{"id":819105,"date":"2026-07-29T13:53:20","date_gmt":"2026-07-29T05:53:20","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=819105"},"modified":"2026-07-29T13:53:20","modified_gmt":"2026-07-29T05:53:20","slug":"kimi-k3%e5%bc%80%e6%94%be%e6%9d%83%e9%87%8d%ef%bc%9a%e6%8a%80%e6%9c%af%e6%8a%a5%e5%91%8a%e8%83%bd%e5%90%a6%e5%9b%9e%e5%ba%94claude%e8%92%b8%e9%a6%8f%e8%b4%a8%e7%96%91%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=819105","title":{"rendered":"Kimi K3\u5f00\u653e\u6743\u91cd\uff1a\u6280\u672f\u62a5\u544a\u80fd\u5426\u56de\u5e94Claude\u84b8\u998f\u8d28\u7591\uff1f"},"content":{"rendered":"<p>7\u670827\u65e5\u665a\uff0cKimi K3\u5f00\u653e\u65e5\u5982\u7ea6\u800c\u81f3\u3002\u6708\u4e4b\u6697\u9762\u53d1\u5e03\u4e86Kimi K3\u6a21\u578b\u6743\u91cd\u548c\u6280\u672f\u62a5\u544a\uff0c\u540c\u65f6\u5f00\u6e90\u4e09\u9879\u652f\u6491\u6a21\u578b\u8bad\u7ec3\u4e0e\u8fd0\u884c\u7684\u5173\u952e\u57fa\u7840\u8bbe\u65bd\uff1a\u9762\u5411\u8d85\u5927\u89c4\u6a21MoE\u901a\u4fe1\u7684MoonEP\u3001\u9762\u5411\u7ebf\u6027\u6ce8\u610f\u529b\u7684FlashKDA\uff0c\u4ee5\u53ca\u670d\u52a1\u4e8e\u957f\u5468\u671f\u667a\u80fd\u4f53\u5f3a\u5316\u5b66\u4e60\u7684AgentEnv\u3002<\/p>\n<p>\u4e00\u5929\u8fc7\u53bb\uff0c\u56f4\u7ed5K3\u7684\u8ba8\u8bba\u8f6c\u5411\u66f4\u96be\u56de\u7b54\u7684\u95ee\u9898\uff1a\u8fd9\u4e9b\u5f00\u653e\u5185\u5bb9\uff0c\u7a76\u7adf\u80fd\u5426\u89e3\u91caK3\u4e3a\u4ec0\u4e48\u7a81\u7136\u53d8\u5f3a\uff0c\u53c8\u80fd\u5426\u5e2e\u52a9 K3\u6d17\u6e05\u84b8\u998fClaude\u7684\u8d28\u7591\u3002<\/p>\n<p>\u4e25\u683c\u6765\u8bf4\uff0cK3\u6b64\u6b21\u5c5e\u4e8e\u5f00\u653e\u6743\u91cd\uff0c\u800c\u975e\u5b8c\u6574\u610f\u4e49\u4e0a\u7684\u5f00\u6e90\uff0c\u4f46\u51ed\u501f2.8\u4e07\u4ebf\u603b\u53c2\u6570\u548c\u7ea61042\u4ebf\u6fc0\u6d3b\u53c2\u6570\uff0c\u5b83\u4ecd\u662f\u76ee\u524d\u89c4\u6a21\u6700\u5927\u3001\u80fd\u529b\u6700\u63a5\u8fd1\u95ed\u6e90\u65d7\u8230\u7684\u5f00\u653e\u6743\u91cd\u6a21\u578b\u4e4b\u4e00\u3002<\/p>\n<p>\u8fd9\u4efd\u6280\u672f\u62a5\u544a\u6765\u5f97\u6b63\u662f\u65f6\u5019\u3002<\/p>\n<p>Anthropic\u53ca\u90e8\u5206<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e7%be%8e%e5%9b%bd\" title=\"View all posts in \u7f8e\u56fd\" target=\"_blank\" class=\"tag_link\">\u7f8e\u56fd<\/a>\u5b98\u5458\u6307\u63a7\uff0c\u6708\u4e4b\u6697\u9762\u66fe\u5927\u89c4\u6a21\u83b7\u53d6Claude\u8f93\u51fa\uff0c\u5e76\u5c06\u76f8\u5173\u80fd\u529b\u7528\u4e8eKimi\u6a21\u578b\u8bad\u7ec3\u3002\u4e2d\u56fd\u5546\u52a1\u90e8\u968f\u540e\u56de\u5e94\u79f0\uff0c\u7f8e\u65b9\u6709\u5173\u84b8\u998f\u548c\u7a83\u53d6\u77e5\u8bc6\u4ea7\u6743\u7684\u8bf4\u6cd5\u7f3a\u4e4f\u5b9e\u9645\u8bc1\u636e\u548c\u6cd5\u5f8b\u4f9d\u636e\uff0c\u5e76\u53cd\u5bf9\u4ee5\u6b64\u4e3a\u7531\u8c03\u67e5\u3001<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e5%88%b6%e8%a3%81\" title=\"View all posts in \u5236\u88c1\" target=\"_blank\" class=\"tag_link\">\u5236\u88c1<\/a>\u4e2d\u56fdAI\u4f01\u4e1a\u3002<\/p>\n<p>\u4e89\u8bae\u7684\u6838\u5fc3\u5e76\u4e0d\u662fK3\u8bad\u7ec3\u4e2d\u6709\u6ca1\u6709\u4f7f\u7528\u84b8\u998f\u6280\u672f\uff0c\u84b8\u998f\u672c\u5c31\u662f\u5927\u6a21\u578b\u884c\u4e1a\u666e\u904d\u91c7\u7528\u7684\u8bad\u7ec3\u65b9\u6cd5\uff0c\u771f\u6b63\u7684\u95ee\u9898\u662f\uff0cK3\u662f\u5426\u5de5\u4e1a\u7ea7\u84b8\u998f\u4e86Claude\u6700\u65b0\u6a21\u578b\u7684<span>\u6d77\u91cf\u6570\u636e<\/span>\u3002<\/p>\n<p>\u73b0\u5728\uff0c\u6708\u4e4b\u6697\u9762\u7b2c\u4e00\u6b21\u8f83\u4e3a\u7cfb\u7edf\u5730\u644a\u5f00\u4e86K3\u7684\u6280\u672f\u5168\u666f\uff1a\u66f4\u5927\u7684\u6df7\u5408\u4e13\u5bb6\u6a21\u578b\u3001\u91cd\u65b0\u8bbe\u8ba1\u7684\u6ce8\u610f\u529b\u548c\u6b8b\u5dee\u7ed3\u6784\u3001\u767e\u4e07Token\u667a\u80fd\u4f53\u5f3a\u5316\u5b66\u4e60\uff0c\u4ee5\u53ca\u8986\u76d6\u901a\u7528\u4efb\u52a1\u3001\u667a\u80fd\u4f53\u548c\u7f16\u7a0b\u4efb\u52a1\u7684\u4e5d\u4e2a\u4e13\u4e1a<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e7%ad%96%e7%95%a5\" title=\"View all posts in \u7b56\u7565\" target=\"_blank\" class=\"tag_link\">\u7b56\u7565<\/a>\u3002<\/p>\n<p><img src=\"https:\/\/images.tmtpost.com\/uploads\/images\/2026\/07\/d1fe0be0a87df194af8c9a3824856889_1785303732.png?imageMogr2\/auto-orient\/strip\/interlace\/1\/quality\/85\/format\/jpg\/thumbnail\/1440x810&ext=.png\" alt=\"Kimi K3\u5f00\u653e\u6743\u91cd\uff1a\u6280\u672f\u62a5\u544a\u80fd\u5426\u56de\u5e94Claude\u84b8\u998f\u8d28\u7591\uff1f\" style=\"display:block; margin-left:auto; margin-right:auto\" \/><\/p>\n<p>\u56fe\u7247\u6765\u81eaAI\u751f\u6210<\/p>\n<h2>K3\u4e3a\u4f55\u7a81\u7136\u53d8\u5f3a<\/h2>\n<p>Kimi K3\u91c7\u7528\u6df7\u5408\u4e13\u5bb6\u67b6\u6784\uff0c\u62e5\u67092.8\u4e07\u4ebf\u603b\u53c2\u6570\u3002\u6a21\u578b\u5185\u90e8\u5171\u6709896\u4e2a\u8def\u7531\u4e13\u5bb6\uff0c\u6bcf\u4e2aToken\u9009\u62e9\u5176\u4e2d16\u4e2a\uff0c\u540c\u65f6\u8c03\u7528\u4e24\u4e2a\u5171\u4eab\u4e13\u5bb6\uff0c\u5b9e\u9645\u6fc0\u6d3b\u53c2\u6570\u7ea61042\u4ebf\u3002<\/p>\n<p>\u76f8\u6bd4\u62e5\u67091.04\u4e07\u4ebf\u603b\u53c2\u6570\u3001326\u4ebf\u6fc0\u6d3b\u53c2\u6570\u7684Kimi K2\uff0cK3\u4e0d\u4ec5\u5c06\u6a21\u578b\u603b\u5bb9\u91cf\u6269\u5927\u81f3\u8fd12.7\u500d\uff0c\u5355\u6b21\u8ba1\u7b97\u8c03\u7528\u7684\u53c2\u6570\u4e5f\u589e\u957f\u4e86\u4e24\u500d\u4ee5\u4e0a\u3002<\/p>\n<p>\u89c4\u6a21\u589e\u957f\uff0c\u662f\u89e3\u91caK3\u80fd\u529b\u63d0\u5347\u6700\u76f4\u63a5\u7684\u4e00\u6761\u7ebf\u7d22\uff0c\u4f46\u6708\u4e4b\u6697\u9762\u7ed9\u51fa\u7684\u7b54\u6848\u4e0d\u53ea\u662f\u7ee7\u7eed\u5806\u9ad8\u53c2\u6570\u3002<\/p>\n<p>K3\u4ee53\u22361\u7684\u6bd4\u4f8b\u7ec4\u5408Kimi Delta Attention\u4e0eGated MLA\u3002\u7b80\u5355\u6765\u8bf4\uff0c\u524d\u8005\u4ee5\u76f8\u5bf9\u8f83\u4f4e\u7684\u7f13\u5b58\u6210\u672c\u5904\u7406\u957f\u4e0a\u4e0b\u6587\uff0c\u540e\u8005\u5b9a\u671f\u6267\u884c\u5168\u5c40\u4fe1\u606f\u4ea4\u4e92\uff0c\u5728\u6548\u7387\u548c\u80fd\u529b\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\u3002\u8fd9\u79cd\u6df7\u5408\u7ed3\u6784\u5e2e\u52a9K3\u628a\u539f\u751f\u4e0a\u4e0b\u6587\u7a97\u53e3\u6269\u5c55\u5230\u7ea6100\u4e07Token\u3002<\/p>\n<p>Attention Residuals\u89e3\u51b3\u7684\u662f\u6df1\u5c42\u6a21\u578b\u4e2d\u7684\u4fe1\u606f\u7a00\u91ca\u3002\u4f20\u7edf\u6a21\u578b\u4e3b\u8981\u9010\u5c42\u4f20\u9012\u4fe1\u606f\uff0cK3\u5219\u53ef\u4ee5\u6709\u9009\u62e9\u5730\u8c03\u7528\u6b64\u524d\u7f51\u7edc\u533a\u5757\u7684\u8868\u793a\uff0c\u8ba9\u65e9\u671f\u7684\u91cd\u8981\u4fe1\u606f\u66f4\u76f4\u63a5\u5730\u5f71\u54cd\u540e\u7eed\u8ba1\u7b97\u3002<\/p>\n<p>Stable LatentMoE\u8fdb\u4e00\u6b65\u6269\u5927\u4e86\u4e13\u5bb6\u7a7a\u95f4\uff0c\u540c\u65f6\u53ea\u8ba9\u5c11\u6570\u4e13\u5bb6\u53c2\u4e0e\u6bcf\u6b21\u8ba1\u7b97\u3002\u8fd9\u6837\u65e2\u80fd\u589e\u52a0\u6a21\u578b\u7684\u77e5\u8bc6\u5bb9\u91cf\uff0c\u53c8\u4e0d\u5fc5\u8ba9\u5168\u90e82.8\u4e07\u4ebf\u53c2\u6570\u540c\u65f6\u8fd0\u884c\u3002\u6708\u4e4b\u6697\u9762\u79f0\uff0cK3\u76f8\u8f83K2\u5b9e\u73b0\u4e86\u7ea62.5\u500d\u7684\u6574\u4f53\u6269\u5c55\u6548\u7387\u63d0\u5347\u3002<\/p>\n<p>\u4e00\u4f4d\u4e1a\u5185\u4eba\u58eb\u8868\u793a\uff0c\u8fd9\u4e9b\u6280\u672f\u5e76\u6ca1\u6709\u5b8c\u5168\u6d88\u9664\u590d\u6742\u6027\uff0c\u800c\u662f\u628a\u4e00\u90e8\u5206\u590d\u6742\u6027\u8f6c\u79fb\u7ed9\u4e86\u66f4\u5e95\u5c42\u7684AI Infra\uff0c\u66f4\u591a\u4e13\u5bb6\u610f\u5473\u7740\u66f4\u56f0\u96be\u7684\u8de8\u5361\u8c03\u5ea6\uff0cKDA\u51cf\u5c11\u4e86\u957f\u4e0a\u4e0b\u6587\u7684\u7f13\u5b58\u538b\u529b\uff0c\u5374\u5f15\u5165\u65b0\u7684\u9012\u5f52\u72b6\u6001\uff0cAttention Residuals\u5219\u589e\u52a0\u4e86\u8de8\u5c42\u4fe1\u606f\u7684\u4fdd\u5b58\u548c\u4f20\u9012\uff0cAI infra\u5c42\u7684\u538b\u529b\u5b9e\u9645\u53d8\u5f97\u66f4\u5927\u3002<\/p>\n<p>\u6708\u4e4b\u6697\u9762\u56e0\u6b64\u540c\u6b65\u5f00\u653e\u4e86MoonEP\u548cFlashKDA\uff0c\u524d\u8005\u8d1f\u8d23\u5e73\u8861\u8d85\u5927\u89c4\u6a21MoE\u4e2d\u7684\u4e13\u5bb6\u8d1f\u8f7d\uff0c\u540e\u8005\u5e2e\u52a9KDA\u66f4\u9ad8\u6548\u5730\u8fd0\u884c\u5728GPU\u4e0a\u3002\u8fd9\u610f\u5473\u7740K3\u7684\u6548\u7387\u5e76\u4e0d\u53ea\u5b58\u5728\u4e8e\u6a21\u578b\u6743\u91cd\u4e2d\uff0c\u8fd8\u5f3a\u4f9d\u8d56\u4e8eKernel\u3001\u901a\u4fe1\u3001\u7f13\u5b58\u548c\u96c6\u7fa4\u8c03\u5ea6\u7684\u534f\u540c\u3002<\/p>\n<p>\u6743\u91cd\u5f00\u653e\u540e\uff0c\u8fd9\u5957\u7cfb\u7edf\u5df2\u7ecf\u5f00\u59cb\u63a5\u53d7\u5916\u90e8\u5de5\u7a0b\u9a8c\u8bc1\u3002\u4f8b\u5982\uff0c\u6607\u817e\u57287\u670828\u65e5\u5ba3\u5e03\u5bf9K3\u8fdb\u884c0day\u9002\u914d\uff0c\u8986\u76d6\u8bad\u7ec3\u3001\u63a8\u7406\u3001\u663e\u5b58\u4f18\u5316\u548cMXFP4\u7b49\u6570\u503c\u683c\u5f0f\uff1bvLLM\u3001SGLang\u548cTokenSpeed\u4e5f\u5df2\u63d0\u4f9b\u8fd0\u884c\u652f\u6301\u3002<\/p>\n<p>\u4e0d\u8fc7\uff0c\u5f00\u653e\u4ec5\u4e00\u5929\uff0c\u793e\u533a\u5927\u591a\u8fd8\u505c\u7559\u5728\u8c03\u8bd5\u9636\u6bb5\uff0c\u5c1a\u672a\u72ec\u7acb\u590d\u73b0\u51762.5\u500d\u6269\u5c55\u6548\u7387\u3001\u767e\u4e07Token\u541e\u5410\u548c\u957f\u5468\u671f\u667a\u80fd\u4f53\u8868\u73b0\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u6280\u672f\u62a5\u544a\u5df2\u7ecf\u63d0\u4f9b\u4e86\u4e00\u5957\u8db3\u4ee5\u89e3\u91ca\u80fd\u529b\u589e\u957f\u7684\u67b6\u6784\uff0c\u4f46\u5176\u4e2d\u4e00\u4e9b\u5173\u952e\u7ed3\u8bba\u4ecd\u7136\u6765\u81ea\u6708\u4e4b\u6697\u9762\u7684\u81ea\u8eab\u5b9e\u9a8c\u3002<\/p>\n<h2>\u4e5d\u4e2a\u4e13\u4e1a\u6a21\u578b\uff0c\u5982\u4f55\u6559\u4f1a\u4e00\u4e2aK3<\/h2>\n<p>\u76f8\u6bd4\u57fa\u7840\u67b6\u6784\uff0cK3\u7684\u540e\u8bad\u7ec3\u6d41\u7a0b\u53ef\u80fd\u66f4\u76f4\u63a5\u5730\u89e3\u91ca\u4e86\u5b83\u5728\u7f16\u7a0b\u548c\u667a\u80fd\u4f53\u4efb\u52a1\u4e0a\u7684\u8dc3\u5347\u3002<\/p>\n<p>\u6839\u636e\u6280\u672f\u62a5\u544a\uff0c\u6708\u4e4b\u6697\u9762\u5148\u901a\u8fc7\u76d1\u7763\u5fae\u8c03\u5efa\u7acb\u51b7\u542f\u52a8\u6a21\u578b\uff0c\u968f\u540e\u5728\u901a\u7528\u4efb\u52a1\u3001\u901a\u7528\u667a\u80fd\u4f53\u548c\u7f16\u7a0b\u667a\u80fd\u4f53\u4e09\u4e2a\u65b9\u5411\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\uff0c\u6bcf\u4e2a\u65b9\u5411\u53c8\u5206\u522b\u8bad\u7ec3low\u3001high\u548cmax\u4e09\u6863\u63a8\u7406\u5f3a\u5ea6\uff0c\u7531\u6b64\u5f62\u6210\u4e5d\u4e2a\u4e13\u4e1a\u6559\u5e08\u7b56\u7565\u3002<\/p>\n<p>\u6700\u540e\uff0c\u4e5d\u4e2a\u4e13\u4e1a\u6a21\u578b\u901a\u8fc7\u591a\u6559\u5e08\u5728\u7ebf\u7b56\u7565\u84b8\u998f\uff08Multi-Teacher On-Policy Distillation\uff0cMOPD\uff09\uff0c\u5408\u5e76\u4e3a\u7edf\u4e00\u7684K3\u3002<\/p>\n<p>\u8fd9\u91cc\u7684&ldquo;\u5728\u7ebf&rdquo;\uff0c\u610f\u5473\u7740\u5b66\u751f\u6a21\u578b\u4e0d\u662f\u7b80\u5355\u6a21\u4eff\u6559\u5e08\u63d0\u524d\u751f\u6210\u7684\u4e00\u6279\u7b54\u6848\u3002\u5b66\u751f\u5148\u6309\u7167\u81ea\u8eab\u7b56\u7565\u751f\u6210\u4efb\u52a1\u8f68\u8ff9\uff0c\u518d\u7531\u76f8\u5e94\u9886\u57df\u548c\u63a8\u7406\u5f3a\u5ea6\u7684\u6559\u5e08\u63d0\u4f9b\u53cd\u9988\uff0c\u8fd9\u79cd\u65b9\u5f0f\u66f4\u63a5\u8fd1\u5b66\u751f\u6a21\u578b\u5b9e\u9645\u4f1a\u9047\u5230\u7684\u72b6\u6001\uff0c\u4e5f\u66f4\u5bb9\u6613\u628a\u4e5d\u5957\u4e0d\u540c\u7b56\u7565\u6574\u5408\u8fdb\u4e00\u4e2a\u6a21\u578b\u3002<\/p>\n<p>\u591a\u6559\u5e08\u5728\u7ebf\u84b8\u998f\u5e76\u4e0d\u662fK3\u9996\u521b\u3002\u4ece\u516c\u5f00\u8d44\u6599\u770b\uff0c<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e5%b0%8f%e7%b1%b3\" title=\"View all posts in \u5c0f\u7c73\" target=\"_blank\" class=\"tag_link\">\u5c0f\u7c73<\/a>MiMo\u56e2\u961f\u57282025\u5e7412\u6708\u53d1\u5e03MiMo-V2-Flash\u65f6\uff0c\u5df2\u7ecf\u660e\u786e\u4f7f\u7528\u5e76\u547d\u540d\u4e86Multi-Teacher On-Policy Distillation\uff1b\u591a\u6559\u5e08\u77e5\u8bc6\u84b8\u998f\u548c\u5728\u7ebf\u84b8\u998f\u7684\u57fa\u7840\u601d\u8def\u51fa\u73b0\u5f97\u66f4\u65e9\u3002<\/p>\n<p>K3\u7684\u65b0\u610f\u4e0d\u5728\u4e8e\u9996\u5148\u63d0\u51faMOPD\uff0c\u800c\u5728\u4e8e\u628a\u5b83\u5e94\u7528\u4e8e\u7531\u4e09\u4e2a\u4efb\u52a1\u9886\u57df\u548c\u4e09\u6863\u63a8\u7406\u5f3a\u5ea6\u7ec4\u6210\u7684\u4e5d\u6559\u5e08\u4f53\u7cfb\u3002\u66f4\u9700\u8981\u533a\u5206\u7684\u662f\uff0c\u6280\u672f\u62a5\u544a\u4e2d\u7684MOPD\u4e0e\u7f8e\u56fd\u65b9\u9762\u6307\u63a7\u7684Claude\u84b8\u998f\u4e0d\u662f\u540c\u4e00\u4ef6\u4e8b\u3002<\/p>\n<p><img src=\"https:\/\/images.tmtpost.com\/uploads\/images\/2026\/07\/6ecde19165bbf26c859e52f56489f429_1785303732.png?imageMogr2\/auto-orient\/strip\/interlace\/1\/quality\/85\/format\/jpg&ext=.png\" alt=\"Kimi K3\u5f00\u653e\u6743\u91cd\uff1a\u6280\u672f\u62a5\u544a\u80fd\u5426\u56de\u5e94Claude\u84b8\u998f\u8d28\u7591\uff1f\" style=\"display:block; margin-left:auto; margin-right:auto\" \/><\/p>\n<p>\u6309\u7167\u62a5\u544a\u62ab\u9732\u7684\u6d41\u7a0b\uff0cMOPD\u9636\u6bb5\u7684\u76f4\u63a5\u6559\u5e08\uff0c\u662f\u4e5d\u4e2a\u7531K3\u51b7\u542f\u52a8\u6a21\u578b\u7ecf\u8fc7\u5206\u9886\u57df\u5f3a\u5316\u5b66\u4e60\u5f62\u6210\u7684\u5185\u90e8\u4e13\u4e1a\u7b56\u7565\u3002\u62a5\u544a\u6ca1\u6709\u5c06Claude\u6216Fable\u5217\u4e3a\u8fd9\u4e00\u9636\u6bb5\u7684\u6559\u5e08\u3002<\/p>\n<p>\u6280\u672f\u62a5\u544a\u6ca1\u6709\u5b8c\u6574\u62ab\u9732\u9884\u8bad\u7ec3\u8bed\u6599\u3001\u76d1\u7763\u5fae\u8c03\u6570\u636e\u3001\u5956\u52b1\u6a21\u578b\u6570\u636e\u548c\u5408\u6210\u4efb\u52a1\u7684\u6765\u6e90\uff0c\u56e0\u6b64\u65e0\u6cd5\u8bc1\u660e\u5916\u90e8\u6a21\u578b\u8f93\u51fa\u4ece\u672a\u8fdb\u5165K3\u7684\u8bad\u7ec3\u6d41\u7a0b\u3002<\/p>\n<p>\u72ec\u7acb\u8bc4\u6d4b\u663e\u793a\uff0cK3\u5728Frontend Code Arena\u7b49\u8bc4\u6d4b\u4e2d\u5904\u4e8e\u9886\u5148\u4f4d\u7f6e\uff0c\u5728\u90e8\u5206\u667a\u80fd\u4f53\u548c\u7f16\u7a0b\u57fa\u51c6\u4e0a\u63a5\u8fd1\u6216\u8d85\u8fc7Claude\u3001GPT\u7cfb\u5217\uff1b\u4f46\u5728DeepSWE\u3001FrontierSWE\u4ee5\u53ca\u90e8\u5206\u7efc\u5408\u77e5\u8bc6\u5de5\u4f5c\u8bc4\u6d4b\u4e2d\uff0c\u4ecd\u843d\u540e\u4e8eClaude Fable 5\u6216GPT-5.6 Sol\u3002<\/p>\n<h2>\u5f00\u653e\u89e3\u91ca\u4e86\u80fd\u529b\u589e\u957f\uff0c\u5374\u6ca1\u6709\u8fd8\u539f\u6570\u636e\u6765\u6e90<\/h2>\n<p>Anthropic\u5728\u4eca\u5e742\u6708\u8868\u793a\uff0c\u6708\u4e4b\u6697\u9762\u3001DeepSeek\u548cMiniMax\u901a\u8fc7\u5927\u91cf\u865a\u5047\u8d26\u6237\u53ca\u4ee3\u7406\u6e20\u9053\u83b7\u53d6Claude\u8f93\u51fa\uff0c\u4e09\u5bb6\u516c\u53f8\u7d2f\u8ba1\u4ea7\u751f\u8d85\u8fc71600\u4e07\u6b21\u4ea4\u4e92\uff0c\u5176\u4e2d\u4e0e\u6708\u4e4b\u6697\u9762\u76f8\u5173\u7684\u6d3b\u52a8\u8d85\u8fc7340\u4e07\u6b21\uff0c\u76ee\u6807\u5305\u62ec\u667a\u80fd\u4f53\u63a8\u7406\u3001\u5de5\u5177\u8c03\u7528\u3001\u7f16\u7a0b\u3001\u6570\u636e\u5206\u6790\u3001\u8ba1\u7b97\u673a\u64cd\u4f5c\u548c\u8ba1\u7b97\u673a\u89c6\u89c9\u3002<\/p>\n<p>\u7f8e\u56fd\u767d\u5bab\u79d1\u6280\u653f\u7b56\u529e\u516c\u5ba4\u4e3b\u4efbMichael Kratsios\u8fd1\u65e5\u8868\u793a\uff0c\u7f8e\u65b9\u638c\u63e1\u7684\u4fe1\u606f\u663e\u793a\uff0c\u6708\u4e4b\u6697\u9762\u66fe\u84b8\u998fAnthropic\u7684Fable\u6a21\u578b\uff0c\u7528\u4e8eK3\u5f00\u53d1\u3002\u56f4\u7ed5&ldquo;\u5de5\u4e1a\u7ea7\u84b8\u998f&rdquo;\u7684\u8c03\u67e5\u3001\u5236\u88c1\u548c\u5b9e\u4f53\u6e05\u5355\u63aa\u65bd\uff0c\u4e5f\u88ab\u7f8e\u56fd\u5b98\u5458\u653e\u4e0a\u8ba8\u8bba\u684c\u9762\u3002<\/p>\n<p>\u4e2d\u56fd\u5546\u52a1\u90e8\u5219\u57287\u670827\u65e5\u4f5c\u51fa\u76f4\u63a5\u56de\u5e94\uff0c\u79f0\u7f8e\u65b9\u5ffd\u7565\u4e86\u4e2d\u7f8e\u76f8\u5173\u6a21\u578b\u53d1\u5e03\u65f6\u95f4\u95f4\u9694\u5f88\u77ed\u3001\u4e2d\u56fd\u6a21\u578b\u5df2\u7ecf\u5177\u5907\u9886\u5148\u80fd\u529b\u7b49\u4e8b\u5b9e\uff0c\u5e76\u6307\u6709\u5173\u8bf4\u6cd5\u7f3a\u4e4f\u5b9e\u9645\u8bc1\u636e\u548c\u6cd5\u5f8b\u4f9d\u636e\u3002\u5546\u52a1\u90e8\u540c\u65f6\u8868\u793a\uff0c\u6a21\u578b\u84b8\u998f\u662f\u884c\u4e1a\u666e\u904d\u4f7f\u7528\u7684\u6280\u672f\uff0c\u7f8e\u56fd\u4f01\u4e1a\u4e5f\u5728\u7814\u7a76\u548c\u5229\u7528\u4e2d\u56fd\u5f00\u653e\u6a21\u578b\u3002<\/p>\n<p>\u4e0a\u8ff0\u884c\u4e1a\u4eba\u58eb\u8ba4\u4e3a\uff0cFable 5\u516c\u5f00\u53ef\u7528\u4e0eK3\u53d1\u5e03\u4e4b\u95f4\u65f6\u95f4\u5f88\u77ed\uff0c\u8981\u5728\u8fd9\u6bb5\u65f6\u95f4\u5b8c\u6210\u6d77\u91cf\u6570\u636e\u83b7\u53d6\u3001\u540e\u8bad\u7ec3\u3001\u8bc4\u6d4b\u548c\u4ea7\u54c1\u90e8\u7f72\uff0c\u5e76\u7531\u6b64\u89e3\u91caK3\u7684\u5168\u90e8\u80fd\u529b\uff0c\u5e76\u4e0d\u7b26\u5408\u8d85\u5927\u6a21\u578b\u901a\u5e38\u7684\u7814\u53d1\u5468\u671f\u3002<\/p>\n<p>\u5f00\u653e\u6743\u91cd\u672c\u8eab\u540c\u6837\u65e0\u6cd5\u7ed9\u51fa\u7b54\u6848\uff0c2.8\u4e07\u4ebf\u53c2\u6570\u7684Stable LatentMoE\u3001KDA\u4e0eAttention Residuals\u3001\u4e5d\u6559\u5e08MOPD\u3001\u767e\u4e07Token\u5f3a\u5316\u5b66\u4e60\uff0c\u4ee5\u53caMoonEP\u3001FlashKDA\u548cAgentEnv\uff0c\u5171\u540c\u5f62\u6210\u4e86\u4e00\u6761\u76f8\u5bf9\u5b8c\u6574\u7684\u80fd\u529b\u589e\u957f\u8def\u5f84\u3002<\/p>\n<p>\u6708\u4e4b\u6697\u9762\u8bc1\u660e\u4e86\u4e00\u5957\u8db3\u4ee5\u751f\u4ea7\u524d\u6cbf\u6a21\u578b\u7684\u67b6\u6784\u3001\u7b97\u6cd5\u548c\u57fa\u7840\u8bbe\u65bd\uff0c\u4f46\u8fd8\u65e0\u6cd5\u81ea\u8bc1\u84b8\u998f\u9677\u9631\u3002\uff08\u4f5c\u8005\/\u5f20\u5e05\uff0c\u7f16\u8f91\/\u6768\u6797\uff09<\/p>\n<p>(\u6765\u6e90\uff1a\u949b\u5a92\u4f53)<\/p>\n","protected":false},"excerpt":{"rendered":"<p>7\u670827\u65e5\u665a\uff0cKimi K3\u5f00\u653e\u65e5\u5982\u7ea6\u800c\u81f3\u3002\u6708\u4e4b\u6697\u9762\u53d1\u5e03\u4e86Kimi K3\u6a21\u578b\u6743\u91cd\u548c\u6280\u672f\u62a5\u544a\uff0c\u540c\u65f6\u5f00\u6e90\u4e09\u9879\u652f\u6491\u6a21 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[6],"tags":[287,58,88,367],"views":5,"_links":{"self":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/819105"}],"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=819105"}],"version-history":[{"count":0,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/819105\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=819105"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=819105"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=819105"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}