{"id":13500,"date":"2026-10-17T02:02:30","date_gmt":"2026-10-16T18:02:30","guid":{"rendered":"https:\/\/infernews.com\/blog\/harness-rsi\/"},"modified":"2026-10-17T02:04:59","modified_gmt":"2026-10-16T18:04:59","slug":"harness-rsi","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/harness-rsi\/","title":{"rendered":"Harness-RSI\uff1a\u540c\u4e00\u6a21\u578b\u5982\u4f55\u9760 Harness \u6301\u7e8c\u81ea\u6211\u9032\u5316"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/10\/Harness-RSI-Harness.jpg\" alt=\"The path of harness self-evolution, from instructions to executable components and runtime\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6a21\u578b\u6b0a\u91cd\u4fdd\u6301\u4e0d\u8b8a\uff0cAgent \u4ecd\u53ef\u628a\u4e00\u6b21\u6b21\u57f7\u884c\u7d93\u9a57\u6c89\u6fb1\u6210\u6307\u4ee4\u3001\u8a18\u61b6\u3001\u5de5\u4f5c\u6d41\u7a0b\u3001\u5de5\u5177\u53ca runtime logic\u3002Harness-RSI \u662f\u4e00\u4efd\u570d\u7e5e harness self-evolution \u7684\u7814\u7a76\u8abf\u67e5\u8207\u914d\u5957\u95b1\u8b80\u8cc7\u6599\uff0c\u8655\u7406\u7684\u662f\u56fa\u5b9a base model \u5982\u4f55\u6301\u7e8c\u6539\u5584\u4ee3\u7406\u7cfb\u7d71\uff0c\u800c\u4e0d\u662f\u63d0\u4f9b\u53ef\u76f4\u63a5\u57f7\u884c\u7684 Agent \u8edf\u4ef6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5167\u5bb9\u5c07\u66f4\u65b0\u76ee\u6a19\u5206\u6210\u7531\u56fa\u5b9a\u5143\u4ef6\u89e3\u8b80\u7684 instructions\u3001memory\u3001workflow specifications\uff0c\u4ee5\u53ca\u53ef\u57f7\u884c\u7684 tools \u548c runtime logic\uff0c\u518d\u6bd4\u8f03\u4e0d\u540c\u65b9\u6cd5\u5982\u4f55\u63d0\u51fa\u3001\u7be9\u9078\u53ca\u63a5\u7d0d\u4fee\u6539\u3002\u5206\u6790\u4ea6\u9023\u63a5 evolutionary algorithms \u8207 continual PAC-learning\uff0c\u5617\u8a66\u8aaa\u660e\u751a\u9ebc\u689d\u4ef6\u4e0b\uff0c\u63a5\u7d0d\u66f4\u65b0\u7684\u6bd4\u8f03\u624d\u8db3\u4ee5\u652f\u6301\u300c\u6709\u6240\u6539\u5584\u300d\u7684\u5224\u65b7\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8a55\u4f30\u90e8\u5206\u6c92\u6709\u53ea\u770b\u5206\u6578\u5347\u5e45\uff0c\u800c\u662f\u62c6\u958b\u56db\u500b\u554f\u984c\uff1aselection \u662f\u5426\u53d7\u5230\u641c\u5c0b\u904e\u7a0b\u5f71\u97ff\u3001activation \u662f\u5426\u771f\u7684\u5728\u8a55\u5206\u57f7\u884c\u4e2d\u751f\u6548\u3001attribution \u662f\u5426\u7531\u8a72\u66f4\u65b0\u9020\u6210\uff0c\u4ee5\u53ca improvement \u80fd\u5426\u63a8\u5ee3\u5230\u7522\u751f\u66f4\u65b0\u4ee5\u5916\u7684\u4efb\u52d9\u3002\u8abf\u67e5\u6307\u51fa\uff0c\u76f8\u95dc\u5831\u544a\u96d6\u5e38\u4f7f\u7528 held-out tasks\uff0cactivation \u548c attribution \u7684\u8b49\u64da\u4ecd\u7136\u6709\u9650\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">GitHub \u5132\u5b58\u5eab\u6c92\u6709\u5c55\u793a\u5b8c\u6574\u5b89\u88dd\u6d41\u7a0b\u6216\u53ef\u4f9b\u672c\u5730\u6e2c\u8a66\u7684\u7a0b\u5f0f\u5165\u53e3\uff0c\u8f03\u9069\u5408\u7814\u7a76\u4eba\u54e1\u3001Agent \u5e73\u53f0\u8a2d\u8a08\u8005\u53ca\u9700\u8981\u6574\u7406\u81ea\u6211\u6539\u5584\u65b9\u6cd5\u7684\u5718\u968a\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u56fa\u5b9a\u6a21\u578b\u6b0a\u91cd\uff0c\u66f4\u65b0\u5916\u90e8 harness state<\/li>\n\n\n\n<li>\u6db5\u84cb\u6307\u4ee4\u3001\u8a18\u61b6\u3001\u5de5\u4f5c\u6d41\u7a0b\u3001\u5de5\u5177\u8207\u57f7\u884c\u908f\u8f2f<\/li>\n\n\n\n<li>\u4ee5 evolutionary algorithms \u548c continual PAC-learning \u5206\u6790\u66f4\u65b0<\/li>\n\n\n\n<li>\u7528 selection\u3001activation\u3001attribution\u3001improvement \u62c6\u89e3\u8a55\u4f30\u53ef\u4fe1\u5ea6<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/zgcagi.github.io\/Harness-RSI\/\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/zgcagi\/Harness-RSI\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6a21\u578b\u6b0a\u91cd\u4e0d\u8b8a\uff0cAgent \u4ecd\u53ef\u628a\u57f7\u884c\u7d93\u9a57\u5beb\u5165\u6307\u4ee4\u3001\u8a18\u61b6\u3001\u5de5\u4f5c\u6d41\u7a0b\u8207\u5de5\u5177\u3002\u9019\u4efd\u7814\u7a76\u6574\u7406\u4e86\u81ea\u6211\u9032\u5316\u7684\u6a5f\u5236\u3001\u8b49\u64da\u8207\u9650\u5236\u3002<\/p>\n","protected":false},"author":8,"featured_media":13499,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"wpai_generated_summary":"","wpai_meta_description":"","footnotes":""},"categories":[133,116,76,197,24,38,150,189],"tags":[],"class_list":["post-13500","post","type-post","status-publish","format-standard","hentry","category-133","category-agentic","category-76","category-framework","category-aisoftware","category-38","category-150","category-189"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/13500","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=13500"}],"version-history":[{"count":2,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/13500\/revisions"}],"predecessor-version":[{"id":13502,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/13500\/revisions\/13502"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/13499"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=13500"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=13500"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=13500"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}