{"id":375,"date":"2026-02-22T11:29:48","date_gmt":"2026-02-22T03:29:48","guid":{"rendered":"http:\/\/101.132.154.235\/?p=375"},"modified":"2026-02-22T21:34:31","modified_gmt":"2026-02-22T13:34:31","slug":"kimi2-5%e7%9a%84%e6%b0%b4%e5%b9%b3%e5%85%b7%e4%bd%93%e5%a6%82%e4%bd%95%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.aitouzi.tech\/index.php\/2026\/02\/22\/kimi2-5%e7%9a%84%e6%b0%b4%e5%b9%b3%e5%85%b7%e4%bd%93%e5%a6%82%e4%bd%95%ef%bc%9f\/","title":{"rendered":"\u867d\u8fdf\u4f46\u5230\uff0cKimi2.5\u7ec8\u4e8e\u652f\u6301\u591a\u6a21\u6001\u4e86\uff01"},"content":{"rendered":"\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>Kimi 2.5\u6700\u5927\u7684\u521b\u65b0\u5728\u4e8e\u63d0\u51fa\u4e86Agent swarm\u673a\u5236\u3002\u901a\u8fc7Agent Swarm\uff0c\u53ef\u4ee5\u5c06\u590d\u6742\u7684\u95ee\u9898\u8fc5\u901f\u62c6\u89e3\u6210\u7b80\u5355\u7684\u591a\u4e2a\u95ee\u9898\u6765\u5e76\u884c\u6267\u884c\uff0c\u6781\u5927\u5730\u63d0\u5347\u4e86\u95ee\u9898\u89e3\u51b3\u7684\u6548\u7387\u3002<strong>Agent Swarm\u7684\u5b9e\u73b0\uff0c\u5ba3\u544aKimi\u4eceLLM\/VLM \u671dAgent\u7684\u57fa\u672c\u8fdb\u5316\u5df2\u7ecf\u5b8c\u6210<\/strong>\u3002<\/p>\n<\/blockquote>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1021\" height=\"1024\" src=\"http:\/\/101.132.154.235\/wp-content\/uploads\/2026\/02\/image-6-1021x1024.png\" alt=\"\" class=\"wp-image-388\" srcset=\"https:\/\/www.aitouzi.tech\/wp-content\/uploads\/2026\/02\/image-6-1021x1024.png 1021w, https:\/\/www.aitouzi.tech\/wp-content\/uploads\/2026\/02\/image-6-150x150.png 150w, https:\/\/www.aitouzi.tech\/wp-content\/uploads\/2026\/02\/image-6-768x770.png 768w, https:\/\/www.aitouzi.tech\/wp-content\/uploads\/2026\/02\/image-6-1532x1536.png 1532w, https:\/\/www.aitouzi.tech\/wp-content\/uploads\/2026\/02\/image-6.png 1630w\" sizes=\"auto, (max-width: 1021px) 100vw, 1021px\" \/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u65f6\u95f4\u7ebf\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"517\" src=\"http:\/\/101.132.154.235\/wp-content\/uploads\/2026\/02\/image-5-1024x517.png\" alt=\"\" class=\"wp-image-386\" srcset=\"https:\/\/www.aitouzi.tech\/wp-content\/uploads\/2026\/02\/image-5-1024x517.png 1024w, https:\/\/www.aitouzi.tech\/wp-content\/uploads\/2026\/02\/image-5-150x76.png 150w, https:\/\/www.aitouzi.tech\/wp-content\/uploads\/2026\/02\/image-5-768x388.png 768w, https:\/\/www.aitouzi.tech\/wp-content\/uploads\/2026\/02\/image-5-1536x776.png 1536w, https:\/\/www.aitouzi.tech\/wp-content\/uploads\/2026\/02\/image-5-2048x1035.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h1 class=\"wp-block-heading\" id=\"FbsiE\">1. \u6838\u5fc3\u63d0\u70bc<\/h1>\n\n\n\n<p id=\"u22e25f1e\">Kimi 2.5 \u662f\u4e00\u4e2a\u591a\u6a21\u6001\u6a21\u578b\uff0c\u600e\u4e48\u505a\u5230\u591a\u6a21\u6001\u7684\uff1f\u4f9d\u8d56\u4e09\u70b9\uff1a<\/p>\n\n\n\n<p>\uff081\uff09<code>joint text-vision pre-training<\/code>\uff1b<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8fd9\u4e2a\u90e8\u5206\u663e\u8457\u5730\u53d8\u5316\u662f\uff1a\u5e76\u4e0d\u662f\u628avision\u7684embedding\u653e\u5230llm\u6a21\u578b\u4e2d\uff0c\u800c\u662f<strong>\u5728\u8bad\u7ec3\u65e9\u671f<\/strong>\u5c31\u8fdb\u884c\u6309\u7167\u6bd4\u4f8b\u7684\u878d\u5408\u3002<\/li>\n<\/ul>\n\n\n\n<p>\uff082\uff09<code>zero-vision SFT<\/code>\uff1b<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8fd9\u4e2a\u5176\u5b9e\u5c31\u662f\u5728\u5fae\u8c03\u9636\u6bb5\uff0c\u4e0d\u5e26vision\u6570\u636e\u73a9\u513f\uff0c\u53ea\u7528\u6587\u672c\u6570\u636e\u5fae\u8c03\u3002<\/li>\n<\/ul>\n\n\n\n<p>\uff083\uff09<code>joint text-vision reinforcement learing<\/code>;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5173\u952e\u53d1\u73b0\uff1a<em><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-red-color\">Crucially, we find visual RL enhances textual performance rather than degrading it<\/mark><\/em><\/li>\n<\/ul>\n\n\n\n<p id=\"uce81b307\">\u540c\u65f6\uff0ckimi 2.5 \u5f15\u5165\u4e86Agent Swarm\u529f\u80fd\uff1a<strong>\u4e00\u4e2a\u5177\u6709\u7f16\u6392\u5e76\u884cAgent \u80fd\u529b\u7684\u6846\u67b6\uff0c\u8fd9\u4e2a\u6846\u67b6\u53ef\u4ee5\u5c06\u590d\u6742\u7684\u4efb\u52a1\u62c6\u5206\u6210\u6df7\u5408\u7684\u5b50\u4efb\u52a1\uff0c\u7136\u540e\u5e76\u884c\u6267\u884c\u3002<\/strong><\/p>\n\n\n\n<p id=\"u03a5bce3\">\u5b9e\u9a8c\u8bc1\u660e\uff0c\u4e0e\u4e1a\u754c\u7684\u51e0\u4e2a\u9876\u5c16\u95ed\u6e90\u6a21\u578b\u76f8\u6bd4\uff0cKimi K2.5\u6548\u679c\u4e0d\u9519\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/intranetproxy.alipay.com\/skylark\/lark\/0\/2026\/png\/79956334\/1770368869421-83a5ca08-0a50-4c3b-b46f-fa1e5ef16a77.png\" alt=\"\" title=\"\"\/><\/figure>\n\n\n\n<p id=\"uf6a54195\"><strong>BrowseComp = Browser Competency Benchmark<\/strong>\uff08\u6d4f\u89c8\u5668\u80fd\u529b\u57fa\u51c6\u6d4b\u8bd5\uff09\uff0c\u6d4b\u8bd5\u7684\u662fAgents\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u5728\u7b14\u8005\u81ea\u5df1\u56e2\u961f\u7684\u4e1a\u52a1benchmark\u4e2d\uff0cKimi K2.5 \u53d6\u5f97\u7684\u6548\u679c\u6574\u4f53\u4e0eQwen3-235B-A22B-Instruct \u5dee\u4e0d\u591a\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p>\u7b80\u8a00\u4e4bKimi K2.5 \u7684\u5173\u952e\u6539\u8fdb\uff0c\u5c31\u4e24\u70b9\uff1a<strong>\u8054\u5408\u7684\u6587\u672c\u3001\u89c6\u89c9\u8bad\u7ec3 + Agent Swarm \u7684\u521b\u65b0<\/strong>\u3002\u4e0b\u9762\u5c31\u9488\u5bf9\u8fd9\u4e24\u70b9\uff0c\u8be6\u7ec6\u5730\u5c55\u5f00\u53d9\u8ff0\u3002<\/p>\n\n\n\n<h1 class=\"wp-block-heading\" id=\"nlFES\">2. \u56fe\u6587\u8054\u5408\u4f18\u5316\u8bad\u7ec3<\/h1>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Kimi K2.5 \u539f\u751f\u7684\u591a\u6a21\u6001\u5927\u6a21\u578b\uff0c\u5728<strong>15\u4e07\u4ebf\u56fe\u6587token<\/strong>\u4e0b\u8bad\u7ec3\u5f97\u5230\u3002<strong><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-red-color\">\u5176\u5b9e\u73b0\u5728\u4e1a\u754c\u8fd8\u6ca1\u6709\u5bf9\u56fe\u6587\u6df7\u5408\u8bad\u7ec3\u7684\u65b9\u5f0f\u5f62\u6210\u5171\u8bc6\u3002<\/mark><\/strong>\u6b63\u5982\u6587\u4e2d\u6240\u8bf4\uff1a<\/li>\n<\/ul>\n\n\n\n<p id=\"ub1243b1f\"><code><em>A key design question for multimodal pre-training is: Given a fixed vision-text token budget, what is the optimal vision-text joint-training strategy.<\/em><\/code><\/p>\n\n\n\n<p id=\"u027b881a\">kimi2.5 \u7684\u8fd9\u79cd\u505a\u6cd5\u5e76\u975e\u4e1a\u754c\u6700\u65b0\uff0c\u76ee\u524d\u6765\u770b\uff0c<code>Native Multimodal Pretraining<\/code> \u5df2\u7ecf\u662f\u73b0\u5728\u4e1a\u754c\u6bd4\u8f83\u901a\u7528\u7684\u505a\u6cd5\u4e86\u3002\u6bd4\u5982qwen3\u7cfb\u5217\u5c31\u662f\u8fd9\u4e48\u505a\u7684\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/intranetproxy.alipay.com\/skylark\/lark\/0\/2026\/png\/79956334\/1770371811458-d8078ae8-a9fa-4b05-b749-ecfcef2a9225.png\" alt=\"\" title=\"\"\/><\/figure>\n\n\n\n<p id=\"u01d2dce6\">\u4e4b\u524d\u7684\u5de5\u4f5c\uff1a\u6bd4\u5982qwen3vl\/seed1.5vl \u90fd\u662f\u5728LLM\u8bad\u7ec3\u504f\u540e\u7684\u9636\u6bb5\uff0c\u4ee5\u4e00\u4e2a\u6bd4\u8f83\u5927\u7684\u6bd4\u4f8b\uff0850%\u6216\u8005\u66f4\u9ad8\uff09\u6765\u52a0\u901f\u591a\u6a21\u6001\u80fd\u529b\u7684\u83b7\u53d6\uff0c\u5c06\u591a\u6a21\u6001\u80fd\u529b\u89c6\u4e3a\u5728\u8bed\u8a00\u80fd\u529b\u57fa\u7840\u4e0a\u7684\u4e8b\u540e\u9644\u52a0\uff08\u6216\uff1a\u4e8b\u540e\u8ffd\u52a0\u7684\u8865\u5145\uff09\u3002<\/p>\n\n\n\n<p id=\"u21f501b8\">kimi\u56e2\u961f\u7ed9\u51fa\u4e86\u4e00\u4e2a\u6d88\u878d\u5b9e\u9a8c\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/intranetproxy.alipay.com\/skylark\/lark\/0\/2026\/png\/79956334\/1770375224884-40a56cb2-60a3-4958-80b8-1ff62b127d1b.png\" alt=\"\" title=\"\"\/><\/figure>\n\n\n\n<p id=\"ue4eece02\">\u8fd9\u4e2a\u5b9e\u9a8c\u770b\u4f3c\u7b80\u5355\uff0c<s>\u5b9e\u9645\u4e0a\u662f\u5927\u51e0\u5341\u4e07\u3001\u751a\u81f3\u51e0\u767e\u4e07\u7684\u6210\u672c<\/s>\u3002\u8fd9\u4e2a\u5b9e\u9a8c\u8868\u660e\u4e00\u4e2a\u9053\u7406\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8d8a\u65e9\u505a\u878d\u5408\uff0c\u4f46\u662f\u9700\u8981\u7528\u6bd4\u8f83\u4f4e\u7684\u914d\u6bd4\uff0c\u5bf9\u6a21\u578b\u6548\u679c\u7684\u63d0\u5347\u8d8a\u6709\u6548\u3002<\/strong><\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Zero-Vision SFT<\/h2>\n\n\n\n<p id=\"u7b408b3c\">\u5728\u9884\u8bad\u7ec3\u5b8c\u6210\u540e\uff0c\u63a5\u7740\u5c31\u505a\u4e86\u8fd9\u4e2aZero-Vision SFT \u64cd\u4f5c\u3002\u76ee\u7684\u662f\u4e3a\u4e86\u8ba9\u6a21\u578b\u6709\u4e00\u5b9a\u7684Agent\u80fd\u529b\u3002<\/p>\n\n\n\n<p id=\"u5d84928c\">\u4ec5\u505a\u8fc7\u9884\u8bad\u7ec3\u7684\u6a21\u578b\u6ca1\u6709function call\u7684\u80fd\u529b\u3002\u4f46\u53c8\u6025\u9700\u8fd9\u79cd\u80fd\u529b\uff0c\u5374\u53c8\u6ca1\u6709\u56fe+\u6587=>Function call\u7684\u8fd9\u7c7b\u6570\u636e\uff0c\u6240\u4ee5\u53ea\u597d\u7528text \u7c7b\u578b\u7684\u6570\u636e\u6765\u505a\u8fd9\u4ef6\u4e8b\u513f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u8054\u5408\u7684\u591a\u6a21\u6001\u5f3a\u5316\u5b66\u4e60<\/h2>\n\n\n\n<p>\u7528\u8fc7qwen2.5-vl\/3vl\u7684\u670b\u53cb\u80af\u5b9a\u90fd\u6709\u4e00\u79cd\u4f53\u9a8c\uff0c\u5c31\u662f\u6a21\u578b\u6709\u7684\u65f6\u5019\u5c31\u662f\u4e0d\u901a\u8fc7\u56fe\u7247\u5185\u5bb9\u6765\u5224\u65ad\u3001\u7406\u89e3\u95ee\u9898\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u5f0a\u7aef\uff0cKimi\u56e2\u961f\u63d0\u51fa\u4e86\u4e00\u79cd\u53eb\u505a\u7ed3\u679c\u5bfc\u5411\u7684RL\u65b9\u6cd5\u3002\u8fd9\u79cdRL\u65b9\u6cd5\u4e3b\u8981\u7528\u4e8e\u4e09\u79cd\u573a\u666f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Visual grounding and counting<\/li>\n\n\n\n<li>Chart and document understading<\/li>\n\n\n\n<li>Vision-critical STEM problems<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u4e09\u79cd\u573a\u666f\u90fd\u6709\u4e00\u4e2a\u663e\u8457\u7684\u7279\u5f81\u5c31\u662f\uff1a\u89e3\u51b3\u7528\u6237\u7684\u95ee\u9898\u5fc5\u987b\u4f9d\u8d56\u56fe\u7247\u5185\u5bb9\u3002\u5b9e\u9a8c\u8bc1\u660e\uff0c\u8fd9\u4e2a\u65b9\u5f0f\u7684\u6548\u679c\u8fd8\u662f\u6bd4\u8f83\u660e\u663e\u7684\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"658\" src=\"http:\/\/101.132.154.235\/wp-content\/uploads\/2026\/02\/image-7-1024x658.png\" alt=\"\" class=\"wp-image-389\" srcset=\"https:\/\/www.aitouzi.tech\/wp-content\/uploads\/2026\/02\/image-7-1024x658.png 1024w, https:\/\/www.aitouzi.tech\/wp-content\/uploads\/2026\/02\/image-7-150x96.png 150w, https:\/\/www.aitouzi.tech\/wp-content\/uploads\/2026\/02\/image-7-768x493.png 768w, https:\/\/www.aitouzi.tech\/wp-content\/uploads\/2026\/02\/image-7-1536x987.png 1536w, https:\/\/www.aitouzi.tech\/wp-content\/uploads\/2026\/02\/image-7.png 1930w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u540c\u65f6\uff0c\u7ed9\u51fa\u4e86\u5728Vision-RL \u524d\u540e\uff0c\u7eaf\u6587\u672cbenchmark\u4e0a\u7684\u80fd\u529b\u63d0\u5347\u5bf9\u6bd4\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"248\" src=\"http:\/\/101.132.154.235\/wp-content\/uploads\/2026\/02\/image-8-1024x248.png\" alt=\"\" class=\"wp-image-390\" srcset=\"https:\/\/www.aitouzi.tech\/wp-content\/uploads\/2026\/02\/image-8-1024x248.png 1024w, https:\/\/www.aitouzi.tech\/wp-content\/uploads\/2026\/02\/image-8-150x36.png 150w, https:\/\/www.aitouzi.tech\/wp-content\/uploads\/2026\/02\/image-8-768x186.png 768w, https:\/\/www.aitouzi.tech\/wp-content\/uploads\/2026\/02\/image-8.png 1412w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>RL\u7684\u4e00\u4e2a\u5178\u578b\u7684\u7279\u5f81\u5c31\u662f\uff1a<strong>\u6cdb\u5316\u80fd\u529b\u8d3c\u5f3a<\/strong>\u3002<\/p>\n\n\n\n<h1 class=\"wp-block-heading\" id=\"QSBli\">3. Agent swarm<\/h1>\n\n\n\n<p id=\"u231f5a13\">Kimi 2.5\u4e2d\u6700\u7a81\u51fa\u7684\u529f\u80fd\u5c31\u662f\u8fd9\u4e2a\u3002\u672c\u8d28\u4e0a\u5c31\u662f\u652f\u6301\u591a\u4e2aAgent \u7f16\u6392\u7684\u6846\u67b6\u3002\u4e3a\u4e86\u8bad\u7ec3\u8fd9\u4e2aAgent Swarm\uff0c\u63d0\u51fa\u4e86\u4e00\u4e2a Parallel-Agent Reinforcement Learning (PARL)\uff0c\u8fd9\u79cd\u8303\u5f0f\u4e0e\u4e4b\u524d\u7684\u4f20\u7edf\u7684\u667a\u80fd\u4f53RL\u6709\u533a\u522b\uff0c\u65b0\u589e\u4e86\uff1a\uff081\uff09\u5b50Agent\u521b\u5efa\uff1b\uff082\uff09\u4efb\u52a1\u59d4\u6d3e\u7b49\u8bad\u7ec3\u76ee\u6807\u3002<\/p>\n\n\n\n<p id=\"u39368208\">orchestrator\uff1a\u7f16\u6392\u5668<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/intranetproxy.alipay.com\/skylark\/lark\/0\/2026\/png\/79956334\/1770378901172-060dd3db-9831-4fee-9a23-c3cd44c9c401.png\" alt=\"\" title=\"\"\/><\/figure>\n\n\n\n<p id=\"u1136c484\">\u8bad\u7ec3orchestrator \u7f16\u6392\u5668\u662f\u4e00\u4e2a\u975e\u5e38\u590d\u6742\u7684\u8fc7\u7a0b\uff0c\u6240\u4ee5\u5b9a\u4e49\u4e86\u4e00\u4e2a\u5956\u52b1\u51fd\u6570\u5982\u4e0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/intranetproxy.alipay.com\/skylark\/lark\/0\/2026\/png\/79956334\/1771730743815-0c00f787-551c-4fe7-9d67-c2a0455b7e9a.png\" alt=\"\" title=\"\"\/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><math data-latex=\"r_{parallel}\"><semantics><msub><mi>r<\/mi><mrow><mi>p<\/mi><mi>a<\/mi><mi>r<\/mi><mi>a<\/mi><mi>l<\/mi><mi>l<\/mi><mi>e<\/mi><mi>l<\/mi><\/mrow><\/msub><annotation encoding=\"application\/x-tex\">r_{parallel}<\/annotation><\/semantics><\/math> \u662f\u4e00\u4e2a\u7528\u4e8e\u63a7\u5236\u5e76\u884c\u7684\u7a0b\u5ea6\u7684\u5956\u52b1\uff1b<\/li>\n\n\n\n<li><math data-latex=\"r_{finish}\"><semantics><msub><mi>r<\/mi><mrow><mi>f<\/mi><mi>i<\/mi><mi>n<\/mi><mi>i<\/mi><mi>s<\/mi><mi>h<\/mi><\/mrow><\/msub><annotation encoding=\"application\/x-tex\">r_{finish}<\/annotation><\/semantics><\/math> \u662f\u4e00\u4e2a\u7528\u4e8e\u8ba1\u7b97sub-agent \u4efb\u52a1\u5b8c\u6210\u7a0b\u5ea6\u7684\u5956\u52b1\uff1b<\/li>\n\n\n\n<li><math data-latex=\"r_{perf}\"><semantics><msub><mi>r<\/mi><mrow><mi>p<\/mi><mi>e<\/mi><mi>r<\/mi><mi>f<\/mi><\/mrow><\/msub><annotation encoding=\"application\/x-tex\">r_{perf}<\/annotation><\/semantics><\/math>\u662f\u4efb\u52a1\u7ea7\u7684\u8f93\u51fa\u7ed3\u679c<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<p><em>To ensure the final policy optimizes for the primary objective, the hyperparameters \u03bb1 and \u03bb2 are annealed to zero over<\/em> <em>the course of training.<\/em><\/p>\n\n\n\n<p>\u5bf9\u4e8e\u8fd9\u6bb5\u8bdd\uff0c\u5176\u5b9e\u4e0d\u592a\u597d\u7406\u89e3\uff0c\u5982\u679c<em>\u03bb1 \u4e0e \u03bb2 <\/em>\u7f29\u5c0f\u81f30\uff0c\u90a3\u4e48\u600e\u4e48\u53bb\u5956\u52b1\u8fd9\u4e2a\u5e76\u884c\u7a0b\u5ea6\u5462\uff1f\u6211\u89e3\u91ca\u4e00\u4e0b\uff1a<\/p>\n\n\n\n<p><strong>1. \u8bad\u7ec3\u521d\u671f\uff1a\u7528 $\\lambda_1$ \u907f\u514d\u201c\u4e32\u884c\u5d29\u6e83 (Serial Collapse)\u201d<\/strong><\/p>\n\n\n\n<p>\u8bad\u7ec3\u4e00\u4e2a\u53ef\u9760\u7684\u5e76\u884c\u7f16\u6392\u5668\uff08orchestrator\uff09\u5f88\u96be\u3002\u5728\u8bad\u7ec3\u521a\u5f00\u59cb\u65f6\uff0c\u6a21\u578b\u4e3a\u4e86\u7a33\u59a5\uff0c\u503e\u5411\u4e8e\u9677\u5165\u4e00\u4e2a\u5c40\u90e8\u6700\u4f18\u89e3\u2014\u2014\u53ea\u4f7f\u7528\u5355\u667a\u80fd\u4f53\u4e32\u884c\u6267\u884c\uff08serial collapse\uff09\u3002\u4e3a\u4e86\u6253\u7834\u8fd9\u4e2a\u50f5\u5c40\uff0c\u5f15\u5165\u4e86<math data-latex=\"r_{\\text{parallel}}\"><semantics><msub><mi>r<\/mi><mtext>parallel<\/mtext><\/msub><annotation encoding=\"application\/x-tex\">r_{\\text{parallel}}<\/annotation><\/semantics><\/math> \u8fd9\u4e2a\u5b9e\u4f8b\u5316\u5956\u52b1\u3002\u8fd9\u65f6\u5019 $\\lambda_1$ \u662f\u4e00\u4e2a\u5927\u4e8e 0 \u7684\u503c\uff0c\u76f8\u5f53\u4e8e\u7ed9\u6a21\u578b\u53d1\u201c\u8865\u8d34\u201d\uff0c\u5f3a\u884c\u9f13\u52b1\u5b83\uff1a\u201c<strong>\u53bb\u5c1d\u8bd5\u62c9\u8d77\u591a\u4e2a\u5b50\u667a\u80fd\u4f53\u5e76\u53d1\u6267\u884c\u5427\uff0c\u53ea\u8981\u4f60\u6562\u4e8e\u63a2\u7d22\u5e76\u53d1\uff0c\u6211\u5c31\u7ed9\u4f60\u5206\u3002<\/strong>\u201d<\/p>\n\n\n\n<p><strong>2. \u8bad\u7ec3\u540e\u671f\uff1a\u9000\u706b\u4e3a 0\uff0c\u56de\u5f52\u771f\u5b9e\u4e1a\u52a1\u76ee\u6807<\/strong><\/p>\n\n\n\n<p>\u968f\u7740\u8bad\u7ec3\u7684\u63a8\u8fdb\uff0c\u7f16\u6392\u5668\u5df2\u7ecf\u5b66\u4f1a\u4e86\u5982\u4f55\u8c03\u5ea6\u5e76\u53d1\u7a7a\u95f4\u3002\u8fd9\u65f6\u5019\u5982\u679c $\\lambda_1$ \u8fd8\u4e0d\u964d\u4e3a 0\uff08\u6bd4\u5982\u4fdd\u6301\u5728 1\uff09\uff0c\u6a21\u578b\u5c31\u4f1a\u5b66\u4f1a\u201c\u94bb\u7a7a\u5b50\uff08Reward Hacking\uff09\u201d\u2014\u2014\u4e3a\u4e86\u5237\u8fd9\u4e2a\u5e76\u884c\u7684\u5956\u52b1\u5206\uff0c\u54ea\u6015\u5f53\u524d\u7684\u4efb\u52a1\u5f88\u7b80\u5355\uff0c\u6839\u672c\u4e0d\u9700\u8981\u5e76\u53d1\uff0c\u5b83\u4e5f\u4f1a\u5f3a\u884c\u62c9\u8d77\u4e00\u5806\u6beb\u65e0\u610f\u4e49\u7684\u5b50\u667a\u80fd\u4f53\u3002<\/p>\n\n\n\n<p>\u4f46\u5f53\u7cfb\u7edf\u9010\u6e10\u6210\u719f\u540e\uff0c\u4f60\u5c31\u5fc5\u987b\u628a\u8fd9\u79cd\u201c\u4e3a\u5e76\u53d1\u800c\u5e76\u53d1\u201d\u7684\u5956\u52b1\u64a4\u6389\uff08\u9000\u706b\u81f3 0\uff09\u3002\u56e0\u4e3a\u7cfb\u7edf\u7684\u6700\u7ec8\u6838\u5fc3\u76ee\u6807\uff08\u4e5f\u5c31\u662f\u516c\u5f0f\u91cc\u7684 $r_{\\text{perf}}(x,y)$\uff0cTask-level outcome\uff09\u662f<strong>\u7b56\u7565\u7684\u8d28\u91cf<\/strong>\u3002\u64a4\u6389 $\\lambda_1$ \u540e\uff0c\u4e3b\u63a7 Agent \u624d\u80fd\u771f\u6b63\u6839\u636e\u4e1a\u52a1\u9700\u6c42\u53bb\u81ea\u4e3b\u5224\u65ad\uff1a\u5f53\u524d\u8fd9\u4e2a\u5546\u5bb6\u753b\u50cf\u7684\u751f\u6210\uff0c\u5230\u5e95\u9700\u8981\u51e0\u4e2a Agent \u534f\u4f5c\uff1f\u5b83\u4f1a\u81ea\u53d1\u5730\u5bfb\u627e\u6548\u7387\u548c\u8d28\u91cf\u7684\u6700\u4f73\u5e73\u8861\uff0c\u800c\u4e0d\u662f\u88ab\u8f85\u52a9\u6307\u6807\u7ed1\u67b6\u3002<\/p>\n\n\n\n<p><strong>\u6240\u4ee5\uff0c$\\lambda_1$ \u548c $\\lambda_2$ \u5c31\u50cf\u662f\u6559\u5c0f\u5b69\u9a91\u81ea\u884c\u8f66\u65f6\u7684\u201c\u8f85\u52a9\u8f6e\u201d\uff0c\u5b66\u4f1a\u4e86\u4e4b\u540e\uff08\u9000\u706b\u5230 0\uff09\u5c31\u5f97\u62c6\u6389\uff0c\u8fd9\u6837\u624d\u80fd\u9a91\u5f97\u53c8\u5feb\u53c8\u7a33\u3002<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Critical Steps as Resource Constraint<\/h2>\n\n\n\n<p>\u4e3a\u4e86\u8861\u91cf\u8ba1\u7b97\u7684\u65f6\u95f4\u6d88\u8017\uff0c\u6dfb\u52a0\u4e86\u4e00\u4e2a critical step \u7528\u4e8e\u8ba1\u7b97\u5ea6\u91cf\u3002\u8ba1\u7b97\u516c\u5f0f\u5982\u4e0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"684\" height=\"162\" src=\"http:\/\/101.132.154.235\/wp-content\/uploads\/2026\/02\/image-2.png\" alt=\"\" class=\"wp-image-382\" srcset=\"https:\/\/www.aitouzi.tech\/wp-content\/uploads\/2026\/02\/image-2.png 684w, https:\/\/www.aitouzi.tech\/wp-content\/uploads\/2026\/02\/image-2-150x36.png 150w\" sizes=\"auto, (max-width: 684px) 100vw, 684px\" \/><\/figure>\n\n\n\n<h1 class=\"wp-block-heading\">4. \u67b6\u6784\u4e00\u89c8<\/h1>\n\n\n\n<p>\u6574\u4e2a\u8bad\u7ec3\u7684\u9636\u6bb5\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"336\" src=\"http:\/\/101.132.154.235\/wp-content\/uploads\/2026\/02\/image-3-1024x336.png\" alt=\"\" class=\"wp-image-383\" srcset=\"https:\/\/www.aitouzi.tech\/wp-content\/uploads\/2026\/02\/image-3-1024x336.png 1024w, https:\/\/www.aitouzi.tech\/wp-content\/uploads\/2026\/02\/image-3-150x49.png 150w, https:\/\/www.aitouzi.tech\/wp-content\/uploads\/2026\/02\/image-3-768x252.png 768w, https:\/\/www.aitouzi.tech\/wp-content\/uploads\/2026\/02\/image-3-1536x504.png 1536w, https:\/\/www.aitouzi.tech\/wp-content\/uploads\/2026\/02\/image-3.png 2000w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u6574\u4e2aKimi K2.5 \u7684\u591a\u6a21\u6001\u67b6\u6784\u5305\u62ec3\u4e2a\u90e8\u5206\uff1a\u4e00\u4e2a\u4e09\u7ef4\u7684\u539f\u751f\u5206\u8fa8\u7387\u89c6\u89c9\u7f16\u7801\u5668\uff08MoonViT-3D\uff09\uff0c\u4e00\u4e2aMLP\u7684projector\uff1b\u4e00\u4e2aKimi K2 MOE \u7684LLM\u3002\u6574\u4f53\u67b6\u6784\u8ddfKimi vl \u76f8\u4f3c\uff0c\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"763\" src=\"http:\/\/101.132.154.235\/wp-content\/uploads\/2026\/02\/image-4-1024x763.png\" alt=\"\" class=\"wp-image-384\" srcset=\"https:\/\/www.aitouzi.tech\/wp-content\/uploads\/2026\/02\/image-4-1024x763.png 1024w, https:\/\/www.aitouzi.tech\/wp-content\/uploads\/2026\/02\/image-4-150x112.png 150w, https:\/\/www.aitouzi.tech\/wp-content\/uploads\/2026\/02\/image-4-768x573.png 768w, https:\/\/www.aitouzi.tech\/wp-content\/uploads\/2026\/02\/image-4.png 1344w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u9884\u8bad\u7ec3<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u57fa\u4e8eKimi K2 \u7684checkpoint\uff1b<\/li>\n\n\n\n<li>\u4e09\u4e2a\u9636\u6bb5\u5408\u8ba1\u8bad\u7ec315T tokens\uff1b\n<ul class=\"wp-block-list\">\n<li>\u7b2c\u4e00\uff0c\u5355\u72ec\u7684ViT \u8bad\u7ec3\uff0c\u7528\u4e8e\u5efa\u7acb\u4e00\u4e2a\u9c81\u68d2\u7684\u539f\u751f\u5206\u8fa8\u7387\u7684\u7f16\u7801\u5668\uff1b<\/li>\n\n\n\n<li>\u7b2c\u4e8c\uff0c\u8054\u5408\u7684\u9884\u8bad\u7ec3\uff0c\u7528\u4e8e\u540c\u65f6\u63d0\u5347\u8bed\u8a00\u548c\u89c6\u89c9\u7684\u80fd\u529b\uff1b<\/li>\n\n\n\n<li>\u7b2c\u4e09\uff0c\u7528\u4e8e\u63d0\u5347\u957f\u4e0a\u4e0b\u6587\u4e0b\u7684\u6a21\u578b\u80fd\u529b\uff0c\u8fd9\u90e8\u5206\u6587\u7ae0\u91cc\u9762\u79f0\u4f5c\u662fmid-training\uff1b<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u540e\u8bad\u7ec3<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u76d1\u7763\u5fae\u8c03<\/h3>\n\n\n\n<p>\u4f7f\u7528\u591a\u4e2a\u6a21\u578b\u5408\u6210\u7684\u6570\u636e\u6765\u505aSFT\u3002\u6a21\u578b\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>K2<\/li>\n\n\n\n<li>K2 Thinking<\/li>\n\n\n\n<li>\u4e00\u7cfb\u5217\u7684\u5185\u90e8\u4e13\u5bb6\u6a21\u578b<\/li>\n<\/ul>\n\n\n\n<p>\u540c\u65f6\uff0c\u9488\u5bf9\u4e0d\u540c\u7684\u9886\u57df\uff0c\u6709\u4e0d\u540c\u7684\u751f\u6210\u7b56\u7565\uff0c\u540c\u65f6\u5305\u542b\u4e86\u4eba\u5de5\u6807\u6ce8\uff0c\u9ad8\u7ea7\u7684prompt\u5de5\u7a0b\uff0c\u591a\u9636\u6bb5\u9a8c\u8bc1\u7b49\u3002<\/p>\n\n\n\n<p>\u8fd9\u79cd\u65b9\u6cd5\u5f97\u5230\u4e86\u5927\u89c4\u6a21\u7684\u6307\u4ee4\u8c03\u4f18\u6570\u636e\uff0c\u8fd9\u4e9b\u6570\u636e\u6709\u7740\u5404\u79cd\u4e0d\u540c\u7684prompts\uff0c\u590d\u6742\u7684\u63a8\u7406\u8f68\u8ff9\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5f3a\u5316\u8bad\u7ec3<\/h2>\n\n\n\n<p>\u5f3a\u5316\u8bad\u7ec3\u662f\u540e\u8bad\u7ec3\u4e2d\u7684\u5173\u952e\u90e8\u5206\u3002\u5bf9\u4e8e\u4e0d\u540c\u4efb\u52a1\u8bbe\u8ba1\u4e86\u4e0d\u540c\u7684\u5956\u52b1\u51fd\u6570\u3002\u5bf9\u4e8e\u901a\u7528\u4efb\u52a1\u4f7f\u7528\u7684\u662f\u901a\u7528\u5956\u52b1\u51fd\u6570GRMs\uff08Generative Reward Models\uff09\u3002<\/p>\n\n\n\n<p><strong>\u751f\u6210\u5f0f\u5956\u52b1\u6a21\u578b\uff08Generative Reward Models\uff09<\/strong><\/p>\n\n\n\n<p>Kimi K2 \u91c7\u7528\u4e86\u4e00\u79cd\u9488\u5bf9\u5f00\u653e\u751f\u6210\u4efb\u52a1\u7684\u201c\u81ea\u6211\u6279\u5224\u201d\u8bc4\u5206\u6807\u51c6\u5956\u52b1\u673a\u5236\uff0c\u800c K2.5 \u5728\u6b64\u5de5\u4f5c\u57fa\u7840\u4e0a\u8fdb\u4e00\u6b65\u62d3\u5c55\uff0c\u7cfb\u7edf\u6027\u5730\u5c06\u751f\u6210\u5f0f\u5956\u52b1\u6a21\u578b\uff08GRMs\uff09\u5e94\u7528\u4e8e\u5e7f\u6cdb\u7684\u667a\u80fd\u4f53\u884c\u4e3a\u548c\u591a\u6a21\u6001\u8f68\u8ff9\u4e2d\u3002\u6211\u4eec\u5e76\u672a\u5c06\u5956\u52b1\u5efa\u6a21\u5c40\u9650\u4e8e\u5bf9\u8bdd\u8f93\u51fa\uff0c\u800c\u662f\u5c06\u5176\u6269\u5c55\u5230\u591a\u79cd\u73af\u5883\u4e2d\u7684\u5df2\u9a8c\u8bc1\u5956\u52b1\u4fe1\u53f7\u4e4b\u4e0a\uff0c\u5305\u62ec\u804a\u5929\u52a9\u624b\u3001\u4ee3\u7801\u667a\u80fd\u4f53\u3001\u641c\u7d22\u667a\u80fd\u4f53\u4ee5\u53ca\u751f\u6210\u4ea7\u7269\u7684\u667a\u80fd\u4f53\u3002<\/p>\n\n\n\n<p>\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cGRMs \u5e76\u975e\u4f5c\u4e3a\u7b80\u5355\u7684\u4e8c\u5143\u88c1\u51b3\u8005\u53d1\u6325\u4f5c\u7528\uff0c\u800c\u662f\u4f5c\u4e3a\u4e0e Kimi 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