{"id":12978,"date":"2026-10-06T09:07:30","date_gmt":"2026-10-06T01:07:30","guid":{"rendered":"https:\/\/infernews.com\/blog\/veriharness\/"},"modified":"2026-10-06T09:10:06","modified_gmt":"2026-10-06T01:10:06","slug":"veriharness","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/veriharness\/","title":{"rendered":"VeriHarness \u9577\u6d41\u7a0b AI \u4efb\u52d9\u7684\u4fee\u8a02"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/10\/pasted-282da2a9af6d.jpg\" alt=\"VeriHarness\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u9577\u6642\u9593 AI \u4efb\u52d9\u5bb9\u6613\u5728\u7d30\u7bc0\u4e2d\u7d2f\u7a4d\u932f\u8aa4\uff0c\u55ae\u9760\u4e00\u6b21 rollout \u6216\u591a\u6578\u7968\u672a\u5fc5\u80fd\u627e\u51fa\u5171\u540c\u8aa4\u5224\u3002VeriHarness \u662f\u4e00\u500b\u9762\u5411 long-horizon general agents \u7684 verification harness\uff0c\u8b93\u7522\u751f\u7b54\u6848\u7684\u540c\u4e00\u500b\u6a21\u578b\u6aa2\u67e5\u74b0\u5883\u8b49\u64da\u3001\u4fee\u8a02\u6210\u679c\uff0c\u4e26\u8a18\u9304\u6bcf\u9805\u6539\u52d5\u7684\u539f\u56e0\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u6703\u628a N \u6b21\u7368\u7acb rollout \u4ea4\u7d66\u5169\u689d\u8abf\u67e5\u6d41\u7a0b\uff1adisagreement resolver \u6838\u5c0d\u4e0d\u540c\u5617\u8a66\u63d0\u51fa\u7684\u4e3b\u5f35\uff0cconsensus challenger \u5247\u5c08\u9580\u53cd\u67e5\u6240\u6709\u5617\u8a66\u90fd\u540c\u610f\u7684\u5167\u5bb9\u3002\u5169\u908a\u53d6\u5f97\u6587\u4ef6\u3001\u8cc7\u6599\u6216\u53ef\u91cd\u65b0\u8a08\u7b97\u6578\u503c\u5f8c\uff0c\u518d\u7531 adjudication \u9078\u53d6\u6216\u91cd\u5efa artifact\uff0c\u8655\u7406\u4e86\u300c\u5206\u6b67\u4e0d\u7b49\u65bc\u932f\u8aa4\u3001\u5171\u8b58\u4e5f\u53ef\u80fd\u5171\u540c\u51fa\u932f\u300d\u7684\u53d6\u6368\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u900f\u904e Gemini on Vertex AI \u6216 Claude on Vertex AI \u57f7\u884c\u9a57\u8b49\uff1bwb \u8207 wsb \u8a55\u5206\u5668\u5247\u5728\u7db2\u7d61\u5bb9\u5668\u4e2d\u8655\u7406\u6587\u4ef6\u3001\u8a66\u7b97\u8868\u3001\u7a0b\u5f0f\u78bc\u53ca\u591a\u6a94\u6848\u5de5\u4f5c\u5340\u4efb\u52d9\u3002\u9805\u76ee\u540c\u6642\u516c\u958b\u7d04 26,000 \u6b21 rollout\uff0c\u65b9\u4fbf\u7814\u7a76\u5718\u968a\u91cd\u73fe\u6d41\u7a0b\u6216\u6bd4\u8f03\u81ea\u5df1\u7684 verifier\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7d50\u679c\u986f\u793a\uff0cGemini 3.5 Flash \u4f5c\u70ba generator \u548c verifier \u6642\uff0c\u8b49\u64da\u652f\u63f4\u7684\u4fee\u8a02\u6bd4\u55ae\u6b21 rollout \u5e73\u5747\u9ad8 6.2 \u5206\uff1bClaude Opus 4.8 \u5247\u9ad8 6.4 \u5206\uff0c\u4e94\u500b benchmark \u7684\u5341\u500b model\u2013benchmark settings \u5747\u53d6\u5f97\u6700\u9ad8 primary selection score\u3002\u9019\u4e9b\u6578\u5b57\u53cd\u6620\u9078\u64c7\u8207\u4fee\u8a02\u80fd\u529b\uff0c\u4e0d\u80fd\u76f4\u63a5\u7b49\u540c\u5b8c\u6574 artifact \u5fc5\u7136\u6b63\u78ba\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u9069\u5408\u9577\u6d41\u7a0b\u5de5\u4f5c<\/strong>\uff1a\u6587\u4ef6\u3001\u8a66\u7b97\u8868\u3001\u7a0b\u5f0f\u78bc\u53ca\u591a\u6a94\u6848\u4efb\u52d9\u5747\u53ef\u7d0d\u5165\u6aa2\u67e5\u3002<\/li>\n<li><strong>\u6838\u5fc3\u5dee\u7570<\/strong>\uff1a\u540c\u4e00\u6a21\u578b\u8ca0\u8cac\u7522\u751f\u8207\u9a57\u8b49\uff0c\u512a\u52e2\u4f86\u81ea rollout pool \u7d50\u69cb\u53ca\u74b0\u5883\u8b49\u64da\uff0c\u800c\u975e\u66f4\u5f37\u7684 judge\u3002<\/li>\n<li><strong>\u7814\u7a76\u50f9\u503c<\/strong>\uff1a\u5206\u958b\u6e2c\u8a66 disagreement \u8207 consensus\uff0c\u80fd\u5b9a\u4f4d\u6a21\u578b\u53cd\u8986\u72af\u4e0b\u7684\u5171\u540c\u932f\u8aa4\u3002<\/li>\n<li><strong>\u4f7f\u7528\u9650\u5236<\/strong>\uff1a\u9700\u8981\u6a21\u578b\u670d\u52d9\u3001\u8a55\u5206\u5bb9\u5668\u53ca\u53ef\u6aa2\u67e5\u7684\u4efb\u52d9\u74b0\u5883\uff0c\u914d\u7f6e\u6210\u672c\u9ad8\u65bc\u55ae\u6b21\u751f\u6210\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/veriharness.com\/\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/google-research\/veriharness\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u9577\u6642\u9593 AI \u4efb\u52d9\u4e0d\u518d\u53ea\u9760\u4e00\u6b21\u8f38\u51fa\u6216\u6295\u7968\uff0cVeriHarness \u8b93\u6a21\u578b\u67e5\u8b49\u5206\u6b67\u8207\u5171\u8b58\uff0c\u518d\u4ea4\u4ed8\u6709\u8b49\u64da\u652f\u63f4\u7684\u6210\u679c\u3002\u7d50\u679c\u540c\u4e00\u6a21\u578b\u4e5f\u80fd\u505a\u9a57\u8b49\uff01<\/p>\n","protected":false},"author":8,"featured_media":12977,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"wpai_generated_summary":"","footnotes":""},"categories":[133,116,76,178,140,191,199],"tags":[],"class_list":["post-12978","post","type-post","status-publish","format-standard","hentry","category-133","category-agentic","category-76","category-google","category-gemini","category-anthropic","category-dataset-"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/12978","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=12978"}],"version-history":[{"count":2,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/12978\/revisions"}],"predecessor-version":[{"id":12982,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/12978\/revisions\/12982"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/12977"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=12978"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=12978"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=12978"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}