{"id":6478,"date":"2025-09-27T00:44:06","date_gmt":"2025-09-26T16:44:06","guid":{"rendered":"https:\/\/infernews.com\/?p=6478"},"modified":"2025-09-27T00:44:08","modified_gmt":"2025-09-26T16:44:08","slug":"cwm-320-%e5%84%84%e5%8f%83%e6%95%b8-32b-%e7%9a%84%e4%bb%a3%e7%a2%bc%e6%8e%a8%e7%90%86%e6%a8%a1%e5%9e%8b","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/cwm-320-%e5%84%84%e5%8f%83%e6%95%b8-32b-%e7%9a%84%e4%bb%a3%e7%a2%bc%e6%8e%a8%e7%90%86%e6%a8%a1%e5%9e%8b\/","title":{"rendered":"CWM 320 \u5104\u53c3\u6578 (32B) \u7684\u4ee3\u78bc\u63a8\u7406\u6a21\u578b"},"content":{"rendered":"\n<p><a href=\"https:\/\/huggingface.co\/facebook\/cwm\">CWM<\/a> \u7531 Meta \u958b\u767c\uff0c\u662f\u500b 320 \u5104\u53c3\u6578 (32B) \u7684\u5bc6\u96c6\u81ea\u56de\u6b78\u89e3\u78bc\u5668\u8a9e\u8a00\u6a21\u578b\uff08dense decoder-only autoregressive LLM\uff09<\/p>\n\n\n\n<p>\u7279\u5225\u5f37\u8abf\u5982\u4f55\u5efa\u6a21\u8207\u63a8\u7406\u300c\u7a0b\u5f0f\u548c\u6307\u4ee4\u300d\u5c0d\u74b0\u5883\u72c0\u614b\u7684\u5f71\u97ff\uff0c\u88ab\u8a2d\u8a08\u70ba\u80fd\u7406\u89e3 agentic workflow\uff08\u5373 LLM \u8207\u8a08\u7b97\u74b0\u5883\u4e92\u52d5\u904e\u7a0b\u4e2d\u7684\u8ecc\u8de1\uff09<\/p>\n\n\n\n<p>\u5c08\u6ce8\u65bc\u7a0b\u5f0f\u5408\u6210\u8207\u7a0b\u5f0f\u7406\u89e3\u3001\u4ee3\u78bc\u63a8\u7406\u7b49\u7814\u7a76\u76f8\u95dc\u4efb\u52d9\u3002\u4e0d\u9069\u5408\u62ff\u4f86\u505a\u5e38\u898f\u77e5\u8b58\u554f\u7b54\u3001\u9592\u804a\u52a9\u7406\u3001\u6216\u751f\u7522\u74b0\u5883 AI\u3002(<a href=\"https:\/\/ai.meta.com\/research\/publications\/cwm-an-open-weights-llm-for-research-on-code-generation-with-world-models\/\">\u76f8\u95dc\u8ad6\u6587<\/a>) \uff08<a href=\"https:\/\/github.com\/facebookresearch\/cwm\">GitHub<\/a>\uff09<\/p>\n\n\n<figure class=\"wp-block-embed-youtube wp-block-embed is-type-video is-provider-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"lyte-wrapper\" title=\"Meta&amp;#039;s Code World Model\" style=\"width:853px;max-width:100%;margin:5px auto;\"><div class=\"lyMe\" id=\"WYL_vUYhfbj52E0\" itemprop=\"video\" itemscope itemtype=\"https:\/\/schema.org\/VideoObject\"><div><meta itemprop=\"thumbnailUrl\" content=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2FvUYhfbj52E0%2Fhqdefault.jpg\" \/><meta itemprop=\"embedURL\" content=\"https:\/\/www.youtube.com\/embed\/vUYhfbj52E0\" \/><meta itemprop=\"duration\" content=\"PT12M30S\" \/><meta itemprop=\"uploadDate\" content=\"2025-09-26T13:45:15Z\" \/><\/div><meta itemprop=\"accessibilityFeature\" content=\"captions\" \/><div id=\"lyte_vUYhfbj52E0\" data-src=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2FvUYhfbj52E0%2Fhqdefault.jpg\" class=\"pL\"><div class=\"tC\"><div class=\"tT\" itemprop=\"name\">Meta&#039;s Code World Model<\/div><\/div><div class=\"play\"><\/div><div class=\"ctrl\"><div class=\"Lctrl\"><\/div><div class=\"Rctrl\"><\/div><\/div><\/div><noscript><a href=\"https:\/\/youtu.be\/vUYhfbj52E0\" rel=\"nofollow\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2FvUYhfbj52E0%2F0.jpg\" alt=\"Meta&amp;#039;s Code World Model\" width=\"853\" height=\"460\" \/><br \/>Watch this video on YouTube<\/a><\/noscript><meta itemprop=\"description\" content=\"In this video I look at some new research out of Meta which is a code world model and is basically an LLM trained in a different way to try and get it to understand the tokens that it&#039;s generating. more than a conventional LLM. Blog: https:\/\/ai.meta.com\/research\/publications\/cwm-an-open-weights-llm-for-research-on-code-generation-with-world-models\/ HF: https:\/\/huggingface.co\/facebook\/cwm For more tutorials on using LLMs and building agents, check out my Patreon Patreon: https:\/\/www.patreon.com\/SamWitteveen Twitter: https:\/\/x.com\/Sam_Witteveen \ud83d\udd75\ufe0f Interested in building LLM Agents? Fill out the form below Building LLM Agents Form: https:\/\/drp.li\/dIMes \ud83d\udc68\u200d\ud83d\udcbbGithub: https:\/\/github.com\/samwit\/llm-tutorials \u23f1\ufe0fTime Stamps: 00:00 Intro 02:04 World Models 04:55 Agentic Interactions 06:03 CWM Diagram 07:01 Agentic Loop 09:04 CWM Hugging Face 09:38 Code World Model Paper\"><\/div><\/div><div class=\"lL\" style=\"max-width:100%;width:853px;margin:5px auto;\"><\/div><figcaption><\/figcaption><\/figure>","protected":false},"excerpt":{"rendered":"<p>CWM \u7531 Meta \u958b\u767c\uff0c\u662f\u500b 320 \u5104\u53c3\u6578 (32B) \u7684\u5bc6\u96c6\u81ea\u56de\u6b78\u89e3\u78bc\u5668\u8a9e\u8a00\u6a21\u578b\uff08dense decoder-only autoregressive LLM\uff09 \u7279\u5225\u5f37\u8abf\u5982\u4f55\u5efa\u6a21\u8207\u63a8\u7406\u300c\u7a0b\u5f0f\u548c\u6307\u4ee4\u300d\u5c0d\u74b0\u5883\u72c0\u614b\u7684\u5f71\u97ff\uff0c\u88ab\u8a2d\u8a08\u70ba\u80fd\u7406\u89e3 agentic workflow\uff08\u5373 LLM \u8207\u8a08\u7b97\u74b0\u5883\u4e92\u52d5\u904e\u7a0b\u4e2d\u7684\u8ecc\u8de1\uff09 \u5c08\u6ce8\u65bc\u7a0b\u5f0f\u5408\u6210\u8207\u7a0b\u5f0f\u7406\u89e3\u3001\u4ee3\u78bc\u63a8\u7406\u7b49\u7814\u7a76\u76f8\u95dc\u4efb\u52d9\u3002\u4e0d\u9069\u5408\u62ff\u4f86\u505a\u5e38\u898f\u77e5\u8b58\u554f\u7b54\u3001\u9592\u804a\u52a9\u7406\u3001\u6216\u751f\u7522\u74b0\u5883 AI\u3002(\u76f8\u95dc\u8ad6\u6587) \uff08GitHub\uff09<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"googlesitekit_rrm_CAowvqSiDA:productID":"","footnotes":""},"categories":[146,133],"tags":[],"class_list":["post-6478","post","type-post","status-publish","format-standard","hentry","category-146","category-133"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/6478","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\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=6478"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/6478\/revisions"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=6478"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=6478"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=6478"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}