{"id":10787,"date":"2026-08-05T23:14:53","date_gmt":"2026-08-05T15:14:53","guid":{"rendered":"https:\/\/infernews.com\/blog\/lfm2-5-2-6b-agent\/"},"modified":"2026-08-05T23:14:53","modified_gmt":"2026-08-05T15:14:53","slug":"lfm2-5-2-6b-agent","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/lfm2-5-2-6b-agent\/","title":{"rendered":"LFM2.5-2.6B\uff1a\u7d30\u6a21\u578b\u505a\u5f97\u5230\u672c\u5730 Agent"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/08\/DsoMk3kqhMYedjPiZINKv.jpg\" alt=\"Og image\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">LFM2.5-2.6B \u5c6c\u65bc\u7d93\u904e\u5f8c\u8a13\u7df4\u7684\u8a9e\u8a00\u6a21\u578b\uff0c\u57fa\u790e\u6a21\u578b\u662f LFM2.5-2.6B\uff0c\u4e26\u975e\u9801\u9762\u518d\u7d30\u5206\u6210\u5176\u4ed6\u4f86\u6e90\u6a21\u578b\u3002\u5b83\u7684\u5b9a\u4f4d\u5f88\u6e05\u695a\uff1a\u5728\u7b46\u96fb\u3001\u624b\u6a5f\u5462\u985e\u88dd\u7f6e\u4e0a\u8655\u7406\u5de5\u5177\u8abf\u7528\u3001\u7db2\u9801\u641c\u5c0b\u540c\u591a\u6b65\u5de5\u4f5c\u6d41\u7a0b\uff0c\u76e1\u91cf\u5c07\u63a8\u7406\u7559\u55ba\u672c\u5730\uff0c\u6e1b\u5c11\u8cc7\u6599\u5916\u50b3\u540c\u96f2\u7aef\u6210\u672c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6a21\u578b\u5148\u7d93\u904e\u7d04 34T tokens \u7684 pre-training\uff0c\u518d\u7528 mid-training \u5c07\u4e0a\u4e0b\u6587\u64f4\u5230 128K\u3002\u4e4b\u5f8c\u4ee5\u56db\u968e\u6bb5\u5f8c\u8a13\u7df4\u628a base model \u8b8a\u6210 agent\uff0c\u5305\u62ec\u5169\u8f2a SFT\u3001\u6309\u9818\u57df\u8a13\u7df4 teacher\u3001MOPD\uff08Multi-domain on-policy distillation\uff09\u540c Agentic RL\uff08Agentic Reinforcement Learning\uff09\u3002\u9801\u9762\u4ea6\u63d0\u5230\u5b83\u5728\u5e38\u898b agentic harness \u5167\u505a\u904e\u5f37\u5316\u5b78\u7fd2\uff0c\u76ee\u7684\u4fc2\u63d0\u5347\u540c\u5de5\u5177\u6846\u67b6\u7684\u517c\u5bb9\u5ea6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u91cd\u9ede\u653e\u5728 GGUF \u683c\u5f0f\u3001mmproj \u53ca\u91cf\u5316\u7248\u672c\uff0c\u4f46\u76ee\u524d\u63d0\u4f9b\u7684\u5167\u5bb9\u672a\u5217\u51fa\u5b8c\u6574\u6a94\u540d\u8207\u5404\u81ea\u5927\u5c0f\uff0c\u6240\u4ee5\u7121\u6cd5\u53ef\u9760\u5217\u51fa\u6bcf\u500b\u6a94\u6848\u7d30\u7bc0\u3002\u4f5c\u8005\u5efa\u8b70\u7531 <code>Q4_K_M<\/code> \u4f5c\u70ba\u8d77\u9ede\uff0c\u518d\u6309\u8a18\u61b6\u9ad4\u540c\u901f\u5ea6\u9700\u6c42\u5411\u4e0a\u6216\u5411\u4e0b\u9078\u64c7\uff1b\u9801\u9762\u540c\u6642\u6307\u51fa\u5b83\u53ef\u4ee5\u914d\u5408 <code>llama.cpp<\/code>\u3001<code>Ollama<\/code> \u540c <code>LM Studio<\/code> \u4f7f\u7528\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u5728 Apple M5 Max \u53ef\u9054 220 tok\/s\uff0c\u5728 AMD Ryzen CPU \u4e0a\u53ef\u9054 113 tok\/s\uff0c\u800c\u4e14\u8a18\u61b6\u9ad4\u9700\u6c42\u4f4e\u65bc 2.5 GB\u3002\u4e0d\u904e\uff0c\u6a21\u578b\u4ea6\u6709\u6e05\u695a\u9650\u5236\uff1a\u5b83\u4e3b\u8981\u5f37\u5728 agent \u4efb\u52d9\u540c\u5de5\u5177\u4f7f\u7528\uff0c\u4e26\u5514\u4ee3\u8868\u6240\u6709\u901a\u7528\u63a8\u7406\u5834\u666f\u90fd\u6703\u8d0f\u904e\u66f4\u5927\u7684\u6a21\u578b\uff1b\u9032\u968e\u7528\u6cd5\u53ef\u914d\u5408 MTP draft speculation\uff0c\u4f46\u9801\u9762\u672a\u63d0\u4f9b\u8db3\u5920\u7d30\u7bc0\u53bb\u5224\u65b7\u5176\u5be6\u969b\u6536\u76ca\u5e45\u5ea6\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7d04 34T tokens \u9810\u8a13\u7df4\uff0c\u5f8c\u7e8c\u518d\u505a agent \u5c0e\u5411\u5fae\u8abf<\/li>\n<li>\u4e0a\u4e0b\u6587\u7a97\u64f4\u5230 128K\uff0c\u9069\u5408\u8f03\u9577\u4efb\u52d9\u93c8<\/li>\n<li><code>Q4_K_M<\/code> \u53ef\u4f5c\u70ba\u91cf\u5316\u8d77\u9ede\uff0c\u517c\u9867\u9ad4\u7a4d\u540c\u901f\u5ea6<\/li>\n<li>\u652f\u63f4 <code>llama.cpp<\/code>\u3001<code>Ollama<\/code>\u3001<code>LM Studio<\/code><\/li>\n<li>\u8a2d\u8a08\u91cd\u9ede\u4fc2\u672c\u5730\u5de5\u5177\u8abf\u7528\u3001\u591a\u6b65 workflow\uff0c\u540c\u79c1\u96b1\u512a\u5148<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/huggingface.co\/blog\/LiquidAI\/lfm2-5-2-6b\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/huggingface.co\/collections\/LiquidAI\/lfm25\" rel=\"noopener noreferrer\"><strong>\u6a21\u578b<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>LiquidAI \u628a 2.6B \u6a21\u578b\u505a\u6210\u53ef\u96e2\u7dda\u57f7\u884c\u7684 Agent \u6838\u5fc3\uff0c\u91cd\u9ede\u662f\u5de5\u5177\u8abf\u7528\u540c\u591a\u6b65\u4efb\u52d9\u3002\u5b83\u66f4\u50cf\u4e00\u500b\u70ba\u88dd\u7f6e\u7aef\u800c\u8a2d\u7684\u5de5\u4f5c\u6a21\u578b\uff0c\u800c\u5514\u4fc2\u53ea\u8ffd\u6c42\u804a\u5929\u6d41\u66a2\u5ea6\u3002<\/p>\n","protected":false},"author":8,"featured_media":10786,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[40,166,122,76,27],"tags":[],"class_list":["post-10787","post","type-post","status-publish","format-standard","hentry","category-llama","category-mac","category-ollama","category-76","category-paper"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10787","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=10787"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10787\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/10786"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=10787"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=10787"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=10787"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}