![\"\u4e07\u5b57\u89e3\u8bfb\uff1aDeepSeek-V4](\"https:\/\/x0.ifengimg.com\/ucms\/2026_18\/F3C900D972CF0E62641183309FC68CCB7389F469_size663_w1080_h708.png\")
<\/p>\n\u539f\u6807\u9898\uff1a\u5168\u7f51\u6700\u5f3a\u4e07\u5b57\u89e3\u8bfb\uff1aDeepSeek-V4 \u6380\u7ffb\u4e86\u8c01\u7684\u684c\u5b50\uff1f<\/p>\n
\u201c<\/strong>370\u500d\u7684\u9e3f\u6c9f\uff0c\u4e0d\u53ea\u662f\u9650\u65f6\u4fc3\u9500\u3002 <\/strong>\u201d<\/strong><\/p>\n \u4f5c\u8005\u4e28\u5c91\u5cf0<\/p>\n GPT-5.5 \u201c\u5927\u676f\u7248\u201d\u7684\u8f93\u51fa\u4ef7\u683c\u662f 130 \u7f8e\u5143\/\u767e\u4e07 Token\uff0c\u800c DeepSeek-V4 \u53ea\u8981 2.5 \u5143\u4eba\u6c11\u5e01<\/a>\u3002\u5728\u540c\u6837\u7684\u667a\u80fd\u6c34\u4f4d\u4e0b\uff0c\u4e24\u8005\u7684\u6210\u672c\u5dee\u4e86\u6574\u6574 370 \u500d\u3002<\/p>\n \u8fd9\u7edd\u975e\u4e00\u573a\u4e92\u8054\u7f51\u5f0f\u7684\u201c\u8865\u8d34\u5927\u6218\u201d\u6216\u9650\u65f6\u4fc3\u9500\uff0c\u800c\u662f\u4e00\u573a\u5df2\u7ecf\u6301\u7eed\u4e86\u56db\u5e74\u7684\u4e2d\u56fd\u7279\u8272\u201c\u6548\u7387\u9769\u547d\u201d\u3002\u5728 Agent \u65f6\u4ee3\uff0c\u5f53\u957f\u7a0b\u4efb\u52a1\u7684\u4e00\u81f4\u6027\u9700\u6c42\u8feb\u4f7f Token \u6d88\u8017\u91cf\u5448\u6307\u6570\u7ea7\u589e\u52a0\u65f6\uff0cDeepSeek-V4 \u5ef6\u7eed\u4e86\u5176\u201c\u7528\u66f4\u5c11\u7684\u8d44\u6e90<\/a>\u505a\u66f4\u591a\u7684\u4e8b\u201d\u7684\u786c\u6838\u4f20\u7edf\uff0c\u518d\u4e00\u6b21\u4ee5\u6781\u81f4\u7684\u538b\u7f29\u65b9\u6848\uff0c\u5c06\u767e\u4e07\u4e0a\u4e0b\u6587\u7684\u95e8\u69db\u4ece\u201c\u5962\u4f88\u54c1\u201d\u53d8\u6210\u4e86\u201c\u65e5\u7528\u54c1\u201d\u3002<\/p>\n \u4f46\u7701\u94b1\u4ece\u6765\u4e0d\u662f\u514d\u8d39\u7684\u5348\u9910\u3002\u6bcf\u4e00\u6b21\u6548\u7387\u7684\u8de8\u4ee3\u9886\u5148\uff0c\u90fd\u5728\u7cfb\u7edf\u590d\u6742\u5ea6\u3001\u751f\u6001\u9501\u5b9a\u548c\u80fd\u529b\u8fb9\u754c\u4e0a\u57cb\u4e0b\u4e86\u4f0f\u7b14\u3002\u4e3a\u4ec0\u4e48 OpenAI<\/a>\u3001Anthropic \u59cb\u7ec8\u575a\u5b88\u7a20\u5bc6\u6a21\u578b\u4e0e\u539f\u751f\u957f\u7a97\uff1fDeepSeek \u4e0e\u6607\u817e\u82af\u7247<\/a>\u7684\u6df1\u5ea6\u8f6f\u786c\u7ed1\u5b9a\uff0c\u7a76\u7adf\u662f\u56fd\u4ea7\u66ff\u4ee3\u7684\u66d9\u5149\uff0c\u8fd8\u662f\u6784\u5efa\u4e86\u65b0\u7684\u6280\u672f\u5b64\u5c9b\uff1f\u5f53\u5927\u6a21\u578b\u7ade\u8d5b\u8fdb\u5165\u201c\u7cfb\u7edf\u6218\u4e89\u201d\u7684\u6df1\u6c34\u533a\uff0c\u8c01\u80fd\u5b9a\u4e49\u4e0b\u4e00\u4e2a\u5341\u5e74\u7684 AI \u57fa\u7840\u8bbe\u65bd\uff1f<\/p>\n \u5728Deepseek V4\u53d1\u5e03\u5f53\u5929\u7684GAIR Live\u5706\u684c\u4e0a\uff0c\u96f7\u5cf0\u7f51\u8054\u5408\u521b\u59cb\u4eba\u5c91\u5cf0\u5bf9\u8bdd\u4e09\u4f4d\u884c\u4e1a\u4e13\u5bb6\uff1a<\/p>\n \u6570\u52bf\u79d1\u6280\u521b\u59cb\u4eba\u517cCEO\u9ece\u79d1\u5cf0<\/p>\n \u667a\u6e90\u7cfb\u7edf\u667a\u80fd\u7814\u7a76\u7ec4\u7814\u7a76\u5458\u5218\u5e7f<\/p>\n \u6e05\u6634\u667a\u80fd\u6280\u672f\u8d1f\u8d23\u4eba\u6768\u6cfd\u4e7e<\/p>\n \u4ece\u4ea7\u4e1a\u7ade\u4e89\u3001\u7cfb\u7edf\u751f\u6001\u548c\u6280\u672f\u67b6\u6784\u4e09\u4e2a\u7ef4\u5ea6\uff0c\u62c6\u89e3DeepSeek-V4\u7684\u6548\u7387\u8d26\u672c\u3002<\/p>\n<\/p>\n 01<\/strong><\/p>\n \u56db\u6b21"\u6380\u684c\u5b50"\uff0c\u6380\u7684\u662f\u4e0d\u540c\u7684\u684c\u5b50<\/strong><\/p>\n DeepSeek\u7684"\u6380\u684c\u5b50"\u4e0d\u662f\u4e00\u751f\u53ea\u6709\u4e00\u6b21\u7684\u4e8b\u4ef6\uff0c\u800c\u662f\u4e00\u573a\u5206\u9636\u6bb5\u3001\u5206\u7ef4\u5ea6\u7684\u7cfb\u7edf\u6027\u8fdb\u653b\u3002<\/strong>\u9ece\u79d1\u5cf0\u5c06V2\u5230V4\u7684\u56db\u6b21\u53d1\u5e03\u62c6\u89e3\u4e3a\u56db\u4e2a\u4e0d\u540c\u7684\u6218\u573a\uff1a<\/p>\n V2\u6380\u7684\u662f"\u4ef7\u683c\u684c"\uff1aKV Cache\u538b\u7f2990%\u4ee5\u4e0a\uff0cAPI\u4ef7\u683c\u6253\u5230GPT-4\u76841%\uff1b<\/p>\n V3\u6380\u7684\u662f"\u8bad\u7ec3\u684c"\uff1a\u4e0d\u5230600\u4e07\u7f8e\u5143\u8bad\u7ec3\u51faGPT-4o\u7ea7\u6a21\u578b\uff0c\u8bc1\u660e\u4e86\u4e2d\u56fd\u56e2\u961f\u53ef\u4ee5\u7528\u6781\u4f4e\u6210\u672c\u505a\u51fa\u4e16\u754c\u4e00\u6d41\u57fa\u5ea7\uff1b<\/p>\n R1\u6380\u7684\u662f"\u63a8\u7406\u684c"\uff1a30\u4e07\u7f8e\u5143\u7eaf\u5f3a\u5316\u5b66\u4e60\u6d8c\u73b0\u51faCoT\u80fd\u529b\uff0c\u8ba9\u5168\u7403\u770b\u5230\u63a8\u7406\u6a21\u578b\u4e0d\u5fc5\u4f9d\u8d56\u5929\u4ef7\u7b97\u529b\u3002<\/p>\n \u800cV4\u6380\u7684\uff0c\u662f"\u7cfb\u7edf\u684c"\uff1a\u5728 GLM\u3001Kimi\u3001Qwen\u3001Gemini \u7b49\u5f3a\u624b\u73af\u4f3a\u4e0b\uff0cV4 \u4e0d\u4ec5\u8865\u9f50\u4e86 Coding\u3001\u6570\u5b66\u4e0e\u957f\u4e0a\u4e0b\u6587\u7684\u77ed\u677f\uff0c\u66f4\u5b8c\u6210\u4e86\u5bf9\u6607\u817e 910B \u7b97\u529b\u7684\u5f7b\u5e95\u9002\u914d\u4e0e FP4 \u91cf\u5316\u652f\u6301\u3002<\/p>\n \u9ece\u79d1\u5cf0\u6307\u51fa\uff0cV4 \u7684\u771f\u6b63\u4e0d\u540c\u5728\u4e8e\uff1a\u5b83\u4e0d\u518d\u662f\u201c\u4ece 0 \u5230 1\u201d\u7684\u60ca\u559c\uff0c\u800c\u662f\u5728\u201c\u4ece 1 \u5230 100\u201d\u7684\u6b63\u9762\u6218\u573a\u4e0a\uff0c\u7528\u5de5\u7a0b\u80fd\u529b\u548c\u7cfb\u7edf\u6548\u7387\u786c\u78b0\u786c\u5730\u8d62\u4e86\u3002<\/strong><\/p>\n \u8fd9\u79cd\u8fdb\u5316\u8f68\u8ff9\u5982\u540c\u4e54\u5e03\u65af\u63d0\u5230\u7684\u201c\u8fde\u70b9\u6210\u753b\u201d\uff08connecting the dots\uff09\uff1a\u5206\u6563\u7684\u6548\u7387\u7a81\u7834\uff0c\u6700\u7ec8\u62fc\u51fa\u4e86\u4e00\u5e45\u5b8c\u6574\u7684\u3001\u72ec\u7acb\u4e8e CUDA \u751f\u6001\u4e4b\u5916\u7684 AI \u57fa\u7840\u8bbe\u65bd\u56fe\u666f\u3002<\/p>\n 02<\/strong><\/p>\n 2%\u7684\u7b97\u6cd5\u66b4\u529b\u7f8e\u5b66<\/strong><\/p>\n \u5728 DeepSeek-V4 \u7684\u6280\u672f\u62a5\u544a\u4e2d\uff0c\u6700\u4ee4\u4e1a\u754c\u9707\u64bc\u7684\u6570\u5b57\u83ab\u8fc7\u4e8e\u201c2%\u201d\u3002\u5728 Transformer \u67b6\u6784\u7edf\u6cbb\u5927\u6a21\u578b\u7684\u4eca\u5929\uff0c\u957f\u5e8f\u5217\u5904\u7406\u4ea7\u751f\u7684 KV Cache \u59cb\u7ec8\u662f\u663e\u5b58\u6d88\u8017\u7684\u201c\u9ed1\u6d1e\u201d\u3002<\/p>\n \u6768\u6cfd\u4e7e\u6307\u51fa\uff0cDeepSeek \u7684\u8fdb\u5316\u672c\u8d28\u4e0a\u662f\u4e00\u573a\u201c\u5b58\u91cf\u7a7a\u95f4\u7684\u6218\u4e89\u201d\u3002V2 \u5f15\u5165 MLA \u538b\u7f29\u4e86 90% \u7684\u7f13\u5b58\u7a7a\u95f4\uff1b\u800c V4 \u8fdb\u4e00\u6b65\u796d\u51fa\u4e86 CSA\uff08\u538b\u7f29\u7a00\u758f\u6ce8\u610f\u529b\uff09\u4e0e HCA\uff08\u6df7\u5408\u6ce8\u610f\u529b\uff09 \u7684\u7ec4\u5408\u62f3\u3002\u8fd9\u4e0d\u4ec5\u662f\u6570\u5b66\u4e0a\u7684\u5947\u8ff9\uff0c\u66f4\u662f\u5de5\u7a0b\u4e0a\u7684\u5927\u80c6\u53d6\u820d\u3002<\/p>\n \u6768\u6cfd\u4e7e\u8ba4\u4e3a\uff0cDeepSeek \u5c06\u8ba1\u7b97\u590d\u6742\u5ea6\u4ece\u4f20\u7edf\u7684 O(n2) \u538b\u5411\u4e86\u63a5\u8fd1\u7ebf\u6027\u3002\u8fd9\u610f\u5473\u7740\uff0c\u767e\u4e07\u7ea7\u957f\u6587\u672c\u4ece\u6b64\u524d\u7684\u201c\u5962\u4f88\u54c1\u201d\u53d8\u6210\u4e86\u201c\u65e5\u7528\u54c1\u201d\u3002<\/strong>\u8fd9\u79cd\u201c\u6781\u81f4\u538b\u7f29\u201d\u8def\u5f84\uff0c\u867d\u7136\u5728\u6781\u7aef\u957f\u5ea6\u4e0b\u53ef\u80fd\u5b58\u5728\u68c0\u7d22\u6027\u80fd\u7684\u8870\u51cf\uff0c\u4f46\u5b83\u89e3\u51b3\u4e86\u201c\u80fd\u7528\u201d\u548c\u201c\u597d\u7528\u201d\u7684\u95e8\u69db\u95ee\u9898\u3002<\/p>\n \u8fd9\u79cd\u67b6\u6784\u7684\u590d\u6742\u6027\uff0c\u88ab\u5609\u5bbe\u4eec\u79f0\u4e3a\u201c\u7b97\u6cd5\u7684\u66b4\u529b\u7f8e\u5b66\u201d\u3002\u5b83\u53cd\u6620\u4e86\u8fd9\u6837\u4e00\u79cd\u6280\u672f\u4e4b\u7f8e\uff1a\u5728\u7b97\u529b\u6781\u5ea6\u7a00\u7f3a\u7684\u80cc\u666f\u4e0b\uff0c\u4e2d\u56fd\u5de5\u7a0b\u5e08\u9009\u62e9\u7528\u66f4\u590d\u6742\u7684\u7cfb\u7edf\u903b\u8f91\uff0c\u53bb\u5bf9\u51b2\u786c\u4ef6\u8d44\u6e90\u7684\u532e\u4e4f\u3002\u5f53\u767e\u4e07\u7ea7\u957f\u6587\u672c\u4e0d\u518d\u662f\u9700\u8981\u614e\u91cd\u4f7f\u7528\u7684\u201c\u6602\u8d35\u8d44\u6e90\u201d\uff0cAgent \u7684\u957f\u7a0b\u601d\u8003\u624d\u771f\u6b63\u5177\u5907\u4e86\u5927\u89c4\u6a21\u843d\u5730\u7684\u7ecf\u6d4e\u6027\u57fa\u7840\u3002<\/p>\n 03<\/strong><\/p>\n \u6548\u7387\u9769\u547d\u7684\u9690\u6027\u4ee3\u4ef7\uff1a\u9009\u62e9\u5373\u53d6\u820d<\/strong><\/p>\n \u6781\u81f4\u7684\u7701\u94b1\u5f80\u5f80\u4f34\u968f\u7740\u590d\u6742\u5ea6\u7684\u4ee3\u4ef7\u3002\u6768\u6cfd\u4e7e\u76f4\u8a00\uff0cDeepSeek \u7684\u6bcf\u4e00\u7b14\u6548\u7387\u6536\u76ca\uff0c\u90fd\u5728\u5176\u4ed6\u5730\u65b9\u7559\u4e0b\u4e86\u8d26\u5355\uff1a<\/p>\n \u6027\u80fd\u7684\u8870\u51cf\uff1a<\/strong> CSA \u548c HCA \u7684\u6781\u81f4\u538b\u7f29\uff0c\u5bfc\u81f4\u5728 128K \u4e4b\u540e\u7684\u957f\u5e8f\u5217\u68c0\u7d22\u6027\u80fd\u51fa\u73b0\u4e0d\u53ef\u907f\u514d\u7684\u8870\u51cf\u3002\u8fd9\u79cd\u201c\u9057\u5fd8\u7684\u827a\u672f\u201d\u610f\u5473\u7740\u5728\u5904\u7406\u6781\u7aef\u957f\u5ea6\u7684\u903b\u8f91\u63a8\u7406\u65f6\uff0c\u6a21\u578b\u53ef\u80fd\u51fa\u73b0\u903b\u8f91\u65ad\u5c42\uff0c\u8fd9\u4e0e Claude \u8ffd\u6c42\u7684\u201c\u5b8c\u7f8e\u68c0\u7d22\u201d\u662f\u622a\u7136\u4e0d\u540c\u7684\u8def\u7ebf\u3002<\/p>\n \u67b6\u6784\u7684\u503a\uff1a<\/strong> \u4e3a\u4e86\u7701\u94b1\uff0c\u6574\u4f53\u67b6\u6784\u53d8\u5f97\u6781\u5176\u7cbe\u5de7\u4e14\u590d\u6742\u3002\u8fd9\u867d\u7136\u5728\u8bad\u7ec3\u4fa7\u7701\u4e0b\u4e86\u771f\u91d1\u767d\u94f6\uff0c\u4f46\u5728\u540e\u7eed\u7684\u8de8\u5e73\u53f0\u8fc1\u79fb\u3001\u4e0d\u540c\u82af\u7247\u7684\u7b97\u5b50\u9002\u914d\u4e0a\uff0c\u4f1a\u5e26\u6765\u6781\u9ad8\u7684\u5de5\u7a0b\u96be\u5ea6\u3002<\/p>\n MoE \u7684\u8fde\u8d2f\u6027\u74f6\u9888\uff1a<\/strong> \u4f5c\u4e3a MoE\uff08\u6df7\u5408\u4e13\u5bb6\u6a21\u578b\uff09\u7684\u6781\u81f4\u4fe1\u5f92\uff0cDeepSeek V4 \u603b\u53c2\u6570 1.6T \u5374\u53ea\u6fc0\u6d3b 49B\uff0c\u8fd9\u79cd\u201c\u7ec6\u7c92\u5ea6\u8def\u7531\u201d\u867d\u7136\u6548\u7387\u60ca\u4eba\uff0c\u4f46\u5728\u9700\u8981\u9ad8\u5ea6\u5168\u5c40\u4e00\u81f4\u6027\u7684\u957f\u7a0b Agent \u4efb\u52a1\u4e2d\uff0c\u8868\u73b0\u4ecd\u900a\u4e8e\u6602\u8d35\u7684\u7a20\u5bc6\u6a21\u578b\u3002<\/p>\n \u8fd9\u4e9b\u8d26\u5355\u4e0d\u662f\u7f3a\u9677\uff0c\u800c\u662f\u6df1\u601d\u719f\u8651\u540e\u7684\u9009\u62e9\u3002DeepSeek \u8fd9\u79cd\u806a\u660e\u4e4b\u5904\u5728\u4e8e\uff1a\u5b83\u6e05\u695a\u5730\u77e5\u9053\u81ea\u5df1\u5728\u653e\u5f03\u4ec0\u4e48\uff0c\u5e76\u4e14\u6210\u529f\u5730\u5c06\u8fd9\u4e9b\u201c\u653e\u5f03\u201d\u8f6c\u5316\u4e3a\u4e86\u6781\u5177\u6740\u4f24\u529b\u7684\u5546\u4e1a\u4f18\u52bf\u3002<\/p>\n 04<\/strong><\/p>\n \u957f\u4e0a\u4e0b\u6587\u7684\u771f\u76f8\uff1a\u6211\u4eec\u53ea\u8d70\u4e86\u4e00\u534a\u7684\u8def<\/strong><\/p>\n \u867d\u7136\u767e\u4e07\u4e0a\u4e0b\u6587\u5df2\u6210\u6807\u914d\uff0c\u4f46\u5218\u5e7f\u629b\u51fa\u4e86\u4e00\u4e2a\u66f4\u5c16\u9510\u7684\u5224\u65ad\uff1a\u201c\u73b0\u5728\u7684\u6280\u672f\u53ea\u89e3\u51b3\u4e86\u4e00\u534a\u95ee\u9898\u2014\u2014\u80fd\u8bb0\u4f4f\uff0c\u4f46\u5b66\u4e0d\u4f1a\u3002\u201d<\/strong><\/p>\n \u76ee\u524d\u5927\u5382\u7684\u957f\u6587\u672c\u7b56\u7565<\/a>\u5404\u5177\u7279\u8272\uff1aDeepSeek \u8d70\u5b9e\u7528\u4e3b\u4e49\u538b\u7f29\u8def\u7ebf\uff0c\u6210\u672c\u6781\u4f4e\uff1bGemini \u8d70\u539f\u751f\u67b6\u6784\u8def\u7ebf\uff0c\u5168\u5c40\u4e00\u81f4\u6027\u597d\u4f46\u6269\u5c55\u6027\u53d7\u9650\uff1bClaude \u8ffd\u6c42\u9ad8\u7cbe\u5ea6\u68c0\u7d22\uff0c\u662f\u6cd5\u52a1\u548c\u533b\u7597\u573a\u666f\u7684\u9996\u9009\uff1bOpenAI \u5219\u5229\u7528\u63a8\u7406\u6a21\u578b\u4f18\u5316\u903b\u8f91\u6df1\u5ea6\u3002<\/p>\n \u4f46\u8fd9\u4e9b\u7b56\u7565\u672c\u8d28\u4e0a\u90fd\u662f\u201c\u8bb0\u5fc6\u201d\u800c\u975e\u201c\u5b66\u4e60\u201d\u3002\u6a21\u578b\u53ef\u4ee5\u4e00\u6b21\u6027\u541e\u4e0b\u6574\u672c\u300a\u4e09\u4f53\u300b\u505a\u603b\u7ed3\uff0c\u4f46\u65e0\u6cd5\u5728\u4e0e\u7528\u6237\u7684\u957f\u671f\u4ea4\u4e92\u4e2d\u6301\u7eed\u66f4\u65b0\u6743\u91cd\u3001\u6c89\u6dc0\u4e2a\u6027\u5316\u7684\u77e5\u8bc6\u3002\u4eba\u4e00\u8f88\u5b50\u8bfb\u7684\u4e66\u53ef\u80fd\u8fdc\u8d85\u767e\u4e07 Token\uff0c\u5374\u80fd\u5c06\u5176\u5185\u5316\u4e3a\u667a\u6167\u3002\u5927\u6a21\u578b\u7684\u957f\u6587\u672c\u6280\u672f\u5982\u679c\u4e0d\u80fd\u8de8\u8d8a\u4ece\u201c\u4e34\u65f6\u7f13\u5b58\u201d\u5230\u201c\u6743\u91cd\u66f4\u65b0\u201d\u7684\u9e3f\u6c9f\uff0c\u957f\u4e0a\u4e0b\u6587\u5c31\u4f9d\u7136\u53ea\u662f\u4e00\u4e2a\u66f4\u5bbd\u7684\u3001\u5bb9\u6613\u88ab\u6ea2\u51fa\u7684\u6f0f\u6597\u3002<\/p>\n \u8fd9\u610f\u5473\u7740\uff0c\u6211\u4eec\u8fd8\u5728\u957f\u4e0a\u4e0b\u6587\u8fd9\u6761\u8def\u4e0a\u8d70\u4e86\u4e00\u534a\uff0c\u5269\u4e0b\u7684\u90a3\u4e00\u534a\uff0c\u662f\u5982\u4f55\u8ba9\u6a21\u578b\u5728\u4ea4\u4e92\u4e2d\u771f\u6b63"\u6210\u957f"\u3002<\/strong><\/p>\n 05<\/strong><\/p>\n MoE vs \u7a20\u5bc6\uff0c\u4e0d\u662f\u6280\u672f\u4f18\u52a3\uff0c\u662f\u751f\u5b58\u7b56\u7565<\/strong><\/p>\n \u4e00\u4e2a\u6709\u8da3\u7684\u5730\u7406\u53d1\u73b0\u662f\uff1a\u56fd\u5185\u201c\u5f00\u6e90\u5fa1\u4e09\u5bb6\u201d\uff08DeepSeek\u3001\u5343\u95ee\u3001Kimi\uff09\u4e0d\u7ea6\u800c\u540c\u9009\u62e9\u4e86 MoE \u8def\u5f84\uff0c\u800c OpenAI\u3001Anthropic \u7b49\u7f8e\u56fd<\/a>\u5de8\u5934\u4ecd\u503e\u5411\u4e8e\u7a20\u5bc6\u6a21\u578b\u3002\u9ece\u79d1\u5cf0\u8ba4\u4e3a\uff0c\u8fd9\u6298\u5c04\u51fa\u7684\u662f\u4e2d\u7f8e\u4e24\u56fd\u5728\u8d44\u6e90\u7ea6\u675f\u4e0b\u7684\u5fc5\u7136\u9009\u62e9\uff1a<\/p>\n \u7f8e\u56fd\u8def\u7ebf\uff1a<\/strong>\u6838\u5fc3\u903b\u8f91\u662f\u8d44\u672c\u9a71\u52a8\u7684\u201c\u5927\u529b\u51fa\u5947\u8ff9\u201d<\/strong>\uff0c\u901a\u8fc7\u5806\u53e0\u82af\u7247\u548c\u7535\u529b\u7ef4\u6301\u7edd\u5bf9\u9886\u5148\u3002<\/p>\n \u4e2d\u56fd\u8def\u7ebf\uff1a<\/strong>\u6838\u5fc3\u903b\u8f91\u662f\u7ea6\u675f\u9a71\u52a8\u7684\u201c\u6781\u81f4\u6027\u4ef7\u6bd4\u201d<\/strong>\uff0c\u5728\u7b97\u529b\u5c01\u9501\u548c\u9884\u7b97\u53d7\u9650\u7684\u73af\u5883\u4e0b\uff0c\u901a\u8fc7 MoE \u5b9e\u73b0\u201c\u964d\u7ef4\u6253\u51fb\u201d\u3002<\/p>\n \u4ed6\u7528\u4e00\u4e2a\u6bd4\u55bb\u9053\u51fa\u4e86\u672c\u8d28\uff1a"\u5bb6\u91cc\u6709\u8089\u5403\uff0c\u4e3a\u4ec0\u4e48\u8981\u53bb\u5403\u7c97\u7cae\uff1f"DeepSeek\u7684MoE+FP4+\u6607\u817e\u7ed1\u5b9a\uff0c\u4e0d\u662f"\u6700\u4f18\u6280\u672f\u8def\u7ebf"\uff0c\u800c\u662f"\u53d7\u9650\u73af\u5883\u4e0b\u7684\u6700\u4f18\u89e3"\u3002<\/p>\n \u4f46\u6b63\u662f\u8fd9\u6761"\u7c97\u7cae\u8def\u7ebf"\u6b63\u5728\u5c55\u73b0\u51fa\u60ca\u4eba\u7684\u7ade\u4e89\u529b\u3002DeepSeek\u7684API\u5b9a\u4ef7\u4ec5\u4e3a\u6d77\u5916\u5927\u5382\u76841\/10\uff0c\u8ba9\u4e2d\u56fd\u6a21\u578b\u5728 API \u5b9a\u4ef7\u4e0a\u5c55\u73b0\u51fa\u4e86\u98a0\u8986\u6027\u7684\u4f18\u52bf\u3002\u5f53\u6027\u80fd\u63a5\u8fd1\u3001\u6210\u672c\u5dee\u4e00\u4e2a\u91cf\u7ea7\u65f6\uff0c\u5546\u4e1a\u5316\u5929\u5e73\u5c31\u4f1a\u53d1\u751f\u503e\u659c\uff0c\u8feb\u4f7f\u5168\u7403\u5927\u6a21\u578b\u4ea7\u4e1a\u91cd\u65b0\u601d\u8003\u6210\u672c\u7ea2\u7ebf\u3002<\/p>\n 06<\/strong><\/p>\n \u4ece\u6a21\u578b\u7ade\u8d5b\u5230\u7cfb\u7edf\u6218\u4e89<\/strong><\/p>\n \u5728\u5706\u684c\u7684\u5c3e\u58f0\uff0c\u4e09\u4f4d\u4e13\u5bb6\u8fbe\u6210\u4e86\u5171\u8bc6\uff1a\u5927\u6a21\u578b\u4ea7\u4e1a\u6b63\u4ece\u5355\u7eaf\u7684\u201c\u7b97\u529b\u7ade\u8d5b\u201d\u8f6c\u5411\u5168\u6808\u7684\u201c\u7cfb\u7edf\u6218\u4e89\u201d\u3002<\/strong><\/p>\n \u9ece\u79d1\u5cf0\u6307\u51fa\uff0c\u5bf9\u4e8e\u62e5\u6709\u6570\u4e07\u540d\u5458\u5de5\u7684\u79d1\u6280\u5de8\u5934\uff0c\u5982\u679c\u5168\u5458\u4f7f\u7528 AI \u8f85\u52a9\u7f16\u7a0b\u6216\u529e\u516c\uff0cToken \u6210\u672c\u5c06\u662f\u5929\u6587\u6570\u5b57\u3002\u201c\u7528\u5f97\u8d77\u201d\u672c\u8eab\u5c31\u662f\u6700\u5927\u7684\u7ade\u4e89\u58c1\u5792\u3002DeepSeek \u7684\u62a4\u57ce\u6cb3\uff0c\u5e76\u4e0d\u5728\u4e8e\u5b83\u6bd4\u5bf9\u624b\u806a\u660e\u591a\u5c11\uff0c\u800c\u662f\u5728\u4e8e\u5b83\u6210\u529f\u5730\u5c06 AI \u4ece\u201c\u5c11\u6570\u4eba\u73a9\u5f97\u8d77\u7684\u5962\u4f88\u54c1\u201d\uff0c\u53d8\u6210\u4e86\u201c\u6210\u5343\u4e0a\u4e07\u5bb6\u4f01\u4e1a\u5de5\u5177\u7bb1\u91cc\u7684\u65e5\u7528\u54c1\u201d\u3002<\/p>\n \u5218\u5e7f\u5206\u4eab\u7684\u6848\u4f8b\u66f4\u4ee4\u4eba\u9707\u64bc\uff1a\u5728\u56fd\u4ea7\u7b97\u529b\u751f\u6001\u4e2d\uff0c\u4ee5\u524d\u7f16\u5199\u4e00\u4e2a\u5e95\u5c42\u7b97\u5b50\u9700\u8981\u4e13\u5bb6\u624b\u5199\u4e00\u4e24\u5468\uff0c\u73b0\u5728\u5229\u7528 Agent \u8f85\u52a9\u53ea\u9700 10 \u5206\u949f\u3002\u8fd9\u79cd\u6548\u80fd\u63d0\u5347\u5e26\u6765\u7684\u4ef7\u503c\uff0c\u6b63\u53cd\u5411\u9a71\u52a8\u7740\u6574\u4e2a\u56fd\u4ea7\u7cfb\u7edf\u751f\u6001\u7684\u8fdb\u5316\u3002<\/p>\n DeepSeek-V4 \u7684\u610f\u4e49\u5728\u4e8e\uff0c\u5b83\u6253\u7834\u4e86 Scaling Law \u53ea\u80fd\u9760\u201c\u5806\u7b97\u529b\u3001\u5806\u53c2\u6570\u201d\u7684\u589e\u957f\u60ef\u6027\u3002\u5b83\u8bc1\u660e\u4e86\uff1a\u667a\u80fd\u7684\u8fb9\u754c\u4e0d\u4ec5\u7531\u82af\u7247\u5b9a\u4e49\uff0c\u66f4\u7531\u5de5\u7a0b\u5e08\u7684\u60f3\u8c61\u529b\u548c\u5de5\u7a0b\u80fd\u529b\u5b9a\u4e49\u3002<\/strong> \u684c\u5b50\u6380\u7ffb\u4e4b\u540e\uff0c\u6700\u91cd\u8981\u7684\u4e0d\u662f\u8c01\u6380\u7684\uff0c\u800c\u662f\u8c01\u80fd\u5728\u5e9f\u589f\u4e0a\u91cd\u5efa\u4e00\u4e2a\u66f4\u4fbf\u5b9c\u3001\u66f4\u53ef\u63a7\u3001\u66f4\u5177\u751f\u547d\u529b\u7684 AI \u79e9\u5e8f\u3002<\/p>\n \u4ee5\u4e0b\u662f\u6b64\u6b21\u5706\u684c\u8ba8\u8bba\u7684\u7cbe\u5f69\u5206\u4eab\uff0c\u96f7\u5cf0\u7f51\u8fdb\u884c\u4e86\u4e0d\u6539\u539f\u610f\u7684\u7f16\u8f91\u6574\u7406\uff1a<\/p>\n 1.\u4ece\u201c\u6253\u699c\u201d\u5230\u201c\u843d\u5730\u201d\uff0cDeepSeek V4\u6280\u672f\u62a5\u544a\u89e3\u8bfb<\/strong><\/p>\n \u5c91\u5cf0\uff1a<\/strong>\u5404\u4f4d\u5609\u5bbe\u3001\u670b\u53cb\uff0c\u5927\u5bb6\u665a\u4e0a\u597d\u3002<\/p>\n \u6628\u5929\u8fd9\u4e2a\u65f6\u5019\uff0c\u6211\u4e3b\u6301\u4e86\u4e00\u573a\u5173\u4e8eClaw\u7c7b\u4ea7\u54c1Token\u7126\u8651\u7684\u5706\u684c\u3002\u5f53\u65f6\u6211\u4eec\u8ba8\u8bba\u4e86\u201c\u8bb0\u5fc6\u662f\u8d44\u4ea7\u8fd8\u662f\u8d1f\u503a\u201d\u7684\u547d\u9898\u3002\u7d27\u63a5\u7740 DeepSeek V4 \u4fbf\u9707\u64bc\u53d1\u5e03\uff0c\u5b83\u901a\u8fc7 CSA\uff08\u538b\u7f29\u7a00\u758f\u6ce8\u610f\u529b\uff09\u4e0eHCA\uff08\u6df7\u5408\u6ce8\u610f\u529b\uff09\u7684\u6df7\u5408\u67b6\u6784\uff0c\u5c06 1M \u4e0a\u4e0b\u6587\u7684 KV Cache \u538b\u4f4e\u81f3\u4f20\u7edf\u65b9\u6848\u7684 2%\u3002<\/p>\n \u6362\u8a00\u4e4b\uff0c\u5f53\u8bb0\u5fc6\u89c4\u6a21\u7206\u70b8\uff0cDeepSeek \u9009\u62e9\u4e86\u201c\u9057\u5fd8\u7684\u827a\u672f\u201d\uff0c\u5e76\u4ee5\u6781\u9ad8\u7684\u67b6\u6784\u590d\u6742\u5ea6\u4f5c\u4e3a\u652f\u6491\u3002<\/p>\n \u56de\u987e\u5176\u8def\u5f84\uff0cV2 \u5c06 KV Cache \u538b\u7f29 90% \u4ee5\u4e0a\uff1bV3 \u4ee5\u4e0d\u5230 600\u4e07\u7f8e\u5143\u8bad\u7ec3\u51fa GPT-4o \u7ea7\u522b\u7684\u6a21\u578b\uff1b\u5982\u4eca V4 \u66f4\u662f\u5c06\u4e0a\u4e0b\u6587\u63a8\u7406\u6210\u672c\u30011M \u4e0a\u4e0b\u6587\u7684 KV Cache\u5927\u5e45\u964d\u4f4e\u3002\u8fd9\u79cd\u6781\u81f4\u6548\u7387\u7684\u9886\u5148\uff0c\u6b63\u5728\u7cfb\u7edf\u590d\u6742\u5ea6\u3001\u751f\u6001\u9501\u5b9a\u548c\u80fd\u529b\u8fb9\u754c\u4e0a\u57cb\u4e0b\u6df1\u8fdc\u4f0f\u7b14\u3002<\/p>\n \u4eca\u5929\u6211\u4eec\u9080\u8bf7\u5230\u4e09\u4f4d\u5609\u5bbe\uff0c\u4ece\u6548\u7387\u4e0e\u4ee3\u4ef7\u7684\u89d2\u5ea6\u8fdb\u884c\u62c6\u89e3\u5e76\u5206\u6790\uff1aDeepSeek\u7684\u6781\u81f4\u6548\u7387\u610f\u5473\u7740\u4ec0\u4e48\uff1f\u4e2d\u56fd\u5f00\u6e90\u5fa1\u4e09\u5bb6\u7684\u5f00\u6e90 MoE \u8def\u7ebf\u4e0e\u897f\u65b9\u7684\u7a20\u5bc6\u6a21\u578b\u8def\u7ebf\u5c06\u5982\u4f55\u5206\u5316\uff1f\u4e0b\u4e00\u4e2a\u5341\u5e74\u7684AI\u57fa\u7840\u8bbe\u65bd\u5982\u4f55\u6f14\u53d8\uff1f<\/p>\n \u6309\u7167\u60ef\u4f8b\uff0c\u6211\u4eec\u5148\u8bf7\u4e09\u4f4d\u5609\u5bbe\u5206\u4eab\u5404\u81ea\u89c6\u89d2\u4e0b\u5bf9Deepseek\u6280\u672f\u62a5\u544a\u7684\u6df1\u5ea6\u89e3\u8bfb\u3002<\/p>\n \u9ece\u79d1\u5cf0\uff1a<\/strong>\u6700\u8fd1\u5f88\u70ed\u95f9\uff0cGLM\u3001Kimi\u3001Qwen\u90fd\u53d1\u5e03\u4e86\u6700\u5148\u8fdb\u7684\u6a21\u578b\uff0c\u5728OpenSource\u699c\u5355\u4e0a\u9762\u8f6e\u6d41\u5750\u5e84\u3002\u5927\u5bb6\u90fd\u5728\u7b49 DeepSeek V4\uff0c\u4eca\u5929\u5b83\u7ec8\u4e8e\u53d1\u5e03\uff0c\u4ece Benchmark\u8868\u73b0\u6765\u770b\uff0c\u5176\u7efc\u5408\u611f\u77e5\u660e\u663e\u4f18\u4e8e\u6b64\u524d\u7684\u5f00\u6e90\u6a21\u578b\uff0c\u4ece\u80a1\u5e02\u4e0a\u6765\u770b\uff0cDeepSeek\u6982\u5ff5\u80a1\u4eca\u5929\u6da8\u5f97\u975e\u5e38\u75af\u3002<\/p>\n \u8fd9\u6b21\u53d1\u5e03\u5177\u6709\u201c\u6380\u684c\u5b50\u201d\u7684\u610f\u4e49\uff0c\u6838\u5fc3\u4f53\u73b0\u5728\u56db\u70b9\uff1a<\/p>\n \u7b2c\u4e00\uff0c\u771f\u5f00\u6e90\u3002DeepSeek \u4f9d\u7136\u575a\u6301\u6700\u5f00\u653e\u7684 MIT \u534f\u8bae\uff0c\u4e0d\u8bbe\u5546\u4e1a\u5316\u9650\u5236\u3002\u5728\u5176\u4ed6\u51e0\u5bb6\u5927\u6a21\u578b\u7eb7\u7eb7\u52a0\u7801\u5f00\u6e90\u201c\u67b7\u9501\u201d\u7684\u80cc\u666f\u4e0b\uff0c\u8fd9\u79cd\u575a\u6301\u6781\u4e3a\u4e0d\u6613\u3002<\/p>\n \u7b2c\u4e8c\uff0cV4 \u5f7b\u5e95\u9002\u914d\u4e86\u534e\u4e3a<\/a>\u6607\u817e\u82af\u7247\u5e76\u652f\u6301 FP4 \u7cbe\u5ea6\u3002\u8fd9\u6807\u5fd7\u7740\u5927\u6a21\u578b\u4ece\u8bad\u7ec3\u5230\u63a8\u7406\u771f\u6b63\u5b9e\u73b0\u4e86\u4e2d\u56fd\u81ea\u4e3b\u5b89\u5168\u53ef\u63a7\u7684\u95ed\u73af\u3002<\/p>\n \u7b2c\u4e09\uff0c\u4ef7\u683c\u3002\u968f\u7740 OpenClaw \u7b49 Agent \u4ea7\u54c1\u7684\u706b\u7206\uff0cToken \u6d88\u8017\u91cf\u5448\u5341\u500d\u7ea7\u589e\u957f\u3002\u6d77\u5916\u95ed\u6e90\u6a21\u578b\u7684\u9ad8\u6602\u4ef7\u683c\u8ba9\u5f00\u53d1\u8005\u96be\u4ee5\u627f\u53d7\uff0c\u800cDeepSeek \u5c06\u4ef7\u683c\u538b\u5230\u4e86 25 \u5143\u4eba\u6c11\u5e01\/\u767e\u4e07 Token\uff0c Flash \u7248\u672c\u66f4\u4fbf\u5b9c\uff0c\u5341\u500d\u91cf\u7ea7\u3002\u8fd9\u6781\u5927\u4fc3\u8fdb\u4e86\u591a Agent \u751f\u6001\u7684\u843d\u5730\u3002<\/p>\n \u6700\u540e\uff0c\u5728\u5173\u952e\u80fd\u529b\u4e0a\u4e5f\u6709\u4e0d\u4fd7\u8868\u73b0\uff0c V4\u7684\u4eae\u70b9\u4e0d\u4ec5\u5728\u4e8e\u964d\u672c\uff0c\u66f4\u5728\u957f\u4e0a\u4e0b\u6587\u3001\u6570\u5b66\u53ca\u4ee3\u7801\u80fd\u529b\u4e0a\u90e8\u5206\u53cd\u8d85\u4e86\u6d77\u5916\u9886\u5148\u7684\u95ed\u6e90\u6a21\u578b\u3002\u5c24\u5176\u662f\u7f16\u7a0b\u80fd\u529b\u7684\u63d0\u5347\uff0c\u4e3a\u5927\u6a21\u578b\u7684\u5e94\u7528\u751f\u6001\u62d3\u5c55\u4e86\u5de8\u5927\u7684\u7a7a\u95f4\u3002<\/p>\n \u5b8c\u5168\u5f00\u6e90\u3001\u4f4e\u6210\u672c\u3001\u63a5\u8fd1\u4e16\u754c\u9886\u5148\u3001\u5b8c\u6574\u56fd\u4ea7\u5316\u8f6f\u786c\u4ef6\u751f\u6001\uff0c\u8fd9\u56db\u4e2a\u6838\u5fc3\u70b9\u653e\u5728\u4e00\u8d77\uff0c\u65e2\u597d\u53c8\u6709\u7528\uff0c\u800c\u4e14\u8fd8\u4fbf\u5b9c\u3002<\/p>\n \u5218\u5e7f\uff1a<\/strong>DeepSeek V4 \u7684\u53d1\u5e03\u6b63\u503c\u5927\u6a21\u578b\u4ece\u201c\u6253\u699c\u201d\u8f6c\u5411\u201c\u843d\u5730\u201d\u7684\u8303\u5f0f\u62d0\u70b9\u3002\u5f53\u524d Agent \u67b6\u6784\u76db\u884c\uff0c\u4ea7\u4e1a\u754c\u6700\u6838\u5fc3\u7684\u5173\u5207\u5df2\u805a\u7126\u4e8e\u957f\u4e0a\u4e0b\u6587\u7684\u5904\u7406\u80fd\u529b\u4e0e\u7efc\u5408\u63a8\u7406\u6210\u672c\u3002<\/p>\n \u5728\u6280\u672f\u67b6\u6784\u4e0a\uff0cV4 \u5c55\u73b0\u4e86\u6781\u81f4\u7684\u6548\u7387\u4f18\u5316\u3002\u5176\u6700\u663e\u8457\u7684\u7a81\u7834\u5728\u4e8e\u5b9e\u73b0\u4e86\u6df7\u5408\u7cbe\u5ea6\u8bad\u7ec3\uff1a\u5728\u4e13\u5bb6\u5c42\uff08Expert\uff09\u4f7f\u7528 FP4 \u7cbe\u5ea6\uff0c\u5176\u4f59\u90e8\u5206\u91c7\u7528 FP8\u3002\u8fd9\u79cd\u7cbe\u5ea6\u7684\u8de8\u8d8a\u4e0d\u4ec5\u5927\u5e45\u63d0\u5347\u4e86\u8bad\u7ec3\u6548\u80fd\uff0c\u5728\u63a8\u7406\u4fa7\u4e5f\u901a\u8fc7\u663e\u8457\u538b\u7f29 KV Cache \u5f00\u9500\uff0c\u6781\u5927\u5730\u964d\u4f4e\u4e86\u8ba1\u7b97\u91cf\u4e0e\u5ef6\u8fdf\u3002\u4ee5\u5f80\u8fd9\u7c7b\u4f4e\u7cbe\u5ea6\u652f\u6301\u9ad8\u5ea6\u4f9d\u8d56\u82f1\u4f1f\u8fbe\u751f\u6001\uff0c\u4f46 V4 \u8bc1\u660e\u4e86\u56fd\u4ea7\u82af\u7247\u5df2\u80fd\u9010\u6b65\u9002\u914d\u6df7\u5408\u7cbe\u5ea6\u91cf\u5316\u7684\u8bad\u7ec3\u4e0e\u63a8\u7406\u3002\u8fd9\u9884\u793a\u7740\u56fd\u4ea7\u7b97\u529b\u5c06\u771f\u6b63\u5177\u5907\u652f\u6491\u8d85\u4f4e\u6210\u672c\u63a8\u7406\u573a\u666f\u7684\u80fd\u529b\u3002<\/p>\n \u5f53\u7136\uff0c\u56fd\u4ea7\u751f\u6001\u5728\u5148\u8fdb\u7b97\u6cd5\u9002\u914d\u4e0a\u4ecd\u5b58\u6311\u6218\u3002DeepSeek \u540c\u6b65\u53d1\u5e03\u7684 Tylan \u5e93\uff0c\u4ee5\u53ca\u667a\u6e90\u652f\u6301 8 \u6b3e\u56fd\u4ea7\u82af\u7247\u7684 FlagOpen \u5e73\u53f0\uff0c\u90fd\u5728\u81f4\u529b\u4e8e\u6253\u7834\u8fd9\u4e00\u74f6\u9888\u3002\u6211\u4eec\u5173\u6ce8\u7684\u91cd\u70b9\u662f\u201c\u7cfb\u7edf\u667a\u80fd\u201d\u2014\u2014\u5373\u5229\u7528 AI \u80fd\u529b\u53cd\u54fa\u5e95\u5c42\u57fa\u7840\u8bbe\u65bd\u3002<\/p>\n \u5728\u56fd\u4ea7\u82af\u7247\u7684\u7b97\u5b50\u9002\u914d\u4e2d\uff0c\u6211\u4eec\u5df2\u5f00\u59cb\u5229\u7528 Agent \u81ea\u52a8\u5316\u5de5\u5177\u5b8c\u6210\u590d\u6742\u7b97\u5b50\u7684\u7cbe\u5ea6\u5bf9\u9f50\u4e0e\u8c03\u4f18\u3002\u8fd9\u79cd\u201c\u6a21\u578b\u80fd\u529b\u63d0\u5347\u5e26\u52a8\u5e95\u5c42\u7cfb\u7edf\u4f18\u5316\u201d\u7684\u52a0\u901f\u5faa\u73af\uff0c\u5c06\u662f\u672a\u6765\u7684\u4e3b\u6d41\u65b9\u5411\u3002DeepSeek V4 \u901a\u8fc7\u5f00\u6e90\u65b9\u6848\u5927\u5e45\u538b\u4f4e Token \u6210\u672c\uff0c\u4e3a\u6574\u4e2a\u56fd\u4ea7\u7b97\u529b\u751f\u6001\u5411\u6781\u81f4\u6548\u80fd\u6f14\u8fdb\u63d0\u4f9b\u4e86\u5173\u952e\u7275\u5f15\u3002<\/p>\n \u6768\u6cfd\u4e7e\uff1a<\/strong>DeepSeek V4 \u6280\u672f\u62a5\u544a\u4e2d\u6700\u4ee4\u4eba\u9707\u64bc\u7684\u7a81\u7834\uff0c\u9996\u5148\u5728\u4e8e\u5176\u5bf9\u6ce8\u610f\u529b\u673a\u5236\u7684\u9769\u547d\u6027\u4f18\u5316<\/strong>\u3002\u957f\u671f\u4ee5\u6765\uff0cTransformer \u67b6\u6784 O(n^2)\u7684\u8ba1\u7b97\u590d\u6742\u5ea6\u59cb\u7ec8\u662f\u957f\u5e8f\u5217\u5904\u7406\u7684\u74f6\u9888\u3002\u867d\u7136\u4e1a\u5185\u5728\u63a2\u7d22 Mamba \u7b49\u65b0\u67b6\u6784\uff0c\u4f46\u5176\u6210\u719f\u5ea6\u5c1a\u4e0d\u53ca\u201cMoE + Transformer\u201d\u7ec4\u5408\u3002\u6b64\u6b21V4 \u901a\u8fc7 CSA\uff08\u538b\u7f29\u7a00\u758f\u6ce8\u610f\u529b\uff09\u4e0e HCA\uff08\u91cd\u5ea6\u538b\u7f29\u6ce8\u610f\u529b\uff09\u7684\u4ea4\u66ff\u5f0f\u8bbe\u8ba1\uff0c\u5c06 KV Cache \u6781\u81f4\u538b\u7f29\u81f3\u4f20\u7edf\u65b9\u6848\u7684 2%\uff0c\u4f7f\u8ba1\u7b97\u590d\u6742\u5ea6\u4eceO(n^2) \u964d\u81f3\u63a5\u8fd1\u7ebf\u6027\u3002\u8fd9\u6807\u5fd7\u7740\u767e\u4e07\u7ea7\u957f\u6587\u672c\u4ece\u6b64\u524d\u7684\u201c\u9ad8\u95e8\u69db\u6d88\u8017\u201d\u8f6c\u53d8\u4e3a\u4f4e\u6210\u672c\u7684\u201c\u65e5\u7528\u54c1\u201d\u3002<\/p>\n \u5176\u6b21\u662f\u5f02\u6784\u7b97\u529b\u73af\u5883\u4e0b\u7684\u8bad\u7ec3\u7a33\u5b9a\u6027\u3002\u9488\u5bf9\u5728\u534e\u4e3a\u6607\u817e\u3001\u534e\u8679\u7b49\u56fd\u4ea7\u7b97\u529b\u5e95\u5ea7\u4e0a\u8fdb\u884c\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\u7684\u6311\u6218\uff0cV4 \u5f15\u5165\u4e86 Break-off \u6295\u5f71\u4e0e ThinkingHorn\u8fed\u4ee3\u65b9\u6848\uff0c\u5b9e\u73b0\u4e86\u56fd\u4ea7\u7b97\u529b\u5e95\u5ea7\u4e0a\u7684\u4e0d\u505c\u673a\u7a33\u5b9a\u9884\u8bad\u7ec3\u3002\u540c\u65f6\uff0c\u9488\u5bf9 MoE \u67b6\u6784\uff0cV4 \u5229\u7528 Ingram \u673a\u5236\u6709\u6548\u89e3\u51b3\u4e86\u201c\u6a21\u578b\u8d8a\u5927\u3001\u63a8\u7406\u8d8a\u6162\u201d\u7684\u884c\u4e1a\u6096\u8bba\u3002<\/p>\n \u5f53\u7136\uff0c\u8ffd\u6c42\u6781\u81f4\u6548\u7387\u5fc5\u7136\u5e26\u6765\u6280\u672f\u53d6\u820d\u3002\u62a5\u544a\u4e2d\u63d0\u5230\u4e86\u957f\u6587\u672c\u7684\u9057\u5fd8\u6027\uff0c\u4e0d\u4f1a\u50cfClaude\u6216Gemini\u7684\u8d85\u957f\u6587\u672c\u51c6\u786e\u6027\u90a3\u4e48\u5f3a\uff0c\u4e00\u5b9a\u957f\u5ea6\u4e4b\u540e\u5b58\u5728\u903b\u8f91\u65ad\u5c42\u548c\u7cbe\u5ea6\u635f\u5931\uff0c\u8fd9\u662f\u5bf9\u6781\u81f4\u6548\u7387\u8ffd\u6c42\u7684\u53d6\u820d\u3002<\/p>\n \u6b64\u5916\uff0c\u4e3a\u4e86\u538b\u4f4e\u6210\u672c\uff0cV4\u7684\u67b6\u6784\u53d8\u5f97\u6781\u5176\u590d\u6742\uff0c\u8fd9\u5728\u540e\u7eed\u7684\u63a8\u7406\u6781\u81f4\u4f18\u5316\u4ee5\u53ca\u8de8\u5e73\u53f0\u8fc1\u79fb\u4e0a\uff0c\u589e\u52a0\u4e86\u989d\u5916\u7684\u5de5\u7a0b\u6210\u672c\u3002\u4f46\u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u4e9b\u53d6\u820d\u5e76\u672a\u63a9\u76d6DeepSeek V4 \u5728\u56fd\u4ea7\u7b97\u529b\u7ea6\u675f\u4e0b\u6240\u5c55\u73b0\u51fa\u7684\u5353\u8d8a\u6280\u672f\u542b\u91d1\u91cf\u3002<\/p>\n 2.\u6380\u684c\u5b50\u3001RL \u66b4\u529b\u6d8c\u73b0\u3001OPD \u5de5\u7a0b\u6743\u8861\uff0cDeepseek\u6280\u672f\u54f2\u5b66\u7684\u8fdb\u5316<\/strong><\/p>\n \u5c91\u5cf0\uff1a\u521a\u624d\u4e09\u4f4d\u8001\u5e08\u4ece\u4e0d\u540c\u89c6\u89d2\u5206\u4eab\u4e86 DeepSeek V4 \u7684\u67b6\u6784\u6f14\u8fdb\u3002\u6768\u8001\u5e08\u6700\u540e\u63d0\u5230\u7684\u201c\u53d6\u820d\u201d\u975e\u5e38\u5173\u952e\u3002\u4ece V2 \u5230 V4\uff0cDeepSeek\u4e0d\u65ad\u8bc1\u660e\u7528\u66f4\u5c11\u7684\u8d44\u6e90\u53ef\u4ee5\u5b9e\u73b0\u66f4\u5f3a\u7684\u6027\u80fd\u3002\u4f46\u6b63\u5982\u4e1a\u754c\u6240\u8a00\uff0c\u6781\u81f4\u7684\u7701\u94b1\u5f80\u5f80\u4f34\u968f\u7740\u7cfb\u7edf\u590d\u6742\u5ea6\u7684\u4ee3\u4ef7\u3002\u63a5\u4e0b\u6765\u7684\u6838\u5fc3\u8ba8\u8bba\uff0c\u6211\u4eec\u5c06\u805a\u7126 DeepSeek \u8fd9\u79cd\u6548\u7387\u4f18\u5148\u7684\u6280\u672f\u8def\u7ebf\u3002<\/strong><\/p>\n \u8bf7\u6559\u9ece\u79d1\u5cf0\u8001\u5e08\uff1aDeepSeek \u7684\u5386\u6b21\u53d1\u5e03\u5e38\u88ab\u8bc4\u4ef7\u4e3a\u201c\u6380\u684c\u5b50\u201d\u3002\u4eceV2\u3001V3\u3001R1 \u5230\u73b0\u5728\u7684 V4\uff0c\u60a8\u8ba4\u4e3a\u6bcf\u4e00\u6b21\u201c\u6380\u684c\u5b50\u201d\u6709\u4ec0\u4e48\u4e0d\u540c\uff1f\u5b83\u4eec\u6380\u7ffb\u7684\u662f\u540c\u4e00\u5f20\u684c\u5b50\uff0c\u8fd8\u662f\u5f00\u542f\u4e86\u4e0d\u540c\u7684\u79e9\u5e8f\uff1f<\/p>\n \u9ece\u79d1\u5cf0\uff1a<\/strong> \u201c\u6380\u684c\u5b50\u201d\u8fd9\u4e2a\u8bcd\u867d\u7136\u88ab\u591a\u6b21\u4f7f\u7528\uff0c\u4f46 V4 \u4e0e\u5f80\u5c4a\u786e\u5b9e\u6709\u663e\u8457\u533a\u522b\uff1a<\/p>\n \u53bb\u5e74\u7684 DeepSeek R1 \u89e3\u51b3\u7684\u662f\u201c\u4ece 0\u5230 1\u201d\u7684\u95ee\u9898\uff0c\u5b83\u9996\u6b21\u5728\u5f00\u6e90\u754c\u5927\u89c4\u6a21\u5b9e\u73b0\u4e86\u601d\u7ef4\u94fe\uff08CoT\uff09\u63a8\u7406\uff0c\u8ba9\u5168\u7403\u770b\u5230\u4e2d\u56fd\u56e2\u961f\u80fd\u4ee5\u6781\u4f4e\u6210\u672c\u505a\u51fa\u5ab2\u7f8e\u95ed\u6e90\u6a21\u578b\u7684\u6548\u679c\u3002\u90a3\u662f\u4ece\u65e0\u5230\u6709\u7684\u60ca\u559c\u3002<\/p>\n \u800c\u6b64\u523b\u7684 V4 \u9762\u4e34\u7684\u7ade\u4e89\u683c\u5c40\u622a\u7136\u4e0d\u540c\u3002\u5728 V4 \u53d1\u5e03\u524d\uff0cGPT-5.5\u3001Gemini 1.2 Pro \u53ca\u56fd\u4ea7\u7684 GLM\u3001Kimi\u3001\u5343\u95ee\u7b49\u5df2\u7ecf\u8f6e\u756a\u201c\u5750\u5e84\u201d\uff0c\u5df2\u7ecf\u6709\u56db\u6ce2\u4e86\u3002V4\u7684\u538b\u529b\u5728\u4e8e\uff1a\u5982\u679c\u4f60\u53d1\u5e03\u540e\u7684\u8868\u73b0\u4e0d\u5982\u5bf9\u624b\uff0c\u90a3\u4e48\u201c\u6380\u684c\u5b50\u201d\u5c31\u65e0\u4ece\u8c08\u8d77\u3002<\/p>\n \u7ecf\u8fc7\u521d\u6b65\u6d4b\u8bd5\uff0c\u6211\u4eec\u53d1\u73b0 V4 \u7684\u8868\u73b0\u975e\u5e38\u575a\u633a\uff0c\u5c24\u5176\u5728\u7f16\u7a0b\u80fd\u529b\u4e0a\uff0c DeepSeek \u65e9\u671f\u5c31\u4e3b\u6253 Coding\uff0c\u4f46\u5728\u6b64\u4e4b\u524d\uff0c\u5927\u5bb6\u5728\u4e25\u8083\u7684\u5de5\u4e1a\u7ea7\u573a\u666f\u4e2d\u4ecd\u503e\u5411\u4e8e\u4f7f\u7528\u6d77\u5916\u95ed\u6e90\u6a21\u578b\u3002\u73b0\u5728V4 \u7684 Coding\u80fd\u529b\u5df2\u7ecf\u8fbe\u5230\u4e86\u53ef\u4ee5\u4f5c\u4e3a\u751f\u4ea7\u529b\u5de5\u5177\u76f4\u63a5\u521b\u9020 AI \u4ea7\u54c1\u7684\u6c34\u5e73\uff0c\u8fd9\u662f\u5176\u80fd\u529b\u7684\u91cd\u5927\u8865\u9f50<\/strong>\u3002<\/p>\n \u53e6\u4e00\u4e2a\u91cd\u8981\u610f\u4e49\u662f\u6446\u8131 CUDA \u751f\u6001\u7684\u9650\u5236\uff0c\u667a\u6e90\u7b49\u673a\u6784\u4e00\u76f4\u5728\u63a8\u52a8\u56fd\u4ea7\u7b97\u529b\u751f\u6001\uff08\u5982 FlagOS \u8054\u76df\uff09\uff0c\u4f46\u7531\u4e8e\u6a21\u578b\u5382\u5546\u5bf9 NVIDIA\u751f\u6001\u7684\u8def\u5f84\u4f9d\u8d56\uff0c\u63a8\u8fdb\u96be\u5ea6\u6781\u5927\u3002DeepSeek \u6b64\u6b21\u901a\u8fc7\u6df1\u5ea6\u9002\u914d\u6607\u817e\u82af\u7247\u7ad6\u8d77\u4e86\u4e00\u9762\u65d7\u5e1c\uff0c\u5728\u6280\u672f\u6846\u67b6\u5c42\u9762\u5f00\u8f9f\u975e CUDA \u8def\u5f84\uff0c\u8fd9\u79cd\u201c\u6380\u684c\u5b50\u201d\u662f\u5bf9\u7b97\u529b\u5e95\u5c42\u58c1\u5792\u7684\u76f4\u63a5\u6311\u6218\uff0c\u4e5f\u662f\u6211\u6700\u4e3a\u770b\u91cd\u7684\u3002<\/p>\n \u53e6\u4e00\u4e2a\u52a0\u5206\u9879\uff0cDeepseek\u59cb\u7ec8\u575a\u6301\u5f00\u6e90\u521d\u5fc3\uff0c\u5728\u53cb\u5546\u7eb7\u7eb7\u6536\u7d27\u5f00\u6e90\u534f\u8bae\uff0c\u5982\u5c06 MIT \u6539\u4e3a\u53d7\u9650\u534f\u8bae\u65f6\uff0cDeepSeek\u4f9d\u7136\u4fdd\u6301\u5168\u503c\u5f00\u653e\u3001\u65e0\u5546\u4e1a\u9650\u5236\u3002\u8fd9\u79cd\u4ef7\u503c\u89c2\u7684\u7a33\u5b9a\u6027\u5728\u5f53\u524d\u7684\u4ea7\u4e1a\u73af\u5883\u4e0b\u6781\u5177\u6740\u4f24\u529b\u3002<\/p>\n \u5c91\u5cf0\uff1a<\/strong>\u684c\u5b50\u6380\u7ffb\u4e4b\u540e\u91cd\u8981\u7684\u4e0d\u662f\u8c01\u6380\u7684\uff0c\u800c\u662f\u8c01\u80fd\u591f\u5728\u5e9f\u589f\u4e0a\u9762\u91cd\u65b0\u5efa\u7acb\u65b0\u7684\u79e9\u5e8f\u3002\u63a5\u4e0b\u6765\u60f3\u8bf7\u6559\u5218\u5e7f\u8001\u5e08\u4e00\u4e2a\u6280\u672f\u95ee\u9898\uff1aR1 \u66fe\u51ed\u501f 30 \u4e07\u7f8e\u5143\u7684\u7eaf\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u6d8c\u73b0\u63a8\u7406\u80fd\u529b\uff0c\u9707\u60ca\u5168\u7403\u5e76\u767b\u4e0a\u300aNature\u300b\u5c01\u9762\u3002\u4f46\u6700\u65b0\u7684 V4 \u6280\u672f\u62a5\u544a\u663e\u793a\uff0c\u5176\u540e\u8bad\u7ec3\u9636\u6bb5\u5df2\u653e\u5f03\u7eafRL \u8def\u5f84\uff0c\u8f6c\u800c\u91c7\u7528 OPD\uff08\u5728\u7ebf\u7b56\u7565\u84b8\u998f\uff09\u3002\u8fd9\u79cd\u8def\u7ebf\u8f6c\u53d8\u662f\u5426\u610f\u5473\u7740\u7eaf RL \u7684\u6cdb\u5316\u8fb9\u754c\u5df2\u7ecf\u663e\u73b0\uff1f<\/p>\n \u5218\u5e7f\uff1a\u60a8\u8fd9\u4e2a\u95ee\u9898\u95ee\u5f97\u975e\u5e38\u597d\u3002\u6700\u8fd1\u5f3a\u5316\u5b66\u4e60\u7684\u8def\u7ebf\u4e00\u76f4\u5728\u8ba8\u8bba\u975e\u5e38\u591a\uff0cagent RL\u6784\u5efa\u65b0\u7684\u73af\u5883\u811a\u624b\u67b6\uff0c\u57fa\u4e8e\u73af\u5883\u7ed3\u5408\u53bb\u505a\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\uff0c\u8ba4\u4e3a\u53ef\u4ee5\u505a\u771f\u5b9e\u751f\u4ea7\u73af\u5883\u7684\u95ee\u9898\u89e3\u51b3\u3002DeepSeek\u53c8\u8d70\u4e86\u53e6\u5916\u4e00\u6761\u8def\u5f84\u3002<\/strong><\/p>\n \u5927\u6a21\u578b\u662f\u7531\u6570\u636e\u3001\u7b97\u6cd5\u3001\u7b97\u529b\u8fd9\u201c\u4e09\u9a7e\u9a6c\u8f66\u201d\u9a71\u52a8\u7684\u3002\u60a8\u521a\u624d\u95ee\u7684\u5c31\u662f\u7b97\u6cd5\u6539\u8fdb\uff0c\u4f46\u6211\u770b\u5230\u5b83\u5728\u6570\u636e\u4e0a\u4e5f\u505a\u4e86\u5f88\u591a\u7a81\u7834\uff0c\u5728\u786c\u4ef6\u4e0a\u4e5f\u505a\u4e86\u5f88\u591a\u7a81\u7834\uff0c\u4e3b\u8981\u7a81\u7834\u70b9\u5176\u5b9e\u5c31\u662f\u6548\u7387\u3002DeepSeek\u4e00\u8d2f\u7684\u98ce\u683c\u5c31\u662f\u628a\u6574\u4e2a\u8bad\u7ec3\u7684\u6548\u7387\u8fbe\u5230\u4e00\u4e2a\u975e\u5e38\u6781\u81f4\u7684\u72b6\u6001\u3002<\/p>\n \u4ece Scaling Law\u6765\u770b\uff0cDeepSeek \u65e9\u5728\u65e9\u671f\u6a21\u578b\u4e2d\u5c31\u901a\u8fc7\u7cbe\u786e\u62df\u5408\u627e\u5230\u4e86\u9ad8\u6570\u636e\u6548\u7387\u7684\u5e73\u8861\u70b9\uff0c\u4ece\u800c\u5c06\u66f4\u591a\u7b97\u529b\u6295\u5165\u5230\u53c2\u6570\u89c4\u6a21\u7684\u6269\u5c55\u4e0a\u3002\u6b64\u6b21V4 \u5c06\u6570\u636e\u89c4\u6a21\u4ece 14.8T \u6269\u5c55\u5230 30+T\uff0c\u53c2\u6570\u89c4\u6a21\u4e5f\u4ece 600B \u589e\u52a0\u5230 1.6T\u3002\u653e\u5f03\u7eaf RL \u8f6c\u5411 OPD\uff0c\u5b9e\u9645\u4e0a\u662f DeepSeek \u5728\u8ffd\u6c42\u6781\u81f4\u8bad\u7ec3\u6548\u7387\u4e0b\u7684\u5fc5\u7136\u9009\u62e9\u3002\u8fd9\u79cd\u8def\u5f84\u4e3a\u56fd\u4ea7\u751f\u6001\u63d0\u4f9b\u4e86\u5de8\u5927\u7684\u4fe1\u5fc3\u3002<\/p>\n \u667a\u6e90\u63a8\u51fa\u7684 FlagOS\u4e5f\u662f\u5e0c\u671b\u901a\u8fc7\u8f6f\u4ef6\u5c42\u9762\u7684\u9002\u914d\u652f\u6301\u591a\u5143\u56fd\u4ea7\u82af\u7247\u3002DeepSeek \u7684\u793a\u8303\u4f5c\u7528\uff0c\u80fd\u7275\u5f15\u66f4\u591a\u4eba\u5173\u6ce8\u56fd\u4ea7\u7b97\u529b\u7684\u6781\u81f4\u6548\u80fd\u4f18\u5316\u3002\u5728\u5b9e\u64cd\u4e2d\u6211\u4eec\u53d1\u73b0\uff0c\u8fd9\u79cdFP4+FP8 \u7684\u6df7\u5408\u7cbe\u5ea6\u8bad\u7ec3\u5bf9\u8f6c\u6362\u7cbe\u5ea6\u975e\u5e38\u654f\u611f\u3002\u5982\u679c\u8981\u5728\u56fd\u4ea7\u7b97\u529b\u4e0a\u7528 INT8 \u6216 BF16\u8dd1\u8fd9\u4e9b\u6743\u91cd\uff0c\u8f6c\u6362\u8fc7\u7a0b\u4e2d\u7684\u7cbe\u5ea6\u635f\u5931\u662f\u5f53\u524d\u751f\u6001\u9762\u4e34\u7684\u91cd\u8981\u6311\u6218\u3002\u6211\u4eec\u5c06\u5f00\u653e\u8fd9\u4e9b\u7ecf\u9a8c\uff0c\u52a9\u529b\u5168\u884c\u4e1a\u89e3\u51b3\u56fd\u4ea7\u82af\u7247\u7684\u9002\u914d\u96be\u9898\u3002<\/p>\n \u5c91\u5cf0\uff1a<\/strong>\u987a\u7740\u5218\u8001\u5e08\u7684\u56de\u7b54\uff0c\u6211\u60f3\u8fdb\u4e00\u6b65\u8bf7\u6559\u6768\u6cfd\u4e7e\u8001\u5e08\uff1aDeepSeek \u540e\u8bad\u7ec3\u54f2\u5b66\u7684\u8f6c\u53d8\uff0c\u662f\u5426\u5728\u4e3a\u65e9\u671f\u8ffd\u6c42\u6781\u81f4\u6548\u7387\u800c\u4ea7\u751f\u7684\u67b6\u6784\u503a\u201c\u8fd8\u503a\u201d\uff1f<\/p>\n \u6768\u6cfd\u4e7e\uff1a<\/strong>\u60a8\u8fd9\u4e2a\u95ee\u9898\u95ee\u5f97\u975e\u5e38\u4e13\u4e1a\u4e14\u6280\u672f\u3002\u6211\u8ba4\u4e3a V4 \u91c7\u7528 OPD \u5e76\u975e\u653e\u5f03\u5f3a\u5316\u5b66\u4e60\uff0c\u800c\u662f\u4e00\u79cd\u66f4\u52a1\u5b9e\u7684\u5de5\u7a0b\u6743\u8861\u3002<\/strong><\/p>\n R1\u5f53\u65f6\u51fa\u6765\u8bc1\u660e\u7684\u662f\u7eaf\u5f3a\u5316\u5b66\u4e60\u65b9\u5f0f\u80fd\u591f\u6d8c\u73b0\u6a21\u578b\u80fd\u529b\u7684\u4e0a\u9650\uff0c\u4f46\u4e2d\u95f4\u662f\u4e0d\u53ef\u63a7\u7684\uff0cCoT\u601d\u7ef4\u94fe\u4ee5\u53ca\u7b97\u529b\u6d88\u8017\u90fd\u4e0d\u53ef\u63a7\u3002V4\u7684OPD\u65b9\u5f0f\uff0c\u4e5f\u5c31\u662f\u5728\u7ebf\u7b56\u7565\u84b8\u998f\uff0c\u91c7\u7528\u7684\u662f\u5206\u5e03\u5f0f\u4e13\u5bb6\u7684\u57f9\u517b\u6a21\u5f0f\uff1a\u5148\u9488\u5bf9\u6570\u5b66\u3001\u4ee3\u7801\u3001agent\u6267\u884c\u8fd9\u4e9b\u9886\u57df\u53bb\u72ec\u7acb\u8bad\u7ec3\u4e13\u5bb6\uff0c\u7528SFT\u548cRL\u7684\u65b9\u5f0f\u8bad\u7ec3\uff0c\u7136\u540e\u518d\u5c06\u8fd9\u4e9b\u9886\u57df\u7684\u77e5\u8bc6\u84b8\u998f\u5230\u7edf\u4e00\u7684\u5b66\u751f\u6a21\u578b\u4e2d\u3002<\/p>\n \u8fd9\u4e2a\u65b9\u5f0f\u5e76\u4e0d\u662f\u653e\u5f03\u4e86RL\u6280\u672f\u8def\u7ebf\uff0c\u800c\u662f\u628a\u5f3a\u5316\u5b66\u4e60\u653e\u5230\u4e86\u4e13\u5bb6\u57f9\u517b\u7684\u9636\u6bb5\uff0c\u800c\u5728\u6574\u4f53\u4e13\u5bb6\u6a21\u578b\u7684\u96c6\u6210\u9636\u6bb5\uff0c\u9009\u62e9\u4e86\u4e00\u79cd\u66f4\u9ad8\u6548\u3001\u66f4\u7a33\u5b9a\u7684\u84b8\u998f\u65b9\u5f0f\u3002\u8fd9\u6837\u6bd4\u8f83\u597d\u5730\u89e3\u51b3\u4e86DeepSeek V4\u8fd9\u79cd\u4e07\u4ebf\u7ea7\u6a21\u578b\u5728\u591a\u4efb\u52a1\u573a\u666f\u4e0b\u7684\u6027\u80fd\u9000\u5316\u95ee\u9898\u3002<\/p>\n 3. \u957f\u4e0a\u4e0b\u6587\u4e0e\u68c0\u7d22\uff0c\u5b9e\u7528\u4e3b\u4e49 vs. \u5b8c\u7f8e\u4e3b\u4e49<\/strong><\/p>\n \u5c91\u5cf0\uff1a<\/strong>\u8c22\u8c22\u6768\u8001\u5e08\u3002\u7b2c\u4e00\u8f6e\u8ba8\u8bba\u52fe\u52d2\u51fa\u4e00\u4e2a\u6e05\u6670\u7684\u8109\u7edc\uff1aDeepSeek\u7684\u6548\u7387\u81f3\u4e0a\u65e2\u662f\u5de5\u7a0b\u80fd\u529b\u7684\u80dc\u5229\uff0c\u4e5f\u662f\u7279\u5b9a\u7ea6\u675f\u4e0b\u7684\u751f\u5b58\u7b56\u7565\u3002\u6bcf\u4e00\u6b21\u9886\u5148\u786e\u5b9e\u90fd\u6709\u4ee3\u4ef7\uff0c\u4f46\u6bcf\u4e00\u6b21\u91cc\u7a0b\u7891\u90fd\u770b\u5230\u4e86DeepSeek\u5728\u4e0d\u540c\u5c42\u9762\u4e0a\u7684\u5c1d\u8bd5\u3002\u8fd9\u6709\u70b9\u50cf\u4e54\u5e03\u65af\u8bf4\u7684\u8fde\u70b9\u6210\u753b\uff0c\u4ece\u4e0d\u540c\u7684\u70b9\u8fdb\u884c\u5c1d\u8bd5\uff0c\u6700\u540e\u5f62\u6210\u4e00\u5e45\u5b8c\u6574\u7684\u753b\u9762\u3002<\/p>\n \u63a5\u4e0b\u6765\u6211\u4eec\u5c06\u8fdb\u5165\u7b2c\u4e8c\u8f6e\uff1a\u767e\u4e07\u4e0a\u4e0b\u6587\u65f6\u4ee3\u7684\u6280\u672f\u8def\u7ebf\u4e4b\u4e89\u3002\u957f\u4e0a\u4e0b\u6587\u5df2\u4ece\u201c\u70ab\u6280\u53c2\u6570\u201d\u8f6c\u53d8\u4e3a\u201c\u57fa\u7840\u8bbe\u65bd\u201d\uff0cDeepSeek V4\u7b49\u4e3b\u6d41\u5927\u6a21\u578b\u7eb7\u7eb7\u5347\u7ea7\u81f3\u767e\u4e07\u7ea7\uff081M\uff09\u4e0a\u4e0b\u6587\u3002\u8bf7\u6559\u9ece\u79d1\u5cf0\u8001\u5e08\uff0c\u4e3a\u4f55\u957f\u4e0a\u4e0b\u6587\u4f1a\u6210\u4e3a\u5f53\u524d\u5927\u6a21\u578b\u7ade\u4e89\u7684\u7126\u70b9\uff1f<\/p>\n \u9ece\u79d1\u5cf0\uff1a<\/strong>\u7ade\u4e89\u7684\u6838\u5fc3\u52a8\u529b\u5728\u4e8e\u5e94\u7528\u9a71\u52a8\u3002\u8fc7\u53bb DeepSeek \u5728\u5e94\u7528\u5c42\u76f8\u5bf9\u540e\u89c9\uff0c\u66f4\u5173\u6ce8 AGI \u7406\u60f3\uff0c\u800c\u5343\u95ee\u3001\u5b57\u8282\u3001GLM \u53ca Minimax \u7b49\u5382\u5546\u65e9\u5df2\u901a\u8fc7APP \u548c\u5f00\u53d1\u8005\u751f\u6001\u62a2\u5360\u6ee9\u5934\u3002<\/p>\n \u8fd9\u4e00\u5e74\u7684\u53d8\u9769\u6781\u5feb\u3002Manus \u5b9a\u4e49\u4e86 Agent \u7684\u81ea\u4e3b\u89c4\u5212\u4e0e\u5de5\u5177\u8c03\u7528\u6a21\u5f0f\uff0c\u800c OpenClaw \u5219\u50cf\u662f\u4e00\u4e2a\u667a\u80fd\u4f53\u7248\u7684 APP Store\u3002\u8fd9\u4e9b\u590d\u6742\u4efb\u52a1\u7684\u5904\u7406\u9700\u8981\u957f\u65f6\u8bb0\u5fc6\u652f\u6491\u3002\u5f53 Agent\u7ec4\u5408\u591a\u79cd\u80fd\u529b\u5904\u7406\u957f\u7a0b\u4efb\u52a1\u65f6\uff0c\u62fc\u51fa\u7684 Prompt\u6781\u5176\u590d\u6742\uff0c\u8fd9\u5bf9\u957f\u4e0a\u4e0b\u6587\u7684\u8fde\u63a5\u80fd\u529b\u63d0\u51fa\u4e86\u786c\u6027\u8981\u6c42\u3002<\/p>\n DeepSeek V4\u7684\u5347\u7ea7\u662f\u8865\u9f50\u77ed\u677f\u7684\u91cd\u8981\u4e00\u6b65\u3002\u867d\u7136\u5b83\u5728\u5e94\u7528\u5c42\u8d77\u6b65\u8f83\u665a\uff0c\u4f46\u8fd9\u6b21\u53d1\u5e03\u663e\u793a\u5176\u6b63\u53cd\u5411\u901a\u8fc7\u5e94\u7528\u9700\u6c42\u63a8\u52a8\u6a21\u578b\u6f14\u8fdb\u3002\u5927\u6a21\u578b\u4e0d\u518d\u662f\u821e\u53f0\u4e2d\u592e\u7684\u552f\u4e00\u4e3b\u89d2\uff0c\u800c\u662f\u201c\u642d\u53f0\u5b50\u201d\u7684\u57fa\u7840\u8bbe\u65bd<\/strong>\uff0c\u5531\u620f\u7684\u662f\u767e\u82b1\u9f50\u653e\u7684\u4e13\u5bb6Agent\u3002\u767e\u4e07\u7ea7\u4e0a\u4e0b\u6587\u662f\u8fd9\u4e2a\u201c\u53f0\u5b50\u201d\u6700\u5173\u952e\u7684\u57fa\u77f3\u3002<\/p>\n \u5c91\u5cf0\uff1a<\/strong>\u62a5\u544a\u663e\u793a DeepSeek \u5728 128K \u540e\u7684\u68c0\u7d22\u6027\u80fd\u6709\u6240\u8870\u51cf\u3002\u8bf7\u6559\u6768\u8001\u5e08\uff0c\u5bf9\u6bd4 Google Gemini \u7684\u539f\u751f\u957f\u7a97\u3001OpenAI\u7684o \u7cfb\u5217\u63a8\u7406\u52a0\u901f\u53ca Claude \u7684\u53ef\u63a7\u957f\u6587\u672c\uff0cDeepSeek \u8fd9\u79cd\u6781\u81f4\u538b\u7f29\u8def\u5f84\u7684\u4f18\u52a3\u52bf\u662f\u4ec0\u4e48\uff1f<\/p>\n \u6768\u6cfd\u4e7e\uff1a<\/strong>\u8fd9\u56db\u5bb6\u76ee\u524d\u5168\u7403 Token \u8c03\u7528\u91cf\u524d\u56db\u7684\u5382\u5546\uff0c\u5728\u957f\u6587\u672c\u7b56\u7565\u4e0a\u5404\u5177\u7279\u8272\uff1aDeepSeek V4\u662f\u5b9e\u7528\u4e3b\u4e49\uff0c\u901a\u8fc7 CSA+HCA \u6781\u81f4\u538b\u7f29 KVCache\uff0c\u5927\u5e45\u964d\u4f4e\u663e\u5b58\u538b\u529b\u3002\u5176\u4f18\u52bf\u662f\u6781\u4f4e\u6210\u672c\u4e0e\u767e\u4e07\u7ea7\u957f\u5ea6\uff0c\u9002\u7528\u4e8e\u5927\u89c4\u6a21\u4ee3\u7801\u91cd\u6784\u3001\u67b6\u6784\u5206\u6790\u53ca\u8d85\u957f\u6587\u6863\u603b\u7ed3\u3002\u4ee3\u4ef7\u662f\u5168\u5c40\u9ad8\u5bc6\u5ea6\u68c0\u7d22\u6027\u80fd\u4f1a\u6709\u6240\u4e0b\u964d\uff0c\u4e14MoE \u67b6\u6784\u5728\u5904\u7406\u8de8\u9886\u57df\u77e5\u8bc6\u878d\u5408\u65f6\uff0c\u7a33\u5b9a\u6027\u7a0d\u900a\u4e8e\u7a20\u5bc6\u6a21\u578b\u3002<\/p>\n Claude\u7684\u8def\u7ebf\u5c5e\u4e8e\u5b8c\u7f8e\u4e3b\u4e49\uff0c\u8ffd\u6c42\u6700\u5c0f\u5316\u538b\u7f29\u4ee5\u4fdd\u6301\u4fe1\u606f\u5b8c\u6574\u3002\u4f18\u52bf\u662f\u68c0\u7d22\u7cbe\u5ea6\u548c\u53ef\u63a7\u6027\u884c\u4e1a\u9876\u5c16\uff0c\u5904\u7406\u591a\u4efb\u52a1\u8c03\u7528\u80fd\u529b\u6781\u5f3a\u3002\u4ee3\u4ef7\u662f\u6210\u672c\u6700\u9ad8\uff0c\u4e14\u5728\u9700\u8981\u5168\u5c40\u6ce8\u610f\u529b\u65f6\uff0c\u901f\u5ea6\u5fc5\u7136\u53d7\u9650\u3002\u5b83\u66f4\u9002\u5408\u6cd5\u5f8b\u3001\u533b\u7597\u7b49\u9ad8\u4fe1\u606f\u5bc6\u5ea6\u3001\u5bf9\u4e25\u8c28\u6027\u8981\u6c42\u6781\u9ad8\u7684\u573a\u666f\u3002<\/p>\n OpenAI\u5219\u662f\u5168\u9762\u4e3b\u4e49\uff0c \u8d70\u6e10\u8fdb\u6269\u5c55+\u63a8\u7406\u6a21\u578b\u4f18\u5316\u8def\u7ebf\u3002\u4f18\u52bf\u5728\u4e8e\u8de8\u6a21\u6001\u80fd\u529b\u5f3a\uff08\u5982 GPT-4.6\/5.4\uff09\uff0c\u901a\u8fc7 o\u7cfb\u5217\u6a21\u578b\u4e13\u95e8\u4f18\u5316\u590d\u6742\u903b\u8f91\u63a8\u7406\u3002\u7136\u800c\uff0c\u5176\u6210\u672c\u6781\u5176\u6602\u8d35\uff0c\u5982\u521a\u53d1\u5e03\u7684 GPT-5.5\u8f93\u51fa\u4ef7\u683c\u9ad8\u8fbe 130 \u7f8e\u5143\/\u767e\u4e07 Token\uff0c\u4e0e DeepSeek \u5f62\u6210\u9c9c\u660e\u5bf9\u6bd4\u3002<\/p>\n Google Gemini\u5c5e\u4e8e\u4e8c\u8005\u7684\u5747\u8861\u6298\u4e2d\uff0c\u575a\u6301\u539f\u751f\u67b6\u6784\u652f\u6301\u957f\u4e0a\u4e0b\u6587\uff0c\u4e0d\u4f9d\u8d56\u7b97\u6cd5\u538b\u7f29\u3002\u4f18\u52bf\u5728\u4e8e\u9ad8\u5bc6\u5ea6\u77e5\u8bc6\u68c0\u7d22\u80fd\u529b\u5f3a\uff0c\u5de5\u7a0b\u7ed3\u6784\u7b80\u5355\uff0c\u5168\u5c40\u4e00\u81f4\u6027\u597d\u3002\u7f3a\u70b9\u662f\u786c\u4ef6\u6210\u672c\u6781\u9ad8\uff0c\u67b6\u6784\u7075\u6d3b\u6027\u6709\u9650\uff0c\u4e3b\u8981\u9002\u5e94\u901a\u7528\u95ee\u7b54\u573a\u666f\u3002<\/p>\n \u603b\u7ed3\u6765\u8bf4\uff0cDeepSeek \u662f\u4ee5\u6548\u7387\u4f18\u5148\u89e3\u51b3\u201c\u80fd\u7528\u3001\u597d\u7528\u201d\u7684\u95ee\u9898\uff1bClaude \u8ffd\u6c42\u6781\u81f4\u7cbe\u5ea6\uff1bOpenAI \u8986\u76d6\u5168\u9ad8\u7aef\u573a\u666f\uff1bGemini\u5219\u5728\u7cbe\u5ea6\u4e0e\u6210\u672c\u95f4\u5bfb\u627e\u5e73\u8861\u70b9\u3002<\/p>\n \u5c91\u5cf0\uff1a<\/strong>DeepSeek V4 \u4e0e\u786c\u4ef6\u6df1\u5ea6\u7ed1\u5b9a\uff0c\u8bf7\u6559\u5218\u5e7f\u8001\u5e08\uff0c\u8fd9\u79cd\u201c\u6781\u81f4\u538b\u7f29+\u4f4e\u6bd4\u7279\u91cf\u5316\u201d\u662f\u5426\u4f1a\u5f62\u6210\u786c\u4ef6\u7684\u6280\u672f\u58c1\u5792\uff1f\u8de8\u5e73\u53f0\u8fc1\u79fb\u662f\u5426\u4f1a\u9762\u4e34\u6027\u80fd\u635f\u5931\uff1f<\/p>\n \u5218\u5e7f\uff1a<\/strong>DeepSeek \u7684\u91cf\u5316\u7b56\u7565\u786e\u5b9e\u4e0e\u786c\u4ef6\u5b58\u5728\u8f83\u5f3a\u7684\u534f\u540c\u5173\u7cfb\uff0c\u4f46\u8fd9\u5e76\u975e\u4e0d\u53ef\u903e\u8d8a\u7684\u5c4f\u969c\u3002<\/p>\n \u667a\u6e90 FlagOS \u56e2\u961f\u66fe\u5c1d\u8bd5\u8fdb\u884c\u201c\u53cd\u91cf\u5316\u201d\uff0c\u5c06\u4f4e\u6bd4\u7279\u6743\u91cd\u5347\u7ef4\u81f3 FP16 \u6216BF16\u3002\u6280\u672f\u4e0a\u662f\u53ef\u884c\u7684\uff0c\u4f46\u5751\u5728\u4e8e\u91cf\u5316\u7cbe\u5ea6\u5bf9\u64cd\u4f5c\u987a\u5e8f\u6781\u654f\u611f\uff0c\u53cd\u91cf\u5316\u8fc7\u7a0b\u4e2d\u53ef\u80fd\u51fa\u73b0\u7cbe\u5ea6\u8bef\u5dee\u3002<\/p>\n \u76ee\u524d\u7684\u957f\u4e0a\u4e0b\u6587\u6280\u672f\u5176\u5b9e\u624d\u8d70\u4e86\u4e00\u534a\u3002\u867d\u7136\u6211\u4eec\u80fd\u8ba9\u6a21\u578b\u201c\u8bb0\u4f4f\u201d1M \u751a\u81f3\u66f4\u957f\u7684\u4fe1\u606f\uff0c\u4f46\u8fd9\u53ea\u662f\u6682\u65f6\u7684\u8bb0\u5fc6\u3002AGI \u7684\u6838\u5fc3\u80fd\u529b\u662f\u6301\u7eed\u5b66\u4e60\uff0c\u5373\u6a21\u578b\u5e94\u968f\u73af\u5883\u4ea4\u4e92\u6539\u53d8\u5176\u6743\u91cd\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u5806\u780c\u4e0a\u4e0b\u6587\u3002<\/p>\n \u5728\u751f\u6001\u4fa7\uff0c\u957f\u4e0a\u4e0b\u6587\u4e3a\u56fd\u4ea7\u82af\u7247\u5e26\u6765\u4e86\u5dee\u5f02\u5316\u673a\u4f1a\u3002\u4f8b\u5982\u5f53\u524d\u6d41\u884c\u7684 PD \u5206\u79bb\uff08Prefilling \u4e0e Decoding\u5206\u79bb\uff09\u6280\u672f\uff0c\u6709\u4e9b\u56fd\u4ea7\u82af\u7247\u9002\u5408\u505a\u9884\u586b\u5145\uff0c\u6709\u4e9b\u9002\u5408\u505a\u63a8\u7406\u3002\u667a\u6e90\u4e5f\u5728\u5e03\u5c40\u5f02\u6784\u901a\u4fe1\u7b49\u5e95\u5c42\u6280\u672f\uff0c\u652f\u6301\u5728\u56fd\u4ea7\u7b97\u529b\u4e0a\u5b9e\u73b0\u957f\u6587\u672c\u63a8\u7406\u3002\u603b\u4f53\u6765\u770b\uff0c\u8fd9\u79cd\u6280\u672f\u8def\u7ebf\u7684\u6f14\u8fdb\u6b63\u5728\u884d\u751f\u51fa\u5927\u91cf\u65b0\u7684\u673a\u4f1a\u3002<\/p>\n 4.MoE \u7684\u7cbe\u6253\u7ec6\u7b97 vs. \u7a20\u5bc6\u6a21\u578b\u7684\u6269\u5f20<\/strong><\/p>\n \u5c91\u5cf0\uff1a<\/strong>\u9664\u4e86\u957f\u4e0a\u4e0b\u6587\uff0c\u5927\u6a21\u578b\u9886\u57df\u53e6\u4e00\u4e2a\u663e\u8457\u7684\u8def\u7ebf\u5206\u6b67\u5728\u4e8eMoE\uff08\u6df7\u5408\u4e13\u5bb6\u6a21\u578b\uff09\u4e0e\u7a20\u5bc6\u6a21\u578b\u3002<\/p>\n \u76ee\u524d\uff0c\u56fd\u5185\u201c\u5f00\u6e90\u5fa1\u4e09\u5bb6\u201d\uff08DeepSeek\u3001\u5343\u95ee\u3001Kimi\uff09\u5747\u9009\u62e9\u4e86MoE \u8def\u7ebf\uff0c\u800c\u897f\u65b9\u5de8\u5934\uff08OpenAI\u3001Anthropic\u3001Google\uff09\u5219\u5728\u4e3b\u529b\u6a21\u578b\u4e0a\u4f9d\u7136\u503e\u5411\u4e8e\u7a20\u5bc6\u6a21\u578b\u3002\u9ece\u8001\u5e08\uff0c\u5728 Agent \u65f6\u4ee3\uff0c\u8fd9\u4e24\u6761\u8def\u7ebf\u5c06\u5982\u4f55\u6f14\u5316\uff1fMoE\u4e0e\u7a20\u5bc6\u6a21\u578b\u4e4b\u95f4\u662f\u5426\u5b58\u5728\u76f8\u4e92\u5b66\u4e60\u7684\u7a7a\u95f4\uff1f<\/p>\n \u9ece\u79d1\u5cf0\uff1a\u4e2d\u7f8e\u6280\u672f\u9009\u578b\u7684\u5dee\u5f02\uff0c\u672c\u8d28\u4e0a\u662f\u4e0d\u540c\u8d44\u6e90\u7ea6\u675f\u4e0b\u7684\u5fc5\u7136\u7ed3\u679c\u3002<\/strong><\/p>\n \u5bf9\u4e8e\u56fd\u5185\u56e2\u961f\u800c\u8a00\uff0c\u6280\u672f\u9009\u578b\u9762\u4e34\u7740\u201c\u82af\u7247\u5c01\u9501\u201d\u4e0e\u201c\u9884\u7b97\u53d7\u9650\u201d\u7684\u53cc\u91cd\u538b\u529b\u3002\u6211\u4eec\u5fc5\u987b\u5728\u7b97\u529b\u4f9b\u7ed9\u5e76\u4e0d\u5145\u88d5\u3001\u786c\u4ef6\u6027\u80fd\u7a0d\u900a\u4e8e NVIDIA\u9876\u5c16\u4ea7\u54c1\u7684\u73af\u5883\u4e0b\uff0c\u901a\u8fc7\u8f6f\u786c\u4e00\u4f53\u5316\u4f18\u5316\u51fa\u6781\u81f4\u6027\u80fd\u3002\u8fd9\u5c31\u8feb\u4f7f\u6211\u4eec\u8d70\u5411 MoE\u8fd9\u79cd\u201c\u7cbe\u6253\u7ec6\u7b97\u201d\u7684\u8def\u7ebf\u3002<\/p>\n \u53cd\u89c2\u7f8e\u56fd\uff0c\u867d\u7136\u73b0\u5728\u4e5f\u9762\u4e34\u7535\u529b\u548c\u57fa\u5efa<\/a>\u7684\u74f6\u9888\uff0c\u4f46\u5176\u6838\u5fc3\u903b\u8f91\u4f9d\u7136\u662f\u8d44\u672c\u9a71\u52a8\u7684\u5927\u624b\u5927\u811a\uff1a\u901a\u8fc7\u5806\u53e0\u66f4\u591a\u7684\u53c2\u6570\u3001\u8d2d\u4e70\u66f4\u591a\u7684\u82af\u7247\u6765\u7ef4\u6301\u9886\u5148\uff0c\u5f62\u6210\u4e86\u4e00\u5957\u8d44\u672c\u4e0e\u7b97\u529b\u7ed1\u5b9a\u7684\u6e38\u620f<\/a>\u3002<\/p>\n \u6211\u8ba4\u4e3a\u4e2d\u7f8e\u7684\u8fd9\u79cd\u5206\u5316\u5c06\u957f\u671f\u5b58\u5728\uff0c\u4e14\u5404\u6709\u80dc\u573a\u3002<\/p>\n \u4e2d\u56fd\u5927\u6a21\u578b\u4f1a\u5728\u6210\u672c\u7ef4\u5ea6\u5f62\u6210\u201c\u964d\u7ef4\u6253\u51fb\u201d\uff1a \u5f53\u56fd\u4ea7\u6a21\u578b\u7684\u6210\u672c\u53ea\u6709\u7f8e\u56fd\u7684 1\/10\uff0c\u4e14\u6027\u80fd\u5dee\u8ddd\u7f29\u51cf\u5230\u6beb\u5398\u4e4b\u95f4\u65f6\uff0c\u8fd9\u79cd\u6210\u672c\u4f18\u52bf\u662f\u6781\u5176\u6050\u6016\u7684\u3002<\/p>\n \u4e0d\u8fc7\uff0c\u4e8c\u8005\u76ee\u6807\u8bbe\u5b9a\u4e5f\u6709\u5dee\u5f02\uff1a\u4e2d\u56fd\u56e2\u961f\u7684\u76ee\u6807\u975e\u5e38\u6e05\u6670\u2014\u2014\u901a\u8fc7\u5f00\u6e90\u548c\u6781\u81f4\u6027\u4ef7\u6bd4\u5b9e\u73b0\u201c\u5f2f\u9053\u8d85\u8f66\u201d\u3002\u8fd9\u5e76\u4e0d\u662f\u8bf4\u7f8e\u56fd\u4f01\u4e1a\u4e0d\u61c2\u4f4e\u7cbe\u5ea6\u8bad\u7ec3\u6216\u6781\u81f4\u538b\u7f29\uff0c\u800c\u662f\u4ed6\u4eec\u7684\u6218\u7565\u76ee\u6807\u4e0d\u5728\u4e8e\u6b64\u3002<\/p>\n \u6700\u7ec8\uff0c\u8fd9\u4e24\u6761\u8def\u5f84\u4f1a\u6839\u636e\u4f7f\u7528\u573a\u666f\u8fdb\u884c\u5e02\u573a\u7ec6\u5206\uff1a\u8ffd\u6c42\u6781\u81f4\u7cbe\u5ea6\u3001\u4e0d\u8ba1\u6210\u672c\u7684\u573a\u666f\u5c5e\u4e8e\u4e00\u7c7b\uff1b\u800c\u8ffd\u6c42\u9ad8\u6027\u4ef7\u6bd4\u3001\u5927\u89c4\u6a21\u666e\u53ca\u7684\u573a\u666f\u5219\u5c5e\u4e8e\u53e6\u4e00\u7c7b\u3002DeepSeek\u5728\u6781\u5ea6\u53d7\u9650\u7684\u6761\u4ef6\u4e0b\u4f18\u5316\u51fa\u7684\u975e CUDA \u751f\u6001\u8def\u5f84\uff0c\u8ba9\u6211\u4eec\u770b\u5230\u4e86\u6253\u7834\u5784\u65ad\u7684\u5e0c\u671b\u3002<\/p>\n \u5c91\u5cf0\uff1a<\/strong>\u6211\u4eec\u6ce8\u610f\u5230\uff0c\u5728\u9488\u5bf9\u590d\u6742\u7f16\u7a0b\u4efb\u52a1\u7684\u8bc4\u6d4b\uff08\u5982 SWE Pro\uff09\u4e2d\uff0cDeepSeek V4\uff0855.4%\uff09\u7565\u900a\u4e8e\u7a20\u5bc6\u6a21\u578bClaude 4.5\uff0857.3%\uff09\u3002\u8fd9\u662f\u5426\u8bf4\u660e MoE \u7684\u4e13\u5bb6\u5206\u5de5\u6a21\u5f0f\uff0c\u5728\u9700\u8981\u957f\u7a0b\u89c4\u5212\u548c\u9ad8\u5ea6\u7edf\u4e00\u8868\u5f81\u7684 Agent \u4efb\u52a1\u4e2d\uff0c\u4e0d\u5982\u7a20\u5bc6\u6a21\u578b\u7a33\u5065\uff1f<\/p>\n \u6768\u6cfd\u4e7e\uff1aMoE \u67b6\u6784\u5728\u5904\u7406\u590d\u6742 Agent \u4efb\u52a1\u65f6\uff0c\u786e\u5b9e\u9762\u4e34\u201c\u8fde\u8d2f\u6027\u201d\u7684\u5929\u7136\u6311\u6218\u3002<\/strong><\/p>\n \u4ee5 DeepSeek V4 \u4e3a\u4f8b\uff0c\u5176\u603b\u53c2\u6570\u91cf\u9ad8\u8fbe 1.6T\uff0c\u4f46\u5355\u4e2a Token\u4ec5\u6fc0\u6d3b\u5176\u4e2d\u7684 49B\uff08\u7ea6 3%\uff09\u3002\u8fd9\u79cd\u52a8\u6001\u8def\u7531\u673a\u5236\u867d\u7136\u80fd\u4ee5\u66f4\u5c0f\u7684\u8ba1\u7b97\u91cf\u5904\u7406\u6d77\u91cf\u53c2\u6570\uff0c\u4f46\u65e0\u6cd5\u50cf\u7a20\u5bc6\u6a21\u578b\u90a3\u6837\u8ba9\u6bcf\u4e00\u4e2aToken \u90fd\u7ecf\u8fc7\u5168\u90e8\u53c2\u6570\u7684\u7edf\u4e00\u5904\u7406\uff0c\u5bb9\u6613\u5bfc\u81f4\u5728\u957f\u7a0b\u4efb\u52a1\u4e2d\u51fa\u73b0\u903b\u8f91\u65ad\u5c42\u3002<\/p>\n \u4f46 MoE \u5e76\u975e\u51b3\u5b9a\u6027\u56e0\u7d20\u3002\u4f8b\u5982 Kimi K2.6 \u540c\u6837\u91c7\u7528 MoE \u67b6\u6784\uff0c\u4f46\u5728\u90e8\u5206\u6d4b\u8bd5\u4e2d\u5374\u4f18\u4e8e\u67d0\u4e9b\u7a20\u5bc6\u6a21\u578b\u3002DeepSeek V4\u5728\u7279\u5b9a\u6570\u636e\u96c6\u4e0a\u7684\u52a3\u52bf\uff0c\u66f4\u591a\u662f\u5176\u5728\u6548\u7387\u4e0e\u6210\u672c\u95f4\u8fdb\u884c\u6781\u81f4\u53d6\u820d\u7684\u7ed3\u679c\u3002<\/p>\n \u76ee\u524d\uff0c\u884c\u4e1a\u4f18\u5316 MoE \u5e94\u5bf9\u957f\u7a0b\u4efb\u52a1\u7684\u601d\u8def\u4e3b\u8981\u6709\u4e09\u6761\uff1a<\/p>\n \u6539\u8fdb\u8def\u7531\u673a\u5236\uff1a \u91c7\u7528\u66f4\u667a\u80fd\u7684\u4e13\u5bb6\u9009\u62e9\u7b56\u7565\uff0c\u51cf\u5c11\u8def\u7531\u5207\u6362\u9891\u7387\uff0c\u7ef4\u6301\u4efb\u52a1\u72b6\u6001\u3002<\/p>\n \u5f3a\u5316\u4e13\u5bb6\u95f4\u4fe1\u606f\u5171\u4eab\uff1a \u63d0\u5347\u4e13\u5bb6\u7f51\u7edc\u5bf9\u5168\u5c40\u4efb\u52a1\u76ee\u6807\u7684\u5171\u8bc6\u3002<\/p>\n \u9488\u5bf9\u6027\u5f3a\u5316\u5b66\u4e60\uff1a \u5728\u8bad\u7ec3\u9636\u6bb5\u4e13\u95e8\u5bf9\u957f\u7a0b\u4efb\u52a1\u8fdb\u884c RL \u4f18\u5316\uff0c\u5f25\u8865\u67b6\u6784\u5e26\u6765\u7684\u8fde\u8d2f\u6027\u635f\u5931\u3002<\/p>\n \u5c91\u5cf0\uff1a<\/strong>\u5218\u8001\u5e08\uff0c\u5982\u6768\u8001\u5e08\u6240\u8a00\uff0cMoE\u5728Agent\u4efb\u52a1\u4e0a\u5b58\u5728"\u8fde\u8d2f\u6027\u74f6\u9888"\uff0c\u800cAgent\u6b63\u662f2026\u5e74\u5927\u6a21\u578b\u6700\u91cd\u8981\u7684\u843d\u5730\u573a\u666f\uff0cMoE\u8def\u5f84\u672a\u6765\u8fd8\u6709\u54ea\u4e9b\u53ef\u80fd\u7684\u6f14\u8fdb\u6765\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff1f<\/p>\n \u5218\u5e7f\uff1a<\/strong> \u9488\u5bf9 MoE \u8def\u7ebf\u7684\u6f14\u8fdb\uff0c\u6211\u8ba4\u4e3a\u672a\u6765\u6709\u4e24\u4e2a\u6781\u5177\u4ef7\u503c\u7684\u7814\u7a76\u65b9\u5411\u3002<\/p>\n \u9996\u5148\u662f\u6781\u81f4\u7684\u7a00\u758f\u5316\u3002DeepSeek \u6210\u529f\u7684\u5173\u952e\u5728\u4e8e\u5c06 MoE\u7684\u7c92\u5ea6\u505a\u5f97\u6781\u7ec6\u3002\u7ec6\u7c92\u5ea6\u4e13\u5bb6\u867d\u7136\u5e26\u6765\u4e86\u7cfb\u7edf\u901a\u4fe1\u7684\u6311\u6218\uff0c\u4f46\u4e5f\u6781\u5927\u63d0\u5347\u4e86\u6a21\u578b\u8868\u5f81\u7684\u7075\u6d3b\u6027\u3002DeepSeek\u51e0\u4e4e\u628a\u6240\u6709\u7684\u7a00\u758f\u5316\u6280\u672f\u90fd\u7528\u4e0a\u4e86\uff1a\u7a00\u758f\u6ce8\u610f\u529b\u3001\u7a00\u758f MoE\uff0c\u751a\u81f3\u662f\u57fa\u4e8e\u5206\u5e03\u5f0f\u8868\u793a\u7684 N-gram\u3002<\/p>\n \u8fd9\u79cd\u7a00\u758f\u5316\u4e0d\u4ec5\u80fd\u63d0\u5347\u6548\u7387\uff0c\u8fd8\u80fd\u5e2e\u52a9\u6a21\u578b\u8fdb\u884c\u201c\u611f\u77e5\u91cf\u5316\u8bad\u7ec3\u201d\u3002\u5982\u679c\u6a21\u578b\u8db3\u591f\u7a00\u758f\uff0c\u6211\u4eec\u5c31\u53ef\u4ee5\u901a\u8fc7\u526a\u679d\u53bb\u6389\u5927\u91cf\u6743\u91cd\u800c\u51e0\u4e4e\u4e0d\u5f71\u54cd\u6027\u80fd\uff0c\u751a\u81f3\u53ef\u4ee5\u5b9e\u73b0\u5c06\u591a\u4e2a\u4e0d\u540c\u9886\u57df\u7684\u4e13\u5bb6\u84b8\u998f\u5230\u4e00\u4e2a\u7edf\u4e00\u6a21\u578b\u4e2d\u7684\u201c\u540e\u8bad\u7ec3\u8303\u5f0f\u201d\u3002<\/p>\n \u5176\u6b21\u662f\u6253\u5f00 Transformer \u7684\u201c\u9ed1\u76d2\u201d\u3002\u8fc7\u53bb\u6211\u4eec\u5c06 Transformer\u89c6\u4e3a\u4e0d\u53ef\u62c6\u89e3\u7684\u6574\u4f53\uff0c\u4f46\u73b0\u5728\u7684\u8d8b\u52bf\u662f\u5c06\u5176\u7ec6\u5206\u3001\u62c6\u788e\u3002\u901a\u8fc7\u89c2\u6d4b\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u54ea\u4e9b\u73af\u8282\u7684\u503c\u4e0d\u7a33\u5b9a\uff0c\u8fdb\u884c\u9488\u5bf9\u6027\u7684\u67b6\u6784\u6539\u8fdb\uff08\u5982MHC \u4f18\u5316\uff09\uff0c\u8ba9\u8bad\u7ec3\u53d8\u5f97\u66f4\u7a33\u5065\u3001\u66f4\u9ad8\u6548\u3002<\/p>\n \u8fd9\u79cd\u4ece\u7406\u8bba\u673a\u7406\u51fa\u53d1\uff0c\u7ed3\u5408\u6781\u81f4\u5de5\u7a0b\u5b9e\u8df5\u7684\u8def\u5f84\uff0c\u4e0d\u4ec5\u80fd\u63d0\u5347\u8bad\u7ec3\u6548\u7387\uff0c\u66f4\u80fd\u8ba9\u6211\u4eec\u6df1\u5165\u7406\u89e3\u5927\u6a21\u578b\u7684\u8fd0\u884c\u673a\u5236\u3002<\/p>\n 5.\u4ece\u7701\u94b1\u5230\u8d5a\u94b1\u7684\u672a\u6765\u601d\u8003<\/strong><\/p>\n \u5c91\u5cf0\uff1a <\/strong>\u521a\u624d\u4e09\u4f4d\u8001\u5e08\u6df1\u5165\u63a2\u8ba8\u4e86\u957f\u4e0a\u4e0b\u6587\u3001MoE 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\u5173\u4e8e\u5546\u4e1a\u5316\uff0c\u6211\u8ba4\u4e3a\u53ef\u4ee5\u4ece\u4e24\u4e2a\u7ef4\u5ea6\u770b\uff1a<\/p>\n \u9996\u5148\uff0c\u6210\u672c\u662f\u5546\u4e1a\u5316\u7684\u751f\u547d\u7ebf\u3002\u5c31\u50cf\u6c7d\u8f66<\/a>\u884c\u4e1a\uff0c\u8c6a\u534e\u54c1\u724c\u56fa\u7136\u5b58\u5728\uff0c\u4f46\u771f\u6b63\u7edf\u6cbb\u5e02\u573a\u7684\u662f\u4e30\u7530\u3001\u5927\u4f17\u8fd9\u7c7b\u5927\u4f17\u5316\u54c1\u724c\u3002\u6027\u4ef7\u6bd4\u6c38\u8fdc\u662f\u5927\u89c4\u6a21\u5546\u4e1a\u5316\u4e2d\u6700\u91cd\u8981\u7684\u73af\u8282<\/strong>\u3002\u76ee\u524dClaude Opus \u7b49\u9ad8\u7aef\u6a21\u578b\u7684\u5f00\u9500\uff0c\u5373\u4f7f\u662f\u5bf9\u62e5\u62b1 AI \u7684\u4f01\u4e1a\u6765\u8bf4\u4e5f\u611f\u5230\u6c89\u91cd\u7684\u538b\u529b\uff0c\u66f4\u9051\u8bba\u672a\u6765\u6570\u4e07\u540d\u5458\u5de5\u5168\u5458 AI \u5316\u540e\u7684\u5f00\u9500\u3002\u56e0\u6b64\uff0cToken\u6210\u672c\u6301\u7eed\u4e0b\u63a2\u662f\u884c\u4e1a\u5fc5\u7136\u3002<\/p>\n \u4ece\u6280\u672f\u7406\u60f3\u4e3b\u4e49\u4e0e\u957f\u671f\u4e3b\u4e49\u7684\u7ef4\u5ea6\uff0cDeepSeek\u6bd4\u8f83\u7279\u6b8a\uff0c\u5176\u521b\u59cb\u4eba\u6881\u6587\u5cf0\u73b0\u9636\u6bb5\u8868\u73b0\u51fa\u4e86\u6781\u5f3a\u7684\u6280\u672f\u7406\u60f3\u4e3b\u4e49\uff0c\u66f4\u5173\u6ce8\u5982\u4f55\u628a\u4e1c\u897f\u505a\u6210\u4e16\u754c\u6700\u597d\uff0c\u800c\u975e\u8fc7\u65e9\u5546\u4e1a\u5316\u3002\u8fd9\u79cd\u201c\u539a\u79ef\u8584\u53d1\u201d\u7684\u7b56\u7565\uff0c\u5728\u56fd\u4ea7\u8f6f\u786c\u4e00\u4f53\u5316\u4f18\u5316\u7684\u80cc\u666f\u4e0b\uff0c\u53ef\u80fd\u5bf9\u95ed\u6e90\u5927\u5382\u4ea7\u751f\u5de8\u5927\u7684\u51b2\u51fb\u3002\u5f53\u6027\u80fd\u63a5\u8fd1\u3001\u6210\u672c\u4ec5\u4e3a\u5bf9\u65b9 1\/10\u65f6\uff0c\u8fd9\u79cd\u4f18\u52bf\u662f\u98a0\u8986\u6027\u7684\u3002<\/p>\n \u5c91\u5cf0\uff1a<\/strong>\u6781\u81f4\u6548\u7387\u3001\u901a\u7528\u80fd\u529b\u4e0e\u843d\u5730\u7a33\u5b9a\u6027\uff0c\u5f80\u5f80\u96be\u4ee5\u517c\u5f97\u3002\u5bf9\u4e8e\u4f01\u4e1a\u5ba2\u6237\u548c\u5f00\u53d1\u8005\uff0c\u672a\u6765\u7684\u6a21\u578b\u9009\u578b\u6807\u51c6\u4f1a\u53d1\u751f\u4ec0\u4e48\u53d8\u5316\uff1f\u54ea\u79cd\u8def\u7ebf\u5177\u5907\u66f4\u957f\u671f\u7684\u751f\u547d\u529b\uff1f<\/p>\n \u6768\u6cfd\u4e7e\uff1a <\/strong>\u6211\u8ba4\u4e3a\u5927\u6a21\u578b\u9009\u578b\u7684\u5224\u65ad\u6807\u51c6\uff0c\u6b63\u4ece\u5355\u4e00\u7684\u201c\u6a21\u578b\u6709\u591a\u806a\u660e\u201d\u8f6c\u5411\u201c\u7cfb\u7edf\u6548\u80fd\u7684\u7efc\u5408\u8bc4\u4f30\u201d<\/strong>\u3002\u4e3b\u8981\u770b\u4e09\u4e2a\u6838\u5fc3\u6307\u6807\uff1a<\/p>\n \u6210\u672c\u53ef\u63a7\u6027\uff1a \u4f01\u4e1a\u5173\u6ce8\u7684\u4e0d\u53ea\u662f\u5355\u6b21\u63a8\u7406\u8d39\u7528\uff0c\u800c\u662f\u5f53\u4e1a\u52a1\u89c4\u6a21\u6269\u5927 100 \u500d\u3001\u5b8c\u5168 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