{"id":8020,"date":"2026-05-06T02:31:26","date_gmt":"2026-05-05T18:31:26","guid":{"rendered":"https:\/\/infernews.com\/blog\/?p=8020"},"modified":"2026-05-06T02:33:01","modified_gmt":"2026-05-05T18:33:01","slug":"cwm-code-world-model-32b-meta-%e9%96%8b%e6%ba%90%e7%b7%a8%e7%a8%8b%e6%a8%a1%e5%9e%8b","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/cwm-code-world-model-32b-meta-%e9%96%8b%e6%ba%90%e7%b7%a8%e7%a8%8b%e6%a8%a1%e5%9e%8b\/","title":{"rendered":"CWM (Code World Model) 32B &#8211; Meta \u958b\u6e90\u7de8\u7a0b\u6a21\u578b"},"content":{"rendered":"\n<p>Meta FAIR \u7684\u300c<a href=\"https:\/\/ai.meta.com\/research\/publications\/cwm-an-open-weights-llm-for-research-on-code-generation-with-world-models\/\">Code World Model (CWM)<\/a>\u300d\u662f\u4e00\u500b 32B \u53c3\u6578\u3001\u5c08\u9580\u70ba\u300c\u5e36\u4e16\u754c\u6a21\u578b\u7684\u7a0b\u5f0f\u78bc\u751f\u6210\u7814\u7a76\u300d\u8a2d\u8a08\u7684\u958b\u653e\u6b0a\u91cd LLM\u3002\u5b83\u7684\u95dc\u9375\u9ede\u662f\uff1a\u4e0d\u53ea\u5b78 code syntax\uff0c\u800c\u662f\u900f\u904e\u5927\u91cf\u300c\u57f7\u884c\u8ecc\u8de1\u300d\u53bb\u5167\u5316\u7a0b\u5f0f\u57f7\u884c\u5c0d\u7cfb\u7d71\u72c0\u614b\u7684\u5f71\u97ff\uff0c\u4e26\u5728\u591a\u4efb\u52d9 RL \u4e0b\u5f37\u5316 agentic coding \u80fd\u529b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/ai.meta.com\/research\/publications\/cwm-an-open-weights-llm-for-research-on-code-generation-with-world-models\/\"><img data-dominant-color=\"e6e1e2\" data-has-transparency=\"false\" style=\"--dominant-color: #e6e1e2;\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"522\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/05\/image.png\" alt=\"\" class=\"wp-image-8021 not-transparent\" srcset=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/05\/image.png 1024w, https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/05\/image-300x153.png 300w, https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/05\/image-768x392.png 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"cwm\">CWM \u662f\u4ec0\u9ebc\uff1f<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>CWM\uff08Code World Model\uff09\u662f\u4e00\u500b 32 \u5104\u53c3\u6578\uff0832B\uff09\u3001dense\u3001decoder\u2011only \u7684 Transformer LLM\uff0c\u4e3b\u8981\u9762\u5411\u7a0b\u5f0f\u78bc\u751f\u6210\u8207\u7a0b\u5f0f\u76f8\u95dc\u63a8\u7406\u3002<\/li>\n\n\n\n<li>\u5b83\u88ab\u8a2d\u8a08\u6210\u300c\u4e16\u754c\u6a21\u578b\u5f0f\u300d\u7684 code LLM\uff1a\u4e0d\u53ea\u9810\u6e2c\u4e0b\u4e00\u500b token\uff0c\u800c\u662f\u5b78\u6703\u5728\u8166\u4e2d\u300c\u6a21\u64ec\u7a0b\u5f0f\u57f7\u884c\u904e\u7a0b\u300d\u53ca\u5176\u5c0d\u74b0\u5883\u72c0\u614b\u7684\u5f71\u97ff\u3002<\/li>\n\n\n\n<li>\u5b98\u65b9\u76ee\u6a19\u662f\u63d0\u4f9b\u4e00\u500b\u5f37\u5927\u7684\u958b\u653e\u6b0a\u91cd testbed\uff0c\u8b93\u7814\u7a76\u8005\u63a2\u7d22\u300c\u4e16\u754c\u6a21\u578b + agentic reasoning\/planning\u300d\u5982\u4f55\u63d0\u5347\u7a0b\u5f0f\u78bc\u751f\u6210\u8207\u8edf\u9ad4\u5de5\u7a0b\u5de5\u4f5c\u6d41\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"world-modeling\">\u8a13\u7df4\u6d41\u7a0b\u8207 world modeling \u8a2d\u8a08<\/h2>\n\n\n\n<p>CWM \u7684\u8a13\u7df4 pipeline \u4e0d\u662f\u55ae\u7d14\u300cpretrain \u2192 SFT\u300d\uff0c\u800c\u662f\u523b\u610f\u63d2\u5165 world\u2011model mid\u2011training\uff0c\u518d\u52a0\u4e0a\u591a\u4efb\u52d9 RL\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u524d\u671f\uff1a\u5148\u5728\u4e00\u822c\u8a9e\u8a00\u8207\u7a0b\u5f0f\u78bc\u8cc7\u6599\u4e0a\u505a\u5927\u898f\u6a21\u9810\u8a13\u7df4\uff0c\u5efa\u7acb\u5ee3\u6cdb\u7684\u8a9e\u8a00\u3001\u7a0b\u5f0f\u77e5\u8b58\u57fa\u790e\u3002<\/li>\n\n\n\n<li>Mid\u2011training\uff08\u4e16\u754c\u6a21\u578b\u6838\u5fc3\uff09\uff1a\n<ul class=\"wp-block-list\">\n<li>\u5728\u5927\u91cf\u300cobservation\u2011action \u8ecc\u8de1\u300d\u4e0a\u9032\u4e00\u6b65\u8a13\u7df4\uff0c\u9019\u4e9b\u8ecc\u8de1\u4f86\u81ea Python interpreter \u57f7\u884c trace\uff0c\u4ee5\u53ca\u5728 Docker container \u4e2d\u4ee5 agent \u65b9\u5f0f\u64cd\u4f5c\u7cfb\u7d71\u7684\u4e92\u52d5\u7d00\u9304\u3002<\/li>\n\n\n\n<li>\u9019\u985e\u8cc7\u6599\u8b93\u6a21\u578b\u770b\u5230\u300c\u7a0b\u5f0f\u7247\u6bb5\uff0f\u6307\u4ee4 \u2192 \u57f7\u884c\u904e\u7a0b \u2192 \u8f38\u51fa\u8207\u7cfb\u7d71\u72c0\u614b\u8b8a\u5316\u300d\uff0c\u7b49\u65bc\u5b78\u7fd2\u4e00\u500b\u5c0d\u61c9\u300ccode \u2192 world dynamics\u300d\u7684\u96b1\u5f0f\u4e16\u754c\u6a21\u578b\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u5f8c\u671f post\u2011training\uff1a\n<ul class=\"wp-block-list\">\n<li>\u5148\u9032\u884c supervised fine\u2011tuning\uff0c\u5f15\u5165\u660e\u78ba\u7684 reasoning format\u3001step\u2011by\u2011step \u63a8\u7406\u98a8\u683c\u7b49\u6a19\u8a3b\u8cc7\u6599\u3002<\/li>\n\n\n\n<li>\u518d\u7528 multi\u2011task RL\uff08\u6587\u4e2d\u63d0\u5230\u4f7f\u7528 GRPO \u985e\u578b\u65b9\u6cd5\uff09\u5728\u53ef\u9a57\u8b49\u7684 coding \u4efb\u52d9\u3001\u6578\u5b78\u554f\u984c\u3001\u591a\u8f2a\u8edf\u9ad4\u5de5\u7a0b\u74b0\u5883\u4e2d\u9032\u884c\u5f37\u5316\u5b78\u7fd2\uff0creward \u4f86\u81ea\u65bc\u6e2c\u8a66\u901a\u904e\u7387\u3001\u89e3\u7b54\u6b63\u78ba\u8207\u4efb\u52d9\u5b8c\u6210\u5ea6\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u9019\u7a2e\u8a2d\u8a08\u7684\u91cd\u9ede\u662f\uff1a\u8b93 RL \u662f\u300c\u5f9e\u5df2\u7d93\u5177\u5099\u4e16\u754c\u6a21\u578b\u7684\u57fa\u5e95\u300d\u958b\u59cb\uff0c\u800c\u4e0d\u662f\u53ea\u5728\u7d14 token LLM \u4e0a\u505a RL\uff0c\u7406\u8ad6\u4e0a\u6bd4\u8f03\u5bb9\u6613\u5b78\u5230\u9577\u7a0b\u898f\u5283\u8207\u5de5\u5177\u4f7f\u7528\u7b56\u7565\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u6a21\u578b\u67b6\u69cb\u8207\u4e0a\u4e0b\u6587\u9577\u5ea6<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>CWM \u662f\u4e00\u500b 64 \u5c64\u7684 decoder\u2011only Transformer\uff0c\u63a1\u7528\u73fe\u4ee3 LLM \u5e38\u898b\u914d\u7f6e\uff08\u4f8b\u5982 RoPE \u4f4d\u7f6e\u7de8\u78bc\u3001SwiGLU FFN\u3001GQA \u7b49\uff09\u3002<\/li>\n\n\n\n<li>\u53c3\u6578\u898f\u6a21\u70ba 32B\uff0c\u8a5e\u5f59\u8868\u7d04 128k token\uff0c\u660e\u986f\u91dd\u5c0d\u5927\u578b codebase \u8207\u591a\u8a9e\u8a00\u7a0b\u5f0f\u78bc\u5834\u666f\u8a2d\u8a08\u3002<\/li>\n\n\n\n<li>\u4e0a\u4e0b\u6587\u9577\u5ea6\u6700\u9ad8\u9054\u7d04 131k tokens\uff0c\u53ef\u5bb9\u7d0d\u6574\u500b\u5c08\u6848\u3001\u591a\u6a94\u6848\u4e0a\u4e0b\u6587\u8207\u9577\u7a0b\u4e92\u52d5\u8ecc\u8de1\u3002<\/li>\n\n\n\n<li>\u70ba\u4e86\u8655\u7406\u9019\u7a2e\u9577\u4e0a\u4e0b\u6587\uff0c\u5b83\u4f7f\u7528\u300c\u4ea4\u932f\u5f0f\u6ce8\u610f\u529b\u300d\uff1a\n<ul class=\"wp-block-list\">\n<li>\u591a\u6578\u5c64\u63a1\u5c40\u90e8 attention\uff08\u4f8b\u5982 8,192 token \u8996\u7a97\uff09\uff0c\u6bcf\u9694\u6578\u5c64\u63d2\u5165\u4e00\u6b21 global\/sliding attention \u5c64\u53ef\u4ee5\u770b\u5230\u5b8c\u6574 131k \u4e0a\u4e0b\u6587\uff0c\u6587\u4e2d\u63cf\u8ff0\u6bd4\u7387\u7d04\u70ba 3:1\u3002<\/li>\n\n\n\n<li>\u9019\u6a23\u7684\u8a2d\u8a08\u5728\u8a08\u7b97\u91cf\u53ef\u63a7\u7684\u524d\u63d0\u4e0b\uff0c\u4ecd\u80fd\u5728\u591a\u5c64\u4e2d\u201c\u5237\u65b0\u201d\u5168\u5c40\u8cc7\u8a0a\uff0c\u5c0d\u95b1\u8b80\u5927\u578b codebase \u8207\u9577\u5c0d\u8a71 debugging \u7279\u5225\u6709\u5229\u3002<a href=\"https:\/\/blog.promptlayer.com\/code-world-model-first-reactions-to-metas-release\/\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u57fa\u6e96\u6e2c\u8a66\u6210\u7e3e<\/h2>\n\n\n\n<p>\u5728\u591a\u500b\u958b\u6e90 benchmark \u4e0a\uff0cCWM \u4ee5 32B \u7d1a\u5225\u9054\u5230\u975e\u5e38\u6709\u7af6\u722d\u529b\u751a\u81f3 SOTA \u7684\u8868\u73fe\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>SWE\u2011bench Verified\uff1apass@1 \u7d04 53.9%\uff08\u4e0d\u505a test\u2011time scaling\uff09\uff0c\u5728\u63a1\u7528 test\u2011time scaling \u5f8c\u53ef\u9054\u7d04 65.8%\u3002<\/li>\n\n\n\n<li>LiveCodeBench\uff1av5 \u7d04 68.6\uff0cv6 \u7d04 63.5\uff08pass@1\uff09\u3002<\/li>\n\n\n\n<li>\u6578\u5b78\u8207\u63a8\u7406\uff1a\n<ul class=\"wp-block-list\">\n<li>Math\u2011500 \u7d04 96.6%\u3002<\/li>\n\n\n\n<li>AIME 2024 \u7d04 76.0%\u3002<\/li>\n\n\n\n<li>CruxEval Output \u7d04 94.3%\u3002<a href=\"https:\/\/www.rivista.ai\/wp-content\/uploads\/2025\/09\/553592426_661450129912484_4072750821656455102_n.pdf\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u8ad6\u6587\u8207\u89e3\u8b80\u90fd\u63d0\u5230\uff1a\u5728\u540c\u7b49\u6216\u76f8\u8fd1\u53c3\u6578\u898f\u6a21\u7684\u958b\u653e\u6b0a\u91cd LLM \u4e2d\uff0cCWM \u5728\u4e00\u822c coding \u8207\u66f4 agentic \u7684\u8edf\u9ad4\u5de5\u7a0b\u4efb\u52d9\u4e0a\u90fd\u5177\u6709\u300cbest\u2011in\u2011class\u300d\u6c34\u6e96\uff0c\u751a\u81f3\u63a5\u8fd1\u6216\u8ffd\u5e73\u4e00\u4e9b\u5c01\u9589\u5927\u6a21\u578b\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5c0d\u4f60\u9019\u7a2e\u505a RAG \/ agent \/ tools\u2011calling \u5de5\u4f5c\u6d41\u7684\u4eba\u4f86\u8aaa\uff0c\u9019\u9846\u6a21\u578b\u7684\u4eae\u9ede\u5176\u5be6\u662f\u300c\u5728\u74b0\u5883\u4e2d\u64cd\u4f5c\u548c\u4fee bug \u7684\u80fd\u529b\u300d\uff0c\u800c\u4e0d\u53ea\u662f\u55ae\u8f2a code completion \u5206\u6578\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u6b0a\u91cd\u91cb\u51fa\u8207\u53d6\u5f97\u65b9\u5f0f<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Meta \u4ee5\u300c\u958b\u653e\u6b0a\u91cd\u300d\u5f62\u5f0f\u91cb\u51fa CWM\uff0c\u63d0\u4f9b\u591a\u500b checkpoint\uff1a\n<ul class=\"wp-block-list\">\n<li>mid\u2011training \u5f8c\u7684 world\u2011model \u7248\u672c\u3002<\/li>\n\n\n\n<li>SFT \u5f8c\u7248\u672c\u3002<\/li>\n\n\n\n<li>RL \u5f8c\u5b8c\u6574\u7248\u3002<br>\u65b9\u4fbf\u7814\u7a76\u8005\u5206\u6790\u5404\u968e\u6bb5\u5c0d\u80fd\u529b\u7684\u5f71\u97ff\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u793e\u7fa4\u6574\u7406\u6307\u51fa\uff0cCWM \u6b0a\u91cd\u76ee\u524d\u5728 GitHub \u8207 Hugging Face \u4e0a\u63d0\u4f9b\uff0c\u5305\u542b transformers \u7248\u6b0a\u91cd\u8207\u63a8\u7406\u7a0b\u5f0f\u78bc\uff1bMeta \u63a1\u7528\u81ea\u5bb6\u8a02\u5b9a\u7684 open\u2011weights \u6388\u6b0a\u689d\u6b3e\uff0c\u4e3b\u8981\u5b9a\u4f4d\u5728\u7814\u7a76\u7528\u9014\uff0c\u5177\u9ad4\u4f7f\u7528\u9650\u5236\u9700\u770b AI at Meta \u5b98\u65b9\u9801\u8207 HF model card \u689d\u6b3e\u3002<\/li>\n\n\n\n<li>Hugging Face transformers \u5df2\u5167\u5efa\u00a0<code>CwmForCausalLM<\/code>\u00a0\u8207\u5c0d\u61c9 tokenizer\u3002<a href=\"https:\/\/huggingface.co\/docs\/transformers\/model_doc\/cwm\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"code-llm\">\u8207\u4e00\u822c code LLM \u7684\u672c\u8cea\u5dee\u7570<\/h2>\n\n\n\n<p>\u548c\u50b3\u7d71\u53ea\u5728\u300c\u975c\u614b code corpora + \u5c11\u91cf\u7a0b\u5f0f\u57f7\u884c\u8cc7\u6599\u300d\u4e0a\u8a13\u7df4\u7684 code LLM \u76f8\u6bd4\uff0cCWM \u7684\u5e7e\u500b\u95dc\u9375\u5dee\u7570\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8a13\u7df4\u6838\u5fc3\u662f\u300c\u5927\u91cf\u7a0b\u5f0f\u57f7\u884c\u8207 agent interaction \u7684\u8ecc\u8de1\u300d\uff0c\u628a\u300c\u7a0b\u5f0f \u2192 \u57f7\u884c \u2192 \u72c0\u614b\u8b8a\u5316\u300d\u7576\u6210\u5e8f\u5217\u5b78\u7fd2\u5c0d\u8c61\uff0c\u5f62\u6210\u96b1\u5f0f\u4e16\u754c\u6a21\u578b\uff0c\u800c\u4e0d\u53ea\u662f code token \u7d71\u8a08\u6a21\u578b\u3002<\/li>\n\n\n\n<li>RL \u8a2d\u8a08\u662f\u570d\u7e5e\u300c\u53ef\u9a57\u8b49\u7d50\u679c\u300d\uff08\u4f8b\u5982\u6e2c\u8a66\u901a\u904e\u3001\u554f\u984c\u89e3\u7b54\u6b63\u78ba\u3001\u591a\u8f2a\u4efb\u52d9\u5b8c\u6210\uff09\uff0c\u800c\u4e0d\u50c5\u662f\u4eba\u985e\u504f\u597d\uff0f\u6307\u4ee4\u8ddf\u5f9e\uff0c\u9019\u5c0d\u9577\u7a0b\u898f\u5283\u8207\u5de5\u5177\u8abf\u5ea6\u5c24\u5176\u91cd\u8981\u3002<\/li>\n\n\n\n<li>\u9577\u4e0a\u4e0b\u6587 + \u4ea4\u932f attention \u8b93\u6a21\u578b\u53ef\u4ee5\u5728\u4e00\u6b21\u63a8\u7406\u4e2d\u8b80\u5b8c\u6574\u500b repo\u3001ticket \u6b77\u53f2\u8207\u591a\u8f2a log\uff0c\u9019\u662f\u5f88\u591a\u50b3\u7d71 code LLM \u73fe\u968e\u6bb5\u6bd4\u8f03\u8584\u5f31\u7684\u5730\u65b9\u3002<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Meta FAIR \u7684\u300cCode World Model (CWM)\u300d\u662f\u4e00\u500b 32B 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\u662f\u300c\u5f9e\u5df2\u7d93\u5177\u5099\u4e16\u754c\u6a21\u578b\u7684\u57fa\u5e95\u300d\u958b\u59cb\uff0c\u800c\u4e0d\u662f\u53ea\u5728\u7d14 token LLM \u4e0a\u505a RL\uff0c\u7406\u8ad6\u4e0a\u6bd4\u8f03\u5bb9\u6613\u5b78\u5230\u9577\u7a0b\u898f\u5283\u8207\u5de5\u5177\u4f7f\u7528\u7b56\u7565\u3002 \u6a21\u578b\u67b6\u69cb\u8207\u4e0a\u4e0b\u6587\u9577\u5ea6 \u57fa\u6e96\u6e2c\u8a66\u6210\u7e3e \u5728\u591a\u500b\u958b\u6e90 benchmark \u4e0a\uff0cCWM \u4ee5 32B \u7d1a\u5225\u9054\u5230\u975e\u5e38\u6709\u7af6\u722d\u529b\u751a\u81f3 SOTA \u7684\u8868\u73fe\uff1a \u5c0d\u4f60\u9019\u7a2e\u505a RAG \/ agent \/ tools\u2011calling \u5de5\u4f5c\u6d41\u7684\u4eba\u4f86\u8aaa\uff0c\u9019\u9846\u6a21\u578b\u7684\u4eae\u9ede\u5176\u5be6\u662f\u300c\u5728\u74b0\u5883\u4e2d\u64cd\u4f5c\u548c\u4fee 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