901a\u7528\u3001\u81ea\u4e3b\u3001\u53ef\u80fd\u8d85\u8d8a\u4eba\u7c7b\u6c34\u5e73\u7684\u80fd\u529b,\u968f\u4e4b\u800c\u6765\u7684\u95ee\u9898\u5305\u62ec:\u5982\u4f55\u786e\u4fdd\u5176\u76ee\u6807\u4e0e\u4eba\u7c7b\u5229\u76ca\u4fdd\u6301\u4e00\u81f4(\u5bf9\u9f50\u95ee\u9898)\u3001\u5982\u4f55\u8bc4\u4f30\u548c\u76d1\u6d4b\u8fd9\u79cd\u80fd\u529b\u7684\u51fa\u73b0(\u56e0\u4e3a\u5f88\u53ef\u80fd\u4e0d\u662f\u4e00\u4e2a\u6e05\u6670\u7684\u4e34\u754c\u70b9,\u800c\u662f\u6e10\u8fdb\u8fc7\u7a0b)\u3001\u4ee5\u53ca\u793e\u4f1a\u3001\u7ecf\u6d4e\u3001\u6cbb\u7406\u5c42\u9762\u8be5\u5982\u4f55\u5e94\u5bf9\u3002\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48Anthropic\u3001OpenAI\u7b49\u673a\u6784\u90fd\u628a”AGI\u4f55\u65f6\/\u662f\u5426\u4f1a\u51fa\u73b0”\u548c”\u5982\u4f55\u5b89\u5168\u5730\u5e94\u5bf9\u8fd9\u79cd\u53ef\u80fd\u6027”\u4f5c\u4e3a\u6838\u5fc3\u8bae\u9898\u5728\u8ba8\u8bba,\u5373\u4fbf\u4ed6\u4eec\u5bf9\u5177\u4f53\u65f6\u95f4\u7ebf\u548c\u5b9e\u73b0\u8def\u5f84\u7684\u5224\u65ad\u5e76\u4e0d\u5b8c\u5168\u4e00\u81f4\u3002<\/p>\n

\u603b\u7684\u6765\u8bf4,\u7406\u89e3AGI\u6bd4\u8f83\u7a33\u59a5\u7684\u65b9\u5f0f\u662f\u628a\u5b83\u770b\u4f5c\u4e00\u4e2a\u5c1a\u5728\u6f14\u53d8\u3001\u8fb9\u754c\u6a21\u7cca\u7684\u6982\u5ff5\u6027\u76ee\u6807,\u800c\u4e0d\u662f\u4e00\u4e2a\u5df2\u7ecf\u6709\u660e\u786e\u6280\u672f\u5b9a\u4e49\u548c\u9a8c\u6536\u6807\u51c6\u7684\u65e2\u5b9a\u4e8b\u5b9e\u3002\u76ee\u524d\u7684\u8fdb\u5c55\u3001\u65f6\u95f4\u7ebf\u9884\u6d4b,\u4ee5\u53ca”\u8fd9\u6761\u8def\u662f\u5426\u8d70\u5f97\u901a”\u672c\u8eab,\u4ecd\u7136\u662f\u4e1a\u754c\u6b63\u5728\u6fc0\u70c8\u8fa9\u8bba\u3001\u6ca1\u6709\u5b9a\u8bba\u7684\u95ee\u9898\u3002<\/p>\n

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\u957f\u601d\u8003\u7684\u63a8\u7406\u6a21\u578b\u662f\u5982\u4f55\u5b9e\u73b0\u7684\uff1f<\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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“\u957f\u601d\u8003”\u63a8\u7406\u6a21\u578b\u6307\u7684\u662f\u50cfOpenAI\u7684o1\/o3\u7cfb\u5217\u3001DeepSeek-R1\u3001\u4ee5\u53caClaude\u7684\u6269\u5c55\u601d\u8003\u6a21\u5f0f\u8fd9\u7c7b,\u5728\u7ed9\u51fa\u6700\u7ec8\u7b54\u6848\u524d\u4f1a\u5148\u751f\u6210\u4e00\u6bb5\u8f83\u957f\u7684\u4e2d\u95f4\u63a8\u7406\u8fc7\u7a0b(\u901a\u5e38\u79f0\u4e3a”\u601d\u7ef4\u94fe”\u6216”thinking”)\u7684\u6a21\u578b\u3002\u7406\u89e3\u5b83\u4eec\u662f\u5982\u4f55\u5b9e\u73b0\u7684,\u53ef\u4ee5\u4ece\u8bad\u7ec3\u65b9\u6cd5\u548c\u63a8\u7406\u673a\u5236\u4e24\u4e2a\u5c42\u9762\u6765\u770b\u3002<\/p>\n

\u5148\u8bf4\u4e00\u4e2a\u80cc\u666f\u8f6c\u53d8\u3002\u65e9\u671f\u8ba9\u6a21\u578b”\u60f3\u5f97\u66f4\u6e05\u695a”\u4e3b\u8981\u9760\u63d0\u793a\u5de5\u7a0b,\u6bd4\u5982\u8457\u540d\u7684Chain-of-Thought\u63d0\u793a,\u5728\u63d0\u793a\u8bcd\u91cc\u52a0\u4e00\u53e5”let’s think step by step”,\u8bf1\u5bfc\u6a21\u578b\u5728\u56de\u7b54\u524d\u5148\u5199\u63a8\u7406\u6b65\u9aa4\u2014\u2014\u8fd9\u672c\u8d28\u4e0a\u662f\u5229\u7528\u6a21\u578b\u5df2\u6709\u80fd\u529b,\u901a\u8fc7\u63d0\u793a\u628a\u5b83\u5f15\u5bfc\u51fa\u6765,\u6a21\u578b\u672c\u8eab\u6ca1\u6709\u9488\u5bf9\u6027\u8bad\u7ec3\u8fc7\u5982\u4f55\u63a8\u7406\u3002\u800c\u73b0\u5728\u7684\u957f\u601d\u8003\u6a21\u578b,\u5219\u662f\u628a\u751f\u6210\u8be6\u7ec6\u63a8\u7406\u8fc7\u7a0b\u8fd9\u4ef6\u4e8b\u672c\u8eab,\u53d8\u6210\u4e86\u8bad\u7ec3\u76ee\u6807\u7684\u4e00\u90e8\u5206,\u8ba9\u6a21\u578b”\u5b66\u4f1a”\u5982\u4f55\u66f4\u597d\u5730\u601d\u8003,\u800c\u4e0d\u53ea\u662f\u88ab\u63d0\u793a\u7740\u53bb\u601d\u8003\u3002<\/p>\n

\u6838\u5fc3\u7684\u5b9e\u73b0\u601d\u8def\u662f\u7528\u5f3a\u5316\u5b66\u4e60,\u9488\u5bf9\u6709\u660e\u786e\u3001\u53ef\u81ea\u52a8\u9a8c\u8bc1\u7b54\u6848\u7684\u4efb\u52a1(\u6bd4\u5982\u6570\u5b66\u9898\u3001\u7f16\u7a0b\u9898)\u6765\u8bad\u7ec3\u6a21\u578b\u3002\u505a\u6cd5\u5927\u81f4\u662f:\u7ed9\u6a21\u578b\u4e00\u4e2a\u95ee\u9898,\u8ba9\u5b83\u751f\u6210\u4e00\u6bb5\u63a8\u7406\u8fc7\u7a0b\u52a0\u6700\u7ec8\u7b54\u6848,\u7136\u540e\u7528\u4e00\u4e2a\u81ea\u52a8\u5316\u7684\u9a8c\u8bc1\u5668\u5224\u65ad\u6700\u7ec8\u7b54\u6848\u5bf9\u4e0d\u5bf9(\u6570\u5b66\u9898\u770b\u6570\u503c\u662f\u5426\u543b\u5408,\u4ee3\u7801\u9898\u770b\u80fd\u4e0d\u80fd\u901a\u8fc7\u5355\u5143\u6d4b\u8bd5),\u628a\u8fd9\u4e2a”\u5bf9\/\u9519”\u76f4\u63a5\u5f53\u4f5c\u5956\u52b1\u4fe1\u53f7,\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5(\u6bd4\u5982PPO\u6216DeepSeek-R1\u7528\u7684GRPO)\u53bb\u8c03\u6574\u6a21\u578b,\u8ba9\u5b83\u66f4\u503e\u5411\u4e8e\u751f\u6210\u80fd\u5f97\u5230\u6b63\u786e\u7b54\u6848\u7684\u63a8\u7406\u8def\u5f84\u3002\u8fd9\u79cd\u65b9\u5f0f\u7684\u597d\u5904\u662f\u5956\u52b1\u4fe1\u53f7\u5ba2\u89c2\u3001\u4e0d\u4f9d\u8d56\u4eba\u5de5\u6807\u6ce8\u504f\u597d,\u53ef\u4ee5\u5927\u89c4\u6a21\u3001\u4f4e\u6210\u672c\u5730\u751f\u6210\u8bad\u7ec3\u6570\u636e\u2014\u2014\u56e0\u4e3a\u9a8c\u8bc1\u7b54\u6848\u5bf9\u9519\u6bd4\u751f\u6210\u9ad8\u8d28\u91cf\u63a8\u7406\u8fc7\u7a0b\u672c\u8eab\u8981\u5bb9\u6613\u5f97\u591a\u3002<\/p>\n

DeepSeek-R1\u7684\u8bba\u6587\u91cc\u516c\u5f00\u7684\u4e00\u4e2a\u6709\u610f\u601d\u7684\u53d1\u73b0\u662f,\u5373\u4fbf\u5b8c\u5168\u8df3\u8fc7\u76d1\u7763\u5fae\u8c03,\u5355\u7eaf\u7528\u5f3a\u5316\u5b66\u4e60\u53bb\u4f18\u5316”\u80fd\u5426\u5f97\u5230\u6b63\u786e\u7b54\u6848”\u8fd9\u4e00\u4e2a\u4fe1\u53f7(\u4ed6\u4eec\u79f0\u4e4b\u4e3aR1-Zero),\u6a21\u578b\u4e5f\u4f1a\u81ea\u53d1\u5730\u5b66\u4f1a\u62c9\u957f\u63a8\u7406\u8fc7\u7a0b\u3001\u8fdb\u884c\u81ea\u6211\u68c0\u67e5\u548c\u56de\u6eaf(“\u7b49\u7b49,\u6211\u518d\u91cd\u65b0\u68c0\u67e5\u4e00\u4e0b”\u8fd9\u7c7b\u81ea\u6211\u4fee\u6b63\u7684\u8868\u8ff0\u88ab\u89c2\u5bdf\u5230\u662f\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u81ea\u53d1\u6d8c\u73b0\u7684,\u800c\u975e\u4eba\u5de5\u8bbe\u8ba1),\u8fd9\u8bf4\u660e”\u66f4\u957f\u3001\u66f4\u7ec6\u81f4\u7684\u601d\u8003”\u672c\u8eab\u5c31\u662f\u5728\u5f3a\u5316\u5b66\u4e60\u4f18\u5316\u6b63\u786e\u7387\u65f6\u81ea\u7136\u4f1a\u88ab\u9009\u62e9\u51fa\u6765\u7684\u7b56\u7565,\u800c\u4e0d\u9700\u8981\u663e\u5f0f\u5730\u544a\u8bc9\u6a21\u578b”\u4f60\u8981\u5199\u957f\u4e00\u70b9”\u3002\u4e0d\u8fc7\u4ed6\u4eec\u4e5f\u53d1\u73b0\u7eafRL\u8bad\u7ec3\u51fa\u7684\u6a21\u578b\u5b58\u5728\u53ef\u8bfb\u6027\u5dee\u3001\u8bed\u8a00\u6df7\u6742\u7b49\u95ee\u9898,\u6240\u4ee5\u6b63\u5f0f\u7248\u672c\u8fd8\u662f\u5148\u7528\u5c11\u91cf\u9ad8\u8d28\u91cf\u7684\u957f\u63a8\u7406\u6837\u672c\u505a\u4e00\u6b21\u76d1\u7763\u5fae\u8c03”\u51b7\u542f\u52a8”,\u518d\u53e0\u52a0\u5f3a\u5316\u5b66\u4e60,\u6548\u679c\u548c\u7a33\u5b9a\u6027\u90fd\u66f4\u597d\u3002<\/p>\n

\u9664\u4e86\u8bad\u7ec3\u9636\u6bb5\u7684\u53d8\u5316,\u63a8\u7406\u9636\u6bb5\u4e5f\u6709\u4e00\u4e2a\u5173\u952e\u6982\u5ff5\u53eb”\u6d4b\u8bd5\u65f6\u8ba1\u7b97\u6269\u5c55”(test-time compute scaling)\u3002\u7b80\u5355\u8bf4\u5c31\u662f:\u540c\u4e00\u4e2a\u6a21\u578b,\u5982\u679c\u5141\u8bb8\u5b83\u5728\u56de\u7b54\u524d\u591a\u82b1\u4e00\u4e9b\u8ba1\u7b97\u91cf\u3001\u591a\u751f\u6210\u4e00\u4e9b\u601d\u8003token,\u5728\u96be\u9898\u4e0a\u7684\u8868\u73b0\u4f1a\u660e\u663e\u63d0\u5347,\u8fd9\u548c”\u8bad\u7ec3\u66f4\u5927\u7684\u6a21\u578b”\u662f\u53e6\u4e00\u6761\u76f8\u5bf9\u72ec\u7acb\u7684\u6027\u80fd\u63d0\u5347\u8def\u5f84\u3002\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48\u8fd9\u7c7b\u6a21\u578b\u901a\u5e38\u4f1a\u7ed9\u7528\u6237\u6216\u5f00\u53d1\u8005\u4e00\u4e2a\u53ef\u8c03\u8282\u7684”\u601d\u8003\u9884\u7b97”\u9009\u9879\u2014\u2014\u9884\u7b97\u8d8a\u9ad8,\u6a21\u578b\u53ef\u80fd\u63a2\u7d22\u66f4\u591a\u89e3\u6cd5\u3001\u505a\u66f4\u591a\u81ea\u6211\u9a8c\u8bc1,\u51c6\u786e\u7387\u4e0a\u5347,\u4f46\u5ef6\u8fdf\u548c\u6210\u672c\u4e5f\u968f\u4e4b\u589e\u52a0\u3002\u8fd9\u6761\u66f2\u7ebf\u80cc\u540e\u7684\u76f4\u89c9\u7c7b\u4f3c\u4e8e\u4eba\u505a\u96be\u9898\u65f6\u591a\u6253\u8349\u7a3f\u3001\u591a\u68c0\u67e5\u51e0\u904d\u786e\u5b9e\u66f4\u5bb9\u6613\u505a\u5bf9\u3002<\/p>\n

\u8fd8\u6709\u4e00\u4e9b\u8f85\u52a9\u6027\u7684\u6280\u672f\u8def\u5f84\u4e5f\u5e38\u88ab\u63d0\u5230,\u6bd4\u5982\u7528\u4e00\u4e2a\u5f3a\u7684\u63a8\u7406\u6a21\u578b\u751f\u6210\u5927\u91cf\u9ad8\u8d28\u91cf\u63a8\u7406\u8fc7\u7a0b,\u518d”\u84b8\u998f”\u7ed9\u66f4\u5c0f\u7684\u6a21\u578b\u505a\u76d1\u7763\u5b66\u4e60,\u80fd\u8ba9\u5c0f\u6a21\u578b\u4e5f\u83b7\u5f97\u4e0d\u9519\u7684\u63a8\u7406\u80fd\u529b,\u800c\u4e0d\u9700\u8981\u5bf9\u5c0f\u6a21\u578b\u672c\u8eab\u505a\u6602\u8d35\u7684\u5f3a\u5316\u5b66\u4e60;\u53e6\u5916\u50cf\u662f\u8fc7\u7a0b\u5956\u52b1\u6a21\u578b(\u5bf9\u63a8\u7406\u8fc7\u7a0b\u4e2d\u6bcf\u4e00\u6b65\u6253\u5206,\u800c\u4e0d\u53ea\u662f\u770b\u6700\u7ec8\u7b54\u6848)\u3001\u4ee5\u53ca\u641c\u7d22\u7c7b\u65b9\u6cd5(\u6bd4\u5982\u5728\u63a8\u7406\u65f6\u5bf9\u591a\u6761\u5019\u9009\u8def\u5f84\u505a\u6811\u641c\u7d22\u6216\u6295\u7968\u9009\u62e9),\u5728\u7814\u7a76\u754c\u4e5f\u6709\u5927\u91cf\u63a2\u7d22,\u4f46\u4ece\u76ee\u524d\u516c\u5f00\u7684\u4fe1\u606f\u770b,\u50cfo1\u3001R1\u8fd9\u7c7b\u4e3b\u6d41\u957f\u601d\u8003\u6a21\u578b,\u4f3c\u4e4e\u4e3b\u8981\u8fd8\u662f\u9760”\u7ed3\u679c\u5bfc\u5411\u7684\u5f3a\u5316\u5b66\u4e60+\u6a21\u578b\u5728\u63a8\u7406\u65f6\u9690\u5f0f\u5730\u5c55\u5f00\u4e00\u4e2a\u8f83\u957f\u7684\u641c\u7d22\/\u81ea\u68c0\u8fc7\u7a0b”\u8fd9\u6761\u8def\u7ebf\u53d6\u5f97\u7684\u6548\u679c,\u800c\u4e0d\u662f\u4f9d\u8d56\u663e\u5f0f\u7684\u641c\u7d22\u7b97\u6cd5\u3002<\/p>\n

\u9700\u8981\u8bf4\u660e\u7684\u662f,\u50cfOpenAI\u7684o1\/o3\u3001Anthropic\u7684Claude\u6269\u5c55\u601d\u8003\u6a21\u5f0f\u8fd9\u4e9b\u5177\u4f53\u4ea7\u54c1\u80cc\u540e\u5b8c\u6574\u7684\u8bad\u7ec3\u7ec6\u8282,\u5927\u591a\u6ca1\u6709\u5b8c\u5168\u516c\u5f00,\u4ee5\u4e0a\u66f4\u591a\u662f\u57fa\u4e8eDeepSeek-R1\u7b49\u516c\u5f00\u8bba\u6587\u3001\u4ee5\u53ca\u4e1a\u754c\u666e\u904d\u8ba8\u8bba\u7684\u65b9\u6cd5\u8bba\u8fdb\u884c\u7684\u5f52\u7eb3,\u5177\u4f53\u5230\u67d0\u4e2a\u5546\u7528\u6a21\u578b\u7684\u786e\u5207\u5b9e\u73b0,\u53ef\u80fd\u548c\u8fd9\u91cc\u63cf\u8ff0\u7684\u6709\u51fa\u5165\u3002\u53e6\u5916\u8fd9\u4e2a\u9886\u57df\u8fdb\u5c55\u5f88\u5feb,\u4ee5\u4e0a\u662f\u6211\u622a\u81f3\u8bad\u7ec3\u77e5\u8bc6\u8303\u56f4\u5185\u4e86\u89e3\u7684\u60c5\u51b5,\u5982\u679c\u4f60\u9700\u8981\u4e86\u89e3\u67d0\u4e2a\u5177\u4f53\u6700\u65b0\u6a21\u578b\u7684\u6280\u672f\u62a5\u544a,\u6211\u53ef\u4ee5\u5e2e\u4f60\u641c\u7d22\u6700\u65b0\u7684\u516c\u5f00\u8d44\u6599\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n

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\u8bb2\u4e00\u4e0bchatgpt\u7684L1\u5230L5<\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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ChatGPT\u7684”L1\u5230L5″\u5176\u5b9e\u4e0d\u662fChatGPT\u4ea7\u54c1\u672c\u8eab\u7684\u5206\u7ea7,\u800c\u662fOpenAI\u57282024\u5e74\u88ab\u5a92\u4f53(\u5f6d\u535a\u793e\u7b49)\u62ab\u9732\u7684\u4e00\u5957\u5185\u90e8\u6846\u67b6,\u7528\u6765\u63cf\u8ff0\u901a\u5411AGI(\u901a\u7528\u4eba\u5de5\u667a\u80fd)\u8def\u4e0a\u7684\u4e94\u4e2a\u6e10\u8fdb\u80fd\u529b\u9636\u6bb5\u3002\u8fd9\u5957\u6846\u67b6\u540e\u6765\u4e5f\u88abOpenAI\u81ea\u5df1\u5728\u516c\u5f00\u573a\u5408\u5f15\u7528\u8fc7,\u76ee\u7684\u662f\u7ed9”\u6211\u4eec\u73b0\u5728\u7684AI\u8fdb\u5c55\u5230\u54ea\u4e00\u6b65\u4e86”\u63d0\u4f9b\u4e00\u4e2a\u76f8\u5bf9\u5177\u4f53\u7684\u53c2\u7167\u7cfb,\u800c\u4e0d\u662f\u7b3c\u7edf\u5730\u8bf4”\u8fd8\u6ca1\u5230AGI”\u3002<\/p>\n

\u7b2c\u4e00\u7ea7\u662fChatbots(\u5bf9\u8bdd\u673a\u5668\u4eba)\u3002\u8fd9\u4e00\u7ea7\u5bf9\u5e94\u7684\u662f\u80fd\u8fdb\u884c\u81ea\u7136\u8bed\u8a00\u5bf9\u8bdd\u3001\u56de\u7b54\u95ee\u9898\u3001\u534f\u52a9\u5b8c\u6210\u5199\u4f5c\u548c\u4fe1\u606f\u67e5\u8be2\u7b49\u4efb\u52a1\u7684\u7cfb\u7edf\u2014\u2014\u4e5f\u5c31\u662f\u76ee\u524d\u5927\u591a\u6570\u4eba\u65e5\u5e38\u4f7f\u7528\u7684ChatGPT\u8fd9\u7c7b\u4ea7\u54c1\u7684\u57fa\u7840\u5f62\u6001\u3002\u5b83\u64c5\u957f\u8bed\u8a00\u7406\u89e3\u548c\u77e5\u8bc6\u95ee\u7b54,\u4f46\u57fa\u672c\u5c40\u9650\u4e8e”\u4e00\u95ee\u4e00\u7b54”\u5f0f\u7684\u4ea4\u4e92,\u4e0d\u5177\u5907\u4e3b\u52a8\u89c4\u5212\u548c\u6267\u884c\u590d\u6742\u591a\u6b65\u4efb\u52a1\u7684\u80fd\u529b\u3002<\/p>\n

\u7b2c\u4e8c\u7ea7\u662fReasoners(\u63a8\u7406\u8005)\u3002\u8fd9\u4e00\u7ea7\u5f3a\u8c03\u7684\u662f\u7cfb\u7edf\u80fd\u50cf\u4eba\u4e00\u6837\u8fdb\u884c\u66f4\u6df1\u5c42\u6b21\u7684\u903b\u8f91\u63a8\u7406\u548c\u95ee\u9898\u6c42\u89e3,\u80fd\u5904\u7406\u6570\u5b66\u3001\u7f16\u7a0b\u3001\u79d1\u5b66\u7b49\u9700\u8981\u591a\u6b65\u9aa4\u903b\u8f91\u94fe\u6761\u7684\u590d\u6742\u95ee\u9898,\u800c\u4e0d\u53ea\u662f\u57fa\u4e8e\u6a21\u5f0f\u5339\u914d\u7ed9\u51fa\u7b54\u6848\u3002\u8fd9\u4e2a\u9636\u6bb5\u5927\u81f4\u5bf9\u5e94\u6211\u4eec\u4e4b\u524d\u804a\u5230\u7684”\u957f\u601d\u8003”\u63a8\u7406\u6a21\u578b,\u6bd4\u5982OpenAI\u7684o1\u7cfb\u5217,\u88ab\u8ba4\u4e3a\u662fL2\u80fd\u529b\u7684\u4e00\u4e2a\u91cd\u8981\u4f53\u73b0\u3002<\/p>\n

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