{"id":9813,"date":"2026-07-02T17:46:53","date_gmt":"2026-07-02T09:46:53","guid":{"rendered":"https:\/\/infernews.com\/blog\/post-c54aa8db\/"},"modified":"2026-07-02T17:50:55","modified_gmt":"2026-07-02T09:50:55","slug":"post-c54aa8db","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/post-c54aa8db\/","title":{"rendered":"Hermes MoA \u5354\u4f5c\u63d0\u5347\u7b54\u6848\u8cea\u7d20"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/07\/pasted-463ff3996ad9.jpg\" alt=\"Hero image preview\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u662f Hermes MoA\uff08Mixture of Agents\uff0c\u6df7\u5408\u4ee3\u7406\uff09\u67b6\u69cb\u3002\u5b83\u7684\u4e3b\u8981\u7528\u9014\u662f\u8b93\u591a\u500b Large Language Models \u540c\u6642\u56de\u7b54\u540c\u4e00\u689d\u554f\u984c\uff0c\u518d\u7531\u4e00\u500b\u805a\u5408\u8005\u6574\u5408\u5404\u81ea\u8f03\u5f37\u7684\u90e8\u5206\uff0c\u8f38\u51fa\u55ae\u4e00\u7b54\u6848\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">MoA \u7684\u91cd\u9ede\u4e0d\u5728\u65bc\u8a13\u7df4\u4e00\u500b\u65b0\u6a21\u578b\uff0c\u800c\u662f\u628a\u591a\u500b\u73fe\u6709\u6a21\u578b\u758a\u6210\u4e00\u500b\u5354\u4f5c\u6d41\u7a0b\u3002\u6587\u4ef6\u6307\u51fa\u5b83\u4f9d\u9760\u591a\u6a23\u6027\u3001\u4e92\u88dc\u6027\u8207\u805a\u5408\u4e09\u500b\u6a5f\u5236\u904b\u4f5c\uff1a\u4e0d\u540c\u6a21\u578b\u6703\u8d70\u51fa\u4e0d\u540c\u63a8\u7406\u8def\u5f91\uff0c\u5f7c\u6b64\u53ef\u4ee5\u88dc\u8db3\u76f2\u9ede\uff0c\u6700\u5f8c\u518d\u7531\u8f03\u5f37\u7684\u6a21\u578b\u7d71\u6574\u7d50\u679c\u3002\u9019\u7a2e\u505a\u6cd5\u548c\u53ea\u7528\u55ae\u4e00\u6a21\u578b\u76f8\u6bd4\uff0c\u76ee\u6a19\u662f\u63d0\u5347\u8907\u96dc\u4efb\u52d9\u7684\u56de\u7b54\u8cea\u7d20\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728 Hermes Agent \u5167\uff0c\u9019\u500b\u9805\u76ee\u63d0\u4f9b\u4e09\u7a2e\u843d\u5730\u65b9\u5f0f\uff1ashell \u8173\u672c\u3001delegate_task \u8207 Kanban\u3002Shell \u7248\u672c\u6700\u76f4\u63a5\uff0c\u505a\u6cd5\u662f\u5148\u628a\u591a\u500b proposer \u7684\u56de\u8986\u6536\u96c6\u8d77\u4f86\uff0c\u518d\u4ea4\u7d66 aggregator \u8b80\u53d6\u4e26\u91cd\u5beb\u6210\u6700\u7d42\u7b54\u6848\uff0c\u8f03\u9069\u5408\u5feb\u901f\u9a57\u8b49\u6d41\u7a0b\uff1b\u53e6\u5916\u5169\u7a2e\u65b9\u5f0f\u5247\u8f03\u9069\u5408\u9700\u8981\u66f4\u7a69\u5b9a\u7ba1\u7406\u7684\u5de5\u4f5c\u6d41\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6587\u4ef6\u4ea6\u6e05\u695a\u4ea4\u4ee3\u53d6\u6368\u3002MoA \u7684\u6210\u672c\u5927\u7d04\u662f N+1 \u500d\uff0c\u5ef6\u9072\u901a\u5e38\u63a5\u8fd1\u6700\u6162 proposer \u518d\u52a0 aggregator \u7684\u6642\u9593\uff0c\u6240\u4ee5\u4e0d\u9069\u5408\u7c21\u55ae\u554f\u7b54\uff1b\u4f46\u5c0d\u9700\u8981\u6bd4\u8f03\u3001\u6574\u5408\u3001\u63a8\u7406\u7684\u4efb\u52d9\u6703\u66f4\u6709\u50f9\u503c\u3002\u9801\u9762\u540c\u6642\u63d0\u5230\u5728 AlpacaEval 2.0 \u53ef\u5e36\u4f86\u7d04 65% lift\uff0c\u800c proposer \u6578\u91cf\u4ee5 3 \u81f3 5 \u500b\u4f5c\u70ba\u8f03\u7406\u60f3\u7684\u5e73\u8861\u9ede\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6838\u5fc3\u6d41\u7a0b\u662f<strong>\u5e73\u884c\u63d0\u8b70\u8005 + \u55ae\u4e00\u805a\u5408\u8005<\/strong><\/li>\n\n\n\n<li>\u4e3b\u8981\u50f9\u503c\u5728\u65bc\u7d50\u5408\u4e0d\u540c\u6a21\u578b\u7684\u9577\u8655<\/li>\n\n\n\n<li>Hermes Agent \u652f\u63f4 shell\u3001delegate_task\u3001Kanban \u4e09\u7a2e\u5be6\u4f5c<\/li>\n\n\n\n<li>\u6210\u672c\u8207\u5ef6\u9072\u660e\u986f\u4e0a\u5347\uff0c\u8f03\u9069\u5408\u8907\u96dc\u4efb\u52d9<\/li>\n\n\n\n<li>\u793a\u4f8b\u6709 anthropic\/claude-sonnet-4\u3001openai\/gpt-4o\u3001google\/gemini-2.5-pro\u3001deepseek\/deepseek-chat<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u9069\u5408\u60f3\u5728\u73fe\u6709 LLM \u5de5\u4f5c\u6d41\u4e0a\u758a\u52a0\u5354\u4f5c\u6a5f\u5236\u7684\u4eba\u95b1\u8b80\uff0c\u5c24\u5176\u662f\u9700\u8981\u63d0\u5347\u7b54\u6848\u7a69\u5b9a\u6027\u3001\u7d9c\u5408\u80fd\u529b\u6216\u591a\u89d2\u5ea6\u5206\u6790\u7684\u5834\u666f\u3002\u5b83\u4e0d\u662f\u55ae\u4e00\u6a21\u578b\u7684\u4ecb\u7d39\uff0c\u800c\u662f\u4e00\u7a2e\u53ef\u76f4\u63a5\u5957\u7528\u5728 Hermes Agent \u7684\u7de8\u6392\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/ai.infernews.com\/hermes\/docs\/moa.php\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>MoA \u8b93\u591a\u500b LLM \u5e73\u884c\u4f5c\u7b54\uff0c\u518d\u4ea4\u7531\u4e00\u500b\u6a21\u578b\u6574\u5408\u3002\u5b83\u9069\u5408\u8f03\u8907\u96dc\u7684\u554f\u984c\uff0c\u4f46\u6210\u672c\u548c\u5ef6\u9072\u90fd\u6703\u589e\u52a0\u3002<\/p>\n","protected":false},"author":8,"featured_media":9812,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[178,116,191,199,147,140,153,197],"tags":[],"class_list":["post-9813","post","type-post","status-publish","format-standard","hentry","category-google","category-agentic","category-anthropic","category-dataset-","category-deepseek","category-gemini","category-openai","category-framework"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9813","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=9813"}],"version-history":[{"count":2,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9813\/revisions"}],"predecessor-version":[{"id":9817,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9813\/revisions\/9817"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/9812"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=9813"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=9813"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=9813"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}