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2.8T \u7684\u90e8\u7f72\u95e8\u69db\u6781\u9ad8&#xff1b;\u957f\u7a0b Agent \u80fd\u529b\u5f3a\u610f\u5473\u7740\u5355\u6b21\u4efb\u52a1\u6d88\u8017\u5927&#xff0c;\u6210\u672c\u654f\u611f\u573a\u666f\u4e0b\u672a\u5fc5\u5212\u7b97&#xff1b;\u800c&#034;\u7aef\u5230\u7aef\u4ea4\u4ed8&#034;\u8fd9\u4e2a\u8bcd\u5728\u5de5\u7a0b\u8bed\u5883\u91cc\u5f80\u5f80\u610f\u5473\u7740\u5927\u91cf\u91cd\u8bd5\u548c\u4eba\u5de5\u4fee\u6b63&#xff0c;\u53ea\u662f\u901a\u7a3f\u91cc\u4e0d\u4f1a\u5199\u8fd9\u90e8\u5206\u3002<\/p>\n<p align=\"center\">\n<img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261101081659-6ae6f57b81950.png\" width=\"86%\" alt=\"K3.1 Pro \u4e09\u5c42\u80fd\u529b\u6808\" \/>\n<\/p>\n<p align=\"center\">\n\u25b2 \u57fa\u5ea7\u6cbf\u7528 K3&#xff0c;\u65b0\u589e\u9884\u7b97\u538b\u5728\u540e\u8bad\u7ec3\u5c42\n<\/p>\n<h3>\u4e8c\u3001\u6280\u672f\u89c6\u89d2&#xff1a;\u600e\u4e48\u642d&#xff0c;\u96be\u5728\u54ea<\/h3>\n<h4>\u67b6\u6784<\/h4>\n<p>\u4ece\u516c\u5f00\u4fe1\u606f\u80fd\u786e\u8ba4\u7684\u67b6\u6784\u8981\u7d20&#xff1a;\u57fa\u5ea7\u6cbf\u7528 Qwen3-Next \u8def\u7ebf\u4e0a\u7684\u6df7\u5408\u6ce8\u610f\u529b\u3001\u9ad8\u7a00\u758f\u5ea6 MoE\u3001\u591a token \u9884\u6d4b&#xff08;MTP&#xff09;\u3002\u603b\u53c2\u6570 2.8 \u4e07\u4ebf&#xff0c;\u4e0a\u4e0b\u6587 100 \u4e07\u3002<\/p>\n<p>\u9700\u8981\u8bf4\u660e\u7684\u662f&#xff0c;\u5177\u4f53\u7684\u5c42\u6570\u3001\u4e13\u5bb6\u6570\u3001\u6fc0\u6d3b\u6bd4\u4f8b\u6ca1\u6709\u516c\u5f00\u6e20\u9053\u62ab\u9732\u3002\u4e0b\u9762\u5173\u4e8e\u5de5\u7a0b\u53d6\u820d\u7684\u8ba8\u8bba&#xff0c;\u4e00\u90e8\u5206\u662f\u4ece&#034;\u603b\u53c2\u6570 2.8T &#043; 1M \u4e0a\u4e0b\u6587 &#043; \u6570\u767e\u9886\u57df 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\u8fd9\u79cd\u8f93\u51fa\u91cf\u5927\u7684\u573a\u666f\u6536\u76ca\u660e\u663e\u3002\u8bad\u7ec3\u65f6\u5b83\u4e5f\u662f\u4e2a\u989d\u5916\u7684\u76d1\u7763\u4fe1\u53f7\u3002<\/p>\n<p>\u8fd9\u4e09\u8005\u7ec4\u5408\u8d77\u6765\u7684\u6548\u679c&#xff0c;\u7528\u5b98\u65b9\u53e3\u5f84\u8bf4\u662f\u8bad\u7ec3\u6210\u672c\u8f83\u540c\u89c4\u6a21\u7a20\u5bc6\u6a21\u578b\u964d\u4f4e\u8d85 90%\u3001\u957f\u6587\u672c\u63a8\u7406\u541e\u5410\u63d0\u5347 10 \u500d\u4ee5\u4e0a\u3002\u8fd9\u4e2a\u6570\u5b57\u662f Qwen3-Next \u53d1\u5e03\u65f6\u7ed9\u51fa\u7684&#xff0c;K3.1 Pro \u6cbf\u7528\u8be5\u57fa\u5ea7&#xff0c;\u5177\u4f53\u6536\u76ca\u662f\u5426\u4e00\u81f4\u672a\u89c1\u62ab\u9732\u3002<\/p>\n<h4>\u5361\u70b9\u4e00&#xff1a;RL \u6269\u5c55\u5230\u6570\u767e\u4e2a\u4e0b\u6e38\u9886\u57df&#xff0c;\u5148\u5f97\u6709\u53ef\u9a8c\u8bc1\u7684\u5956\u52b1<\/h4>\n<p>\u8fd9\u662f\u6574\u4e2a K3.1 Pro \u6700\u786c\u7684\u4e00\u5173\u3002<\/p>\n<p>\u5f3a\u5316\u5b66\u4e60\u8981\u8dd1\u8d77\u6765&#xff0c;\u9700\u8981\u4e00\u4e2a\u80fd\u81ea\u52a8\u5224\u5b9a&#034;\u505a\u5f97\u5bf9\u4e0d\u5bf9&#034;\u7684\u5956\u52b1\u4fe1\u53f7\u3002\u6570\u5b66\u9898\u6709\u6807\u51c6\u7b54\u6848&#xff0c;\u4ee3\u7801\u6709\u6d4b\u8bd5\u7528\u4f8b&#xff0c;\u8fd9\u4e9b\u90fd\u597d\u529e\u3002\u4f46\u91d1\u878d\u7814\u7a76\u30013D \u521b\u4f5c\u8fd9\u7c7b\u4efb\u52a1\u6ca1\u6709\u552f\u4e00\u6b63\u786e\u7b54\u6848&#xff0c;\u600e\u4e48\u7ed9\u5956\u52b1&#xff1f;<\/p>\n<p>\u51e0\u79cd\u5e38\u89c1\u8def\u5b50\u5404\u6709\u4ee3\u4ef7&#xff1a;<\/p>\n<ul>\n<li>\u7528\u53ef\u9a8c\u8bc1\u7684\u5b50\u4efb\u52a1\u66ff\u4ee3\u3002\u6bd4\u5982\u8ba9 Agent \u4ece\u5e74\u62a5\u91cc\u62bd\u51fa\u7279\u5b9a\u5b57\u6bb5&#xff0c;\u8ddf\u5df2\u77e5\u503c\u6bd4\u5bf9\u3002\u8fd9\u6761\u8def\u80fd\u8d70&#xff0c;\u4f46\u8986\u76d6\u4e0d\u4e86&#034;\u7814\u7a76&#034;\u91cc\u771f\u6b63\u7684\u5224\u65ad\u90e8\u5206\u3002<\/li>\n<li>\u8bad\u7ec3 reward model \u6253\u5206\u3002\u80fd\u8986\u76d6\u4e3b\u89c2\u4efb\u52a1&#xff0c;\u4f46 reward model \u672c\u8eab\u4f1a\u504f\u79fb&#xff0c;\u800c\u4e14\u5bb9\u6613\u88ab\u7b56\u7565\u6a21\u578b\u94bb\u7a7a\u5b50\u3002<\/li>\n<li>\u7528\u89c4\u5219\u52a0\u6267\u884c\u7ed3\u679c\u53cd\u9988\u3002\u4ee3\u7801\u80fd\u4e0d\u80fd\u8dd1\u901a\u3001\u6e38\u620f\u80fd\u4e0d\u80fd\u542f\u52a8\u3002\u6700\u53ef\u9760&#xff0c;\u4f46\u53ea\u5bf9\u80fd\u6267\u884c\u7684\u90e8\u5206\u6709\u6548\u3002<\/li>\n<\/ul>\n<p>\u8986\u76d6\u6570\u767e\u4e2a\u9886\u57df&#xff0c;\u6700\u53ef\u80fd\u7684\u505a\u6cd5\u662f\u6df7\u7740\u6765&#xff1a;\u80fd\u6267\u884c\u7684\u90e8\u5206\u7528\u6267\u884c\u7ed3\u679c&#xff0c;\u4e0d\u80fd\u6267\u884c\u7684\u90e8\u5206\u7528 rubric \u6216\u6a21\u578b\u6253\u5206\u3002\u8fd9\u4e2a\u5224\u65ad\u7f6e\u4fe1\u5ea6\u4e2d\u7b49&#xff0c;\u56e0\u4e3a\u6ca1\u6709\u516c\u5f00\u7684 reward \u8bbe\u8ba1\u7ec6\u8282\u3002<\/p>\n<p align=\"center\">\n<img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261101081700-6ae6f57c39d53.png\" width=\"86%\" alt=\"RL \u5faa\u73af\u793a\u610f\" \/>\n<\/p>\n<p align=\"center\">\n\u25b2 \u91c7\u6837\u2014\u6267\u884c\u2014\u6253\u5206\u2014\u66f4\u65b0&#xff0c;\u95ed\u73af\u91cc\u6700\u8106\u7684\u662f\u6253\u5206\n<\/p>\n<p>rubric \u662f\u8fd9\u91cc\u6700\u5bb9\u6613\u505a\u7838\u7684\u4e00\u73af\u3002\u628a\u4e00\u4efd\u7814\u7a76\u62a5\u544a\u62c6\u6210\u4e8c\u5341\u6761\u4e8c\u503c\u5224\u636e&#xff0c;\u6a21\u578b\u5f88\u5feb\u5c31\u80fd\u5b66\u4f1a\u5728\u6bcf\u4e00\u6761\u4e0a\u6253\u52fe&#xff0c;\u4f46\u62a5\u544a\u672c\u8eab\u53ef\u80fd\u6beb\u65e0\u6d1e\u89c1\u3002\u5224\u636e\u8d8a\u7ec6&#xff0c;\u8d8a\u5bb9\u6613\u88ab\u9010\u6761\u653b\u7834&#xff1b;\u5224\u636e\u8d8a\u7c97&#xff0c;\u8d8a\u4f9d\u8d56\u8bc4\u5224\u6a21\u578b\u81ea\u5df1\u7684\u5224\u65ad\u529b&#xff0c;\u800c\u8bc4\u5224\u6a21\u578b\u7684\u80fd\u529b\u4e0a\u9650\u53c8\u53cd\u8fc7\u6765\u7ea6\u675f\u4e86\u7b56\u7565\u6a21\u578b\u80fd\u8d70\u591a\u8fdc\u3002<\/p>\n<p>\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48&#034;\u6570\u767e\u4e2a\u9886\u57df&#034;\u8fd9\u4e2a\u6570\u5b57\u672c\u8eab\u5c31\u5e26\u7740\u98ce\u9669\u3002\u8986\u76d6\u9762\u7684\u6269\u5f20\u901f\u5ea6&#xff0c;\u5f88\u5bb9\u6613\u8d85\u8fc7\u5956\u52b1\u8d28\u91cf\u80fd\u8ddf\u4e0a\u7684\u901f\u5ea6\u3002<\/p>\n<p>\u5982\u679c\u5956\u52b1\u4fe1\u53f7\u505a\u4e0d\u51c6&#xff0c;\u589e\u52a0\u518d\u591a\u7684\u540e\u8bad\u7ec3\u7b97\u529b\u4e5f\u53ea\u662f\u8ba9\u6a21\u578b\u66f4\u64c5\u957f\u94bb\u7a7a\u5b50\u3002 \u8fd9\u662f\u8fd9\u7c7b\u65b9\u6848\u6700\u5927\u7684\u98ce\u9669\u70b9\u3002<\/p>\n<h4>\u5361\u70b9\u4e00\u70b9\u4e94&#xff1a;RL \u73af\u5883\u4ece\u54ea\u6765<\/h4>\n<p>\u6bd4\u7b97\u529b\u66f4\u7a00\u7f3a\u7684\u662f\u73af\u5883\u672c\u8eab\u3002<\/p>\n<p>&#034;\u6570\u767e\u4e2a\u4e0b\u6e38\u9886\u57df&#034;\u610f\u5473\u7740\u6570\u767e\u5957\u53ef\u6267\u884c\u7684\u4efb\u52a1\u73af\u5883\u52a0\u5224\u636e\u3002\u6570\u5b66\u548c\u4ee3\u7801\u8fd9\u7c7b\u9886\u57df\u6709\u5929\u7136\u4f18\u52bf&#xff1a;\u5224\u636e\u660e\u786e\u3001\u6267\u884c\u4fbf\u5b9c\u3001\u53ef\u65e0\u9650\u751f\u6210\u65b0\u9898\u76ee\u3002\u4f46\u91d1\u878d\u7814\u7a76\u30013D \u521b\u4f5c\u8fd9\u4e9b\u9886\u57df\u4e0d\u4e00\u6837\u2014\u2014\u6ca1\u6709\u73b0\u6210\u7684\u6267\u884c\u73af\u5883&#xff0c;\u5224\u636e\u8981\u9760\u4eba\u8bbe\u8ba1&#xff0c;\u800c\u4e14\u5f88\u96be\u81ea\u52a8\u751f\u6210\u65b0\u4efb\u52a1\u3002<\/p>\n<p>\u8fd9\u5e26\u6765\u4e00\u4e2a\u4e0d\u5bf9\u79f0&#xff1a;\u8d8a\u662f\u9700\u8981 RL \u7684\u9886\u57df&#xff08;\u7b54\u6848\u5f00\u653e\u3001\u96be\u4ee5\u6807\u6ce8&#xff09;&#xff0c;\u8d8a\u96be\u642d\u5efa RL \u73af\u5883&#xff1b;\u8d8a\u662f\u5bb9\u6613\u642d\u5efa\u73af\u5883\u7684\u9886\u57df&#xff0c;\u5f80\u5f80\u76d1\u7763\u6570\u636e\u4e5f\u5bb9\u6613\u83b7\u5f97&#xff0c;RL \u7684\u8fb9\u9645\u6536\u76ca\u53cd\u800c\u6ca1\u90a3\u4e48\u9ad8\u3002<\/p>\n<p>\u600e\u4e48\u8de8\u8fc7\u8fd9\u4e2a\u4e0d\u5bf9\u79f0&#xff0c;\u662f\u8fd9\u8f6e RL \u6269\u5c55\u771f\u6b63\u7684\u770b\u70b9\u3002\u516c\u5f00\u4fe1\u606f\u91cc\u770b\u4e0d\u5230\u5177\u4f53\u505a\u6cd5&#xff0c;\u662f\u6784\u9020\u4e86\u9886\u57df\u7279\u5b9a\u7684\u6267\u884c\u5668&#xff0c;\u8fd8\u662f\u7528\u6a21\u578b judge \u515c\u5e95&#xff0c;\u65e0\u4ece\u5224\u65ad\u3002\u8fd9\u6bb5\u4e3a C \u7c7b\u63a8\u65ad&#xff0c;\u7f6e\u4fe1\u5ea6\u4f4e\u5230\u4e2d\u7b49\u3002<\/p>\n<h4>\u5361\u70b9\u4e8c&#xff1a;1M \u4e0a\u4e0b\u6587\u7684\u6210\u672c\u8d26<\/h4>\n<p>100 \u4e07 token \u542c\u8d77\u6765\u662f\u80fd\u529b\u6307\u6807&#xff0c;\u843d\u5230\u5de5\u7a0b\u4e0a\u662f\u6210\u672c\u6307\u6807\u3002<\/p>\n<p>\u6ce8\u610f\u529b\u7684\u8ba1\u7b97\u548c\u663e\u5b58\u5360\u7528\u968f\u5e8f\u5217\u957f\u5ea6\u589e\u957f&#xff0c;\u5373\u4f7f\u505a\u4e86\u7a00\u758f\u6216\u7ebf\u6027\u6ce8\u610f\u529b\u7684\u4f18\u5316&#xff0c;1M \u957f\u5ea6\u4e0b KV cache \u4e5f\u662f\u5b9e\u5b9e\u5728\u5728\u7684\u538b\u529b\u3002\u6309\u5e38\u89c1\u914d\u7f6e\u4f30\u7b97&#xff0c;\u4e00\u4efd 1M token \u4e0a\u4e0b\u6587\u7684 KV cache \u663e\u5b58\u5360\u7528\u5728\u51e0\u5341 GB \u91cf\u7ea7&#xff0c;\u5177\u4f53\u6570\u5b57\u53d6\u51b3\u4e8e\u5c42\u6570\u3001KV \u5934\u6570\u548c\u7cbe\u5ea6&#xff0c;\u8fd9\u91cc\u53ea\u80fd\u7ed9\u91cf\u7ea7&#xff0c;\u7f6e\u4fe1\u5ea6\u4e2d\u7b49\u3002<\/p>\n<p>\u8fd9\u610f\u5473\u7740\u51e0\u4ef6\u4e8b\u3002\u9884\u586b\u5145\u9636\u6bb5\u7684\u5ef6\u8fdf\u4f1a\u663e\u8457\u62c9\u957f&#xff0c;\u7528\u6237\u611f\u77e5\u7684\u9996\u5b57\u65f6\u95f4\u4e0d\u662f\u9760\u52a0\u901f\u89e3\u7801\u80fd\u89e3\u51b3\u7684\u3002\u957f\u4e0a\u4e0b\u6587\u7684\u6027\u4ef7\u6bd4\u53d6\u51b3\u4e8e\u4efb\u52a1\u662f\u5426\u771f\u7684\u9700\u8981\u5168\u90e8\u4e0a\u4e0b\u6587&#xff0c;\u5bf9&#034;\u5e2e\u6211\u8bfb\u8fd9\u4efd 300 \u9875\u6587\u4ef6&#034;\u8fd9\u7c7b\u9700\u6c42&#xff0c;1M \u662f\u786c\u9700\u6c42&#xff1b;\u5bf9\u591a\u8f6e\u5bf9\u8bdd&#xff0c;\u5927\u90e8\u5206\u4e0a\u4e0b\u6587\u53ef\u80fd\u662f\u6d6a\u8d39\u3002\u5de5\u7a0b\u4e0a\u5fc5\u987b\u6709\u524d\u7f00\u7f13\u5b58\u3001\u5206\u5757\u9884\u586b\u5145\u8fd9\u7c7b\u4f18\u5316&#xff0c;\u5426\u5219\u6210\u672c\u4e0d\u53ef\u63a7\u3002<\/p>\n<p>\u843d\u5230\u5177\u4f53\u4f18\u5316\u4e0a&#xff0c;\u51e0\u6761\u8def\u662f\u660e\u786e\u7684\u3002\u524d\u7f00\u7f13\u5b58\u8ba9\u591a\u8f6e\u5bf9\u8bdd\u5171\u4eab\u5df2\u7b97\u8fc7\u7684 KV&#xff0c;\u907f\u514d\u91cd\u590d\u9884\u586b\u5145&#xff1b;\u5206\u5757\u9884\u586b\u5145\u628a\u957f\u5e8f\u5217\u5207\u6210\u5c0f\u5757\u9010\u5757\u5904\u7406&#xff0c;\u628a\u5cf0\u503c\u663e\u5b58\u538b\u4e0b\u6765&#xff1b;\u7a00\u758f\u6216\u7ebf\u6027\u6ce8\u610f\u529b\u6539\u53d8\u590d\u6742\u5ea6\u7684\u589e\u957f\u66f2\u7ebf&#xff0c;\u4ee3\u4ef7\u662f\u7cbe\u5ea6\u635f\u5931\u548c\u989d\u5916\u7684\u5de5\u7a0b\u590d\u6742\u5ea6\u3002<\/p>\n<p>\u8fd9\u4e9b\u90fd\u4e0d\u65b0\u9c9c&#xff0c;\u96be\u7684\u662f\u5728 1M \u8fd9\u4e2a\u91cf\u7ea7\u4e0a\u628a\u5b83\u4eec\u7ec4\u5408\u8d77\u6765\u8fd8\u4e0d\u51fa\u9519\u3002\u5de5\u7a0b\u91cf\u7684\u5dee\u522b\u5728\u8fd9\u91cc\u4f53\u73b0\u5f97\u975e\u5e38\u76f4\u63a5\u3002<\/p>\n<p>\u6760\u6746\u5728\u68c0\u7d22\u4fa7&#xff0c;\u4e0d\u5728\u63a8\u7406\u4fa7\u3002\u5982\u679c\u6bcf\u6b21\u90fd\u8981\u628a 1M \u5168\u585e\u8fdb\u53bb&#xff0c;\u518d\u5feb\u7684\u63a8\u7406\u5f15\u64ce\u4e5f\u6551\u4e0d\u56de\u6765\u2014\u2014DeepSeek \u5f00\u6e90 DeepInfer \u628a\u63a8\u7406\u4f18\u5316\u63a8\u5230\u6beb\u79d2\u7ea7\u4e89\u593a&#xff0c;\u65b9\u5411\u662f\u5bf9\u7684&#xff0c;\u4f46\u90a3\u662f\u628a\u5df2\u6709\u6d41\u7a0b\u52a0\u901f&#xff0c;\u4e0d\u662f\u6539\u53d8&#034;\u8981\u4e0d\u8981\u5904\u7406\u8fd9\u4e48\u591a token&#034;\u3002\u771f\u6b63\u7684\u6760\u6746\u662f&#xff1a;\u80fd\u4e0d\u80fd\u5c11\u585e\u4e00\u70b9\u8fdb\u6765\u8fd8\u4e0d\u51fa\u9519\u3002<\/p>\n<p align=\"center\">\n<img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261101081700-6ae6f57cc5d15.png\" width=\"86%\" alt=\"\u957f\u4e0a\u4e0b\u6587\u53d6\u820d\u793a\u610f\" \/>\n<\/p>\n<p align=\"center\">\n\u25b2 \u540c\u6837\u662f 1M&#xff0c;\u5168\u91cf\u585e\u5165\u548c\u6311\u8fc7\u518d\u585e&#xff0c;\u6210\u672c\u5dee\u4e00\u4e2a\u6570\u91cf\u7ea7\n<\/p>\n<h4>\u5361\u70b9\u4e09&#xff1a;\u6c99\u7bb1\u57fa\u7840\u8bbe\u65bd<\/h4>\n<p>\u5b98\u65b9\u660e\u786e\u8bf4\u91cd\u6784\u4e86\u6c99\u7bb1\u57fa\u7840\u8bbe\u65bd\u548c\u8c03\u5ea6\u7cfb\u7edf\u3002\u8fd9\u90e8\u5206\u5bb9\u6613\u88ab\u5ffd\u7565&#xff0c;\u4f46\u5bf9 RL \u8bad\u7ec3\u6765\u8bf4\u662f\u547d\u95e8\u3002<\/p>\n<p>\u7f16\u7a0b\u7c7b RL \u9700\u8981\u771f\u5b9e\u6267\u884c\u73af\u5883&#xff1a;\u6a21\u578b\u751f\u6210\u4ee3\u7801&#xff0c;\u8dd1\u4e00\u904d&#xff0c;\u770b\u7ed3\u679c&#xff0c;\u7ed9\u5956\u52b1&#xff0c;\u66f4\u65b0\u7b56\u7565\u3002\u8fd9\u4e2a\u5faa\u73af\u7684\u6b21\u6570\u662f\u8bad\u7ec3\u89c4\u6a21\u4e58\u4ee5\u91c7\u6837\u6b21\u6570&#xff0c;\u91cf\u7ea7\u6781\u5927\u3002<\/p>\n<p>\u95ee\u9898\u5728\u4e8e&#xff0c;\u6bcf\u4e2a\u6267\u884c\u73af\u5883\u8981\u9694\u79bb&#xff0c;\u4e0d\u80fd\u8ba9\u6a21\u578b\u5199\u7684\u4ee3\u7801\u641e\u574f\u8bad\u7ec3\u96c6\u7fa4&#xff1b;\u542f\u52a8\u8981\u5feb&#xff0c;\u7b49 30 \u79d2\u8d77\u4e00\u4e2a\u5bb9\u5668&#xff0c;\u8bad\u7ec3\u541e\u5410\u5c31\u6ca1\u6cd5\u770b&#xff1b;\u8981\u80fd\u5927\u89c4\u6a21\u5e76\u53d1&#xff0c;\u6570\u767e\u4e2a\u9886\u57df\u540c\u65f6\u91c7\u6837&#xff1b;\u7ed3\u679c\u8981\u53ef\u590d\u73b0&#xff0c;\u540c\u6837\u7684\u8f93\u5165\u8dd1\u4e24\u6b21\u7ed3\u679c\u4e0d\u4e00\u6837&#xff0c;\u5956\u52b1\u4fe1\u53f7\u5c31\u662f\u566a\u58f0\u3002<\/p>\n<p>\u6c99\u7bb1\u7684\u542f\u52a8\u5ef6\u8fdf\u548c\u5e76\u53d1\u80fd\u529b&#xff0c;\u76f4\u63a5\u51b3\u5b9a RL \u80fd\u6269\u5230\u591a\u5927\u89c4\u6a21\u3002\u8fd9\u662f\u4e00\u4e2a\u7eaf\u5de5\u7a0b\u95ee\u9898&#xff0c;\u4f46\u5bf9&#034;\u6570\u767e\u4e2a\u4e0b\u6e38\u9886\u57df&#034;\u8fd9\u4e2a\u76ee\u6807\u6765\u8bf4\u662f\u786c\u7ea6\u675f\u3002<\/p>\n<h4>\u5361\u70b9\u56db&#xff1a;\u8ba9\u65b0\u589e\u7b97\u529b\u8f6c\u5316\u4e3a\u7a33\u5b9a\u56de\u62a5<\/h4>\n<p>\u5b98\u65b9\u7684\u8868\u8ff0\u662f&#034;\u76ee\u6807\u662f\u8ba9\u6bcf\u4e00\u4efd\u65b0\u589e\u7b97\u529b\u90fd\u8f6c\u5316\u4e3a\u7a33\u5b9a\u56de\u62a5&#034;\u3002\u5173\u952e\u8bcd\u662f\u7a33\u5b9a\u3002<\/p>\n<p>RL \u8bad\u7ec3\u4e0d\u7a33\u5b9a\u7684\u8001\u95ee\u9898\u5305\u62ec\u7b56\u7565\u5d29\u584c\u3001reward hacking\u3001\u957f\u5ea6\u504f\u79fb\u3001\u71b5\u5d29\u6e83&#xff0c;\u89c4\u6a21\u8d8a\u5927\u8d8a\u5bb9\u6613\u51fa\u95ee\u9898\u3002\u6708\u4e4b\u6697\u9762\u63d0\u5230\u91cd\u6784\u4e86 RL \u6846\u67b6&#xff0c;\u5927\u6982\u7387\u662f\u5728\u89e3\u51b3\u8fd9\u7c7b\u95ee\u9898\u3002<\/p>\n<p>\u5177\u4f53\u5230 MoE&#xff0c;\u8fd8\u6709\u4e24\u4e2a\u989d\u5916\u7684\u5751\u3002\u4e00\u4e2a\u662f\u8def\u7531\u7684\u79bb\u6563\u6027&#xff1a;\u4e13\u5bb6\u9009\u62e9\u662f\u4e2a argmax&#xff0c;\u68af\u5ea6\u4f20\u4e0d\u8fc7\u53bb&#xff0c;\u9700\u8981\u9760\u8f85\u52a9\u635f\u5931\u6216\u8005\u53ef\u5fae\u8fd1\u4f3c\u6765\u7ed5&#xff0c;\u800c\u8fd9\u4e9b\u6280\u5de7\u672c\u8eab\u53c8\u4f1a\u5f15\u5165\u65b0\u7684\u8d85\u53c2\u3002\u53e6\u4e00\u4e2a\u662f\u4e13\u5bb6\u7279\u5316\u4e0e\u8d1f\u8f7d\u7684\u51b2\u7a81&#xff1a;\u8ba9\u4e13\u5bb6\u5404\u53f8\u5176\u804c\u80fd\u63d0\u5347\u8d28\u91cf&#xff0c;\u4f46\u4f1a\u8ba9\u8d1f\u8f7d\u5929\u7136\u4e0d\u5747&#xff0c;\u9700\u8981\u989d\u5916\u7684\u5747\u8861\u7ea6\u675f\u6765\u62c9\u56de\u6765\u3002<\/p>\n<h4>\u5361\u70b9\u4e94&#xff1a;\u957f\u4e0a\u4e0b\u6587\u8bad\u7ec3\u7684\u663e\u5b58\u4e0e\u901a\u4fe1<\/h4>\n<p>\u8bad\u7ec3\u548c\u63a8\u7406\u662f\u4e24\u7b14\u8d26&#xff0c;\u800c\u4e14\u8bad\u7ec3\u8fd9\u8fb9\u66f4\u96be\u3002<\/p>\n<p>1M \u4e0a\u4e0b\u6587\u7684\u9884\u8bad\u7ec3\u6216\u957f\u7a0b\u5fae\u8c03&#xff0c;\u663e\u5b58\u538b\u529b\u4e0d\u53ea\u662f KV cache&#xff0c;\u8fd8\u6709\u6fc0\u6d3b\u503c\u3002\u5e8f\u5217\u5e76\u884c\u3001\u73af\u5f62\u6ce8\u610f\u529b\u8fd9\u4e9b\u6280\u672f\u80fd\u628a\u663e\u5b58\u644a\u5230\u591a\u5361\u4e0a&#xff0c;\u4f46\u4ee3\u4ef7\u662f\u901a\u4fe1\u91cf\u4e0a\u5347&#xff0c;\u800c\u4e14\u901a\u4fe1\u6a21\u5f0f\u5bf9\u62d3\u6251\u654f\u611f\u3002\u8fd9\u5757\u7684\u5177\u4f53\u5b9e\u73b0\u5bf9\u5916\u90e8\u4e0d\u53ef\u89c1&#xff0c;\u53ea\u80fd\u8bf4&#xff1a;\u80fd\u5728 1M \u957f\u5ea6\u4e0a\u7a33\u5b9a\u8bad\u7ec3&#xff0c;\u672c\u8eab\u5c31\u662f\u5de5\u7a0b\u80fd\u529b\u7684\u8bc1\u660e\u3002\u8fd9\u6bb5\u5c5e\u4e8e C \u7c7b\u63a8\u65ad&#xff0c;\u7f6e\u4fe1\u5ea6\u4e2d\u7b49\u3002<\/p>\n<p align=\"center\">\n<img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261101081701-6ae6f57d5aa9a.png\" width=\"86%\" alt=\"RL \u540e\u8bad\u7ec3\u6d41\u6c34\u7ebf\" \/>\n<\/p>\n<p align=\"center\">\n\u25b2 \u56db\u4e2a\u73af\u8282\u91cc&#xff0c;\u6700\u96be\u7684\u662f\u4e2d\u95f4\u7684\u5956\u52b1\u5224\u5b9a\n<\/p>\n<h4>\u5361\u70b9\u516d&#xff1a;\u8bc4\u6d4b\u6570\u5b57\u80fd\u4fe1\u591a\u5c11<\/h4>\n<p>Terminal-Bench 4.0 \u7684 65.7%\u3001Artificial Analysis \u7684\u7b2c 4 \u540d&#xff0c;\u8fd9\u4e9b\u6570\u5b57\u9700\u8981\u653e\u5728\u8bed\u5883\u91cc\u8bfb\u3002<\/p>\n<p>\u7b2c\u4e00&#xff0c;\u699c\u5355\u662f\u5feb\u7167&#xff0c;\u4e0d\u662f\u5e38\u6570\u3002\u540c\u671f Gemini 4 Carbon \u521a\u62ff\u4e0b\u699c\u9996&#xff0c;\u4efb\u4f55\u6392\u540d\u90fd\u53ef\u80fd\u5728\u4e24\u5468\u5185\u5237\u65b0\u3002<\/p>\n<p>\u7b2c\u4e8c&#xff0c;\u53d1\u5e03\u65b9\u516c\u5e03\u7684\u6210\u7ee9\u901a\u5e38\u662f\u81ea\u5df1\u9009\u7684\u6d4b\u8bd5\u96c6\u548c\u81ea\u5df1\u7684\u914d\u7f6e\u3002\u4e0d\u540c\u5b9e\u9a8c\u5ba4\u4e4b\u95f4\u7684\u5206\u6570\u53ef\u6bd4\u6027&#xff0c;\u53d6\u51b3\u4e8e\u8bc4\u6d4b\u534f\u8bae\u662f\u5426\u4e00\u81f4&#xff0c;\u800c\u8fd9\u4e00\u70b9\u5916\u90e8\u65e0\u6cd5\u9a8c\u8bc1\u3002<\/p>\n<p>\u7b2c\u4e09&#xff0c;\u4e5f\u662f\u6700\u5bb9\u6613\u5ffd\u7565\u7684&#xff1a;\u667a\u80fd\u4f53\u7c7b\u6d4b\u8bd5\u7684\u65b9\u5dee\u8fdc\u5927\u4e8e\u9759\u6001\u57fa\u51c6\u3002\u540c\u4e00\u4e2a\u6a21\u578b\u8dd1\u4e24\u6b21&#xff0c;\u7ed3\u679c\u53ef\u80fd\u5dee\u51e0\u4e2a\u767e\u5206\u70b9\u2014\u2014\u8fd9\u4e2a\u91cf\u7ea7\u8db3\u591f\u6539\u53d8\u6392\u540d\u987a\u5e8f\u3002<\/p>\n<p>\u6240\u4ee5\u5bf9\u8fd9\u7c7b\u6570\u5b57&#xff0c;\u5408\u7406\u6001\u5ea6\u662f\u770b\u91cf\u7ea7\u548c\u8d8b\u52bf&#xff0c;\u4e0d\u770b\u5c0f\u6570\u70b9\u3002\u8fd9\u4e0d\u662f\u6000\u7591&#xff0c;\u662f\u8fd9\u7c7b\u8bc4\u6d4b\u7684\u56fa\u6709\u5c5e\u6027\u3002<\/p>\n<h4>\u5361\u70b9\u4e03&#xff1a;\u957f\u5ea6\u5916\u63a8\u7684\u8fb9\u754c<\/h4>\n<p>\u8bad\u7ec3\u65f6\u7528\u591a\u957f\u3001\u63a8\u7406\u65f6\u80fd\u6491\u591a\u957f&#xff0c;\u662f\u4e24\u4e2a\u4e0d\u540c\u7684\u95ee\u9898\u3002<\/p>\n<p>\u6a21\u578b\u5728 1M \u957f\u5ea6\u4e0a\u53ef\u7528&#xff0c;\u4e0d\u4ee3\u8868\u5b83\u5728 1M \u4e0a\u7684\u8868\u73b0\u8ddf\u5728 32K \u4e0a\u4e00\u6837\u597d\u3002\u957f\u4e0a\u4e0b\u6587\u7684\u5e38\u89c1\u5931\u6548\u6a21\u5f0f\u662f&#034;\u4e2d\u95f4\u9057\u5fd8&#034;\u2014\u2014\u9996\u5c3e\u4fe1\u606f\u8bb0\u5f97\u4f4f&#xff0c;\u4e2d\u95f4\u90e8\u5206\u53ec\u56de\u7387\u660e\u663e\u4e0b\u964d\u3002\u8fd9\u4e2a\u95ee\u9898\u5728\u68c0\u7d22\u589e\u5f3a\u7684\u573a\u666f\u4e0b\u5f71\u54cd\u76f8\u5bf9\u5c0f&#xff0c;\u56e0\u4e3a\u68c0\u7d22\u5df2\u7ecf\u628a\u5173\u952e\u8bc1\u636e\u6311\u51fa\u6765\u4e86&#xff1b;\u4f46\u5bf9&#034;\u901a\u8bfb\u5168\u6587\u518d\u56de\u7b54&#034;\u8fd9\u7c7b\u9700\u6c42&#xff0c;\u5b83\u662f\u786c\u4f24\u3002<\/p>\n<p>K3.1 Pro \u628a\u957f\u4e0a\u4e0b\u6587\u548c\u68c0\u7d22\u7f16\u6392\u653e\u5728\u4e00\u8d77\u8bb2&#xff0c;\u53ef\u80fd\u6b63\u662f\u8fd9\u4e2a\u8003\u8651&#xff1a;\u7528\u68c0\u7d22\u8865\u957f\u5ea6\u5916\u63a8\u7684\u4e0d\u8db3&#xff0c;\u800c\u4e0d\u662f\u53ea\u9760\u52a0\u957f\u7a97\u53e3\u3002\u8fd9\u4e2a\u63a8\u65ad\u7f6e\u4fe1\u5ea6\u4e2d\u7b49\u3002<\/p>\n<h4>\u5361\u70b9\u516b&#xff1a;\u63a8\u7406\u6808\u7684\u5e76\u884c\u7b56\u7565<\/h4>\n<p>2.8T \u7684\u6a21\u578b\u63a8\u7406&#xff0c;\u5355\u5361\u60f3\u90fd\u522b\u60f3&#xff0c;\u591a\u5361\u4e5f\u4e0d\u591f&#xff0c;\u9700\u8981\u8de8\u8282\u70b9\u3002<\/p>\n<p>\u53ef\u9009\u7684\u5207\u6cd5\u4e3b\u8981\u6709\u4e09\u79cd\u3002\u5f20\u91cf\u5e76\u884c\u628a\u5355\u5c42\u7684\u5927\u77e9\u9635\u5207\u5f00&#xff0c;\u901a\u4fe1\u9891\u7e41\u4f46\u5bf9\u5355\u5c42\u6709\u6548&#xff1b;\u4e13\u5bb6\u5e76\u884c\u628a\u4e0d\u540c\u4e13\u5bb6\u653e\u4e0d\u540c\u5361&#xff0c;\u5929\u7136\u9002\u914d MoE&#xff0c;\u4f46\u4f1a\u5e26\u6765 all-to-all \u901a\u4fe1\u548c\u8d1f\u8f7d\u4e0d\u5747&#xff1b;\u6d41\u6c34\u5e76\u884c\u6309\u5c42\u5207&#xff0c;\u901a\u4fe1\u5c11\u4f46\u4f1a\u6709\u6c14\u6ce1\u3002\u771f\u5b9e\u90e8\u7f72\u901a\u5e38\u662f\u4e09\u79cd\u6df7\u7740\u6765&#xff0c;\u800c\u600e\u4e48\u6df7\u53d6\u51b3\u4e8e\u96c6\u7fa4\u62d3\u6251\u548c\u663e\u5b58\u9884\u7b97\u3002<\/p>\n<p>\u8fd8\u6709\u4e2a\u7ed5\u4e0d\u5f00\u7684\u95ee\u9898\u662f\u663e\u5b58\u4e0d\u591f\u65f6\u600e\u4e48\u529e\u3002\u628a\u90e8\u5206\u6743\u91cd offload \u5230 CPU \u5185\u5b58\u6216 NVMe \u80fd\u8dd1\u8d77\u6765&#xff0c;\u4f46\u5e26\u5bbd\u5dee\u4e00\u4e24\u4e2a\u6570\u91cf\u7ea7&#xff0c;\u5ef6\u8fdf\u4f1a\u96be\u770b\u5230\u5931\u53bb\u5b9e\u7528\u4ef7\u503c\u3002\u6240\u4ee5&#034;\u80fd\u8dd1&#034;\u548c&#034;\u80fd\u7528&#034;\u4e4b\u95f4&#xff0c;\u9694\u7740\u4e00\u6574\u5957\u5de5\u7a0b\u4f18\u5316\u3002<\/p>\n<p>\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48\u5f00\u6e90 2.8T \u6743\u91cd\u7684\u5b9e\u9645\u53d7\u76ca\u8005&#xff0c;\u4e3b\u8981\u662f\u6709\u80fd\u529b\u505a\u63a8\u7406\u4f18\u5316\u7684\u56e2\u961f&#xff0c;\u800c\u4e0d\u662f\u666e\u901a\u5f00\u53d1\u8005\u3002<\/p>\n<h4>\u4ec0\u4e48\u65f6\u5019\u4e0d\u8be5\u4e0a RL<\/h4>\n<p>\u4e00\u4e2a\u5bb9\u6613\u88ab\u5ffd\u7565\u7684\u5224\u65ad&#xff1a;RL \u4e0d\u662f\u6240\u6709\u4efb\u52a1\u7684\u66f4\u4f18\u89e3\u3002<\/p>\n<p>\u5b83\u7684\u9002\u7528\u6761\u4ef6\u662f&#034;\u7ed3\u679c\u53ef\u9a8c\u8bc1\u4f46\u8fc7\u7a0b\u4e0d\u786e\u5b9a&#034;\u3002\u5982\u679c\u4e00\u4e2a\u4efb\u52a1\u6709\u660e\u786e\u6807\u51c6\u7b54\u6848\u3001\u4e14\u80fd\u62ff\u5230\u9ad8\u8d28\u91cf\u76d1\u7763\u6570\u636e&#xff0c;\u76f4\u63a5\u505a SFT \u66f4\u4fbf\u5b9c\u4e5f\u66f4\u53ef\u63a7\u3002RL \u7684\u4ef7\u503c\u96c6\u4e2d\u5728\u90a3\u4e9b\u8fc7\u7a0b\u6709\u5f88\u591a\u53ef\u80fd\u8def\u5f84\u3001\u4f46\u7ec8\u70b9\u80fd\u5224\u5bf9\u9519\u7684\u573a\u666f\u2014\u2014\u6bd4\u5982\u5199\u4ee3\u7801\u3001\u505a\u89c4\u5212\u3001\u5728\u591a\u6b65\u5de5\u5177\u8c03\u7528\u91cc\u627e\u8def\u3002<\/p>\n<p>\u53cd\u8fc7\u6765&#xff0c;\u5982\u679c\u4e00\u4e2a\u4efb\u52a1\u8fde&#034;\u505a\u5bf9\u4e86\u6ca1\u6709&#034;\u90fd\u65e0\u6cd5\u81ea\u52a8\u5224\u5b9a&#xff0c;\u786c\u4e0a RL 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\u5c31\u80fd\u7a33\u5b9a\u4ea7\u51fa\u3002\u4e2d\u95f4\u90a3\u5c42\u2014\u2014\u90e8\u7f72\u3001\u8c03\u5ea6\u3001\u6210\u672c\u63a7\u5236\u3001\u5931\u8d25\u91cd\u8bd5\u2014\u2014\u6b63\u5728\u53d8\u6210\u771f\u6b63\u7684\u7ade\u4e89\u529b\u6765\u6e90\u3002<\/p>\n<p>\u6708\u4e4b\u6697\u9762\u628a&#034;\u573a\u666f\u4ea4\u4ed8&#034;\u5199\u5728\u6218\u7565\u91cc&#xff0c;\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u627f\u8ba4\u4e86\u8fd9\u4e00\u70b9&#xff1a;\u5149\u6709\u6a21\u578b\u4e0d\u591f&#xff0c;\u5f97\u6709\u8ba9\u5b83\u8dd1\u8d77\u6765\u7684\u90a3\u4e00\u5c42\u3002<\/p>\n<p align=\"center\">\n<img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261101081702-6ae6f57e95840.png\" width=\"86%\" alt=\"\u95e8\u5f00\u7740\uff0c\u53f0\u9636\u8fd8\u5728\" \/>\n<\/p>\n<p align=\"center\">\n\u25b2 \u6743\u91cd\u5f00\u653e\u89e3\u51b3\u7684\u662f\u62ff\u5f97\u5230&#xff0c;\u89e3\u51b3\u4e0d\u4e86\u8dd1\u5f97\u52a8\n<\/p>\n<h3>\u9644&#xff1a;\u54ea\u4e9b\u662f\u4e8b\u5b9e&#xff0c;\u54ea\u4e9b\u662f\u6211\u63a8\u7684<\/h3>\n<p>A \u7c7b&#xff08;\u516c\u5f00\u53ef\u6838&#xff09;<\/p>\n<ul>\n<li>\n<p>\u53d1\u5e03\u65e5\u671f 2026-10-24&#xff0c;\u603b\u53c2\u6570 2.8 \u4e07\u4ebf&#xff0c;\u4e0a\u4e0b\u6587 100 \u4e07 token&#xff0c;\u5b8c\u6574\u6743\u91cd\u8ba1\u5212 11 \u6708 4 \u65e5\u524d\u5f00\u653e\u3002<\/p>\n<\/li>\n<li>\n<p>Artificial Analysis \u667a\u80fd\u6307\u6570\u5168\u7403\u7b2c 4\u3001\u5f00\u6e90\u6a21\u578b\u7b2c 1&#xff0c;\u8f83 Kimi K3 \u63d0\u5347 11 \u5206\u3002<\/p>\n<\/li>\n<li>\n<p>Terminal-Bench 4.0 \u5f97\u5206 65.7%&#xff0c;\u5bf9\u6bd4 GPT-6 Astra 58.2%\u3001Claude Opus 5.5 66.4%\u3002<\/p>\n<\/li>\n<li>\n<p>K3.1 Pro \u4e3a K3 \u7684\u540e\u8bad\u7ec3\u7248\u672c&#xff0c;RL \u6269\u5c55\u5230\u6570\u767e\u4e2a\u4e0b\u6e38\u9886\u57df&#xff0c;\u91cd\u6784\u4e86 RL \u6846\u67b6\u3001\u957f\u4e0a\u4e0b\u6587\u63a8\u7406\u3001\u8bad\u7ec3\u6548\u7387\u3001\u6c99\u7bb1\u57fa\u7840\u8bbe\u65bd\u4e0e\u8c03\u5ea6\u7cfb\u7edf\u3002<\/p>\n<\/li>\n<li>\n<p>Qwen3-Next \u67b6\u6784\u8981\u7d20&#xff1a;\u6df7\u5408\u6ce8\u610f\u529b\u3001\u9ad8\u7a00\u758f\u5ea6 MoE\u3001\u591a token \u9884\u6d4b&#xff1b;80B \u603b\u53c2\u6570\u6fc0\u6d3b 3B&#xff0c;\u8bad\u7ec3\u6210\u672c\u8f83 Qwen3-32B \u964d\u4f4e\u8d85 90%&#xff0c;\u957f\u6587\u672c\u63a8\u7406\u541e\u5410\u63d0\u5347 10 \u500d\u4ee5\u4e0a\u3002<\/p>\n<\/li>\n<li>\n<p>\u540c\u671f\u7ade\u54c1\u72b6\u6001&#xff1a;Mistral Large 4 \u4e07\u4ebf\u7ea7\u5f00\u653e\u6743\u91cd&#xff08;2026-10-29&#xff09;&#xff1b;Gemini 4 Argon 1M \u4e0a\u4e0b\u6587 GA&#xff08;2026-10-13&#xff09;&#xff1b;Gemini 4 Carbon \u699c\u9996&#xff08;2026-10-28&#xff09;\u3002<\/p>\n<\/li>\n<\/ul>\n<p>B \u7c7b&#xff08;\u7b2c\u4e09\u65b9\u8f6c\u8ff0&#xff0c;\u672a\u72ec\u7acb\u9a8c\u8bc1&#xff09;<\/p>\n<ul>\n<li>\u4e0e GPT-6 Astra\u3001Claude Opus 5.5 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