{"id":749007,"date":"2026-03-18T19:04:16","date_gmt":"2026-03-18T11:04:16","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=749007"},"modified":"2026-03-18T19:04:16","modified_gmt":"2026-03-18T11:04:16","slug":"%e5%94%af%e4%b8%80%e7%99%bb%e5%8f%b0%e7%9a%84%e4%b8%ad%e5%9b%bd%e5%a4%a7%e6%a8%a1%e5%9e%8b%e5%88%9b%e5%a7%8b%e4%ba%ba%ef%bc%8c%e6%9d%a8%e6%a4%8d%e9%ba%9f%e7%be%8e%e5%9b%bdgtc%e9%a6%96%e7%a7%80","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=749007","title":{"rendered":"\u552f\u4e00\u767b\u53f0\u7684\u4e2d\u56fd\u5927\u6a21\u578b\u521b\u59cb\u4eba\uff0c\u6768\u690d\u9e9f\u7f8e\u56fdGTC\u9996\u79c0\uff0c\u516c\u5f00Kimi\u6280\u672f\u8def\u7ebf\u56fe"},"content":{"rendered":"

\"\u552f\u4e00\u767b\u53f0\u7684\u4e2d\u56fd\u5927\u6a21\u578b\u521b\u59cb\u4eba\uff0c\u6768\u690d\u9e9f\u7f8e\u56fdGTC\u9996\u79c0\uff0c\u516c\u5f00Kimi\u6280\u672f\u8def\u7ebf\u56fe\"<\/p>\n

\u4f5c\u8005\uff5c\u6c5f\u5b87<\/strong><\/p>\n

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\u8fd9\u9879\u8fdb\u5c55\u5f88\u5feb\u5f15\u53d1\u6d77\u5916AI\u5708\u5173\u6ce8\u3002\u57c3\u9686·\u9a6c\u65af\u514b<\/a>\uff08Elon Musk\uff09\u79f0\u5176\u201c\u4ee4\u4eba\u5370\u8c61\u6df1\u523b<\/strong>\u201d\uff1b\u524dOpenAI<\/a>\u7814\u7a76\u526f\u603b\u88c1\u3001\u8054\u5408\u521b\u59cb\u4eba\u5b89\u5fb7\u70c8·\u5361\u5e15\u897f\uff08Andrej Karpathy\uff09\u5219\u76f4\u8a00\uff0c\u4eba\u4eec\u5bf9\u300aAttention is All You Need\u300b\u8fd9\u7bc7Transformer\u5f00\u5c71\u4e4b\u4f5c\u7684\u7406\u89e3\uff0c\u53ef\u80fd\u8fd8\u4e0d\u591f\u5145\u5206<\/strong>\u3002<\/p>\n

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\u6768\u690d\u9e9f\u63d0\u51fa\uff0c\u884c\u4e1a\u76ee\u524d\u666e\u904d\u4f7f\u7528\u7684\u5f88\u591a\u6280\u672f\u6807\u51c6\uff0c\u672c\u8d28\u4e0a\u662f\u516b\u4e5d\u5e74\u524d\u7684\u4ea7\u7269\uff0c\u6b63\u9010\u6e10\u6210\u4e3aScaling\uff08\u62d3\u5c55\uff09\u7684\u74f6\u9888<\/strong>\u3002\u56f4\u7ed5\u8fd9\u4e00\u95ee\u9898\uff0cKimi\u56e2\u961f\u9009\u62e9\u4ece\u4f18\u5316\u5668\u3001\u6ce8\u610f\u529b\u673a\u5236\u548c\u6b8b\u5dee\u8fde\u63a5<\/strong>\u4e09\u4e2a\u57fa\u7840\u6a21\u5757\u5165\u624b\uff0c\u9010\u4e00\u91cd\u6784\uff0c\u5e76\u6301\u7eed\u5f00\u6e90\u3002<\/p>\n

\u4e00\u3001\u91cd\u5199\u8bad\u7ec3\u5e95\u5ea7\uff1aMuonClip\u628aToken\u6548\u7387\u63a8\u9ad8\u5230AdamW\u76842\u500d<\/strong><\/p>\n

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\u9488\u5bf9\u8fd9\u4e00\u95ee\u9898\uff0cKimi\u56e2\u961f\u63d0\u51faMuonClip\u4f18\u5316\u5668<\/strong>\u3002\u6768\u690d\u9e9f\u79f0\uff0c\u8be5\u65b9\u6cd5\u901a\u8fc7Newton-Schulz\u8fed\u4ee3\u7ed3\u5408QK-Clip\u673a\u5236\uff0c\u5bf9\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7684\u6570\u503c\u8fdb\u884c\u7ea6\u675f\u3002\u5728\u5b9e\u9645\u8bad\u7ec3\u4e2d\uff0cKimi K2\u7684max logits\u88ab\u63a7\u5236\u5728100\u4ee5\u5185\u5e76\u9010\u6b65\u56de\u843d\uff0c\u540c\u65f6\u6a21\u578bloss\u6ca1\u6709\u53d7\u5230\u8d1f\u9762\u5f71\u54cd\uff0c\u5b9e\u73b0\u4e86\u7a33\u5b9a\u8bad\u7ec3\u3002<\/p>\n

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\u5728\u8fd9\u90e8\u5206\uff0c\u6768\u690d\u9e9f\u91cd\u70b9\u4ecb\u7ecd\u4e86Kimi Linear<\/strong>\u3002\u8fd9\u662f\u4e00\u5957\u57fa\u4e8eKDA\uff08Kimi Delta Attention\uff0cKimi\u589e\u91cf\u6ce8\u610f\u529b\uff09\u7684\u6df7\u5408\u7ebf\u6027\u6ce8\u610f\u529b\u67b6\u6784\u3002<\/p>\n

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\u5177\u4f53\u6765\u770b\uff0cKimi Linear\u91c7\u7528\u7ea63:1\u7684KDA\u4e0e\u5168\u5c40\u6ce8\u610f\u529b\u6df7\u5408\u6bd4\u4f8b<\/strong>\uff0c\u5728\u964d\u4f4e\u5185\u5b58\u5f00\u9500\u7684\u540c\u65f6\uff0c\u4fdd\u6301\u6a21\u578b\u8868\u8fbe\u80fd\u529b\u3002<\/p>\n

\u6768\u690d\u9e9f\u5728\u6f14\u8bb2\u4e2d\u63d0\u5230\uff0cKimi Linear\u5df2\u7ecf\u5b8c\u62101.4T token\u89c4\u6a21\u8bad\u7ec3\uff0c\u5728\u957f\u4e0a\u4e0b\u6587\u3001\u77ed\u4e0a\u4e0b\u6587\u4ee5\u53ca\u5f3a\u5316\u5b66\u4e60\u4efb\u52a1\u4e2d\u5747\u4f18\u4e8e\u5168\u6ce8\u610f\u529b\u53ca\u5176\u4ed6\u57fa\u7ebf\u65b9\u6848\u3002<\/p>\n

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\u66f4\u76f4\u63a5\u7684\u53d8\u5316\u4f53\u73b0\u5728\u63a8\u7406\u6548\u7387\u4e0a\u3002\u5728128K\u52301M\u4e0a\u4e0b\u6587\u8303\u56f4\u5185\uff0c\u89e3\u7801\u901f\u5ea6\u53ef\u63d0\u5347\u7ea65\u52306\u500d<\/strong>\uff0c\u540c\u65f6\u5728\u4e0d\u540c\u957f\u5ea6\u573a\u666f\u4e0b\u4fdd\u6301\u7a33\u5b9a\u8868\u73b0\u3002<\/p>\n

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\u8fd9\u4e00\u6539\u52a8\u89e3\u51b3\u7684\u662f\u4e00\u4e2a\u957f\u671f\u5b58\u5728\u7684\u95ee\u9898\uff1a\u4e0a\u4e0b\u6587\u7a97\u53e3\u4e0d\u65ad\u6269\u5927\uff0c\u4f46\u63a8\u7406\u6210\u672c\u548c\u5ef6\u8fdf\u540c\u6b65\u4e0a\u5347\uff0c\u5bfc\u81f4\u957f\u4efb\u52a1\u80fd\u529b\u96be\u4ee5\u771f\u6b63\u843d\u5730\u3002Kimi Linear\u5219\u5c06\u957f\u4e0a\u4e0b\u6587\u4ece\u201c\u53ef\u652f\u6301\u80fd\u529b\u201d\u8f6c\u53d8\u4e3a\u201c\u53ef\u9ad8\u6548\u4f7f\u7528\u80fd\u529b\u201d\u3002<\/p>\n

\u4e09\u3001\u6539\u5199\u6b8b\u5dee\u8fde\u63a5\uff1a\u8ba9\u6bcf\u4e00\u5c42\u66f4\u4e3b\u52a8\u5730\u53d6\u4fe1\u606f<\/strong><\/p>\n

\u76f8\u6bd4\u4f18\u5316\u5668\u548c\u7ebf\u6027\u6ce8\u610f\u529b\uff0cAttention Residuals\uff08\u6ce8\u610f\u529b\u6b8b\u5dee\uff09<\/strong>\u4e5f\u662fKimi\u8fd9\u6b21\u6280\u672f\u8def\u7ebf\u56fe\u91cc\u5c24\u4e3a\u5173\u952e\u7684\u4e00\u9879\u5c1d\u8bd5\u3002<\/p>\n

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\u5728\u8fd9\u4e00\u90e8\u5206\uff0c\u6768\u690d\u9e9f\u5ef6\u4f38\u4e86\u524dOpenAI\u9996\u5e2d\u79d1\u5b66\u5bb6\uff08Ilya Sutskever\uff09\u5728NeurIPS 2024\u7684\u76f8\u5173\u601d\u8def\uff1a\u5982\u679c\u5c06\u6b8b\u5dee\u8fde\u63a5\u89c6\u4e3a\u6cbf\u6df1\u5ea6\u5c55\u5f00\u7684\u7b80\u5316LSTM\uff0c\u90a3\u4e48Attention\u53ef\u4ee5\u7406\u89e3\u4e3a\u5bf9\u8fd9\u6761\u4fe1\u606f\u901a\u9053\u7684\u8fdb\u4e00\u6b65\u6269\u5c55\u3002<\/strong><\/p>\n

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\u56db\u3001\u89c6\u89c9\u5f3a\u5316\u5b66\u4e60\u53cd\u54fa\u6587\u672c\u80fd\u529b\uff0c\u8de8\u6a21\u6001\u5e26\u6765\u8ba4\u77e5\u589e\u76ca<\/strong><\/p>\n

\u9664\u4e86\u6a21\u578b\u5e95\u5c42\u67b6\u6784\uff0c\u6768\u690d\u9e9f\u5728\u6f14\u8bb2\u4e2d\u8fd8\u5206\u4eab\u4e86\u4e00\u9879\u8de8\u6a21\u6001\u7814\u7a76\u65b9\u5411\u7684\u91cd\u8981\u89c2\u5bdf\u3002<\/p>\n

\u4ed6\u63d0\u5230\uff0c\u5728\u539f\u751f\u89c6\u89c9-\u6587\u672c\u8054\u5408\u9884\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u5f15\u5165\u89c6\u89c9\u5f3a\u5316\u5b66\u4e60\uff08Vision RL\uff09\u540e\uff0c\u6a21\u578b\u4e0d\u4ec5\u5728\u89c6\u89c9\u4efb\u52a1\u4e0a\u8868\u73b0\u63d0\u5347\uff0c\u4e5f\u4f1a\u53cd\u5411\u63d0\u5347\u7eaf\u6587\u672c\u80fd\u529b\u3002<\/strong>\u6d88\u878d\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0c\u5728\u7ecf\u8fc7\u89c6\u89c9RL\u8bad\u7ec3\u540e\uff0c\u6a21\u578b\u5728MMLU-Pro\u548cGPQA-Diamond\u7b49\u6587\u672c\u57fa\u51c6\u4e0a\u7684\u8868\u73b0\u63d0\u5347\u7ea61.7%-2.2%<\/strong>\u3002<\/p>\n

\"\u552f\u4e00\u767b\u53f0\u7684\u4e2d\u56fd\u5927\u6a21\u578b\u521b\u59cb\u4eba\uff0c\u6768\u690d\u9e9f\u7f8e\u56fdGTC\u9996\u79c0\uff0c\u516c\u5f00Kimi\u6280\u672f\u8def\u7ebf\u56fe\"<\/p>\n

\u6768\u690d\u9e9f\u8ba4\u4e3a\uff0c\u8fd9\u8868\u660e\u7a7a\u95f4\u63a8\u7406\u4e0e\u89c6\u89c9\u903b\u8f91\u80fd\u529b\uff0c\u53ef\u4ee5\u8f6c\u5316\u4e3a\u66f4\u6df1\u5c42\u7684\u901a\u7528\u8ba4\u77e5\u80fd\u529b<\/strong>\u3002\u76f8\u5173\u5de5\u4f5c\u4e5f\u6307\u5411\u4e00\u4e2a\u65b9\u5411\uff1a\u591a\u6a21\u6001\u8bad\u7ec3\u7684\u4ef7\u503c\uff0c\u5df2\u7ecf\u4ece\u201c\u6269\u5c55\u8f93\u5165\u5f62\u5f0f\u201d\uff0c\u8f6c\u5411\u201c\u63d0\u5347\u5e95\u5c42\u63a8\u7406\u80fd\u529b\u201d\u3002<\/p>\n

\u4ed6\u540c\u65f6\u63d0\u5230\uff0cKimi\u56e2\u961f\u6b63\u5728\u63a8\u8fdb\u201c\u9996\u4e2a\u539f\u751f\u8054\u5408\u89c6\u89c9-\u6587\u672c\u80fd\u529b\u7684\u5f00\u653e\u6a21\u578b<\/strong>\uff08First open model with native, joint vision-text capabilities\uff09\u201d\u3002<\/p>\n

\u4e94\u3001\u4ece\u5355Agent\u5230\u96c6\u7fa4\u534f\u4f5c\uff1aKimi\u62bc\u6ce8Agent Swarms<\/strong><\/p>\n

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\u8fd9\u4e9b\u5b50Agent\u53ef\u4ee5\u627f\u62c5\u4e0d\u540c\u89d2\u8272\uff0c\u4f8b\u5982AI Researcher\uff08AI\u7814\u7a76\u5458\uff09\u3001Physics Researcher\uff08\u7269\u7406\u7814\u7a76\u5458\uff09\u3001Fact Checker\uff08\u4e8b\u5b9e\u6838\u67e5\u5458\uff09\u7b49\uff0c\u901a\u8fc7\u5206\u5de5\u534f\u4f5c\u5b8c\u6210\u6574\u4f53\u4efb\u52a1\u3002<\/p>\n

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\u968f\u7740\u4efb\u52a1\u590d\u6742\u5ea6\u63d0\u5347\uff0c\u667a\u80fd\u4f53\u96c6\u7fa4\u76f8\u6bd4\u5355Agent\u7684\u6548\u7387\u4f18\u52bf\u4f1a\u6301\u7eed\u6269\u5927\u3002\u5728\u5b9e\u9a8c\u4e2d\uff0c\u6267\u884c\u65f6\u95f4\u53ef\u83b7\u5f97\u6570\u500d\u7f29\u77ed<\/strong>\u3002<\/p>\n

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\u4ed6\u540c\u65f6\u6307\u51fa\uff0c\u591aAgent\u7cfb\u7edf\u5bb9\u6613\u51fa\u73b0\u201c\u4e32\u884c\u584c\u7f29<\/strong>\u201d\uff0c\u5373\u8868\u9762\u591aAgent\uff0c\u5b9e\u9645\u9000\u56de\u5355Agent\u6267\u884c<\/strong>\u3002\u4e3a\u6b64\uff0cKimi\u8bbe\u8ba1\u4e86\u5e76\u884c\u5f3a\u5316\u5b66\u4e60\u5956\u52b1\u673a\u5236<\/strong>\uff0c\u5305\u62ecInstantiation reward\uff08\u5b9e\u4f8b\u5316\u5956\u52b1\uff09\u3001Finish reward\uff08\u5b8c\u6210\u5956\u52b1\uff09\u548cOutcome reward\uff08\u7ed3\u679c\u5956\u52b1\uff09\uff0c\u7528\u4e8e\u5f15\u5bfc\u6a21\u578b\u771f\u6b63\u8fdb\u884c\u4efb\u52a1\u62c6\u89e3\u548c\u5e76\u884c\u6267\u884c\u3002<\/p>\n

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\u4e09\u7c7b\u5956\u52b1\u673a\u5236\u7528\u4e8e\u9632\u6b62\u201c\u4f2a\u5e76\u884c\u201d\u548c\u4e32\u884c\u584c\u7f29<\/p>\n

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\u4ed6\u63d0\u5230\uff0c\u8fc7\u53bb\u53d7\u9650\u4e8e\u7b97\u529b\u8d44\u6e90\uff0c\u7814\u7a76\u5f80\u5f80\u96be\u4ee5\u5728\u4e0d\u540c\u89c4\u6a21\u4e0a\u9a8c\u8bc1\u540c\u4e00\u65b9\u6cd5\u3002\u800c\u968f\u7740\u201cScaling Ladder\uff08\u7f29\u653e\u9636\u68af\uff09\u201d\u7684\u5efa\u7acb\uff0c\u7814\u7a76\u8005\u53ef\u4ee5\u8fdb\u884c\u66f4\u7cfb\u7edf\u7684\u89c4\u6a21\u5316\u5b9e\u9a8c\uff0c\u4ece\u800c\u5f97\u5230\u66f4\u53ef\u9760\u7684\u7ed3\u8bba\u3002<\/p>\n

\u8fd9\u4e5f\u6210\u4e3aKimi\u5f53\u524d\u8def\u5f84\u7684\u57fa\u7840\uff1aAdam\u8bde\u751f\u5df2\u8d85\u8fc711\u5e74\uff0cKimi\u5c06\u5176\u63a8\u8fdb\u4e3aMuonClip\u5e76\u5f00\u6e90\uff1bAttention\u63d0\u51fa\u5df2\u8d85\u8fc78\u5e74\uff0cKimi\u53d1\u5c55\u51faKimi Linear\u5e76\u5f00\u6e90\uff1bResidual connections\u5df2\u6709\u7ea610\u5e74\u5386\u53f2\uff0cKimi\u8fdb\u4e00\u6b65\u63d0\u51faAttention Residuals\u5e76\u5f00\u6e90\u3002<\/strong><\/p>\n<\/p>\n

\u6574\u4f53\u6765\u770b\uff0cKimi\u6b64\u6b21\u62ab\u9732\u7684\u8def\u7ebf\u56fe\uff0c\u5c06\u4e0b\u4e00\u9636\u6bb5\u5927\u6a21\u578b\u7ade\u4e89\u7684\u7126\u70b9\u660e\u786e\u5230\u4e86\u4e09\u6761\u4e3b\u7ebf\uff1a\u8bad\u7ec3\u6548\u7387\u3001\u957f\u4e0a\u4e0b\u6587\u80fd\u529b\u4ee5\u53ca\u667a\u80fd\u4f53\u534f\u4f5c\u7ed3\u6784\u3002\u8fd9\u4e09\u6761\u8def\u5f84\u6b63\u5728\u540c\u65f6\u63a8\u8fdb\uff0c\u5e76\u5f00\u59cb\u76f8\u4e92\u53e0\u52a0\u3002<\/p>\n

(\u6765\u6e90\uff1a\u65b0\u6d6a\u79d1\u6280)<\/p>\n","protected":false},"excerpt":{"rendered":"

\u4f5c\u8005\uff5c\u6c5f\u5b87 \u7f16\u8f91\uff5c\u4e91\u9e4f \u667a\u4e1c\u897f3\u670818\u65e5\u62a5\u9053\uff0c\u4eca\u65e5\u51cc\u6668\uff0c\u5728\u82f1\u4f1f\u8fbeGTC\u5927\u4f1a\u4e0a\uff0c\u6708\u4e4b\u6697\u9762\u521b\u59cb\u4eba\u6768\u690d\u9e9f\u4f5c\u4e3a\u672c\u5c4a\u552f\u4e00 […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[6],"tags":[378,367,238,376],"views":24,"_links":{"self":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/749007"}],"collection":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=749007"}],"version-history":[{"count":0,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/749007\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=749007"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=749007"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=749007"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}