{"id":714555,"date":"2026-02-03T18:52:56","date_gmt":"2026-02-03T10:52:56","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=714555"},"modified":"2026-02-03T18:52:56","modified_gmt":"2026-02-03T10:52:56","slug":"%e9%98%b6%e8%b7%83step-3-5-flash-%ef%bc%9a%e6%98%a5%e8%8a%82-ai-%e6%b7%b7%e6%88%98%e6%9d%80%e5%87%ba%e7%9a%84%e9%bb%91%e9%a9%ac%ef%bc%8c%e6%ad%a3%e5%9c%a8-agent-%e6%97%b6%e4%bb%a3%e5%bc%af%e9%81%93","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=714555","title":{"rendered":"\u9636\u8dc3Step 3.5 Flash \uff1a\u6625\u8282 AI \u6df7\u6218\u6740\u51fa\u7684\u9ed1\u9a6c\uff0c\u6b63\u5728 Agent \u65f6\u4ee3\u5f2f\u9053\u8d85\u8f66"},"content":{"rendered":"

\"\u9636\u8dc3Step<\/p>\n

\u4eca\u5e74\u7684 AI \u5708\uff0c\u6709\u70b9\u50cf 2008 \u5e74\u7684\u667a\u80fd\u624b\u673a\u5e02\u573a\uff0c\u6240\u6709\u4eba\u90fd\u77e5\u9053\u89e6\u6478\u5c4f\u662f\u672a\u6765\uff0c\u4f46\u5382\u5546\u4eec\u90fd\u5728\u505a\u300c\u5e26\u89e6\u6478\u5c4f\u7684\u8bfa\u57fa\u4e9a\u300d\u3002<\/p>\n

Agent \u65f6\u4ee3\u5df2\u7ecf\u6765\u4e86\uff0c\u8fd9\u662f\u5171\u8bc6\u3002\u800c\u600e\u4e48\u505a\u4e00\u4e2a\u597d\u7528\u7684 Agent \u6a21\u578b\uff1f\u6309\u7167\u60ef\u6027\u601d\u7ef4\uff0c\u6216\u8bb8\u8fd8\u662f\u4e00\u6837\uff0c\u66f4\u591a\u7684\u53c2\u6570\uff0c\u66f4\u6df1\u66f4\u5e7f\u7684\u7f51\u7edc\u7ed3\u6784\uff0c\u8fd8\u6709\u66f4\u5927\u7684\u6570\u636e\u96c6\u3002<\/p>\n

\"\u9636\u8dc3Step<\/p>\n

300B \u4e0d\u591f\u5c31 1T\uff0c1T \u4e0d\u591f\u5c31 10T\u3002\u4eff\u4f5b\u53ea\u8981\u628a\u6a21\u578b\u505a\u5f97\u8db3\u591f\u5927\uff0cAgent \u80fd\u529b\u5c31\u4f1a\u81ea\u7136\u6d8c\u73b0\uff0c\u5c31\u50cf\u53ea\u8981\u628a\u8bfa\u57fa\u4e9a\u7684\u5c4f\u5e55\u505a\u5f97\u8db3\u591f\u5927\uff0ciPhone \u5c31\u4f1a\u81ea\u5df1\u51fa\u73b0\u4e00\u6837\u3002<\/p>\n

\u5927\u53c2\u6570\u6a21\u578b\u786e\u5b9e\u5e26\u6765\u4e86\u66f4\u535a\u5b66\u7684\u77e5\u8bc6\u9762\u548c\u66f4\u7a33\u5065\u7684\u5e95\u5ea7\uff0c\u4f46\u8fd9\u79cd\u4e00\u5473\u5728\u4e0a\u4e00\u4ee3\u6a21\u578b\u4e0a\u300c\u4f18\u5316 \u300d\u7684\u65b9\u6cd5\uff0c\u663e\u7136\u4e0d\u80fd\u8ba9\u6211\u4eec\u624b\u91cc\u7684 Agent \u66f4\u597d\u7528\uff0cAgent \u65f6\u4ee3\u9700\u8981 Agentic \u7684\u6a21\u578b<\/strong>\u3002<\/p>\n

\u90a3\u6709\u6ca1\u6709\u4e00\u6761\u66f4\u9ad8\u6548\u7684\u3001\u771f\u6b63\u98a0\u8986\u6027\u601d\u7ef4\u7684\u8def\u7ebf\uff0c\u4e0d\u9760\u5806\u53c2\u6570\uff0c\u9760\u67b6\u6784\u4f18\u5316\uff1b\u4e0d\u9700\u8981\u4e91\u7aef\u670d\u52a1\u5668\u72ec\u5360\uff0c\u672c\u5730\u4e5f\u80fd\u8dd1\uff1b\u65e2\u662f\u5168\u80fd\u9009\u624b\u7684\u540c\u65f6\uff0c\u53c8\u6709\u5b9a\u5411\u4f18\u5316\u3002<\/p>\n

\"\u9636\u8dc3Step<\/p>\n

\u25b2\u6a21\u578b\u53c2\u6570\u89c4\u6a21\u4e0e\u667a\u80fd\u5bf9\u6bd4\u56fe\uff0cStep 3.5 Flash \u603b\u53c2\u6570\u5728\u56fe\u4e2d\u6700\u5c11\uff0c\u4f46\u667a\u80fd\u5f97\u5206\u6392\u540d\u7b2c\u4e8c<\/p>\n

2 \u6708 2 \u65e5\uff0c\u9636\u8dc3\u661f\u8fb0\u53d1\u5e03\u5e76\u5f00\u6e90\u4e86\u6700\u65b0\u57fa\u5ea7\u6a21\u578b Step 3.5 Flash\uff0c\u8fd9\u662f\u4e00\u4e2a\u8ba9 Agent \u66f4\u9ad8\u6548\u7684\u5e95\u5c42\u652f\u6491\u6a21\u578b\uff0c\u91c7\u7528\u7a00\u758f MoE \u67b6\u6784\uff0c\u603b\u8ba1 1960 \u4ebf\u53c2\u6570\uff0c\u4f46\u6bcf\u4e2a token \u4ec5\u6fc0\u6d3b\u7ea6 110 \u4ebf\u4e2a\u53c2\u6570\u3002<\/p>\n

\u8fd9\u662f\u5927\u6a21\u578b\u884c\u4e1a\u91cc\u4e00\u4e2a\u5341\u5206\u53cd\u5e38\u8bc6\u7684\u6570\u636e\uff0c\u5728\u4e00\u4f17\u5377\u5411\u4e07\u4ebf\u53c2\u6570\u7684\u7ade\u4e89\u5bf9\u624b\u9762\u524d\u3002\u4f3c\u4e4e\u663e\u5f97\u6709\u4e9b\u300c\u6389\u961f\u300d\u3002\u7136\u800c\u5c31\u662f\u8fd9\u4e2a\u770b\u4f3c\u300c\u6389\u961f\u300d\u7684\u9009\u62e9\uff0c\u53ef\u80fd\u85cf\u7740 Agent \u65f6\u4ee3\u6700\u5927\u7684\u79d8\u5bc6\u3002<\/p>\n

L3 \u65f6\u4ee3\u7684\u6a21\u578b\uff0c\u4e0d\u80fd\u518d\u6cbf\u7740 L1 \u7684\u68af\u5b50\u722c<\/p>\n

\u5982\u679c\u8fd9\u653e\u5728\u534a\u5e74\u524d\uff0c\u9636\u8dc3\u661f\u8fb0\u53ef\u80fd\u8fd8\u5728\u505a\u7740\u53e6\u4e00\u4ef6\u4e8b\u3002<\/p>\n

\u9636\u8dc3\u661f\u8fb0\u8054\u5408\u521b\u59cb\u4eba\u517c CTO \u6731\u4ea6\u535a\u5728\u6700\u65b0\u7684\u535a\u5ba2\u4e2d\u63d0\u5230\uff0cStep 2 \u6a21\u578b\u65f6\u4ee3\uff0c\u4ed6\u4eec\u4e5f\u66fe\u662f Scaling Law\uff08\u89c4\u6a21\u5b9a\u5f8b\uff09\u7684\u5fe0\u5b9e\u4fe1\u5f92\u3002\u548c\u5f53\u65f6\u6240\u6709\u7684\u6a21\u578b\u5382\u5546\u4e00\u6837\uff0c\u4ed6\u4eec\u8ba4\u771f\u5730\u722c\u7740\u90a3\u5ea7\u540d\u4e3a\u53c2\u6570\u7684\u68af\u5b50\uff0c\u8bbe\u8ba1\u4e86\u6bd4 DeepSeek V3 \u8fd8\u8981\u5927\u7684\u53c2\u6570\u91cf\uff0c\u751a\u81f3\u6bd4\u5bf9\u65b9\u65e9\u8bad\u7ec3\u4e86\u597d\u51e0\u4e2a\u6708\u3002<\/p>\n

\u7ed3\u679c\u662f\uff0c\u867d\u7136\u8dd1\u5206\u4e00\u5ea6\u8f89\u714c\uff0c\u4f46\u5728 DeepSeek R1 \u7684\u63a8\u7406\u8303\u5f0f\u9762\u524d\uff0c\u4f20\u7edf\u7684\u5806\u6599\u903b\u8f91\u8fd8\u662f\u906d\u9047\u4e86\u964d\u7ef4\u6253\u51fb<\/strong>\u3002<\/p>\n

\u539f\u56e0\u5f88\u7b80\u5355\uff0cDeepSeek R1 \u662f\u4e00\u4e2a\u65f6\u4ee3\u7684\u8de8\u8d8a\uff0c\u4ece L1 \u7684 Chatbot \u5230 L2 \u7684 Reasoner\uff0c\u7ee7\u7eed\u7528 Chatbot \u7684\u601d\u7ef4\u53bb\u505a\u63a8\u7406\u6a21\u578b\uff0c\u4e0d\u4e00\u5b9a\u4f1a\u5931\u8d25\uff0c\u4f46\u6ce8\u5b9a\u8981\u78b0\u58c1\u3002<\/p>\n

\u8fd9\u4e0d\u4ec5\u662f\u9636\u8dc3\u661f\u8fb0\u7684\u590d\u76d8\uff0c\u66f4\u662f\u6574\u4e2a\u884c\u4e1a\u7684\u7f29\u5f71\u3002\u75db\u5b9a\u601d\u75db\u540e\uff0c\u4ed6\u4eec\u53d1\u73b0\u4e86\u4e00\u4e2a\u88ab\u5ffd\u7565\u7684\u771f\u76f8\uff1aL1 \u65f6\u4ee3\u7684 Chatbot\uff08\u804a\u5929\u673a\u5668\u4eba\uff09\u548c L3 \u65f6\u4ee3\u7684 Agent\uff08\u667a\u80fd\u4f53\uff09\uff0c\u9700\u8981\u7684\u662f\u4e24\u79cd\u4e0d\u540c\u7684\u6a21\u578b<\/strong>\u3002<\/p>\n

\"\u9636\u8dc3Step<\/p>\n

\u25b2OpenAI<\/a> \u7684\u4e94\u7ea7\u6846\u67b6\uff0c\u4ece\u7b2c\u4e00\u7ea7\u7684\u804a\u5929\u673a\u5668\u4eba\uff0c\u5230\u63a8\u7406\u3001\u667a\u80fd\u4f53\u3001\u521b\u65b0<\/a>\u8005\u548c\u7b2c\u4e94\u7ea7\u7684\u7ec4\u7ec7\u4f53<\/p>\n

\u6309\u7167 OpenAI \u7684\u4e94\u7ea7\u67b6\u6784\uff0c\u6211\u4eec\u6b63\u5728\u7ecf\u5386\u4ece L2 Reasoner\uff08\u63a8\u7406\uff09 \u8fc8\u5165 L3 Agent\uff08\u667a\u80fd\u4f53\uff09 \u7684\u8de8\u8d8a\u3002<\/p>\n

L1 Chatbot \u65f6\u4ee3<\/strong>\uff1a\u6838\u5fc3\u9700\u6c42\u662f\u5bf9\u8bdd\u6d41\u7545\u5ea6\uff0c\u6a21\u578b\u53ea\u8981\u80fd\u5feb\u901f\u54cd\u5e94\u3001\u81ea\u7136\u8868\u8fbe\u5c31\u591f\u4e86\u3002\u6211\u4eec\u9700\u8981\u7684\u53ef\u80fd\u662f\u4e00\u4e2a\u4f1a\u80cc\u767e\u79d1\u5168\u4e66\u7684\u300c\u6587\u79d1\u751f\u300d\uff0c\u5b83\u8db3\u591f\u535a\u5b66\uff0c\u80fd\u968f\u53e3\u590d\u523b\u9c81\u8fc5\u98ce\u3002\u6b64\u65f6\uff0c\u6bcf\u79d2 20-30 \u4e2a token \u7684\u8f93\u51fa\u901f\u5ea6\uff0c\u521a\u597d\u9002\u914d\u4eba\u7c7b\u7684\u9605\u8bfb\u4e60\u60ef \u3002<\/p>\n

L2 Reasoner \u65f6\u4ee3<\/strong>\uff1a\u957f\u601d\u7ef4\u94fe\u51fa\u73b0\uff0c\u6211\u4eec\u9700\u8981\u6a21\u578b\u5c55\u73b0\u5b8c\u6574\u7684\u6df1\u5ea6\u601d\u8003\u3002\u770b\u7740\u957f\u957f\u7684\u601d\u8003\u8fc7\u7a0b\uff0c\u6211\u4eec\u89c9\u5f97\u5b83\u806a\u660e\uff0c\u751a\u81f3\u613f\u610f\u4e3a\u4e86\u66f4\u51c6\u786e\u7684\u7ed3\u679c\u7b49\u5f85\u6570\u5341\u79d2 \u3002<\/p>\n

\"\u9636\u8dc3Step<\/p>\n

L3 Agent \u65f6\u4ee3<\/strong>\uff1a\u7279\u5f81\u5f7b\u5e95\u53d8\u4e86\u3002\u5de5\u4f5c\u573a\u666f\u7684\u4e0a\u4e0b\u6587\u5e38\u9a7b 32K-128K \u533a\u95f4\uff0c\u6211\u4eec\u4e0d\u518d\u9010\u5b57\u9605\u8bfb\u8f93\u51fa\uff0c\u53ea\u76ef\u7740\u300c\u4ec0\u4e48\u65f6\u5019\u80fd\u4ea4\u4ed8\u7ed3\u679c\u300d\u3002<\/p>\n

\u5728\u8fd9\u79cd\u573a\u666f\u4e0b\uff0c\u7ee7\u7eed\u6cbf\u7528 L2 \u65f6\u4ee3\u7684\u91cd\u578b\u53c2\u6570\u6a21\u578b\uff0c\u6253\u4e2a\u6bd4\u65b9\u53ef\u4ee5\u8bf4\u662f\uff0c\u5e26\u7740\u9ccc\u592a\u7ebf\u7684\u88c5\u5907\u53bb\u722c\u4f58\u5c71\u300c\u6caa\u592a\u7ebf\u300d\uff0c\u867d\u7136\u50a8\u5907\u5145\u8db3\uff0c\u4f46\u6548\u7387\u53d8\u4f4e\uff0c\u4e14\u7b97\u529b\u4ee3\u4ef7\u6781\u5176\u6602\u8d35 \u3002<\/p>\n

Agent \u5728\u67d0\u79cd\u7a0b\u5ea6\u4e0a\uff0c\u751a\u81f3\u53ef\u4ee5\u8bf4\u4e0d\u518d\u662f\u7ed9\u7528\u6237\u770b\u7684\uff0c\u800c\u662f\u7ed9\u4efb\u52a1\u7528\u7684\u3002\u5b83\u9700\u8981\u957f\u4e0a\u4e0b\u6587\u7684\u9ad8\u6548\u8fd0\u884c\uff0c\u80fd\u8f7b\u677e\u5904\u7406\u51e0\u5341\u4e07 token \u7684\u4ee3\u7801\u5e93\uff1b\u4ee5\u53ca\u901f\u5ea6\u7684\u63d0\u5347\uff0c\u8fd9\u80fd\u76f4\u63a5\u51b3\u5b9a\u7528\u6237\u4f53\u9a8c\uff1b\u800c\u6838\u5fc3\u8fd8\u662f\u89c4\u5212\u548c\u5de5\u5177\u8c03\u7528\u3002<\/p>\n

\u5982\u679c\u7ee7\u7eed\u7528 L1 \u65f6\u4ee3\u7684\u91cd\u578b\u6a21\u578b\u53bb\u8dd1 L3 \u7684\u4efb\u52a1\uff0c\u5c31\u50cf\u5f00\u7740\u6cd5\u62c9\u5229\u53bb\u9001\u5916\u5356<\/a>\u2014\u2014\u4e0d\u4ec5\u8d35\uff0c\u800c\u4e14\u5728\u62e5\u5835\u7684\u300c\u957f\u4e0a\u4e0b\u6587\u300d\u8def\u51b5\u91cc\uff0c\u6839\u672c\u8dd1\u4e0d\u8d77\u6765\u3002<\/p>\n

\u8fd9\u4e5f\u89e3\u91ca\u4e86\u4e3a\u4ec0\u4e48\u9636\u8dc3\u6562\u4e8e\u53cd\u5176\u9053\u800c\u884c\uff0c\u638f\u51fa Step 3.5 Flash\u8fd9\u4e2a\u300c\u65b0\u7269\u79cd\u300d\uff0c\u4e13\u6ce8\u4e8e\u300c\u5feb\u300d\u4e0e\u300c\u5f3a\u903b\u8f91\u300d\u3002\u8fd9\u79cd\u53d6\u820d\u4e4d\u770b\u4e4b\u4e0b\u4e0e\u884c\u4e1a\u683c\u683c\u4e0d\u5165\uff0c\u5374\u6709\u4e86\u66f4\u591a\u7684\u53ef\u80fd\u6027\u3002<\/p>\n

\u5929\u4e0b\u6b66\u529f\uff0c\u552f\u5feb\u4e0d\u7834\uff1aAgent \u65f6\u4ee3\u7684\u300c\u66b4\u529b\u7f8e\u5b66\u300d<\/p>\n

Agent \u65f6\u4ee3\uff0c\u300c\u5feb\u300d\u4e0d\u518d\u662f\u4e00\u79cd\u9526\u4e0a\u6dfb\u82b1\uff0c\u76f4\u63a5\u662f\u6a21\u578b\u751f\u6b7b\u7ebf\u3002<\/strong><\/p>\n

\u6731\u4ea6\u535a\u6307\u51fa\u4e86\u4e00\u4e2a\u6781\u6613\u88ab\u5ffd\u89c6\u7684\u7ec6\u8282\uff0c\u5728 Chatbot \u65f6\u4ee3\uff0c\u6a21\u578b\u8f93\u51fa\u53ea\u8981\u5feb\u8fc7\u4eba\u7c7b\u9605\u8bfb\u901f\u5ea6\uff0820-30 tokens\/s\uff09\u5c31\u591f\u4e86\uff0c\u518d\u5feb\u6211\u4eec\u4e5f\u8bfb\u4e0d\u8fc7\u6765\u3002\u4f46\u5728 Agent \u65f6\u4ee3\uff0c\u8fd9\u4e2a\u6807\u51c6\u5b8c\u5168\u5931\u6548<\/strong>\u3002<\/p>\n

\u4e3a\u4ec0\u4e48\uff1f\u56e0\u4e3a\u7528\u6237\u6839\u672c\u4e0d\u60f3\u770b\u8fc7\u7a0b\u3002\u5f53 AI \u5e2e\u6211\u4eec\u5199\u4ee3\u7801\u3001\u67e5\u8d44\u6599\u3001\u8ba2\u673a\u7968\u65f6\uff0c\u6211\u4eec\u4e0d\u4f1a\u76ef\u7740\u5c4f\u5e55\u770b\u5b83\u4e00\u4e2a\u5b57\u4e00\u4e2a\u5b57\u5f80\u5916\u8e66\uff0c\u6211\u4eec\u53ea\u60f3\u8981\u7ed3\u679c\u3002<\/p>\n

\u5728\u8fd9\u4e2a\u9636\u6bb5\uff0c\u901f\u5ea6\u4e0d\u518d\u662f\u4f53\u9a8c\uff0c\u800c\u662f\u751f\u4ea7\u529b\u672c\u8eab\uff0c\u76f4\u63a5\u51b3\u5b9a\u4e86\u4efb\u52a1\u4ea4\u4ed8\u7684\u6548\u7387\u3002<\/strong><\/p>\n

\u4e3a\u4e86\u5b9e\u73b0\u8fd9\u79cd\u6781\u81f4\u7684\u300c\u5feb\u300d\uff0c\u9636\u8dc3\u661f\u8fb0\u5728\u6280\u672f\u8def\u7ebf\u4e0a\u505a\u4e86\u4e00\u6b21\u8c6a\u8d4c\u3002<\/p>\n

\"\u9636\u8dc3Step<\/p>\n

\u25b2Step 3.5 Flash \u6574\u4f53\u67b6\u6784\uff0cStep 3.5 Flash \u662f\u4e00\u6b3e\u91c7\u7528\u7a00\u758f\u6df7\u5408\u4e13\u5bb6\uff08MoE\uff09\u67b6\u6784\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u5176\u67b6\u6784\u7531\u6a21\u578b-\u7cfb\u7edf\u534f\u540c\u8bbe\u8ba1\u5b9a\u4e49\uff0c\u5e76\u4e14\u5c06\u63a8\u7406\u6210\u672c\u548c\u901f\u5ea6\u4f5c\u4e3a\u6838\u5fc3\u67b6\u6784<\/strong>\u7ea6\u675f\u3002<\/p>\n

\u5728\u540c\u884c\u90fd\u5728\u76f2\u76ee\u8ddf\u98ce Linear Attention\uff08\u7ebf\u6027\u6ce8\u610f\u529b\u673a\u5236\uff09\u65f6\uff0cStep 3.5 Flash \u575a\u6301\u9009\u62e9\u4e86 SWA\uff08\u6ed1\u52a8\u7a97\u53e3\u6ce8\u610f\u529b\uff09<\/strong> \u67b6\u6784\u3002\u8fd9\u79cd\u6df7\u5408\u6ce8\u610f\u529b\u5e03\u5c40\uff0c\u4e00\u65b9\u9762\u80fd\u66f4\u5feb\u7684\u5904\u7406 Token \u8ba1\u7b97\uff0c\u53e6\u4e00\u65b9\u9762\u4e5f\u89e3\u51b3\u4e86\u957f\u4e0a\u4e0b\u6587\u5904\u7406\u7684\u4e8c\u6b21\u74f6\u9888\u3002<\/p>\n

\u7b80\u5355\u6765\u8bf4\uff0c\u5b83\u4e0d\u662f\u6b7b\u8bb0\u786c\u80cc 256K \u7684\u5168\u6587\uff0c\u800c\u662f\u50cf\u4eba\u7c7b\u4e00\u6837\uff0c\u6709\u91cd\u70b9\u3001\u6709\u8282\u594f\u5730\u5206\u914d\u6ce8\u610f\u529b\u3002\u8fd9\u8ba9\u5b83\u5728\u5904\u7406\u6d77\u91cf\u6570\u636e\u65f6\uff0c\u4e0d\u4ec5\u4e0d\u964d\u667a\uff0c\u8fd8\u80fd\u5927\u5e45\u964d\u4f4e\u7b97\u529b\u5f00\u9500\u3002<\/p>\n

\u770b\u8d77\u6765\u662f\u4e00\u79cd\u300c\u9006\u884c\u300d\uff0c\u5176\u5b9e\u6b63\u662f Agent \u65f6\u4ee3\u300c\u4ee5\u5de7\u89c1\u5927\u300d\u7684\u7cbe\u7b97<\/strong>\u3002\u56e0\u4e3a\u5728\u5f53\u524d\u7684\u786c\u4ef6\u6761\u4ef6\u4e0b\uff0cSWA \u5bf9\u6295\u673a\u91c7\u6837\uff08Speculative Sampling\uff09\u6700\u4e3a\u53cb\u597d\u3002\u8fd9\u79cd\u6280\u672f\u4e0a\u7684\u53d6\u820d\uff0c\u76f4\u63a5\u5c06\u5355\u8bf7\u6c42\u4ee3\u7801\u7c7b\u4efb\u52a1\u7684\u63a8\u7406\u901f\u5ea6\u5e72\u5230\u4e86\u6700\u9ad8 350 tokens\/s<\/strong>\u3002<\/p>\n

\u5feb\u5982\u95ea\u7535\u7684\u300c\u77ac\u6740\u300d\uff0c\u662f\u76f4\u63a5\u5c06 AI \u4ece\u300c\u73a9\u5177\u300d\u53d8\u6210\u751f\u4ea7\u529b\u5de5\u5177\u7684\u51b3\u5b9a\u6027\u77ac\u95f4<\/strong>\u3002\u5728 Step 3.5 Flash \u53d1\u5e03\u9996\u65e5\uff0c\u5c31\u767b\u4e0a OpenRouter Fastest Models \u699c\u5355<\/strong>\u3002<\/p>\n

\"\u9636\u8dc3Step<\/p>\n

\u25b2\u6839\u636e OpenRouter \u6700\u65b0\u53d1\u5e03\u7684 Fastest Models \u6392\u540d\u663e\u793a\uff0c Step 3.5 Flash \u7684\u751f\u6210\u901f\u7387\u8fbe\u5230 167 Tokens\/s\uff0c\u4f4d\u5217\u5168\u7403\u6700\u5feb\u6a21\u578b\u4e4b\u5217\u3002<\/p>\n

\u62d2\u7edd\u300c\u80cc\u9898\u5bb6\u300d\uff0c\u9ad8\u667a\u5546\u624d\u662f\u7b2c\u4e00\u751f\u4ea7\u529b<\/p>\n

\u8dd1\u5f97\u5feb\u4e0d\u80fd\u4ee5\u300c\u964d\u667a\u300d\u4e3a\u4ee3\u4ef7\uff0c\u8861\u91cf\u4e00\u4e2a\u6a21\u578b\u9002\u4e0d\u9002\u5408\u505a Agent\uff0c\u300c\u9ad8\u667a\u5546<\/strong>\u300d\u4e5f\u662f\u5fc5\u4e0d\u53ef\u5c11\u3002<\/p>\n

\u65e0\u8bba\u662f\u6211\u4eec\u7528\u6237\u8fd8\u662f\u5927\u591a\u6570\u6a21\u578b\u5382\uff0c\u666e\u904d\u7684\u5171\u8bc6\u90fd\u662f\uff1a\u53c2\u6570\u8d8a\u5927\uff0c\u80fd\u529b\u8d8a\u5f3a\u3002\u4f46 Step 3.5 Flash \u5728\u6570\u5b66\u9886\u57df\u7684\u5c60\u699c\u8868\u73b0\uff0c\u7528\u5408\u9002\u5c3a\u5bf8 + \u6781\u81f4\u540e\u8bad\u7ec3<\/strong>\uff0c\u4e5f\u5f97\u5230\u4e86\u4e0d\u8f93\u5927\u53c2\u6570\u6a21\u578b\u7684\u6548\u679c\u3002<\/p>\n

\"\u9636\u8dc3Step<\/p>\n

\u5728 AIME 2025<\/strong>\uff08\u7f8e\u56fd<\/a>\u6570\u5b66\u9080\u8bf7\u8d5b\uff09\u4e2d\uff0c\u5b83\u62ff\u4e0b\u4e86 97.3 \u5206<\/strong>\uff1b<\/p>\n

\u5728 IMOAnswerBench<\/strong>\uff08\u56fd\u9645\u6570\u5b66\u5965\u6797\u5339\u514b\u9898\u57fa\u51c6\uff09\u4e2d\u65a9\u83b7 85.4 \u5206<\/strong>\uff1b<\/p>\n

\u5728 HMMT 2025<\/strong>\uff08\u54c8\u4f5b \u2013 \u9ebb\u7701\u7406\u5de5\u6570\u5b66\u7ade\u8d5b\uff09\u4e2d\u66f4\u662f\u98d9\u5230\u4e86 96.2 \u5206<\/strong>\u3002<\/p>\n

\u8fd9\u662f\u4ec0\u4e48\u6982\u5ff5\uff1f\u8fd9\u4e9b\u5206\u6570\u5747\u4e3a\u56fd\u5185\u9876\u7ea7\u5f00\u6e90\u6a21\u578b\u7b2c\u4e00\u3002<\/strong><\/p>\n

\u5982\u679c\u5f00\u542f\u5e76\u884c\u534f\u540c\u63a8\u7406\uff08PaCoRe\uff09\u6a21\u5f0f\uff0c\u5b83\u7684\u5f97\u5206\u751a\u81f3\u903c\u8fd1\u6ee1\u5206\u3002\u8fd9\u79cd\u300c\u667a\u5546\u6ea2\u51fa\u300d\u7684\u73b0\u8c61\u80cc\u540e\uff0c\u85cf\u7740\u4e00\u4e2a\u6781\u5176\u9690\u6666\u4f46\u7cbe\u51c6\u7684\u884c\u4e1a\u771f\u76f8\uff1a\u8fc7\u53bb\u7684\u6a21\u578b\u50cf\u662f\u4e2a\u300c\u80cc\u9898\u5bb6\u300d\uff0c\u9760\u6b7b\u8bb0\u786c\u80cc\u6d77\u91cf\u6570\u636e\u6765\u8499\u6df7\u8fc7\u5173\uff1b\u800c Step 3.5 Flash \u662f\u4e2a\u771f\u6b63\u7684\u300c\u89e3\u9898\u5bb6\u300d\u3002<\/strong><\/p>\n

\"\u9636\u8dc3Step<\/p>\n

\u25b2PaCoRe\uff08Parallel Coordinated Reasoning\uff09\u7684\u63a8\u7406\u6d41\u7a0b\u3002\u6bcf\u4e00\u8f6e\u542f\u52a8\u5e7f\u6cdb\u7684\u5e76\u884c\u63a2\u7d22\uff0c\u5c06\u751f\u6210\u7684\u8f68\u8ff9\u538b\u7f29\u6210\u7d27\u51d1\u7684\u4fe1\u606f\uff0c\u5e76\u5c06\u8fd9\u4e9b\u4fe1\u606f\u4e0e\u95ee\u9898\u4e00\u8d77\u4f20\u9012\uff0c\u4ee5\u534f\u8c03\u4e0b\u4e00\u8f6e\u3002\u91cd\u590d\u6b64\u8fc7\u7a0b \ud835\udc45\u02c6 \u6b21\uff0c\u53ef\u5728\u9075\u5b88\u56fa\u5b9a\u4e0a\u4e0b\u6587\u9650\u5236\u7684\u540c\u65f6\uff0c\u5b9e\u73b0\u6570\u767e\u4e07\u6807\u8bb0\u7684\u6709\u6548 TTC\uff08\u6d4b\u8bd5\u65f6\u8ba1\u7b97\uff09\uff0c\u6700\u7ec8\u538b\u7f29\u7684\u4fe1\u606f\u4f5c\u4e3a\u7cfb\u7edf\u7684\u7b54\u6848\u3002<\/p>\n

\u5728 Agent \u7684\u5de5\u4f5c\u6d41\u4e2d\uff0c\u8fd9\u79cd\u80fd\u529b\u662f\u81f4\u547d\u7684\u3002\u56e0\u4e3a\u771f\u5b9e\u4e16\u754c\u7684\u4efb\u52a1\u5145\u6ee1\u4e86\u672a\u77e5\uff0c\u6211\u4eec\u8981\u7684\u4e0d\u662f\u4e00\u4e2a\u53ea\u4f1a\u590d\u8bfb\u77e5\u8bc6\u70b9\u7684\u9e66\u9e49\uff0c\u800c\u662f\u4e00\u4e2a\u80fd\u770b\u61c2\u590d\u6742\u6307\u4ee4\u3001\u80fd\u62c6\u89e3\u4efb\u52a1\u903b\u8f91\u3001\u80fd\u81ea\u6211\u7ea0\u9519\u7684\u300c\u8d85\u7ea7\u5927\u8111\u300d\u3002<\/p>\n

\u63a8\u7406\u80fd\u529b\u8bc1\u660e\u4e86\u667a\u5546\u5728\u7ebf\uff0c\u4f46 Agent \u8fd8\u9700\u8981\u5e72\u6d3b\u9760\u8c31\u3002Step 3.5 Flash \u5728\u591a\u4e2a\u5173\u952e\u573a\u666f\u62ff\u5230\u4e86\u56fd\u5185\u5f00\u6e90\u7b2c\u4e00\u3002<\/p>\n

\u4ee3\u7801\u80fd\u529b\uff1a\u5168\u7403\u7b2c\u4e00\u68af\u961f<\/strong><\/p>\n

\"\u9636\u8dc3Step<\/p>\n

SWE-bench Verified: 74.4 \u5206\uff08\u771f\u5b9e\u5f00\u6e90\u9879\u76ee\u7684 bug \u4fee\u590d\uff09<\/p>\n

Terminal-Bench 2.0: 51 \u5206\uff08\u56fd\u5185\u5f00\u6e90\u7b2c\u4e00<\/strong>\uff0c\u7ec8\u7aef\u4efb\u52a1\u81ea\u52a8\u5316\uff09<\/p>\n

LiveCodeBench-V6: 86.4\/88.9 \u5206\uff08\u56fd\u5185\u5f00\u6e90\u7b2c\u4e00<\/strong>\uff0c\u5b9e\u65f6\u7f16\u7801\u8c03\u8bd5\uff09<\/p>\n

Agent \u6838\u5fc3\u80fd\u529b\uff1a\u591a\u9879\u56fd\u5185\u5f00\u6e90\u7b2c\u4e00<\/strong><\/p>\n

\"\u9636\u8dc3Step<\/p>\n

\u03c4²-Bench: 88.2 \u5206\uff08\u56fd\u5185\u5f00\u6e90\u7b2c\u4e00<\/strong>\uff0c\u591a\u6b65\u4efb\u52a1\u89c4\u5212\uff09<\/p>\n

xbench-DeepSearch: 54 \u5206\uff08\u56fd\u5185\u5f00\u6e90\u7b2c\u4e00<\/strong>\uff0c\u6df1\u5ea6\u641c\u7d22\u4e0e\u4fe1\u606f\u6574\u5408\uff09<\/p>\n

BrowseComp: 69 \u5206\uff08\u7b2c\u4e00\u68af\u961f\uff0c\u7f51\u9875\u6d4f\u89c8\u4e0e\u4e0a\u4e0b\u6587\u7ba1\u7406\uff09<\/p>\n

\u6570\u636e\u518d\u6f02\u4eae\uff0c\u4e5f\u5f97\u7ecf\u5f97\u8d77\u771f\u5b9e\u573a\u666f\u7684\u68c0\u9a8c\u3002\u5728\u4e0b\u9762\u8fd9\u51e0\u4e2a\u5178\u578b\u573a\u666f\u4e2d\uff0cStep 3.5 Flash \u4e5f\u9a8c\u8bc1\u4e86\u300c\u4ee5\u5de7\u89c1\u5927\uff0c\u5feb\u5982\u95ea\u7535\u300d\u4e0d\u662f\u53e3\u53f7\u3002<\/strong><\/p>\n

\u666e\u904d\u5e38\u8bc6\u91cc\uff0c\u7528 Deep Research \u5199\u5206\u6790\u62a5\u544a\uff0c\u53ef\u80fd\u4f1a\u89c9\u5f97\u9700\u8981\u6a21\u578b\u6709\u5f15\u7ecf\u636e\u5178\u7684\u6587\u91c7\uff0c\u4f46\u5b9e\u9645\u4e0a\u8fd8\u662f\u4f9d\u8d56\u5f3a\u5927\u7684\u903b\u8f91\u63a8\u7406\u548c\u5de5\u5177\u8c03\u7528\u80fd\u529b\u3002<\/p>\n

\u7ed9\u5b83\u4e00\u4e2a\u6a21\u7cca\u7684\u8bfe\u9898\uff0c\u6bd4\u5982\u300c0-3 \u5c81\u5a74\u5e7c\u513f\u79d1\u5b66\u6559\u80b2\u300d\uff0c\u5b83\u4e0d\u4f1a\u76f4\u63a5\u80e1\u7f16\u4e71\u9020\uff0c\u800c\u662f\u50cf\u4e00\u4e2a\u771f\u6b63\u7684\u4eba\u7c7b\u7814\u7a76\u5458\u4e00\u6837\uff0c\u62c6\u89e3\u4efb\u52a1\u3001\u89c4\u5212\u8def\u5f84\u3001\u8054\u7f51\u641c\u7d22\u3001\u53cd\u601d\u4fee\u6b63\uff0c\u7136\u540e\u4ea4\u7ed9\u6211\u4eec\u4e00\u4efd\u5185\u5bb9\u7fd4\u5b9e\u3001\u65b0\u624b\u7236\u6bcd\u90fd\u80fd\u770b\u61c2\u7684\u4e07\u5b57\u62a5\u544a\u3002<\/p>\n

\"\u9636\u8dc3Step<\/p>\n

\u5728 Scale AI \u7684 Research Rubrics \u8bc4\u6d4b\u4e2d\uff0c\u5b83\u7684\u5f97\u5206\u751a\u81f3\u538b\u8fc7\u4e86 OpenAI \u548c Gemini \u7684\u540c\u7c7b\u7cfb\u7edf\u3002\u8fd9\u4e5f\u8fdb\u4e00\u6b65\u8bf4\u660e\uff0c\u5b83\u5df2\u7ecf\u5177\u5907\u4e86\u72ec\u7acb\u5e72\u6d3b\u7684\u300c\u903b\u8f91\u95ed\u73af\u300d\u3002<\/p>\n

\"\u9636\u8dc3Step<\/p>\n

Step 3.5 Flash \u540c\u6837\u80fd\u63a5\u5165 Claude Code \u73af\u5883\uff0c\u5f53\u8981\u6a21\u578b\u62c5\u4efb\u4e00\u540d\u4e13\u4e1a\u6570\u636e\u5206\u6790\u5e08\uff0c\u9762\u5bf9\u590d\u6742\u7684\u6570\u636e\u5206\u6790\u4efb\u52a1\u65f6\uff0c\u5b83\u4e0d\u4ec5\u80fd\u81ea\u5df1\u5199\u4ee3\u7801\u6e05\u6d17\u6570\u636e\u3001\u534f\u52a9\u65e5\u5e38\u6570\u636e\u6d41\u7a0b\u3001\u5bf9\u9f50\u6570\u636e\u683c\u5f0f\uff0c\u8fd8\u80fd\u76f4\u63a5\u4ea7\u51fa\u5de5\u4f5c\u6d41\u62a5\u544a\u3002<\/p>\n

\"\u9636\u8dc3Step<\/p>\n

\u65e0\u8bba\u662f\u505a Deep Research \u8fd8\u662f Vibe Coding \u9879\u76ee\uff0c\u8fd9\u4e9b\u8981\u4e48\u5728\u9636\u8dc3\u7684\u5b98\u7f51\u5b8c\u6210\uff0c\u8981\u4e48\u5c31\u662f\u8c03\u7528 API \u7684\u65b9\u5f0f\uff0c\u4f46 Step 3.5 Flash \u7684\u91ce\u5fc3\u8fdc\u4e0d\u6b62\u4e8e\u4ece\u4e91\u7aef\u670d\u52a1\u5668\u62c9\u53d6 AI \u80fd\u529b\u3002<\/p>\n

\u6731\u4ea6\u535a\u900f\u9732\uff0c\u4e3a\u4e86\u8dd1\u6a21\u578b\uff0c\u4ed6\u751a\u81f3\u81ea\u638f\u8170\u5305\u4e70\u4e86\u4e00\u53f0\u8bbe\u5907\u3002\u73b0\u5728\uff0cStep 3.5 Flash \u662f\u76ee\u524d\u80fd\u7528 4-bit \u91cf\u5316\uff0c\u5728 128GB \u5185\u5b58\u7684 MacBook<\/strong> \u4e0a\u6d41\u7545\u8fd0\u884c 256K \u8d85\u957f\u4e0a\u4e0b\u6587\u7684\u6700\u5f3a\u6a21\u578b\uff0c\u6ca1\u6709\u4e4b\u4e00<\/strong>\u3002<\/p>\n

\u8fd9\u53e5\u6ca1\u6709\u4e4b\u4e00\uff0c\u786e\u5b9e\u51f8\u663e\u4e86\u6280\u672f\u4eba\u7684\u5014\u5f3a\u3002\u6216\u8bb8\uff0c\u8fd9\u4e5f\u6697\u793a\u4e86\u9636\u8dc3\u661f\u8fb0\u300cAI + \u7ec8\u7aef\u300d\u7684\u7ec8\u6781\u56fe\u8c0b\uff1a\u6700\u5f3a\u7684\u5927\u8111\uff0c\u4e0d\u5e94\u8be5\u53ea\u6d3b\u5728\u6602\u8d35\u7684 H100 \u96c6\u7fa4\u91cc\uff0c\u5b83\u5e94\u8be5\u6d3b\u5728\u4f60\u7684\u7535\u8111\u91cc\uff0c\u751a\u81f3\u672a\u6765\u7684\u624b\u673a\u91cc<\/strong>\u3002<\/p>\n

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