{"id":13042,"date":"2026-10-09T02:47:30","date_gmt":"2026-10-08T18:47:30","guid":{"rendered":"https:\/\/infernews.com\/blog\/gui-harvest-self-improving-gui-agents-through-evidence-driven-harness-evolution\/"},"modified":"2026-10-09T02:47:30","modified_gmt":"2026-10-08T18:47:30","slug":"gui-harvest-self-improving-gui-agents-through-evidence-driven-harness-evolution","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/gui-harvest-self-improving-gui-agents-through-evidence-driven-harness-evolution\/","title":{"rendered":"GUI-HARVEST\uff1a\u4e0d\u6539\u6a21\u578b\uff0c\u8b93 GUI Agent \u81ea\u52d5\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\/pasted-4fc064715ae4.jpg\" alt=\"GUI-HARVEST overview\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u7576 GUI agent \u53cd\u8986\u5728\u76f8\u4f3c\u64cd\u4f5c\u4e2d\u5931\u6557\uff0c\u554f\u984c\u672a\u5fc5\u51fa\u5728\u6a21\u578b\u6b0a\u91cd\uff0c\u4e5f\u53ef\u80fd\u662f\u63d0\u793a\u8a5e\u3001\u8a18\u61b6\u3001\u5de5\u5177\u4ecb\u9762\u6216\u5fa9\u539f\u6d41\u7a0b\u3002GUI-HARVEST \u5c6c\u65bc\u81ea\u52d5\u5316 harness \u6f14\u5316\u5de5\u5177\uff0c\u6703\u8b80\u53d6 GUI rollout\uff0c\u627e\u51fa\u8de8\u4efb\u52d9\u91cd\u8907\u51fa\u73fe\u7684\u884c\u70ba\u6545\u969c\uff0c\u518d\u628a\u4fee\u6b63\u5beb\u56de harness \u539f\u59cb\u78bc\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u56fa\u5b9a GUI-capable model\u3001\u6574\u7406\u5931\u6557\u8b49\u64da\uff0cHarness Engineer \u63d0\u51fa\u5e36\u6709\u660e\u78ba\u9810\u6e2c\u7684\u4fee\u6539\uff0cValidator \u518d\u6309\u5206\u6578\u548c\u884c\u70ba\u9598\u9580\u6c7a\u5b9a\u4fdd\u7559\u6216\u56de\u6efe\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u548c LoRA \u6216\u91cd\u65b0\u8a13\u7df4\u6a21\u578b\u76f8\u6bd4\uff0cGUI-HARVEST \u4e0d\u9700\u8981\u66f4\u65b0\u6a21\u578b\u6b0a\u91cd\uff0c\u4ee3\u50f9\u662f\u6539\u9032\u4f9d\u8cf4\u53ef\u57f7\u884c harness \u7684\u54c1\u8cea\uff0c\u4ee5\u53ca Search\u3001Validation \u548c Test \u5206\u5272\u662f\u5426\u8a2d\u8a08\u5f97\u53ef\u9760\u3002\u6bcf\u500b\u5019\u9078\u4fee\u6539\u90fd\u8981\u540c\u6642\u6eff\u8db3 \u0394Search \u2265 0\u3001\u0394Validation \u2265 0\u3001\u81f3\u5c11\u4e00\u9805\u63d0\u5347\u3001\u884c\u70ba\u9810\u6e2c\u901a\u904e\uff0c\u4ee5\u53ca L0\/L1 \u6aa2\u67e5\uff1bTest suite \u6703\u5728\u512a\u5316\u505c\u6b62\u5f8c\u624d\u958b\u653e\u4e00\u6b21\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6e2c\u8a66\u9700\u8981\u53e6\u5916\u5b89\u88dd OSWorld \u548c seed harness\uff0c\u4f8b\u5982 Agent S3\uff0c\u518d\u4ee5\u56fa\u5b9a seed \u6309 domain \u5206\u5c64\u5efa\u7acb 80 \u500b Search\u300180 \u500b Validation \u548c 201 \u500b sealed Test \u4efb\u52d9\u3002\u9805\u76ee\u9069\u5408\u7814\u7a76 GUI agents\u3001\u7dad\u8b77\u9577\u6d41\u7a0b\u81ea\u52d5\u5316\u5de5\u5177\uff0c\u6216\u9700\u8981\u6bd4\u8f03\u4e0d\u540c backbone harness \u7684\u5718\u968a\uff1bOSWorld-Verified \u7d50\u679c\u986f\u793a\uff0c\u516d\u500b backbone \u548c\u4e09\u7a2e\u6b65\u6578\u9810\u7b97\u7684\u6bd4\u8f03\u4e2d\uff0cGUI-HARVEST \u5747\u53d6\u5f97\u6700\u9ad8\u5206\uff0cQwen3-VL-32B \u5728 15 steps \u63d0\u5347 12.33 \u500b\u767e\u5206\u9ede\uff0cGemini 3.1 Pro \u5728 100 steps \u9054\u5230 79.14%\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u51cd\u7d50\u6a21\u578b\u6b0a\u91cd\uff0c\u96c6\u4e2d\u6539\u5584\u53ef\u57f7\u884c harness<\/li>\n<li>\u5f9e screenshots \u548c action traces \u63d0\u53d6\u91cd\u8907\u6545\u969c<\/li>\n<li>\u4ee5 Search\u3001Validation \u548c sealed Test \u63a7\u5236\u6539\u52d5\u98a8\u96aa<\/li>\n<li>\u652f\u63f4\u56fa\u5b9a\u4e0d\u540c\u6a21\u578b\u8207\u6b65\u6578\u9810\u7b97\u4f5c\u6bd4\u8f03<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/huggingface.co\/papers\/2610.00948\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/GaryYang12345\/GUI-HARVEST\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>GUI-HARVEST \u8b93 GUI agent \u5f9e\u91cd\u8907\u64cd\u4f5c\u5931\u6557\u4e2d\u4fee\u6539\u57f7\u884c harness\uff0c\u5728\u4e0d\u66f4\u65b0\u6a21\u578b\u6b0a\u91cd\u4e0b\u63d0\u5347\u4efb\u52d9\u8868\u73fe\u3002<\/p>\n","protected":false},"author":8,"featured_media":13041,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"wpai_generated_summary":"","wpai_meta_description":"","footnotes":""},"categories":[133,116,76,127,161,38,199],"tags":[],"class_list":["post-13042","post","type-post","status-publish","format-standard","hentry","category-133","category-agentic","category-76","category-127","category-161","category-38","category-dataset-"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/13042","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=13042"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/13042\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/13041"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=13042"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=13042"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=13042"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}