{"id":8052,"date":"2026-05-07T05:57:20","date_gmt":"2026-05-06T21:57:20","guid":{"rendered":"https:\/\/infernews.com\/blog\/?p=8052"},"modified":"2026-05-07T05:57:21","modified_gmt":"2026-05-06T21:57:21","slug":"awesome-llm-mas-rl","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/awesome-llm-mas-rl\/","title":{"rendered":"awesome-llm-mas-rl\uff1a\u7528\u8ecc\u8de1\u770b\u61c2 LLM \u591a\u4ee3\u7406\u5f37\u5316\u5b78\u7fd2"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/05\/topologies-9e72cecb83ad.jpg\" alt=\"Six recurring LLM-MAS topologies\" \/><\/figure>\n<p>\u9019\u500b\u5132\u5b58\u5eab\u805a\u7126\u5728 <strong>LLM \u591a\u4ee3\u7406\u7cfb\u7d71\u7684\u5f37\u5316\u5b78\u7fd2\u8207\u5f8c\u8a13\u7df4\u65b9\u6cd5<\/strong>\uff0c\u4f46\u5b83\u7684\u50f9\u503c\u4e0d\u53ea\u5728\u8490\u96c6\u6587\u737b\uff0c\u66f4\u5728\u65bc\u7528\u4e00\u81f4\u7684\u7d50\u69cb\u6574\u7406\u7814\u7a76\u8108\u7d61\u3002\u76f8\u8f03\u4e00\u822c awesome list \u504f\u5411\u7f85\u5217\u9023\u7d50\uff0c\u9019\u500b\u5c08\u6848\u660e\u986f\u66f4\u91cd\u8996\u53ef\u7a3d\u6838\u6027\u3001\u5206\u985e\u908f\u8f2f\u8207\u5f8c\u7e8c\u5206\u6790\u7528\u9014\u3002<\/p>\n<p>\u5be6\u969b\u4f7f\u7528\u4e0a\uff0c\u8b80\u8005\u53ef\u4ee5\u5148\u5f9e\u4fdd\u7559\u8ad6\u6587\u6c60\u8207\u5206\u985e\u8868\u5feb\u901f\u700f\u89bd\u7814\u7a76\u5168\u8c8c\uff0c\u518d\u9032\u4e00\u6b65\u5c0d\u7167 CSV \u8207\u76f8\u95dc\u8173\u672c\u78ba\u8a8d\u7d71\u8a08\u8207\u4f86\u6e90\u3002\u82e5\u4f60\u6b63\u5728\u505a\u6587\u737b\u56de\u9867\u3001\u7814\u7a76\u9078\u984c\uff0c\u6216\u60f3\u5efa\u7acb\u81ea\u5df1\u7684\u8cc7\u6599\u96c6\uff0c\u9019\u7a2e\u300cREADME \u6613\u8b80\u3001\u8cc7\u6599\u6a94\u53ef\u9a57\u8b49\u300d\u7684\u8a2d\u8a08\u6703\u6bd4\u7d14\u624b\u5de5\u6574\u7406\u66f4\u53ef\u9760\u3002<\/p>\n<p>\u5b83\u6700\u503c\u5f97\u6ce8\u610f\u7684\u5275\u65b0\uff0c\u662f\u628a <strong>orchestration trace<\/strong> \u7576\u6210\u6838\u5fc3\u7d44\u7e54\u6982\u5ff5\uff1a\u4e0d\u53ea\u770b\u55ae\u4e00\u4ee3\u7406\u7684\u52d5\u4f5c\uff0c\u800c\u662f\u8ffd\u8e64\u4efb\u52d9\u5206\u6d3e\u3001\u5b50\u4ee3\u7406\u751f\u6210\u3001\u4ee3\u7406\u9593\u901a\u8a0a\u3001\u5de5\u5177\u547c\u53eb\u3001\u7d50\u679c\u805a\u5408\u3001\u734e\u52f5\u8207\u6210\u672c\u7b49\u6c7a\u7b56\u6d41\u7a0b\u3002\u5c0d\u7814\u7a76\u8005\u4f86\u8aaa\uff0c\u9019\u8b93\u591a\u4ee3\u7406\u7cfb\u7d71\u4e2d\u7684\u8a13\u7df4\u8a0a\u865f\u3001\u8cac\u4efb\u6b78\u56e0\u8207\u7cfb\u7d71\u8b49\u64da\u66f4\u5bb9\u6613\u88ab\u660e\u78ba\u63cf\u8ff0\uff0c\u4e5f\u66f4\u63a5\u8fd1\u771f\u5be6\u5de5\u4f5c\u6d41\u3002<\/p>\n<ul>\n<li>\u6536\u9304 84 \u7b46\u4fdd\u7559\u6587\u737b\uff0c\u4e26\u9644 32 \u7b46\u6392\u9664\u7d00\u9304\uff0c\u7814\u7a76\u908a\u754c\u76f8\u5c0d\u6e05\u695a<\/li>\n<li>\u63d0\u4f9b JSON Schema\u3001\u7bc4\u4f8b trace \u8207\u7121\u76f8\u4f9d\u9a57\u8b49\u5668\uff0c\u65b9\u4fbf\u6aa2\u67e5\u8cc7\u6599\u683c\u5f0f<\/li>\n<li>\u6db5\u84cb reward\u3001credit design\u3001benchmark\u3001\u5b89\u5168\u6027\u8207\u7cfb\u7d71\u8b49\u64da\u7b49\u9762\u5411<\/li>\n<li>\u9069\u5408\u7528\u4f86\u5efa\u7acb\u6587\u737b\u5730\u5716\uff0c\u800c\u4e0d\u53ea\u662f\u7576\u4f5c\u9023\u7d50\u66f8\u7c64<\/li>\n<\/ul>\n<p>\u6574\u9ad4\u4f86\u770b\uff0c\u9019\u500b\u5c08\u6848\u6700\u9069\u5408\u7814\u7a76 LLM agent\u3001multi-agent orchestration\u3001RL \u8a13\u7df4\u6d41\u7a0b\u7684\u4eba\u4f7f\u7528\uff0c\u7279\u5225\u662f\u9700\u8981\u6574\u7406\u8b49\u64da\u93c8\u8207\u5be6\u9a57\u63cf\u8ff0\u7684\u5b78\u8853\u6216\u5de5\u7a0b\u5718\u968a\u3002\u82e5\u4f60\u53ea\u662f\u60f3\u627e\u71b1\u9580\u8ad6\u6587\uff0c\u5b83\u53ef\u80fd\u7a0d\u5fae\u5b78\u8853\uff1b\u4f46\u82e5\u4f60\u5728\u610f\u7814\u7a76\u53ef\u91cd\u73fe\u6027\u8207\u7d50\u69cb\u5316\u5206\u6790\uff0c\u9019\u4efd\u8cc7\u6e90\u76f8\u7576\u6709\u53c3\u8003\u50f9\u503c\u3002<\/p>\n<p><strong>Source:<\/strong> <a href=\"https:\/\/github.com\/xxzcc\/awesome-llm-mas-rl\" rel=\"noopener noreferrer\">https:\/\/github.com\/xxzcc\/awesome-llm-mas-rl<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u9019\u4e0d\u662f\u55ae\u7d14\u7684\u8ad6\u6587\u6e05\u55ae\uff0c\u800c\u662f\u628a LLM \u591a\u4ee3\u7406\u5f37\u5316\u5b78\u7fd2\u6574\u7406\u6210\u53ef\u8ffd\u6eaf\u7814\u7a76\u5730\u5716\u7684\u5be6\u7528\u8cc7\u6e90\u3002<\/p>\n","protected":false},"author":8,"featured_media":8051,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"googlesitekit_rrm_CAowvqSiDA:productID":"","footnotes":""},"categories":[146],"tags":[],"class_list":["post-8052","post","type-post","status-publish","format-standard","hentry","category-146"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8052","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=8052"}],"version-history":[{"count":1,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8052\/revisions"}],"predecessor-version":[{"id":8053,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8052\/revisions\/8053"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/8051"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=8052"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=8052"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=8052"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}