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 <\/p>\n

<\/figure>\n

 <\/p>\n

\u4ece\u5f53\u4e0b\u6765\u770b\uff0cDeepSeek\u7684\u51fa\u73b0\u6253\u7834\u4e86\u56fa\u6709\u7684\u7b97\u529b\u3001\u6a21\u578b\u4e2d\u7684\u90e8\u5206\u73af\u8282\u63a3\u8098\uff0c\u4f46\u4ecd\u6709\u5f88\u591a\u95ee\u9898\u5c1a\u5f85\u89e3\u51b3\uff0c\u6bd4\u5982\u6a21\u578b\u7684\u5b9a\u5411\u84b8\u998f\uff0c\u6bd4\u5982\u6570\u636e\u4f53\u7cfb\u7684\u6784\u5efa\uff0c\u518d\u6bd4\u5982\u751f\u6001\u4f53\u7cfb\u4e2d\u5404\u65b9\u5229\u76ca\u7684\u4ea4\u53c9\u914d\u5408\u7b49\u7b49\uff0c\u8fd9\u65e9\u5df2\u7ecf\u4e0d\u4ec5\u662f\u4e00\u9053\u6280\u672f\u547d\u9898\uff0c\u800c\u66f4\u662f\u4e00\u4e2a\u884c\u4e1a\u5411\u4e0a\u7684\u4ea7\u4e1a\u547d\u9898\u3002<\/p>\n

\u4e0d\u8fc7\uff0c\u80fd\u80af\u5b9a\u7684\u662f\uff0c2025 \u5e74\u4e2d\u56fd AI \u5927\u6a21\u578b<\/a><\/span>\u7684\u4ea7\u4e1a\u6f6e\u6c34\u5fc5\u7136\u6c79\u6d8c\u6f8e\u6e43\uff0c\u52bf\u4e0d\u53ef\u6321\u3002<\/p>\n

\u4f5c\u8005|\u6597\u6597<\/p>\n

\u7f16\u8f91|\u76ae\u7237<\/p>\n

\u51fa\u54c1|\u4ea7\u4e1a\u5bb6<\/p>\n

DeepSeek \u7684\u51fa\u73b0\uff0c\u4eff\u4f5b\u9010\u6e10\u4e3a AI \u7684\u843d\u5730\u5e94\u7528\u52fe\u52d2\u51fa\u4e86\u4e00\u4e2a\u786e\u5b9a\u6027\u7684\u672a\u6765\u84dd\u56fe\u3002<\/p>\n

\u5728\u8fc7\u53bb\u7684\u51e0\u5e74\u95f4\uff0cAI \u5927\u6a21\u578b\u7684\u5165\u573a\u95e8\u69db\u65e9\u5df2\u88ab\u6e05\u6670\u6807\u5b9a \u2014\u2014 \u4e0a\u4e07\u4ebf\u7684\u53c2\u6570\u89c4\u6a21\u3001\u8d85\u5f3a\u7684\u7b97\u529b\u652f\u6491\u4ee5\u53ca\u6d77\u91cf\u4e14\u4f18\u8d28\u7684\u7684\u6570\u636e\u8d44\u6e90\uff0c\u8fd9\u4e9b\u90fd\u610f\u5473\u7740\u9ad8\u6602\u7684 \u201c\u5165\u573a\u4ef7\u683c\u201d\u3002<\/p>\n

2025 \u5e74\u6625\u8282\u671f\u95f4\uff0cDeepSeek \u5982\u4e00\u5339\u9ed1\u9a6c\uff0c\u5f3a\u52bf\u6253\u7834\u4e86\u4e2d\u5916 AI \u5927\u6a21\u578b\u7ade\u6280\u573a\u539f\u6709\u7684\u89c4\u5219\u3002<\/p>\n

\u8fd9\u5bb6\u539f\u51fa\u8eab\u91cf\u5316\u673a\u6784\u7684\u56e2\u961f\u5c06\u5927\u6a21\u578b\u7684\u53c2\u6570\u5927\u5e45\u524a\u51cf\u81f3\u539f\u6765\u7684 1\/10\uff0c\u501f\u52a9\u5f3a\u5316\u5b66\u4e60\u4e0e\u6a21\u578b\u84b8\u998f\u6280\u672f\uff0c\u4f7f\u5f97\u4e00\u4e2a\u5c0f\u6a21\u578b\u5728\u6570\u5b66\u9898\u89e3\u7b54\u65b9\u9762\u529b\u538b GPT – 4o\u3002\u4e0d\u4ec5\u5982\u6b64\uff0cDeepSeek \u8fd8\u5f00\u6e90\u4ee3\u7801\u3001\u5f00\u653e API\uff0c\u4ee5\u8d85\u4f4e\u7684\u4ef7\u683c\u5c55\u73b0\u51fa\u80a9\u6bd4 OpenAI \u7684\u5f3a\u5927\u80fd\u529b\uff0c\u8fd9\u8ba9\u56fd\u5185\u5916\u7f51\u53cb\u7eb7\u7eb7\u60ca\u53f9\u4e8e\u8fd9 \u201c\u795e\u79d8\u7684\u4e1c\u65b9\u529b\u91cf\u201d\u3002<\/p>\n

\u4ece\u67d0\u79cd\u5c42\u9762\u6765\u8bf4\uff0c\u8fd9\u4e9b\u5728\u6c34\u9762\u4e4b\u4e0a\u7684\u8868\u73b0\u56fa\u7136\u4ee4AI\u884c\u4e1a\u4e3a\u4e4b\u9707\u64bc\uff0c\u4f46\u51e0\u4e2a\u66f4\u5e94\u8be5\u88ab\u5ef6\u957f\u65f6\u95f4\u7ebf\u601d\u8003\u7684\u95ee\u9898\u6070\u8fd8\u662f\u76d8\u7ed5\u57282024\u5e74AI\u884c\u4e1a\u4e0a\u7a7a\u7684\u51e0\u4e2a\u6838\u5fc3\u547d\u9898\uff1a\u5373\u4ea7\u4e1a\u5927\u6a21\u578b\u8ddd\u79bb\u6211\u4eec\u6709\u591a\u8fdc\uff1f\u5728\u6570\u636e\u3001\u7b97\u529b\u3001\u6a21\u578b\u7684\u4e09\u5c42\u8282\u70b9\u4e0a\uff0c\u5728\u53bb\u5e74\u51e0\u4e4e\u8fbe\u6210\u5171\u8bc6\u7684AI\u5e94\u7528\u4e0a\uff0cDeepSeek \u8fd9\u4e2a\u201c\u73b0\u8c61\u7ea7\u4e8b\u4ef6\u201d\u5230\u5e95\u4f1a\u5e26\u6765\u4ec0\u4e48\u5f71\u54cd\uff1f<\/strong><\/p>\n

2025\u5e74\uff0c\u4ea7\u4e1a\u6570\u667a\u5316\u7684\u5927\u5e55\u5df2\u7136\u6084\u6084\u62c9\u5f00\u3002<\/p>\n

\u4e00\u3001\u6280\u672f\u8303\u5f0f\u53d8\u4e86\uff0c<\/strong><\/p>\n

\u6a21\u578b\u8fc8\u8fdb\u201c\u4ef7\u4f4e\u7269\u4f18\u201d\u65f6\u523b<\/strong><\/p>\n

\u5728\u4f20\u7edf AI \u5927\u6a21\u578b\u7684\u843d\u5730\u8fc7\u7a0b\u4e2d\uff0c\u5b58\u5728\u7740\u8bf8\u591a\u9650\u5236\u5176\u5e7f\u6cdb\u5e94\u7528\u7684\u96be\u9898\u3002\u5176\u4e2d\uff0c\u201c\u770b\u4e0d\u5230\u5e0c\u671b\u7684\u70e7\u94b1\u201d\uff0c\u4f4d\u5217\u7b2c\u4e00\u3002<\/p>\n

\u4ee5 GPT – 4 \u4e3a\u4f8b\uff0c\u5176\u8bad\u7ec3\u6570\u636e\u91cf\u9ad8\u8fbe 13 \u4e07\u4ebf token\uff0c\u6db5\u76d6\u4e86\u4e92\u8054\u7f51\u5168\u9886\u57df\u7684\u6587\u672c\u3002\u5982\u6b64\u6d77\u91cf\u7684\u6570\u636e\u6807\u6ce8\u5de5\u4f5c\u4e0d\u4ec5\u6210\u672c\u9ad8\u6602\uff0c\u800c\u4e14\u8017\u65f6\u8d39\u529b\u3002\u540c\u65f6\uff0c\u5176\u5bf9\u7b97\u529b\u7684\u9700\u6c42\u4e5f\u6781\u4e3a\u5e9e\u5927\uff0c\u4f9d\u8d56\u6570\u4e07\u5f20 A100 GPU \u96c6\u7fa4\uff0c\u5355\u6b21\u8bad\u7ec3\u6210\u672c\u8d85\u8fc7 1 \u4ebf\u7f8e\u5143\u3002\u8fd9\u79cd\u9ad8\u6602\u7684\u6210\u672c\u548c\u8d44\u6e90\u9700\u6c42\uff0c\u4f7f\u5176\u6280\u672f\u5f88\u96be\u843d\u5730\u3002<\/strong><\/p>\n

DeepSeek\u7684\u500d\u53d7\u63a8\u5d07\u4e4b\u5904\u4e5f\u6070\u5728\u6b64\uff0c\u5373\u5176\u53ef\u4ee5\u901a\u8fc7\u7eaf\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u5b9e\u73b0 \u201c\u81ea\u6211\u8fdb\u5316\u201d\uff0c\u4f7f\u5176\u5728\u6570\u636e\u51c6\u5907\u65b9\u9762\u5177\u6709\u663e\u8457\u4f18\u52bf\u3002<\/strong><\/p>\n

\u6362\u8a00\u4e4b\uff0c\u5b83\u65e0\u9700\u6807\u6ce8\u6570\u636e\uff0c\u8fd9\u5927\u5927\u964d\u4f4e\u4e86\u6570\u636e\u51c6\u5907\u7684\u6210\u672c\u548c\u96be\u5ea6\uff0c\u4e3a\u5f00\u53d1\u8005\u8282\u7701\u4e86\u5927\u91cf\u7684\u65f6\u95f4\u548c\u7cbe\u529b\uff0c\u8ba9\u4ed6\u4eec\u80fd\u591f\u66f4\u52a0\u4e13\u6ce8\u4e8e\u6a21\u578b\u7684\u8bad\u7ec3\u548c\u4f18\u5316\u3002<\/p>\n

\u540c\u65f6\uff0cDeepSeek \u7684\u5956\u52b1\u8bbe\u8ba1\u6781\u7b80\uff0c\u4ec5\u7528 \u201c\u7b54\u6848\u6b63\u786e\u6027\u201d \u548c \u201c\u683c\u5f0f\u89c4\u8303\u201d \u4f5c\u4e3a\u5956\u52b1\u4fe1\u53f7\u3002\u8fd9\u79cd\u7b80\u6d01\u7684\u5956\u52b1\u673a\u5236\u907f\u514d\u4e86\u590d\u6742\u5956\u52b1\u6a21\u578b\u53ef\u80fd\u5bfc\u81f4\u7684 \u201c\u4f5c\u5f0a\u201d \u98ce\u9669\uff0c\u4f7f\u5f97\u6a21\u578b\u8bad\u7ec3\u66f4\u52a0\u9ad8\u6548\u3001\u7a33\u5b9a\u3002<\/p>\n

\u8fd9\u79cd\u6781\u7b80\u5956\u52b1\u8bbe\u8ba1\uff0c\u8fd8\u80fd\u591f\u66f4\u597d\u5730\u5f15\u5bfc\u6a21\u578b\u671d\u7740\u6b63\u786e\u7684\u65b9\u5411\u53d1\u5c55\uff0c\u63d0\u9ad8\u6a21\u578b\u7684\u8bad\u7ec3\u6548\u679c\u3002\u907f\u514d\u4e00\u4e9b\u610f\u60f3\u4e0d\u5230\u7684\u60c5\u51b5\uff0c\u5bfc\u81f4\u6a21\u578b\u8bad\u7ec3\u51fa\u73b0\u504f\u5dee\u3002<\/p>\n

\u6b64\u5916\uff0cDeepSeek \u91c7\u7528 GRPO \u7b97\u6cd5\uff0c\u7528\u7ec4\u8bc4\u5206\u66ff\u4ee3\u4f20\u7edf Critic \u6a21\u578b\uff0c\u7b97\u529b\u6d88\u8017\u964d\u4f4e 30% \u4ee5\u4e0a\uff0c\u8fdb\u4e00\u6b65\u964d\u4f4e\u4e86\u5bf9\u786c\u4ef6\u8d44\u6e90\u7684\u9700\u6c42\uff0c\u4e5f\u5c31\u662f\u4fd7\u79f0\u7684\u5bf9\u201c\u5361\u201d\u7684\u4f9d\u8d56\u3002<\/strong><\/p>\n

\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u5176\u6a21\u578b\u80fd\u529b\u4e5f\u5e76\u672a\u56e0\u7b97\u529b\u7684\u964d\u4f4e\uff0c\u800c\u5927\u6253\u6298\u6263\u3002<\/p>\n

\u5728DeepSeek\u53d1\u8868\u7684\u8bba\u6587\u4e2d\uff0c\u4e00\u7ec4\u6570\u636e\u663e\u793aDeepSeek-R1 \u5728 AIME 2024 \u6d4b\u8bd5\u4e2d\u53d6\u5f97\u4e86 79.8% \u7684 Pass@1 \u5f97\u5206\uff0c\u7565\u2fbc\u4e8e OpenAI-o1-1217\u3002\u5728 MATH-500 \u4e0a\uff0c\u5176\u5f97\u5206\u8fbe\u5230\u4e86 97.3%\uff0c\u8868\u73b0\u4e0e OpenAI-o1-1217 \u76f8\u5f53\uff0c\u5e76\u663e\u8457\u4f18\u4e8e\u5176\u4ed6\u6a21\u578b\u3002<\/strong><\/p>\n

<\/figure>\n

\u5728DeepSeek\u8eab\u4e0a\uff0c\u5916\u754c\u4f3c\u4e4e\u5728\u53d1\u73b0\uff0c\u7b97\u529b\u3001\u53c2\u6570\u4f3c\u4e4e\u4e0d\u518d\u662fAI\u7684\u5165\u573a\u95e8\u69db\uff0c\u6216\u8005\u66f4\u51c6\u786e\u6765\u8bf4\uff0c\u662f\u5728DeepSeek\u8eab\u4e0a\uff0c\u5916\u754c\u770b\u5230\u4e86\u4e00\u79cd\u66f4\u4e3a\u9002\u914dAI\u843d\u5730\u7684\u4f4e\u95e8\u69db\u3001\u4f4e\u6210\u672c\u65b9\u5f0f\uff0c\u4ece\u6210\u672c\u4fa7\u66f4\u5229\u597d\u843d\u5730\u3002<\/strong><\/p>\n

\u800c\u4ece\u4ea7\u4e1a\u4fa7\u6765\u770b\uff0c\u8fd9\u79cd\u53d8\u5316\u7684\u6700\u4f73\u53d7\u76ca\u8005\u662f\u4e2d\u5927\u578b\u5382\u5546\u3002\u8fc7\u53bb\u4e24\u5e74\u65f6\u95f4\u91cc\uff0c\u4e0d\u8bba\u662f\u5927\u578b\u592e\u56fd\u4f01\uff0c\u8fd8\u662f\u9ad8\u6821\uff0c\u6291\u6216\u662f\u6c11\u751f\u90e8\u95e8\u7b49\u7b49\uff0c\u90fd\u57fa\u4e8e\u5927\u6a21\u578b\u7684\u9879\u76ee\u9762\u5411\u5e02\u573a\u516c\u5f00\u62db\u6807\uff0c\u5176\u4e2d\u6d89\u53ca\u5230\u7684\u5f88\u5927\u4e00\u90e8\u5206\u6070\u662f\u9884\u8bad\u7ec3\u9879\u76ee\uff0c\u8fd9\u4e9b\u9879\u76ee\u7684\u5355\u4ef7\u5f80\u5f80\u8d85\u8fc7\u5343\u4e07\u4e43\u81f3\u4e0a\u4ebf\uff0c\u4f5c\u4e3a\u4f01\u4e1a\u7684\u5b9a\u5411\u6295\u5165\u3002<\/p>\n

\u4f46\u5728DeepSeek\u4e4b\u540e\uff0c\u80fd\u591f\u9884\u6d4b\u7684\u662f\uff0c\u4eca\u5e74\u7684\u4e2d\u5927\u578b\u5927\u6a21\u578b\u9879\u76ee\u7684\u6807\u7684\u5c06\u4f1a\u53d1\u751f\u663e\u8457\u53d8\u5316\uff0c\u5bf9\u4e8e\u4e2d\u5927\u4f01\u4e1a\u4e43\u81f3\u592e\u56fd\u4f01\u800c\u8a00\uff0c\u5176\u53ef\u4ee5\u4ee5\u66f4\u4f4e\u7684\u6210\u672c\u8fdb\u884c\u5927\u6a21\u578b\u9879\u76ee\u7684\u90e8\u7f72\uff0c\u6216\u8005\u628a\u91cd\u70b9\u66f4\u591a\u7684\u8f6c\u79fb\u5230\u6570\u636e\u6cbb\u7406\u73af\u8282\uff0c\u8fdb\u4e00\u6b65\u63d0\u9ad8\u6700\u7ec8\u7684\u6a21\u578b\u6548\u679c\u3002<\/strong><\/p>\n

\u540c\u6837\u53d7\u76ca\u7684\u8fd8\u6709\u5c0f\u578b\u7684\u79d1\u6280\u516c\u53f8\uff0c\u4ee5\u5f80\u5176\u53ef\u80fd\u56e0\u4e3a\u8d44\u91d1\u548c\u6280\u672f\u9650\u5236\uff0c\u65e0\u6cd5\u6d89\u8db3 AI \u9886\u57df\u3002\u4f46 DeepSeek \u7684\u51fa\u73b0\u4e3a\u4ed6\u4eec\u63d0\u4f9b\u4e86\u53ef\u80fd\uff0c\u4f01\u4e1a\u53ef\u4ee5\u5229\u7528\u76f8\u5bf9\u8f83\u4f4e\u7684\u6210\u672c\uff0c\u57fa\u4e8e DeepSeek \u5f00\u53d1\u51fa\u9002\u5408\u81ea\u5df1\u4e1a\u52a1\u9700\u6c42\u7684 AI \u5e94\u7528\uff0c\u63a8\u52a8\u516c\u53f8\u4e1a\u52a1\u7684\u53d1\u5c55\u548c\u521b\u65b0\u3002<\/strong><\/p>\n

\u603b\u4f53\u6765\u770b\uff0c\u968f\u7740\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u6280\u672f\u8303\u5f0f\u7684\u53d8\u9769\uff0c\u4e0d\u4ec5 AI \u5927\u6a21\u578b\u7684\u843d\u5730\u95e8\u69db\u3001\u843d\u5730\u6210\u672c\u5c06\u4f1a\u964d\u4f4e\uff0c\u8fd8\u4e3a\u66f4\u591a\u7684\u4f01\u4e1a\u548c\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u53c2\u4e0e AI \u521b\u65b0\u7684\u673a\u4f1a\u3002<\/strong>\u8fd9\u4e0d\u4ec5\u6709\u52a9\u4e8e\u63a8\u52a8 AI \u6280\u672f\u7684\u53d1\u5c55\uff0c\u4e5f\u4e3a\u5404\u884c\u4e1a\u7684\u6570\u667a\u5316\u8f6c\u578b\u548c\u5347\u7ea7\u63d0\u4f9b\u4e86\u65b0\u7684\u52a8\u529b\u3002<\/p>\n

\u4e8c\u3001\u5f00\u6e90\u52a0\u901f\uff1a<\/strong><\/p>\n

\u5782\u76f4\u5c0f\u6a21\u578b\u7684\u65f6\u4ee3\u6765\u4e86<\/strong><\/p>\n

\u5728DeepSeek\u516c\u5e03\u7684\u8bba\u6587\u4e2d\uff0c\u9664\u4e86RL\u6280\u672f\u8303\u5f0f\u7684\u53d8\u9769\uff0c\u8fd8\u6709\u53e6\u5916\u4e00\u4e2a\u4eae\u70b9\uff0c\u5c31\u662f\u8de8\u7ef4\u5ea6\u77e5\u8bc6\u84b8\u998f\u4f53\u7cfb\u7684\u6784\u5efa\u3002<\/strong><\/p>\n

\u4e00\u7ec4\u6570\u636e\u663e\u793a\uff0cDeepSeek-R1-Distill-Qwen-7B\u5728AIME 2024\u8bc4\u6d4b\u4e2d\u4ee555.5%\u7684\u5f97\u5206\u8d85\u8d8a\u539f\u7248QwQ-32B-Preview\uff0c\u53c2\u6570\u89c4\u6a21\u7f29\u51cf81%\u7684\u60c5\u51b5\u4e0b\u6027\u80fd\u63d0\u534723%\u3002\u517632B\u7248\u672c\u66f4\u5728MATH-500\u6d4b\u8bd5\u4e2d\u8fbe\u523094.3%\u7684\u60ca\u4eba\u51c6\u786e\u7387\uff0c\u8f83\u4f20\u7edf\u8bad\u7ec3\u65b9\u6cd5\u63d0\u5347\u8fd140\u4e2a\u767e\u5206\u70b9\u3002<\/p>\n

\u5176\u901a\u8fc7\u5c0632B\u5927\u6a21\u578b\u7684\u63a8\u7406\u903b\u8f91\u89e3\u6784\u4e3a\u53ef\u8fc1\u79fb\u7684\u8ba4\u77e5\u6a21\u5f0f\uff0c\u518d\u7ecf\u7531\u52a8\u6001\u6743\u91cd\u5206\u914d\u673a\u5236\u6ce8\u5165\u52307B\u5c0f\u6a21\u578b\u4e2d\uff0c\u5b9e\u73b0\u4e86”\u601d\u7ef4\u8303\u5f0f”\u800c\u975e\u5355\u7eaf”\u77e5\u8bc6\u8bb0\u5fc6”\u7684\u4f20\u9012\u3002<\/p>\n

\u8fd9\u79cd\u6280\u672f\u8def\u5f84\u4e0b\uff0c\u5c0f\u6a21\u578b\u4e0d\u4ec5\u7ee7\u627f\u4e86\u5927\u6a21\u578b\u7684\u89e3\u9898\u80fd\u529b\uff0c\u66f4\u4e60\u5f97\u4e86\u95ee\u9898\u62c6\u89e3\u3001\u903b\u8f91\u63a8\u6f14\u7684\u5143\u80fd\u529b\u3002\u8fd9\u4e5f\u610f\u5473\u7740\u2f24\u578b\u6a21\u578b\u7684\u63a8\u7406\u6a21\u5f0f\u53ef\u4ee5\u84b8\u998f\u5230\u2f29\u578b\u6a21\u578b\u4e2d\uff0c\u5176\u6027\u80fd\u4f18\u4e8e\u76f4\u63a5\u5728\u2f29\u6a21\u578b\u4e0a\u5f3a\u5316\u8bad\u7ec3\u7684\u7ed3\u679c\u3002<\/p>\n

\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\uff0c”\u6a21\u578b\u8d8a\u5927\uff0c\u6027\u80fd\u8d8a\u5f3a”\u7684\u8ba4\u77e5\u957f\u671f\u5360\u636e\u4e3b\u5bfc\u5730\u4f4d\u3002\u4eceGPT-3\u5230GPT-4\u7684\u8fdb\u5316\u8f68\u8ff9\uff0c\u4f3c\u4e4e\u90fd\u5728\u5370\u8bc1”\u53c2\u6570\u89c4\u6a21\u51b3\u5b9a\u6a21\u578b\u80fd\u529b”\u7684\u5b9a\u5f8b\u3002<\/p>\n

\u800c\u968f\u7740\u8fd9\u79cd”\u84b8\u998f+\u5f3a\u5316\u5b66\u4e60”\u7684\u590d\u5408\u8bad\u7ec3\u65b9\u5f0f\u7684\u51fa\u73b0\uff0c\u5c0f\u6a21\u578b\u7684\u65f6\u4ee3\u4f3c\u4e4e\u7ec8\u4e8e\u8981\u6765\u4e86\u3002<\/strong><\/p>\n

\u8981\u77e5\u9053\uff0c\u5bf9\u4e8e\u8bb8\u591a\u4f01\u4e1a\uff0c\u5c24\u5176\u662f\u4e2d\u5c0f\u578b\u4f01\u4e1a\u548c\u5782\u76f4\u9886\u57df\u4e13\u4e1a\u4f01\u4e1a\uff0c\u5728\u8ffd\u6c42\u6a21\u578b\u6027\u80fd\u65f6\uff0c\u5f80\u5f80\u53d7\u9650\u4e8e\u5927\u578b\u6a21\u578b\u6240\u9700\u7684\u5de8\u989d\u8ba1\u7b97\u8d44\u6e90\u6210\u672c\u3002<\/p>\n

DeepSeek \u8bc1\u660e\u2f29\u6a21\u578b\u4e5f\u80fd\u53d1\u6325\u2f24\u4f5c\u7528\u540e\uff0c\u8fd9\u4e9b\u4f01\u4e1a\u53ef\u4ee5\u51cf\u5c11\u5728\u786c\u4ef6\u8bbe\u5907\uff08\u5982\u2fbc\u6027\u80fd\u670d\u52a1\u5668\u3001GPU \u7b49\uff09\u91c7\u8d2d\u548c\u79df\u8d41\u4e0a\u7684\u2f40\u51fa\uff0c\u4ee5\u53ca\u964d\u4f4e\u80fd\u6e90\u6d88\u8017\u6210\u672c\u3002<\/p>\n

\u4f8b\u5982\uff0c\u2f00\u5bb6\u4e13\u6ce8\u4e8e\u533b\u7597\u5f71\u50cf\u5206\u6790\u7684\u2f29\u578b\u4f01\u4e1a\uff0c\u539f\u672c\u82e5\u8981\u4f7f\u2f64\u2f24\u578b\u6a21\u578b\u6765\u5904\u7406\u5f71\u50cf\u6570\u636e\uff0c\u53ef\u80fd\u9700\u8981\u642d\u5efa\u6602\u8d35\u7684\u8ba1\u7b97\u96c6\u7fa4\uff0c\u73b0\u5728\u501f\u52a9\u4f18\u5316\u540e\u7684\u2f29\u6a21\u578b\uff0c\u53ef\u4ee5\u5728\u666e\u901a\u7684\u8ba1\u7b97\u8bbe\u5907\u4e0a\u5b8c\u6210\u4efb\u52a1\uff0c\u2f24\u5e45\u964d\u4f4e\u6210\u672c\u3002<\/p>\n

\u5728\u8fd9\u5176\u4e2d\uff0c\u5728\u2f29\u6a21\u578b\u6709\u6548\u6027\u7684\u8d8b\u52bf\u4e0b\uff0c\u62e5\u6709\u2f8f\u4e1a\u8ba4\u77e5\u7684\u4f01\u4e1a\u901a\u5e38\u5bf9\u2f83\u8eab\u4e1a\u52a1\u6d41\u7a0b\u548c\u6570\u636e\u7279\u70b9\u6709\u6df1\u523b\u7406\u89e3\uff0c\u4ed6\u4eec\u5f80\u5f80\u80fd\u591f\u66f4\u5feb\u901f\u5730\u5c06\u6a21\u578b\u96c6\u6210\u5230\u73b0\u6709\u4e1a\u52a1\u7cfb\u7edf\u4e2d\u3002<\/p>\n

\u56e0\u4e3a\u2f29\u6a21\u578b\u2f00\u822c\u5177\u6709\u66f4\u7b80\u5355\u7684\u67b6\u6784\u548c\u66f4\u5c11\u7684\u53c2\u6570\uff0c\u5f00\u53d1\u2f08\u5458\u53ef\u4ee5\u66f4\u4fbf\u6377\u5730\u8fdb\u2f8f\u5b9a\u5236\u5316\u5f00\u53d1\uff0c\u4ee5\u9002\u5e94\u7279\u5b9a\u2f8f\u4e1a\u7684\u9700\u6c42\u3002\u2f50\u5982\uff0c\u2f00\u5bb6\u2fa6\u878d\u98ce\u63a7\u4f01\u4e1a\uff0c\u57fa\u4e8e\u2f83\u2f9d\u5bf9\u2fa6\u878d\u2f8f\u4e1a\u2edb\u9669\u8bc4\u4f30\u7684know – how\uff0c\u80fd\u591f\u8fc5\u901f\u5c06\u9002\u914d\u7684\u2f29\u6a21\u578b\u5d4c\u2f0a\u5230\u5176\u98ce\u63a7\u7cfb\u7edf\u4e2d\uff0c\u7f29\u77ed\u5f00\u53d1\u5468\u671f\uff0c\u66f4\u5feb\u5730\u5b9e\u73b0\u6a21\u578b\u4e0a\u7ebf\u548c\u4e1a\u52a1\u4f18\u5316\u3002<\/p>\n

\u5728\u7ade\u4e89\u6fc0\u70c8\u7684\u5e02\u573a\u4e2d\uff0c\u8fd9\u79cd\u4f18\u52bf\uff0c\u6070\u6070\u80fd\u4f7f\u5f97\u67d0\u4e9b\u4f01\u4e1a\u5728AI\u9886\u57df\u5b9e\u73b0\u5feb\u901f\u8d85\u8f66\uff0c\u6210\u4e3a\u5782\u76f4\u8d5b\u9053AI\u89c4\u5219\u7684\u5236\u5b9a\u8005\u548c\u5f15\u9886\u8005\u3002<\/strong><\/p>\n

\u4e09\u3001\u6548\u7387\u4e0e\u573a\u666f\u7a81\u7834\uff0c<\/strong><\/p>\n

\u7aef\u4fa7\u5e94\u7528\u7206\u53d1\u671f\u6765\u4e86<\/strong><\/p>\n

\u4f17\u6240\u5468\u77e5\uff0c\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u5c24\u5176\u662f\u5728\u8fb9\u7f18\u8ba1\u7b97\u548c\u5b9e\u65f6\u51b3\u7b56\u7b49\u573a\u666f\u4e2d\uff0c\u4f20\u7edf AI \u6a21\u578b\u5f80\u5f80\u4e5f\u9762\u4e34\u7740\u8bf8\u591a\u9650\u5236\u3002<\/p>\n

\u5728\u8fb9\u7f18\u8ba1\u7b97\u573a\u666f\u4e2d\uff0c\u7531\u4e8e\u8bbe\u5907\u8d44\u6e90\u6709\u9650\uff0c\u5982\u624b\u673a\u7aef\u3001\u773c\u955c\u7aef\u7b49\uff0c\u5f88\u96be\u8fd0\u884c\u5927\u578b\u7684 AI \u6a21\u578b\uff0c\u4ece\u800c\u9650\u5236\u4e86 AI \u6280\u672f\u5728\u8fd9\u4e9b\u9886\u57df\u7684\u5e94\u7528\u3002<\/p>\n

\u6b64\u5916\uff0c\u5728\u5b9e\u65f6\u51b3\u7b56\u573a\u666f\u4e2d\uff0c\u5982\u91d1\u878d\u4ea4\u6613\u548c\u5de5\u4e1a\u751f\u4ea7\uff0c\u4f20\u7edf AI \u6a21\u578b\u7684\u63a8\u7406\u901f\u5ea6\u548c\u51c6\u786e\u6027\u5f80\u5f80\u96be\u4ee5\u6ee1\u8db3\u9700\u6c42\u3002<\/p>\n

DeepSeek \u7684\u51fa\u73b0\u7ed9\u4e86\u4e00\u4e2a\u65b0\u7684\u601d\u8def\u3002\u5176\u5728\u6a21\u578b\u538b\u7f29\u3001\u63a8\u7406\u6548\u7387\u4ee5\u53ca\u8bad\u7ec3\u6210\u672c\u4f18\u5316\u65b9\u9762\u7684\u7a81\u7834\uff0c\u4e3a\u5176\u5728\u591a\u4e2a\u573a\u666f\u7684\u843d\u5730\u5e94\u7528\u63d0\u4f9b\u4e86\u6709\u529b\u652f\u6301\uff0c\u5e26\u6765\u4e86\u6548\u7387\u548c\u573a\u666f\u4e0a\u7684\u5de8\u5927\u7a81\u7834\u3002<\/strong><\/p>\n

DeepSeek \u901a\u8fc7\u6a21\u578b\u538b\u7f29\u6280\u672f\uff0c\u4f7f\u5176\u4f18\u5316\u540e\u7684\u6a21\u578b\u53ef\u4ee5\u66f4\u597d\u5730\u9002\u5e94\u8d44\u6e90\u6709\u9650\u7684\u8bbe\u5907\uff0c\u5982\u667a\u80fd\u773c\u955c\u7b49\u8fb9\u7f18\u8ba1\u7b97\u8bbe\u5907\u3002\u8fd9\u4f7f\u5f97\u8fb9\u7f18\u8ba1\u7b97\u8bbe\u5907\u80fd\u591f\u5177\u5907\u66f4\u5f3a\u7684 AI \u80fd\u529b\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u66f4\u52a0\u4fbf\u6377\u3001\u667a\u80fd\u7684\u4f53\u9a8c\u3002<\/p>\n

\u4f8b\u5982\uff0c\u5728\u667a\u80fd\u773c\u955c\u4e2d\uff0cDeepSeek \u53ef\u4ee5\u5b9e\u73b0\u66f4\u5feb\u901f\u3001\u66f4\u51c6\u786e\u7684\u56fe\u50cf\u8bc6\u522b\u548c\u8bed\u97f3\u4ea4\u4e92\u529f\u80fd\uff0c\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u667a\u80fd\u773c\u955c\u66f4\u9ad8\u6548\u5730\u83b7\u53d6\u4fe1\u606f\u3001\u8fdb\u884c\u5bfc\u822a\u3001\u8bc6\u522b\u7269\u4f53\u7b49\uff0c\u5927\u5927\u63d0\u5347\u4e86\u667a\u80fd\u773c\u955c\u7684\u5b9e\u7528\u6027\u548c\u5e94\u7528\u573a\u666f\u3002<\/p>\n

\u5728\u5b9e\u65f6\u51b3\u7b56\u573a\u666f\u65b9\u9762\uff0c\u5176\u7684\u9ad8\u6548\u63a8\u7406\u80fd\u529b\u4e5f\u53d1\u6325\u4e86\u91cd\u8981\u4f5c\u7528\u3002<\/strong><\/p>\n

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\u5728\u5de5\u4e1a\u751f\u4ea7\u4e2d\uff0c\u5b9e\u65f6\u7684\u8d28\u91cf\u68c0\u6d4b\u548c\u6545\u969c\u8bca\u65ad\u4e5f\u662f\u81f3\u5173\u91cd\u8981\u7684\u3002\u8fd8\u53ef\u4ee5\u5feb\u901f\u5730\u5bf9\u751f\u4ea7\u8fc7\u7a0b\u4e2d\u7684\u6570\u636e\u8fdb\u884c\u5206\u6790\uff0c\u53ca\u65f6\u53d1\u73b0\u8d28\u91cf\u95ee\u9898\u548c\u8bbe\u5907\u6545\u969c\uff0c\u4ece\u800c\u63d0\u9ad8\u751f\u4ea7\u6548\u7387\u548c\u4ea7\u54c1\u8d28\u91cf\uff0c\u964d\u4f4e\u751f\u4ea7\u6210\u672c\u3002<\/p>\n

\u53ef\u4ee5\u8bf4\uff0c\u5728 2025 \u5e74\uff0cDeepSeek\u7684\u51fa\u73b0\uff0c \u6216\u5c06\u5f15\u8d77\u65b0\u4e00\u8f6e\u7684\u7ec8\u7aef\u5e94\u7528\u7206\u53d1\uff0c\u4e3a\u5404\u884c\u4e1a\u7684\u6570\u5b57\u5316\u8f6c\u578b\u548c\u5347\u7ea7\u63d0\u4f9b\u6709\u529b\u7684\u6280\u672f\u652f\u6491\u3002DeepSeek \u5728\u591a\u4e2a\u573a\u666f\u4e2d\u7684\u5e94\u7528\u7a81\u7834\uff0c\u4e0d\u4ec5\u5c55\u793a\u4e86\u5176\u6280\u672f\u4f18\u52bf\uff0c\u4e5f\u4e3a\u5404\u884c\u4e1a\u7684\u6570\u5b57\u5316\u8f6c\u578b\u548c\u5347\u7ea7\u63d0\u4f9b\u4e86\u65b0\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/strong><\/p>\n

\u56db\u3001\u751f\u6001\u53d8\u9769\uff1a<\/strong><\/p>\n

\u5927\u5382\u70bc\u6a21\u578b\u3001\u4e2d\u5c0f\u5382\u505a\u5e94\u7528<\/strong><\/p>\n

DeepSeek\u5e26\u6765\u7684\u8fd8\u6709AI\u751f\u6001\u4e0a\u7684\u53d8\u9769\uff0c\u800c\u8fd9\u79cd\u53d8\u9769\u4e5f\u5c06\u4e3aAI\u843d\u5730\u4ea7\u4e1a\u7684\u5e26\u6765\u66f4\u591a\u53ef\u80fd\u6027\u3002<\/strong><\/p>\n

\u4e00\u4e2a\u4e8b\u5b9e\u662f\uff0c\u5f53\u524d AI \u4ea7\u4e1a\u5448\u73b0\u51fa\u4e00\u79cd \u201c\u91d1\u5b57\u5854\u7ed3\u6784\u201d\uff0cOpenAI\u3001Google \u7b49\u5de8\u5934\u628a\u63a7\u57fa\u7840\u6a21\u578b\uff0c\u4e2d\u5c42\u4f01\u4e1a\u4f9d\u8d56 API \u8c03\u7528\uff0c\u9677\u5165 \u201c\u6570\u636e\u7a7a\u5fc3\u5316\u201d\uff0c\u5e95\u5c42\u4e2d\u5c0f\u5f00\u53d1\u8005\u7f3a\u4e4f\u5b9a\u5236\u80fd\u529b\uff0c\u6ca6\u4e3a\u751f\u6001\u9644\u5eb8\u3002<\/strong><\/p>\n

\u8fd9\u79cd\u7ed3\u6784\u7684\u81f4\u547d\u7f3a\u9677\u662f\u521b\u65b0\u505c\u6ede\uff0c\u5de8\u5934\u4e3a\u7ef4\u6301\u5784\u65ad\uff0c\u5fc5\u7136\u9650\u5236\u6a21\u578b\u5f00\u653e\u5ea6\u3002<\/p>\n

DeepSeek \u5f00\u6e90\u6838\u5fc3\u6a21\u578b\u548c\u5f00\u653e API \u5b9a\u5236\u80fd\u529b\uff0c\u8fd9\u4e00\u4e3e\u63aa\u6253\u7834\u4e86\u4ee5\u5f80 OpenAI \u7b49\u5de8\u5934\u4e3b\u5bfc\u7684 \u201c\u91d1\u5b57\u5854\u5f0f\u201d \u751f\u6001\u3002<\/strong><\/p>\n

<\/figure>\n

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\u800c\u4e2d\u5c0f\u5382\u5219\u53ef\u4ee5\u4e13\u6ce8\u4e8e\u505a\u5e94\u7528\uff0c\u57fa\u4e8e\u5f00\u6e90\u6a21\u578b\u5feb\u901f\u5f00\u53d1\u4e13\u7528 AI \u5de5\u5177\uff0c\u65e0\u9700\u4f9d\u8d56\u5de8\u5934\u63d0\u4f9b \u201c\u9ed1\u7bb1\u201d \u80fd\u529b\u3002\u8fd9\u4e3a\u4e2d\u5c0f\u5382\u63d0\u4f9b\u4e86\u66f4\u591a\u7684\u53d1\u5c55\u7a7a\u95f4\u548c\u673a\u4f1a\uff0c\u4f7f\u5b83\u4eec\u80fd\u591f\u5145\u5206\u53d1\u6325\u81ea\u8eab\u7684\u7075\u6d3b\u6027\u548c\u521b\u65b0\u80fd\u529b\uff0c\u5f00\u53d1\u51fa\u66f4\u52a0\u8d34\u8fd1\u7528\u6237\u9700\u6c42\u548c\u884c\u4e1a\u7279\u70b9\u7684 AI \u5e94\u7528\u3002<\/p>\n

\u4f8b\u5982\uff0c\u4e00\u4e9b\u4e2d\u5c0f\u5382\u53ef\u4ee5\u9488\u5bf9\u5de5\u4e1a\u8d28\u68c0\u3001\u4f9b\u5e94\u94fe\u9884\u6d4b\u7b49\u786e\u5b9a\u6027\u9700\u6c42\uff0c\u901a\u8fc7 API \u6309\u9700\u5fae\u8c03\u6a21\u578b\uff0c\u5f00\u53d1\u51fa\u9ad8\u6548\u3001\u7cbe\u51c6\u7684 AI \u5e94\u7528\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u5b9a\u5236\u5316\u7684\u89e3\u51b3\u65b9\u6848\u3002\u8fd9\u79cd\u751f\u6001\u53d8\u9769\u8fd8\u5e26\u6765\u4e86\u6280\u672f\u6c11\u4e3b\u5316\u3001\u751f\u6001\u6b63\u5faa\u73af\u548c\u573a\u666f\u5b9a\u5236\u5316\u7b49\u591a\u65b9\u9762\u7684\u597d\u5904\u3002<\/p>\n

\u6280\u672f\u6c11\u4e3b\u5316\u53ef\u4ee5\u4f7f\u5236\u9020\u4e1a\u3001\u519c\u4e1a\u7b49\u975e\u79d1\u6280\u4f01\u4e1a\u4e5f\u80fd\u591f\u53c2\u4e0e\u5230 AI \u6280\u672f\u7684\u5e94\u7528\u548c\u521b\u65b0\u4e2d\uff0c\u4fc3\u8fdb\u5404\u884c\u4e1a\u7684\u6570\u5b57\u5316\u8f6c\u578b\u548c\u5347\u7ea7\u3002\u751f\u6001\u6b63\u5faa\u73af\u5219\u53ef\u4ee5\u901a\u8fc7\u5f00\u53d1\u8005\u8d21\u732e\u884c\u4e1a\u6570\u636e\u4f18\u5316\u6a21\u578b\uff0c\u5e76\u4ece\u6a21\u578b\u6536\u76ca\u4e2d\u5206\u6210\uff0c\u5f62\u6210\u4e86 \u201c\u6570\u636e – \u6a21\u578b – \u5e94\u7528\u201d \u7684\u534f\u540c\u7f51\u7edc\uff0c\u63a8\u52a8 AI \u4ea7\u4e1a\u7684\u53ef\u6301\u7eed\u53d1\u5c55\u3002<\/p>\n

\u53ef\u4ee5\u8bf4\uff0cDeepSeek \u5e26\u6765\u7684\u751f\u6001\u53d8\u9769\uff0c\u4e0d\u4ec5\u4e3a AI \u4ea7\u4e1a\u7684\u53d1\u5c55\u5e26\u6765\u4e86\u65b0\u7684\u673a\u9047\uff0c\u4e5f\u4e3a\u5404\u884c\u4e1a\u7684\u6570\u5b57\u5316\u8f6c\u578b\u548c\u5347\u7ea7\u63d0\u4f9b\u4e86\u65b0\u7684\u52a8\u529b\u3002\u672a\u6765\uff0c\u968f\u7740 DeepSeek \u6280\u672f\u7684\u4e0d\u65ad\u53d1\u5c55\u548c\u5b8c\u5584\uff0c\u5176\u5728\u751f\u6001\u53d8\u9769\u65b9\u9762\u7684\u6f5c\u529b\u5c06\u8fdb\u4e00\u6b65\u91ca\u653e\uff0c\u4e3a AI \u4ea7\u4e1a\u7684\u53d1\u5c55\u5e26\u6765\u66f4\u591a\u7684\u53ef\u80fd\u6027\u3002<\/strong><\/p>\n

\u4e94\u30012025\uff0cAI \u7684\u65b0\u8d70\u5411<\/strong><\/p>\n

2025\u5e74\uff0cAI\u843d\u5730\u4ea7\u4e1a\u7684\u8d70\u5411\u8d8a\u53d1\u6e05\u6670\u3002<\/p>\n

\u5728 2025 \u5e74\uff0cAI \u7684\u53d1\u5c55\u5c06\u4ece\u8fc7\u53bb\u5bf9\u6280\u672f\u7684\u5355\u7eaf\u5d07\u62dc\uff0c\u9010\u6b65\u8f6c\u5411\u66f4\u52a0\u6ce8\u91cd\u5546\u4e1a\u52a1\u5b9e\u7684\u843d\u5730\u5e94\u7528\u3002\u8fd9\u4e00\u8f6c\u53d8\u4f53\u73b0\u5728\u6280\u672f\u7814\u53d1\u3001\u5546\u4e1a\u5316\u8def\u5f84\u4ee5\u53ca\u751f\u6001\u8054\u76df\u6784\u5efa\u7b49\u591a\u4e2a\u65b9\u9762\u3002<\/p>\n

\u5728\u6280\u672f\u7814\u53d1\u9886\u57df\uff0c\u4f01\u4e1a\u9010\u6e10\u8ba4\u8bc6\u5230\u76f2\u76ee\u5806\u780c\u6a21\u578b\u53c2\u6570\u5e76\u975e\u660e\u667a\u4e4b\u4e3e\u3002\u5343\u4ebf\u89c4\u6a21\u7684\u6a21\u578b\u5e76\u975e\u4e07\u80fd\u94a5\u5319\uff0c\u800c DeepSeek – R1 \u7684\u6210\u529f\u6848\u4f8b\u6709\u529b\u5730\u8bc1\u660e\u4e86\uff0c\u767e\u4ebf\u7ea7\u6a21\u578b\u901a\u8fc7\u7b97\u6cd5\u4f18\u5316\u540c\u6837\u80fd\u591f\u4e0e\u66f4\u5927\u89c4\u6a21\u7684\u6a21\u578b\u76f8\u5ab2\u7f8e\u3002<\/p>\n

<\/figure>\n

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\u4e0e\u6b64\u540c\u65f6\uff0c\u5bf9\u4e8e\u4e2d\u5c0f\u5ba2\u6237\u7fa4\u4f53\uff0c\u4f01\u4e1a\u4e5f\u4e0d\u5e94\u5ffd\u89c6\u5176\u6f5c\u5728\u7684\u5e02\u573a\u9700\u6c42\u3002\u901a\u8fc7\u63d0\u4f9b\u5f00\u6e90\u6a21\u578b\u548c\u4f4e\u4ee3\u7801\u5e73\u53f0\uff0c\u4e3a\u8fd9\u4e9b\u5ba2\u6237\u63d0\u4f9b\u4fbf\u6377\u7684 \u201cAI \u80fd\u529b\u96c6\u88c5\u7bb1\u201d\uff0c\u80fd\u591f\u6709\u6548\u964d\u4f4e\u5b9a\u5236\u5316\u6210\u672c\uff0c\u6ee1\u8db3\u957f\u5c3e\u5e02\u573a\u7684\u591a\u6837\u5316\u9700\u6c42\uff0c\u8fdb\u800c\u5b9e\u73b0\u5bf9\u6574\u4e2a\u5e02\u573a\u7684\u5168\u9762\u8986\u76d6\u3002<\/p>\n

\u6784\u5efa\u751f\u6001\u8054\u76df\u5bf9\u4e8e\u4f01\u4e1a\u7684\u53d1\u5c55\u540c\u6837\u81f3\u5173\u91cd\u8981\u3002<\/strong><\/p>\n

\u4e00\u65b9\u9762\uff0c\u5f00\u6e90\u6838\u5fc3\u6846\u67b6\uff0c\u4f8b\u5982 DeepSeek \u5f00\u653e RL \u8bad\u7ec3\u5de5\u5177\u94fe\uff0c\u80fd\u591f\u5438\u5f15\u5f00\u53d1\u8005\u79ef\u6781\u53c2\u4e0e\u751f\u6001\u5efa\u8bbe\uff0c\u6c47\u805a\u5404\u65b9\u7684\u667a\u6167\u548c\u8d44\u6e90\uff0c\u5f62\u6210\u5f3a\u5927\u7684\u6280\u672f\u5408\u529b\u3002<\/p>\n

\u53e6\u4e00\u65b9\u9762\uff0c\u8de8\u754c\u8054\u76df\u7684\u5efa\u7acb\u4e5f\u5fc5\u4e0d\u53ef\u5c11\u3002\u8054\u5408\u82af\u7247\u5382\u5546\uff08\u5982\u534e\u4e3a\uff09\u3001\u4e91\u670d\u52a1\u5546\uff08\u5982\u963f\u91cc\u4e91\uff09\u4ee5\u53ca\u5782\u76f4\u9886\u57df\u7684\u4e13\u4e1a\u4f01\u4e1a\uff0c\u5f62\u6210 \u201c\u7b97\u529b – \u6a21\u578b – \u573a\u666f\u201d \u7684\u94c1\u4e09\u89d2\u5408\u4f5c\u6a21\u5f0f\uff0c\u80fd\u591f\u4fc3\u8fdb\u4ea7\u4e1a\u94fe\u4e0a\u4e0b\u6e38\u7684\u534f\u540c\u521b\u65b0\uff0c\u6253\u9020\u4e00\u4e2a\u5408\u4f5c\u5171\u8d62\u7684\u4ea7\u4e1a\u751f\u6001\u73af\u5883\u3002<\/p>\n

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\u8fd9\u4e00\u53d1\u5c55\u8def\u5f84\u4e0d\u4ec5\u80fd\u591f\u5145\u5206\u53d1\u6325\u4e2d\u56fd\u5728\u7279\u5b9a\u9886\u57df\u7684\u4ea7\u4e1a\u4f18\u52bf\uff0c\u8fd8\u80fd\u591f\u4e3a\u5168\u7403 AI \u4ea7\u4e1a\u7684\u53d1\u5c55\u63d0\u4f9b\u4e00\u79cd\u5177\u6709\u4e2d\u56fd\u7279\u8272\u7684\u521b\u65b0\u6a21\u5f0f\u548c\u89e3\u51b3\u65b9\u6848\uff0c\u63a8\u52a8 AI \u6280\u672f\u5728\u5168\u7403\u8303\u56f4\u5185\u7684\u591a\u5143\u5316\u53d1\u5c55\u548c\u5e94\u7528\u3002<\/p>\n

\u5199\u5728\u6700\u540e\uff1a<\/strong><\/p>\n

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