{"id":11608,"date":"2026-08-28T14:42:20","date_gmt":"2026-08-28T06:42:20","guid":{"rendered":"https:\/\/infernews.com\/blog\/taolive-digital-avatar-agent-technical-report-2\/"},"modified":"2026-08-28T14:42:20","modified_gmt":"2026-08-28T06:42:20","slug":"taolive-digital-avatar-agent-technical-report-2","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/taolive-digital-avatar-agent-technical-report-2\/","title":{"rendered":"[\u6280\u8853\u6587\u7ae0] \u6dd8\u5bf6\u76f4\u64ad AI \u4e3b\u64ad\u5718\u968a\u63d0\u51fa HAT \u8a13\u7df4\u6cd5 \u89e3\u6c7a\u5c0f\u6a21\u578b\u96e3\u4ee5\u8ddf\u4e0a\u5feb\u901f\u66f4\u65b0\u7684\u5f35\u529b"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/08\/pasted-d7eb95618032-1.jpg\" alt=\"Hero image preview\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6dd8\u5bf6\u76f4\u64ad\u65d7\u4e0b\u7684 TaoLive AIGC LLM \u5718\u968a\u767c\u8868\u6280\u8853\u5831\u544a\uff0c\u63d0\u51fa\u4e00\u5957\u540d\u70ba Harness-Aware Training\uff08HAT\uff09\u7684\u8a13\u7df4\u65b9\u6cd5\uff0c\u5c08\u9580\u7528\u65bc\u8a13\u7df4\u80fd\u5728\u76f4\u64ad\u5e36\u8ca8\u5834\u666f\u4e2d\u5373\u6642\u56de\u7b54\u5546\u54c1\u554f\u984c\u3001\u8207\u89c0\u773e\u4e92\u52d5\u4e26\u57f7\u884c\u71df\u92b7\u7b56\u7565\u7684\u6578\u5b57\u4eba\u4e3b\u64ad\u3002\u5718\u968a\u6307\u51fa\uff0c\u76f4\u64ad\u5e36\u8ca8\u5c0d\u5ef6\u9072\u6975\u70ba\u654f\u611f\uff0c\u540c\u6642\u884c\u92b7\u898f\u5247\u8207\u5546\u6236\u504f\u597d\u53c8\u6703\u6301\u7e8c\u8b8a\u52d5\uff0c\u56e0\u6b64\u696d\u754c\u666e\u904d\u63a1\u7528\u300c\u53ef\u6f14\u5316 Harness\u300d\u8a2d\u8a08\uff0c\u628a Skills\u3001Hooks\u3001prompts \u548c tools \u8207\u6a21\u578b\u53c3\u6578\u89e3\u8026\uff0c\u7b56\u7565\u6539\u52d5\u6642\u4e0d\u5fc5\u91cd\u65b0\u8a13\u7df4\u6a21\u578b\u3002\u7136\u800c\u9019\u7a2e\u505a\u6cd5\u5e36\u4f86\u660e\u986f\u53d6\u6368\uff1a\u5927\u6a21\u578b\u96d6\u7136\u6cdb\u5316\u80fd\u529b\u5f37\uff0c\u80fd\u5920\u96f6\u6a23\u672c\u9069\u61c9 Harness \u8b8a\u52d5\uff0c\u4f46\u5ef6\u9072\u592a\u9ad8\uff1b\u5c0f\u6a21\u578b\u5ef6\u9072\u7b26\u5408\u5be6\u6642\u8981\u6c42\uff0c\u537b\u5bb9\u6613\u904e\u62df\u5408\u5230\u56fa\u5b9a\u7684 Harness \u8a2d\u5b9a\uff0c\u4e00\u65e6\u914d\u7f6e\u66f4\u65b0\u5c31\u9700\u8981\u91cd\u65b0\u8a13\u7df4\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">HAT \u7684\u6838\u5fc3\u601d\u8def\u662f\u5728\u8a13\u7df4\u968e\u6bb5\u5c31\u8b93\u6a21\u578b\u63a5\u89f8\u5927\u91cf\u4e0d\u540c\u7684 Harness \u914d\u7f6e\uff0c\u4f7f\u5b83\u5b78\u6703\u300c\u8b80\u61c2\u7576\u524d\u7684 Harness\u300d\uff0c\u800c\u975e\u8a18\u4f4f\u67d0\u4e00\u500b\u56fa\u5b9a\u7248\u672c\u3002\u5177\u9ad4\u505a\u6cd5\u5f15\u5165 Harness-State Augmentation\uff08HSA\uff09\uff0c\u5c0d Skill \u8b58\u5225\u78bc\u3001Skill \u5167\u5bb9\u3001\u5de5\u5177 schema\u3001prompt \u7d50\u69cb\u53ca Hook \u51fd\u6578\u65bd\u52a0\u4fdd\u7559\u4efb\u52d9\u8a9e\u7fa9\u7684\u8f49\u63db\u3002\u8a13\u7df4\u5206\u70ba\u4e09\u500b\u968e\u6bb5\uff1aHSA-SFT \u8b93\u5c0f\u6a21\u578b\u5f9e\u5f37\u6a21\u578b\u751f\u6210\u3001\u5728\u591a\u6a23\u5316\u74b0\u5883\u4e2d\u6536\u96c6\u7684\u9ad8\u8cea\u91cf\u8ecc\u8de1\u5b78\u7fd2\uff0c\u76f4\u63a5\u63d0\u5347\u63a8\u7406\u8207\u5de5\u5177\u8abf\u7528\u80fd\u529b\uff1bGeneral OPD \u900f\u904e On-Policy Distillation \u5728\u901a\u7528\u5f9e\u57fa\u790e\u6a21\u578b\u5b78\u7fd2\uff0c\u6062\u5fa9 SFT \u904e\u7a0b\u4e2d\u53d7\u640d\u7684\u6cdb\u5316\u80fd\u529b\uff1bHSA-RL \u5247\u5728\u7d93 HSA \u589e\u5ee3\u7684\u591a\u6a23\u5316\u74b0\u5883\u4e2d\u505a\u5f37\u5316\u5b78\u7fd2\uff0c\u9032\u4e00\u6b65\u5f37\u5316\u6a21\u578b\u5c0d\u8b8a\u52d5 Harness \u7684\u7406\u89e3\u8207\u5de5\u5177\u8abf\u7528\u7a69\u5b9a\u6027\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">HAT \u8a13\u7df4\u7684\u6a21\u578b\u5728 Live-Stream QA \u4e0a\u5e73\u5747\u5f97\u5206 94.8\uff0c\u660e\u986f\u9ad8\u65bc\u57fa\u790e\u6a21\u578b\u7684 80.3 \u548c\u6700\u5f37\u901a\u7528 LLM \u7684 93.0\uff1b\u5728 Harness-Variant QA \u4e0a\u4ea6\u9054\u5230 94.6\uff0c\u9060\u8d85\u57fa\u790e\u6a21\u578b\u7684 75.4\u3002\u50b3\u7d71 Fixed-Harness SFT \u6703\u4ee4 IFEval \u5206\u6578\u8f03\u57fa\u790e\u6a21\u578b\u4e0b\u8dcc 7.7 \u5206\uff0c\u800c HAT \u4e0d\u55ae\u907f\u514d\u9019\u7a2e\u4e0b\u8dcc\uff0c\u66f4\u53d6\u5f97 83.5 \u5206\u3002\u5728\u90e8\u7f72\u5c64\u9762\uff0c\u6a21\u578b\u53ef\u5728\u55ae\u5f35 NVIDIA H20 GPU\uff08\u555f\u7528\u512a\u5316\uff09\u4e0a\u904b\u884c\uff0cP50 \u5ef6\u9072 3.4 \u79d2\u3001P95 8.1 \u79d2\uff0c\u5df2\u6eff\u8db3\u5be6\u6642\u4e92\u52d5\u9580\u6abb\u3002\u7cfb\u7d71\u5df2\u843d\u5730\u81f3\u6dd8\u5bf6\u76f4\u64ad\u7684\u751f\u7522\u74b0\u5883\uff0c\u7dda\u4e0a A\/B \u6e2c\u8a66\u986f\u793a\u76f8\u5c0d ReAct \u5c0d\u7167\u7d44\uff0cHarness \u5be6\u9a57\u7d44\u5728\u78ba\u8a8d\u6536\u8ca8 GMV \u4e0a\u5e36\u4f86 4.33% \u7684 UV \u6a19\u6e96\u5316\u63d0\u5347\u3001\u5546\u54c1\u9801\u700f\u89bd\u91cf\u63d0\u5347 0.91%\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c0d\u9700\u8981\u5feb\u901f\u758a\u4ee3\u7b56\u7565\u3001\u53c8\u53d7\u5236\u65bc\u5ef6\u9072\u8207\u7b97\u529b\u7684\u5be6\u6642\u5c0d\u8a71\u4ee3\u7406\u5718\u968a\u800c\u8a00\uff0c\u9019\u4efd\u5831\u544a\u5c55\u793a\u4e86\u4e00\u689d\u53ef\u843d\u5730\u7684\u5de5\u7a0b\u8def\u5f91\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u91cd\u9ede\u6458\u8981<\/strong><br \/>\n&#8211; \u6dd8\u5bf6\u76f4\u64ad AIGC \u5718\u968a\u91dd\u5c0d\u76f4\u64ad\u5e36\u8ca8 AI \u4e3b\u64ad\u63d0\u51fa HAT \u8a13\u7df4\u6846\u67b6<br \/>\n&#8211; \u89e3\u6c7a\u5c0f\u6a21\u578b\u904e\u62df\u5408\u56fa\u5b9a Harness\u3001\u7121\u6cd5\u8ddf\u4e0a\u7b56\u7565\u66f4\u65b0\u7684\u6838\u5fc3\u77db\u76fe<br \/>\n&#8211; \u900f\u904e HSA \u589e\u5ee3\u8207\u4e09\u968e\u6bb5\u8a13\u7df4\u517c\u9867\u5ef6\u9072\u3001\u6cdb\u5316\u8207\u5de5\u5177\u8abf\u7528\u7a69\u5b9a\u6027<br \/>\n&#8211; IFEval \u5206\u6578\u907f\u514d\u50b3\u7d71 SFT \u51fa\u73fe\u7684 7.7 \u5206\u4e0b\u8dcc\uff0c\u53cd\u5347\u81f3 83.5<br \/>\n&#8211; \u5df2\u5728\u6dd8\u5bf6\u76f4\u64ad\u751f\u7522\u74b0\u5883\u4e0a\u7dda\uff0cA\/B \u6e2c\u8a66\u5e36\u4f86 GMV \u8207\u700f\u89bd\u91cf\u63d0\u5347<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/arxiv.org\/pdf\/2608.15763\" rel=\"noopener noreferrer\"><strong>Paper<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6dd8\u5bf6\u76f4\u64ad AIGC \u5718\u968a\u91dd\u5c0d\u76f4\u64ad\u5e36\u8ca8 AI \u4e3b\u64ad\u7684\u5be6\u6642\u4e92\u52d5\u9700\u6c42\uff0c\u63d0\u51fa Harness-Aware Training\uff08HAT\uff09\u6846\u67b6\uff0c\u4ee4\u5c0f\u6a21\u578b\u80fd\u5728\u983b\u7e41\u66f4\u65b0\u7684\u7b56\u7565\u74b0\u5883\u4e2d\u4fdd\u6301\u4f4e\u5ef6\u9072\u8207\u9ad8\u9069\u61c9\u529b\u3002<\/p>\n","protected":false},"author":8,"featured_media":11607,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"wpai_generated_summary":"","footnotes":""},"categories":[171,116,127,197,201],"tags":[],"class_list":["post-11608","post","type-post","status-publish","format-standard","hentry","category-171","category-agentic","category-127","category-framework","category-skill-"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/11608","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=11608"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/11608\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/11607"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=11608"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=11608"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=11608"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}