{"id":9777,"date":"2026-06-30T02:43:21","date_gmt":"2026-06-29T18:43:21","guid":{"rendered":"https:\/\/infernews.com\/blog\/agentchord\/"},"modified":"2026-06-30T02:43:21","modified_gmt":"2026-06-29T18:43:21","slug":"agentchord","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/agentchord\/","title":{"rendered":"AgentChord\uff1a\u591a\u4ee3\u7406\u7cfb\u7d71\u512a\u5316\u6846\u67b6\u89e3\u6790"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/06\/AgentChord.jpg\" alt=\"logo\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">AgentChord \u662f\u4e00\u500b\u7528\u4f86\u5efa\u7acb\u3001\u57f7\u884c\u540c\u512a\u5316 multi-agent systems (MAS) \u7684\u958b\u6e90\u6846\u67b6\u3002\u5b83\u60f3\u89e3\u6c7a\u7684\u4e0d\u53ea\u662f\u300c\u9ede\u6a23\u4e32\u8d77\u591a\u500b\u4ee3\u7406\u300d\uff0c\u800c\u662f\u591a\u4ee3\u7406\u6d41\u7a0b\u51fa\u932f\u6642\uff0c\u7a76\u7adf\u61c9\u8a72\u7531\u54ea\u500b\u4ee3\u7406\u3001\u54ea\u4e00\u6b65\u4e92\u52d5\u8ca0\u8cac\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u73fe\u6709\u505a\u6cd5\u591a\u6578\u9760 coarse-grained feedback\uff0c\u4f8b\u5982\u53ea\u770b\u6574\u9ad4\u4efb\u52d9\u6210\u529f\u8207\u5426\uff0c\u4e4b\u5f8c\u518d\u56de\u982d\u8abf prompt \u6216\u6539\u6d41\u7a0b\uff1b\u4f5c\u8005\u8a8d\u70ba\u9019\u7a2e\u7bc4\u5f0f\u96e3\u4ee5\u505a fine-grained credit assignment\uff0c\u6240\u4ee5\u63d0\u51fa Gradient-Based Connections (GBC)\uff0c\u5c07 MAS \u8996\u70ba computational graph\uff0c\u4e26\u7528 token level \u7684\u68af\u5ea6\u9023\u63a5\u6b0a\u91cd\u8ffd\u8e64\u4e0b\u6e38\u7d50\u679c\u53d7\u54ea\u4e9b\u4ee3\u7406\u8f38\u51fa\u5f71\u97ff\u3002AgentChord \u5c31\u662f\u9019\u5957\u65b9\u6cd5\u7684\u5be6\u4f5c\u6846\u67b6\uff0c\u91cd\u9ede\u4e0d\u662f\u55ae\u7d14\u7de8\u6392\u4ee3\u7406\uff0c\u800c\u662f\u8b93\u512a\u5316\u6709\u53ef\u8ffd\u8e64\u4f9d\u64da\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f9e\u73fe\u6709\u8cc7\u6599\u4f86\u770b\uff0c\u9019\u500b\u9805\u76ee\u90e8\u7f72\u601d\u8def\u7b97\u6e05\u695a\uff1a\u5148\u6e96\u5099 Astral UV\u3001\u8a2d\u5b9a LiteLLM \u7684 <code>.env<\/code>\uff0c\u518d\u7528 examples \u5167\u7684\u793a\u4f8b\u7406\u89e3\u74b0\u5883\u3001\u6a21\u578b\u8207 agent system \u7684\u7d44\u5408\u65b9\u5f0f\u3002\u5b83\u652f\u63f4\u7528 <code>ModelConfig<\/code> \u8a2d\u5b9a\u672c\u5730\u6216 API \u6a21\u578b\uff0c\u4f8b\u5982 <code>LlamaModel<\/code>\u3001<code>openai\/gpt-4o-mini<\/code>\uff0c\u4ea6\u53ef\u52a0\u5165 quantization\u3001generation \u53c3\u6578\uff0c\u4ee5\u53ca <code>connection_strategy<\/code>\u3001<code>gradient_strategy<\/code> \u9019\u985e\u540c GBC \u76f4\u63a5\u76f8\u95dc\u7684\u8a2d\u5b9a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u540c\u985e\u6846\u67b6\u5f88\u591a\u96c6\u4e2d\u5728\u4ee3\u7406\u89d2\u8272\u5206\u5de5\u3001\u5de5\u5177\u8abf\u7528\u6216\u5de5\u4f5c\u6d41\u7de8\u6392\uff0cAgentChord \u7684\u53d6\u5411\u660e\u986f\u66f4\u504f\u7814\u7a76\u8207\u512a\u5316\uff1a\u4e00\u65b9\u9762\u63a5\u4e0a WandB \u76e3\u5bdf\u904e\u7a0b\uff0c\u53e6\u4e00\u65b9\u9762\u7528 GBC \u8996\u89ba\u5316\u9023\u63a5\u8207 attribution\u3002\u4ee3\u50f9\u662f\u5b83\u672a\u5fc5\u662f\u6700\u8f15\u91cf\u7684 MAS \u8d77\u6b65\u5de5\u5177\uff0c\u8f03\u9069\u5408\u60f3\u6bd4\u8f03\u4e0d\u540c\u4ee3\u7406\u7d50\u69cb\u3001\u63d0\u793a\u8a2d\u8a08\u8207\u8cac\u4efb\u6b78\u56e0\u6548\u679c\u7684\u7814\u7a76\u5718\u968a\uff0c\u800c\u4e0d\u662f\u53ea\u6c42\u5feb\u901f\u505a\u4e00\u500b\u5c0d\u8a71\u6d41\u7a0b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5167\u5bb9\u6307\u51fa\uff0cGBC \u5728 MultiWOZ \u8207 \u03c4-bench \u4e0a\u5e36\u4f86\u6bd4\u5f37\u529b single-agent \u8207 multi-agent baselines \u66f4\u597d\u7684\u8868\u73fe\uff0c\u800c\u4e14 attribution quality \u6108\u9ad8\uff0c\u5f8c\u7e8c optimization effectiveness \u4ea6\u6108\u597d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f60\u9700\u8981\u5148\u5b9a\u7fa9\u74b0\u5883\uff0c\u518d\u9010\u6b65\u7d44\u88dd <code>BaseAgentSystem<\/code>\u3001<code>GBCAgent<\/code>\u3001<code>ParallelBlock<\/code> \u7b49\u5143\u4ef6\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u9805\u76ee\u985e\u578b<\/strong>\uff1a\u504f\u7814\u7a76\u5c0e\u5411\u7684 MAS \u6846\u67b6\uff0c\u6838\u5fc3\u5728\u65bc GBC \u512a\u5316\u8207\u8cac\u4efb\u6b78\u56e0<\/li>\n<li><strong>\u4e3b\u8981\u5dee\u7570<\/strong>\uff1a\u4e0d\u662f\u53ea\u505a\u4ee3\u7406\u7de8\u6392\uff0c\u800c\u662f\u628a\u591a\u4ee3\u7406\u4e92\u52d5\u5efa\u6210\u53ef\u53cd\u5411\u8ffd\u8e64\u7684\u5716\u7d50\u69cb<\/li>\n<li><strong>\u53ef\u914d\u6a21\u578b<\/strong>\uff1a\u900f\u904e LiteLLM \u9023\u63a5\u591a\u7a2e API \u6a21\u578b\uff0c\u4ea6\u53ef\u914d\u7f6e\u672c\u5730 <code>LlamaModel<\/code><\/li>\n<li><strong>\u8f03\u53d7\u7528\u60c5\u5883<\/strong>\uff1a\u591a\u4ee3\u7406\u5be6\u9a57\u3001prompt \u512a\u5316\u3001\u6d41\u7a0b\u8a3a\u65b7\u3001\u5b78\u8853\u8a55\u6e2c<\/li>\n<li><strong>\u9650\u5236<\/strong>\uff1aREADME \u63d0\u4f9b\u7684\u662f\u6846\u67b6\u7d1a\u6307\u5f15\uff0c\u5b8c\u6574 benchmark \u91cd\u73fe\u8207\u7d30\u7bc0\u4ecd\u8981\u7d50\u5408\u8ad6\u6587\u7406\u89e3<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u76f8\u95dc\u6a21\u578b\u65b9\u9762\uff0c\u5df2\u660e\u78ba\u51fa\u73fe\u7684\u5305\u62ec <code>LlamaModel<\/code> \u8207 <code>openai\/gpt-4o-mini<\/code>\uff1b\u6846\u67b6\u672c\u8eab\u7d93 LiteLLM \u8a2d\u8a08\uff0c\u7406\u8ad6\u4e0a\u91cd\u9ede\u5728\u65bc\u517c\u5bb9\u591a\u4f9b\u61c9\u5546\u6a21\u578b\uff0c\u800c\u4e0d\u662f\u7d81\u5b9a\u55ae\u4e00\u6a21\u578b\u5bb6\u65cf\u3002\u6574\u9ad4\u4f86\u770b\uff0cAgentChord \u6700\u6709\u50f9\u503c\u7684\u5730\u65b9\uff0c\u5728\u65bc\u5b83\u628a\u300c\u591a\u4ee3\u7406\u70ba\u4f55\u5931\u6557\u300d\u9019\u500b\u901a\u5e38\u5f88\u6a21\u7cca\u7684\u554f\u984c\uff0c\u76e1\u91cf\u8b8a\u6210\u53ef\u4ee5\u5206\u6790\u3001\u8996\u89ba\u5316\u540c\u512a\u5316\u7684\u5de5\u7a0b\u554f\u984c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/github.com\/yxc-cyber\/AgentChord\" rel=\"noopener noreferrer\" target=\"_blank\"><strong>GitHub<\/strong><\/a> \u00b7 <a href=\"https:\/\/arxiv.org\/pdf\/2606.28187\" rel=\"noopener noreferrer\" target=\"_blank\"><strong>Paper<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>AgentChord \u7528 GBC \u8ffd\u8e64\u591a\u4ee3\u7406\u7cfb\u7d71\u5165\u9762\u908a\u500b\u6b65\u9a5f\u51fa\u932f\u3002\u5b83\u4e0d\u6b62\u5e6b\u4f60\u642d\u5efa\u6d41\u7a0b\uff0c\u4ea6\u8457\u91cd\u5f8c\u7e8c\u512a\u5316\u8207\u89c0\u5bdf\u3002<\/p>\n","protected":false},"author":8,"featured_media":9776,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[116,137,197],"tags":[],"class_list":["post-9777","post","type-post","status-publish","format-standard","hentry","category-agentic","category-api","category-framework"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9777","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=9777"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9777\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/9776"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=9777"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=9777"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=9777"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}