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data-pid=\"ZCIy5nOm\">\u4e5f\u6b22\u8fce\u5168\u4e16\u754c\u5957\u58f3\u652f\u6301\u54b1\u4e2d\u56fd\u5f00\u6e90\u6a21\u578b\uff0c\u4f46\u8bb0\u5f97\u7f72\u540d\u5c31\u597d\uff5e<\/p><h2><b>\u6768\u690d\u9e9f\u5bf9\u5927\u6a21\u578b\u7684\u518d\u601d\u8003<\/b><\/h2><p data-pid=\"ESRgvD6Q\">\u5c31\u5728Cursor\u53d1\u62a5\u544a\u4e3a\u81ea\u5df1\u627e\u8865\u7684\u540c\u65f6\uff0c\u53e6\u4e00\u8fb9Kimi\u65e9\u5df2\u201c\u671d\u524d\u770b\u201d\u2014\u2014<\/p><p data-pid=\"yF2CCk10\"><b>\u6768\u690d\u9e9f<\/b>\u5728\u521a\u521a\u4e2d\u5173\u6751\u8bba\u575b\u7684\u6f14\u8bb2\u4e2d\uff0c\u8be6\u7ec6\u5206\u4eab\u4e86\u81ea\u5df1\u548cKimi\u56e2\u961f\u5728\u5f00\u6e90\u6a21\u578b\u53ca\u6a21\u578b\u8bad\u7ec3\u9886\u57df\u7684\u6700\u65b0\u601d\u8003\u3002<\/p><p data-pid=\"7M_HgNyE\">\u9996\u5148\uff0c\u4ed6\u8ba4\u4e3a\u5927\u6a21\u578b\u7684\u672c\u8d28\u662f\u5c06\u80fd\u6e90\u8f6c\u5316\u4e3a\u667a\u80fd\uff0c\u5176\u4e2d\u6700\u91cd\u8981\u7684\u4e8b\u60c5\u662f\u8981<b>\u89c4\u6a21\u5316<\/b>\u3002<\/p><p data-pid=\"MRFMww6y\">\u6362\u8a00\u4e4b\uff0c\u5c31\u662f\u8981\u5c3d\u53ef\u80fd\u5c06\u66f4\u591a\u7684\u80fd\u6e90\uff0c\u901a\u8fc7\u7b97\u529b\u548c\u6a21\u578b\u8f7d\u4f53\uff0c\u8f6c\u53d8\u6210\u66f4\u591a\u66f4\u9ad8\u7a0b\u5ea6\u7684\u667a\u80fd\u3002<\/p><p data-pid=\"evZTxpFk\">\u800c\u5927\u6a21\u578b\u89c4\u6a21\u5316\uff0c\u4e5f\u5c31\u662f\u5927\u5bb6\u5e38\u8bf4\u7684Scaling Law\uff0c\u4e0d\u7b49\u540c\u4e8e\u65e0\u8111\u5806\u7b97\u529b\uff0c\u800c\u662f\u8981\u8bb2\u65b9\u6cd5\u3001\u8bb2\u6548\u7387\u3002<\/p><figure data-size=\"normal\"><div class=\"RichText-ConditionalImagePortal\"><img decoding=\"async\" class=\"origin_image zh-lightbox-thumb\" src=\"https:\/\/pic2.zhimg.com\/v2-6cb398e87f5ee2d61811ba5f638ed1ff_1440w.jpg\" width=\"1080\" data-caption=\"\" data-size=\"normal\" data-rawwidth=\"1080\" data-rawheight=\"608\" data-original-token=\"v2-6cb398e87f5ee2d61811ba5f638ed1ff\" data-original=\"https:\/\/pic2.zhimg.com\/v2-6cb398e87f5ee2d61811ba5f638ed1ff_r.jpg\" \/><\/div><\/figure><p data-pid=\"LX1Zk7r7\">Kimi\u7684Scaling\u7b56\u7565\u5728\u4e8e\u4e09\u70b9\uff1a<\/p><p data-pid=\"LwPzK0PW\"><b>1\u3001\u63d0\u5347Token\u6548\u7387\u3002<\/b><\/p><p data-pid=\"znb-Kokm\">\u771f\u6b63\u5389\u5bb3\u7684\u6a21\u578b\uff0c\u6bd4\u7684\u4e0d\u662f\u8c01\u7b97\u529b\u66f4\u731b\u3001\u6570\u636e\u5806\u5f97\u66f4\u591a\uff0c\u800c\u662f\u8c01\u80fd\u7528\u540c\u6837\u6709\u9650\u7684\u6570\u636e\uff0c\u5b66\u5230\u66f4\u591a\u7684\u667a\u80fd\u3002<\/p><p data-pid=\"1K6hNLoZ\"><b>2\u3001\u6269\u5c55\u4e0a\u4e0b\u6587\u957f\u5ea6\u3002<\/b><\/p><p data-pid=\"Li9W4a45\">\u6a21\u578b\u80fd\u591f\u5904\u7406\u66f4\u957f\u7684\u4e0a\u4e0b\u6587\uff0c\u610f\u5473\u7740\u5b83\u80fd\u591f\u66f4\u590d\u6742\u3001\u66f4\u957f\u7a0b\u7684\u903b\u8f91\uff0c\u4ece\u800c\u5b8c\u6210\u66f4\u590d\u6742\u7684\u4efb\u52a1\u3002<\/p><p data-pid=\"OzeXjpYR\">\u4e3a\u6b64Kimi\u4e13\u95e8\u8bbe\u8ba1\u4e86\u65b0\u7684\u7f51\u7edc\u67b6\u6784Kimi Linear\u548c\u8bad\u7ec3\u6570\u636e\uff0c\u4ece\u6839\u672c\u4e0a\u63d0\u5347\u957f\u4e0a\u4e0b\u6587\u80fd\u529b\uff0c\u800c\u4e0d\u662f\u7b80\u5355\u7c97\u66b4\u5730\u62c9\u957f\u7a97\u53e3\u3002<\/p><p data-pid=\"kMB8xWDy\"><b>3\u3001\u5f15\u5165Agent\u96c6\u7fa4\u3002<\/b><\/p><p data-pid=\"GP9azD8N\">\u8fd9\u4e5f\u662f\u5728Kimi K2.5\u4e2d\u5168\u65b0\u63d0\u51fa\u7684\u4e00\u79cd\u601d\u8def\uff0c\u4e0d\u518d\u6b7b\u78d5\u5c06\u4e00\u4e2a\u6a21\u578b\u505a\u5230\u6781\u81f4\uff0c\u800c\u662f\u901a\u8fc7\u5f15\u5165\u4e00\u7fa4Agent\u534f\u4f5c\u6765\u89e3\u51b3\u66f4\u4e3a\u590d\u6742\u7684\u95ee\u9898\u3002<\/p><p data-pid=\"PItgs0t5\">\u7136\u540e\u901a\u8fc7Agent\u96c6\u7fa4\u80fd\u529b\uff0c\u53bb\u5b9e\u73b0\u89c4\u6a21\u5316\u8f93\u5165\u3001\u8f93\u51fa\u3001\u6267\u884c\u6216\u7f16\u6392\u3002<\/p><figure data-size=\"normal\"><div class=\"RichText-ConditionalImagePortal\"><img decoding=\"async\" class=\"origin_image zh-lightbox-thumb\" src=\"https:\/\/pic1.zhimg.com\/v2-b78e61d376c29f4eb37b7ae3f3bab5fa_1440w.jpg\" width=\"1080\" data-caption=\"\" data-size=\"normal\" data-rawwidth=\"1080\" data-rawheight=\"608\" data-original-token=\"v2-b78e61d376c29f4eb37b7ae3f3bab5fa\" data-original=\"https:\/\/pic1.zhimg.com\/v2-b78e61d376c29f4eb37b7ae3f3bab5fa_r.jpg\" \/><\/div><\/figure><p data-pid=\"J7ZJVxRk\">\u540c\u65f6\uff0cKimi\u4e5f\u8ba4\u4e3a\u597d\u7684\u5e95\u5c42\u7f51\u7edc\u67b6\u6784\u4e5f\u76f8\u5f53\u91cd\u8981\u3002<\/p><p data-pid=\"gQliAt_F\">\u6bd4\u5982\uff0c\u4ed6\u4eec\u6700\u65b0\u5f00\u6e90\u7684\u6a21\u578b\u67b6\u6784<b>\u6ce8\u610f\u529b\u6b8b\u5dee<\/b><i>\uff08Attention Residuals\uff09<\/i>\uff0c\u53ef\u4ee5\u8ba4\u4e3a\u662f\u5c06\u6ce8\u610f\u529b\u5e94\u7528\u5728\u7f51\u7edc\u6df1\u5ea6\u4e0a\u7684LSTM\u53d8\u79cd\uff0c\u8ba9\u6a21\u578b\u80fd\u591f\u66f4\u9ad8\u6548\u5730\u5229\u7528\u6240\u6709\u5c42\u4fe1\u606f\u3002<\/p><p data-pid=\"07ELyu5c\">\u4f46\u5176\u5b9eAttention\u67b6\u6784\u3001\u6b8b\u5dee\u5b66\u4e60\u8fd9\u4e9b\u90fd\u662f\u591a\u5e74\u524d\u7684\u7ecf\u5178\u6280\u672f\uff0c\u73b0\u5728\u7b97\u529b\u66f4\u5f3a\u3001\u7814\u7a76\u66f4\u504f\u5411\u5de5\u7a0b\u5316+\u5927\u89c4\u6a21\u9a8c\u8bc1\uff0c\u5c31\u4e0d\u80fd\u53ea\u9760\u7406\u8bba\u60f3\u6cd5\uff0c\u8fc7\u53bb\u7684\u6807\u51c6\u7b54\u6848\u4e5f\u53ef\u4ee5\u88ab\u91cd\u65b0\u6311\u6218\u548c\u6539\u8fdb\u3002<\/p><figure data-size=\"normal\"><div class=\"RichText-ConditionalImagePortal\"><img decoding=\"async\" class=\"origin_image zh-lightbox-thumb\" src=\"https:\/\/pic1.zhimg.com\/v2-2aa984528c44cad43dcb9d7c4d6648c0_1440w.jpg\" width=\"1080\" data-caption=\"\" data-size=\"normal\" data-rawwidth=\"1080\" data-rawheight=\"608\" data-original-token=\"v2-2aa984528c44cad43dcb9d7c4d6648c0\" data-original=\"https:\/\/pic1.zhimg.com\/v2-2aa984528c44cad43dcb9d7c4d6648c0_r.jpg\" \/><\/div><\/figure><p data-pid=\"lS4-1ZR2\">\u81f3\u4e8e<b>\u5f00\u6e90<\/b>\u8fd9\u4e8b\u513f\uff0c\u8981\u505a\uff0c\u8fd8\u8981\u7ee7\u7eed\u5927\u529b\u5730\u53bb\u505a\u3002<\/p><blockquote data-pid=\"JVnyy-ZW\">\u5f00\u6e90\u6a21\u578b\u6b63\u5728\u9010\u6e10\u6210\u4e3a\u65b0\u7684\u6807\u51c6\u3002\u800c\u4ee5Kimi K2.5\u4e3a\u4ee3\u8868\u7684\u5f00\u6e90\u6a21\u578b\uff0c\u5df2\u7ecf\u6210\u4e3a\u5168\u4e16\u754c\u6240\u6709\u82af\u7247\u5382\u5546\u6d4b\u8bd5\u786c\u4ef6\u6027\u80fd\u7684\u57fa\u51c6\u3002<br \/>\u73b0\u5728\u5168\u4e16\u754c\u5f88\u591a\u7814\u7a76\u673a\u6784\u4e5f\u90fd\u5728\u7528Kimi K2.5\u8fdb\u884c\u7814\u7a76\u3002\u6211\u4eec\u5e0c\u671b\u901a\u8fc7\u5f00\u6e90\uff0c\u8ba9\u6240\u6709\u4eba\u90fd\u80fd\u4ee5\u975e\u5e38\u4f4e\u7684\u95e8\u69db\u83b7\u53d6\u667a\u80fd\u3002<br \/>\u6700\u7ec8\uff0c\u5927\u5bb6\u80fd\u591f\u53bb\u5f62\u6210\u4e00\u4e2a\u5f00\u6e90\u751f\u6001\u7cfb\u7edf\uff0c\u5171\u540c\u63a8\u52a8AI\u9886\u57df\u7684\u53d1\u5c55\u3002<\/blockquote><p data-pid=\"io8mA9mU\">\u8981\u4e0d\u8fd8\u5f97\u8bf4\u771f\u00b7\u5f00\u6e90\u5f97\u770b\u56fd\u4ea7\u6a21\u578b\uff5e<\/p><p data-pid=\"Zn0EO8ix\">\u6700\u540e\uff0c\u6768\u690d\u9e9f\u8fd8\u65ad\u8a00\uff1a<\/p><blockquote data-pid=\"LjiON2uV\">\u5927\u6a21\u578b\u8bad\u7ec3\u5df2\u7ecf\u8fdb\u5165<b>\u7b2c\u4e09\u9636\u6bb5<\/b>\uff01<\/blockquote><figure data-size=\"normal\"><div class=\"RichText-ConditionalImagePortal\"><img decoding=\"async\" class=\"origin_image zh-lightbox-thumb\" src=\"https:\/\/pic4.zhimg.com\/v2-52b482e258cd20621a89bd97aed11f0d_1440w.jpg\" width=\"1080\" data-caption=\"\" data-size=\"normal\" data-rawwidth=\"1080\" data-rawheight=\"608\" data-original-token=\"v2-52b482e258cd20621a89bd97aed11f0d\" data-original=\"https:\/\/pic4.zhimg.com\/v2-52b482e258cd20621a89bd97aed11f0d_r.jpg\" \/><\/div><\/figure><p 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