{"id":11774,"date":"2026-09-01T17:35:19","date_gmt":"2026-09-01T09:35:19","guid":{"rendered":"https:\/\/infernews.com\/blog\/cogevol-4b\/"},"modified":"2026-09-01T17:40:59","modified_gmt":"2026-09-01T09:40:59","slug":"cogevol-4b","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/cogevol-4b\/","title":{"rendered":"CogEvol-4B \u96e2\u7dda\u6a21\u578b\u5728\u624b\u6a5f\u7b46\u96fb\u76f4\u63a5\u751f\u6210\u5b8c\u6574\u4e92\u52d5\u8ab2\u7a0b"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/09\/slide_hq3_002_q4.png\" alt=\"BF16 slide render\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u822c\u63d0\u5230 AI \u81ea\u52d5\u751f\u6210\u6559\u6750\uff0c\u591a\u534a\u9084\u662f\u8981\u9023\u96f2\u7aef API \u624d\u80fd\u8f38\u51fa HTML\uff0c\u4f46 CogEvol-4B \u7684\u505a\u6cd5\u662f\u628a\u6574\u500b\u6d41\u7a0b\u58d3\u9032\u4e00\u500b 2.4 GB \u7684 Q4_K_M GGUF \u6a94\u6848\u3002\u5b83\u4ee5 Qwen3.5-4B \u6df7\u5408\u67b6\u69cb\uff0848 \u5c64 GDN \u7dda\u6027\u6ce8\u610f\u529b + 16 \u5c64\u5168\u6ce8\u610f\u529b\uff09\u70ba\u5e95\uff0c\u7d93\u904e\u4e94\u842c\u591a\u7b46\u751f\u7522\u9a57\u8b49\u6a23\u672c\u7684 SFT\uff0c\u518d\u505a\u6295\u5f71\u7247 RL \u8207 HTML RL \u5169\u968e\u6bb5\u5f37\u5316\uff0c\u7d50\u679c\u662f\u55ae\u6b21\u524d\u5411\u50b3\u905e\u5c31\u80fd\u540c\u6642\u5410\u51fa\u7d50\u69cb\u5316\u6295\u5f71\u7247\u548c\u81ea\u5305\u542b\u7684\u4e92\u52d5\u5f0f HTML\uff0c\u4e0d\u9700\u8981\u4efb\u4f55\u5916\u90e8\u4f9d\u8cf4\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728 MacBook Pro M2 Pro 16 GB \u4e0a\uff0c\u6a21\u578b\u8dd1\u51fa\u7d04 33 tok\/s \u751f\u6210\u3001470 tok\/s prefill\uff0c\u6574\u4efd\u4e92\u52d5\u8ab2\u7a0b\u7d04\u516d\u5206\u9418\u5b8c\u6210\u3002\u5c0d\u6559\u5e2b\u3001\u57f9\u8a13\u8a2d\u8a08\u5e2b\u6216\u81ea\u5b78\u8005\u800c\u8a00\uff0c\u9019\u610f\u5473\u8457\u65b7\u7db2\u4e5f\u80fd\u628a\u4e00\u884c\u5927\u7db1\u64f4\u5c55\u6210\u53ef\u4e92\u52d5\u7684\u5b78\u7fd2\u7d20\u6750\uff0c\u4e0d\u7528\u6392\u968a\u7b49\u96f2\u7aef\uff0c\u4ea6\u6c92\u6709 API \u6210\u672c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9805\u76ee\u53ef\u6574\u5408 OpenMAIC \u8207\u8a55\u6e2c\u5de5\u5177\uff0c\u6b0a\u91cd\u653e\u5728 HuggingFace\uff0c\u4e26\u5df2\u6574\u5408\u5230\u958b\u6e90\u5e73\u53f0 OpenMAIC\uff0c\u900f\u904e .env.local \u5207\u63db\u672c\u5730 provider\uff0c\u518d\u52a0\u4e0a\u4e00\u500b runtime brief expander \u88dc\u4e01\u5373\u53ef\u5728\u65b7\u7db2\u74b0\u5883\u4e0b\u6e32\u67d3\u6240\u6709 widget\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u91cd\u9ede\u6458\u8981\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u96e2\u7dda\u53ef\u7528<\/strong>\uff1a\u6a21\u578b\u3001\u61c9\u7528\u3001\u7d20\u6750\u5168\u90e8\u672c\u5730\uff0c\u95dc WiFi \u4ecd\u80fd\u5b8c\u6574\u8dd1<\/li>\n\n\n\n<li><strong>\u6975\u8f15\u91cf\u90e8\u7f72<\/strong>\uff1a\u55ae\u4e00 2.4 GB GGUF \u6a94\uff0cApple Silicon\u3001CUDA\u3001CPU \u7686\u53ef<\/li>\n\n\n\n<li><strong>\u4e00\u9375\u751f\u6210<\/strong>\uff1a\u4e00\u53e5\u5927\u7db1\u76f4\u63a5\u8b8a\u6295\u5f71\u7247 JSON \u52a0\u53ef\u4e92\u52d5 HTML\uff0c\u7121\u9700 agent loop<\/li>\n\n\n\n<li><strong>OpenMAIC \u539f\u751f\u6574\u5408<\/strong>\uff1a\u672c\u5730 provider \u8a2d\u5b9a\u52a0\u4e0a\u88dc\u4e01\uff0c\u65b7\u7db2\u6e32\u67d3 widget<\/li>\n\n\n\n<li><strong>\u96d9\u91cd\u6388\u6b0a<\/strong>\uff1a\u7a0b\u5f0f\u78bc MIT\u3001\u6b0a\u91cd Apache 2.0\uff0c\u53ef\u5546\u7528\u4e14\u6613\u65bc\u4e8c\u6b21\u958b\u767c<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/huggingface.co\/papers\/2608.30968\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/CogEvol\/CogEvol-4B\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a> \u2022 <a href=\"https:\/\/huggingface.co\/CogEvol\/CogEvol-4B\" target=\"_blank\" rel=\"noopener\"><strong>\u6a21\u578b<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>CogEvol-4B \u628a\u4e00\u53e5\u8ab2\u7a0b\u5927\u7db1\u8b8a\u6210\u7d50\u69cb\u5316\u6295\u5f71\u7247 JSON \u52a0\u53ef\u7368\u7acb\u904b\u884c\u7684\u4e92\u52d5 HTML\uff0c\u5168\u7a0b\u5728\u7b46\u96fb\u96e2\u7dda\u5b8c\u6210\uff0c\u7121\u9700 API \u6216\u96f2\u7aef\u3002<\/p>\n","protected":false},"author":8,"featured_media":11773,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"wpai_generated_summary":"","footnotes":""},"categories":[133,185,116,76],"tags":[],"class_list":["post-11774","post","type-post","status-publish","format-standard","hentry","category-133","category-qwen","category-agentic","category-76"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/11774","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=11774"}],"version-history":[{"count":2,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/11774\/revisions"}],"predecessor-version":[{"id":11777,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/11774\/revisions\/11777"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/11773"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=11774"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=11774"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=11774"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}