{"id":807,"date":"2026-01-10T15:00:08","date_gmt":"2026-01-10T07:00:08","guid":{"rendered":"https:\/\/1ow.top\/index.php\/2026\/01\/10\/%e6%99%ba%e8%83%bd%e4%bd%93%e5%8d%b7%e7%8e%8b%e8%af%9e%e7%94%9f%ef%bc%81%e5%b9%b2%e6%b4%bb%e8%87%aa%e5%8a%a8%e9%85%8d%e7%bb%93%e9%a1%b9%e6%8a%a5%e5%91%8a%ef%bc%8c1-5%e5%bc%a0%e6%88%aa%e5%9b%be\/"},"modified":"2026-01-10T15:00:08","modified_gmt":"2026-01-10T07:00:08","slug":"%e6%99%ba%e8%83%bd%e4%bd%93%e5%8d%b7%e7%8e%8b%e8%af%9e%e7%94%9f%ef%bc%81%e5%b9%b2%e6%b4%bb%e8%87%aa%e5%8a%a8%e9%85%8d%e7%bb%93%e9%a1%b9%e6%8a%a5%e5%91%8a%ef%bc%8c1-5%e5%bc%a0%e6%88%aa%e5%9b%be","status":"publish","type":"post","link":"https:\/\/1ow.top\/index.php\/2026\/01\/10\/%e6%99%ba%e8%83%bd%e4%bd%93%e5%8d%b7%e7%8e%8b%e8%af%9e%e7%94%9f%ef%bc%81%e5%b9%b2%e6%b4%bb%e8%87%aa%e5%8a%a8%e9%85%8d%e7%bb%93%e9%a1%b9%e6%8a%a5%e5%91%8a%ef%bc%8c1-5%e5%bc%a0%e6%88%aa%e5%9b%be\/","title":{"rendered":"\u667a\u80fd\u4f53\u5377\u738b\u8bde\u751f\uff01\u5e72\u6d3b\u81ea\u52a8\u914d\u7ed3\u9879\u62a5\u544a\uff0c1.5\u5f20\u622a\u56fe\u5c31\u628a\u4e8b\u8bf4\u6e05\u4e86"},"content":{"rendered":"
\"\u667a\u80fd\u4f53\u5377\u738b\u8bde\u751f\uff01\u5e72\u6d3b\u81ea\u52a8\u914d\u7ed3\u9879\u62a5\u544a\uff0c1.5\u5f20\u622a\u56fe\u5c31\u628a\u4e8b\u8bf4\u6e05\u4e86\"\/<\/div><\/figure>\n
\"\u667a\u80fd\u4f53\u5377\u738b\u8bde\u751f\uff01\u5e72\u6d3b\u81ea\u52a8\u914d\u7ed3\u9879\u62a5\u544a\uff0c1.5\u5f20\u622a\u56fe\u5c31\u628a\u4e8b\u8bf4\u6e05\u4e86\"\/<\/div><\/figure>\n
\"\u667a\u80fd\u4f53\u5377\u738b\u8bde\u751f\uff01\u5e72\u6d3b\u81ea\u52a8\u914d\u7ed3\u9879\u62a5\u544a\uff0c1.5\u5f20\u622a\u56fe\u5c31\u628a\u4e8b\u8bf4\u6e05\u4e86\"\/<\/div><\/figure>\n
\"\u667a\u80fd\u4f53\u5377\u738b\u8bde\u751f\uff01\u5e72\u6d3b\u81ea\u52a8\u914d\u7ed3\u9879\u62a5\u544a\uff0c1.5\u5f20\u622a\u56fe\u5c31\u628a\u4e8b\u8bf4\u6e05\u4e86\"\/<\/div><\/figure>\n

Youtu-Agent\u56e2\u961f \u6295\u7a3f<\/p>\n

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\u73b0\u5728\uff0cAI\u667a\u80fd\u4f53\u62ff\u5230\u4e00\u4e2a\u4efb\u52a1\u4ee5\u540e\u5982\u4f55\u68c0\u9a8c\u6267\u884c\u7684\u6548\u679c\u6709\u6ca1\u6709\u8fbe\u5230\u9884\u671f\u5462\uff1f\u6211\u4eec\u4e5f\u53ef\u4ee5\u8ba9AI\u5728\u6267\u884c\u4efb\u52a1\u7684\u540c\u65f6\u4e3b\u52a8\u63d0\u4ea4\u4e00\u4efd\u8bc1\u636e\u94fe\u62a5\u544a\uff0c\u8fb9\u505a\u8fb9\u6536\u96c6\u4efb\u52a1\u5b8c\u6210\u7684\u8bc1\u636e\uff0c\u81ea\u6211\u68c0\u67e5\u662f\u5426\u7b26\u5408\u9884\u671f\uff0c\u4e0d\u7b26\u5408\u5c31\u7ee7\u7eed\u505a\u3002<\/p>\n

\u5728LLM\/VLM\u9a71\u52a8\u7684\u667a\u80fd\u4f53\uff08Agent\uff09\u7684\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u7814\u7a76\u4e2d\uff0c\u4e00\u76f4\u9762\u4e34\u4e00\u4e2a\u5de8\u5927\u7684\u6311\u6218\uff1a<\/p>\n

\u4f60\u4ea4\u7ed9\u667a\u80fd\u4f53\u4e00\u4e2a\u4efb\u52a1\uff0c\u5b83\u5e72\u5b8c\u4e86\uff0c\u4f46\u4f60\u4e0d\u77e5\u9053\u5b8c\u6210\u5ea6\u5982\u4f55\u3002<\/p>\n

\u4e3a\u4e86\u786e\u8ba4\u5b83\u662f\u5426\u771f\u7684\u51c6\u786e\u5b8c\u6210\u4e86\u4efb\u52a1\uff0c\u6211\u4eec\u4e0d\u5f97\u4e0d\u5efa\u7acb\u5e9e\u5927\u7684\u201c\u76d1\u7763\u7cfb\u7edf\u201d\u6765\u590d\u6838\u5b83\u7684\u6bcf\u4e00\u6b65\u64cd\u4f5c\u3002\u8fd9\u79cd\u201c\u88ab\u52a8\u9a8c\u8bc1\u201d\u5f80\u5f80\u9700\u8981\uff1a<\/p>\n

\u8fd9\u4e24\u79cd\u5e38\u89c1\u7684\u5148\u5b8c\u6210\u4efb\u52a1\uff08task completion\uff09\u518d\u6821\u9a8c\u8f68\u8ff9\uff08outcome verification\uff09\u7684\u673a\u5236\u6709\u4ee5\u4e0b\u7f3a\u70b9\uff1a<\/p>\n

\u9488\u5bf9\u4ee5\u4e0a\u95ee\u9898\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u7b80\u5355\u7684RL\u8bad\u7ec3\u65b9\u6cd5\uff0c\u8ba9\u667a\u80fd\u4f53\u81ea\u5df1\u6210\u4e3a\u201c\u8d28\u68c0\u5458\u201d\uff0c\u5728\u5c3d\u53ef\u80fd\u51cf\u5c11\u6821\u9a8c\u5668\uff08Verifier\uff09\u5ba1\u6838\u538b\u529b\u7684\u540c\u65f6\uff0c\u8ba9\u667a\u80fd\u4f53\u5b66\u4f1a\u4e3b\u52a8\u5206\u89e3\u5b50\u76ee\u6807\u5e76\u4e14\u7559\u75d5\u5b58\u8bc1\u3002<\/p>\n

SmartSnap\u7684\u6838\u5fc3\u601d\u60f3\u662f\u5c06GUI\u667a\u80fd\u4f53\u4ece\u201c\u88ab\u52a8\u7684\u6267\u884c\u8005\u201d\u8f6c\u53d8\u4e3a\u201c\u4e3b\u52a8\u7684\u81ea\u8bc1\u8005\u201d\u3002<\/p>\n

\u7b80\u5355\u6765\u8bf4\uff0c\u667a\u80fd\u4f53\u5728\u5b8c\u6210\u4efb\u52a1\u7684\u540c\u65f6\uff0c\u8fd8\u4f1a\u4e3b\u52a8\u6536\u96c6\u3001\u7b5b\u9009\u5e76\u63d0\u4ea4\u4e00\u4efd\u201c\u8bc1\u636e\u5feb\u7167\u96c6\u201d\u3002<\/p>\n

\u8fd9\u4efd\u8bc1\u636e\u5c31\u50cf\u662f\u4efb\u52a1\u7684\u201c\u7ed3\u9879\u62a5\u544a\u201d\uff0c\u8ba9\u9a8c\u8bc1\u8005\u53ea\u9700\u770b\u4e00\u773c\u5feb\u7167\uff0c\u5c31\u80fd\u786e\u8ba4\u4efb\u52a1\u662f\u5426\u6210\u529f\u3002<\/p>\n

\u4f20\u7edf\u7684\u667a\u80fd\u4f53\u53ea\u8d1f\u8d23\u201c\u505a\uff08Execute\uff09\u201d\uff0c\u800cSmartSnap\u63d0\u51fa\u4e86\u201c\u81ea\u8bc1\u667a\u80fd\u4f53\u201d\uff08Self-Verifying Agent\uff09\uff0c\u8d4b\u4e88\u4e86\u5b83\u201c\u81ea\u6211\u9a8c\u8bc1\uff08Verify\uff09\u201d\u7684\u7b2c\u4e8c\u4f7f\u547d\u3002<\/p>\n

\u5b83\u5728\u64cd\u4f5c\u8fc7\u7a0b\u4e2d\u4f1a\u50cf\u4eba\u7c7b\u4e00\u6837\u601d\u8003\uff1a\u201c\u4e3a\u4e86\u8bc1\u660e\u6211\u5df2\u7ecf\u6539\u597d\u4e86\u8bbe\u7f6e\uff0c\u6211\u9700\u8981\u628a\u5bf9\u5f00\u5173\u72b6\u6001\u622a\u56fe\u5e76\u4f5c\u4e3a\u8bc1\u636e\u63d0\u4ea4\u3002\u201d<\/p>\n

\u4e3a\u4e86\u907f\u514d\u7ed9\u9a8c\u8bc1\u8005\u9020\u6210\u4fe1\u606f\u8fc7\u8f7d\uff0cSmartSnap\u63d0\u51fa\u4e86\u8bc1\u636e\u7b56\u5c55\u76843C\u539f\u5219\uff1a<\/p>\n

\u6211\u4eec\u5229\u7528GRPO\u7b97\u6cd5\u5bf9\u667a\u80fd\u4f53\u8fdb\u884c\u4e86\u8bad\u7ec3\u3002\u901a\u8fc7\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u5956\u52b1\u673a\u5236\uff08Intrinsic Reward Shaping\uff09\uff0c\u5f15\u5bfc\u667a\u80fd\u4f53\u5728\u4fdd\u8bc1\u4efb\u52a1\u6210\u529f\u7387\u7684\u540c\u65f6\uff0c\u4e0d\u65ad\u63d0\u5347\u8bc1\u636e\u7684\u8d28\u91cf\uff0c\u5c3d\u53ef\u80fd\u51cf\u5c11\u5956\u52b1\u9ed1\u5ba2\u884c\u4e3a\uff08reward hacking\uff09\u3002<\/p>\n

SmartSnap\u7684\u8868\u73b0\u4ee4\u4eba\u60ca\u8273\uff0c\u5b83\u5728AndroidLab\u7b49\u590d\u6742\u7684\u4efb\u52a1\u4e0a\u63d0\u5347\u663e\u8457\uff1a<\/p>\n

\u901a\u8fc7\u611f\u6027\u5206\u6790\uff0c\u6211\u4eec\u8fd8\u89c2\u5bdf\u5230\u4ee5\u4e0b\u7279\u70b9\uff1a<\/p>\n

\u5728\u624b\u673a\u7aef\u3001OS\u7aef\u8fd9\u7c7b\u73af\u5883\u7684\u64cd\u4f5c\u4e2d\uff0c\u7531\u4e8e\u5176\u65f6\u6548\u6027\u7279\u70b9\uff0c\u4f20\u7edf\u7684\u5916\u90e8\u9a8c\u8bc1\u5668\u5f88\u96be\u7cbe\u51c6\u6355\u6349\u77ac\u65f6\u7684\u6210\u529f\u4fe1\u53f7\u3002<\/p>\n

SmartSnap\u5c31\u50cf\u662f\u7ed9\u667a\u80fd\u4f53\u914d\u4e0a\u4e86\u4e00\u53f0\u53d6\u8bc1\u76f8\u673a\u3002\u5b83\u4e0d\u518d\u9700\u8981\u4e8b\u5148\u5bf9\u73af\u5883\u6240\u6709\u72b6\u6001\u6709\u4e00\u4e2a\u9884\u671f\u7684\u53d8\u5316\u611f\u77e5\u6765\u64b0\u5199\u6821\u9a8c\u811a\u672c\uff0c\u6216\u8005\u8ba9\u88c1\u5224\u5458\u6a21\u578b\u76ef\u7740\u5168\u7a0b\u8f68\u8ff9\u6765\u4ed4\u7ec6\u63a8\u6572\uff0c\u800c\u662f\u8ba9\u667a\u80fd\u4f53\u81ea\u5df1\u8fb9\u505a\u8fb9\u6536\u96c6\u5fc5\u8981\u7684\u8bc1\u636e\u3002<\/p>\n

\u8fd9\u5141\u8bb8\u6211\u4eec\u57fa\u4e8e\u5408\u6210\u7684\u4efb\u52a1\u8f7b\u677e\u62d3\u5c55\u5176\u8bad\u7ec3\u573a\u666f\uff0c\u5e76\u9488\u5bf9\u6709\u9650\u7684\u8bc1\u636e\u94fe\u6765\u5224\u65ad\u6210\u529f\u4e0e\u5426\uff0c\u8ba9RL\u8bad\u7ec3\u66f4\u52a0\u4fbf\u6377\u3002<\/p>\n

SmartSnap\u7684\u51fa\u73b0\uff0c\u6807\u5fd7\u7740GUI\u667a\u80fd\u4f53\u6b63\u4ece\u201c\u86ee\u529b\u6267\u884c\u201d\u8d70\u5411\u201c\u8ba4\u77e5\u534f\u540c\u201d\u3002\u8fd9\u79cd\u4e3b\u52a8\u5bfb\u627e\u8bc1\u636e\u7684\u80fd\u529b\uff0c\u4e0d\u4ec5\u63d0\u5347\u4e86AI\u7684\u53ef\u9760\u6027\uff0c\u66f4\u4e3a\u672a\u6765\u5927\u89c4\u6a21\u3001\u4f4e\u6210\u672c\u7684AI\u90e8\u7f72\u94fa\u5e73\u4e86\u9053\u8def\u3002<\/p>\n

\u672a\u6765\u7684AI\uff0c\u4e0d\u4ec5\u8981\u201c\u80fd\u5e72\u201d\uff0c\u66f4\u8981\u201c\u53ef\u4fe1\u201d\u3002<\/p>\n

\u8bba\u6587\u6807\u9898\uff1a<\/p>\n

SmartSnap: Proactive Evidence Seeking for Self-Verifying Agents\u8bba\u6587\u5730\u5740\uff1a<\/p>\n

https:\/\/arxiv.org\/abs\/2512.22322\u4ee3\u7801\u5730\u5740\uff1a<\/p>\n

https:\/\/github.com\/TencentYoutuResearch\/SmartSnap<\/p>\n

\n

\u7248\u6743\u58f0\u660e\uff1a<\/strong><\/p>\n

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\u8f6c\u8f7d\u4ec5\u4e3a\u4e2a\u4eba\u5b66\u4e60\u4e0e\u4ea4\u6d41\u76ee\u7684\uff0c\u4e0d\u5bf9\u6587\u7ae0\u89c2\u70b9\u8d1f\u8d23\uff0c\u4ea6\u4e0d\u7528\u4e8e\u4efb\u4f55\u5546\u4e1a\u7528\u9014\u3002<\/p>\n

\u5982\u6d89\u53ca\u7248\u6743\u95ee\u9898\uff0c\u8bf7\u8054\u7cfb\u672c\u4eba\u5220\u9664\u3002<\/p>\n<\/blockquote>\n","protected":false},"excerpt":{"rendered":"

Youtu-Agent\u56e2\u961f \u6295\u7a3f<\/p>\n

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\u5728LLM\/VLM\u9a71\u52a8\u7684\u667a\u80fd\u4f53\uff08Agent\uff09\u7684\u5f3a\u5316\u5b66\u4e60\uff08<\/p>\n","protected":false},"author":1,"featured_media":803,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[98],"class_list":["post-807","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-xwzx","tag-98"],"_links":{"self":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts\/807","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/comments?post=807"}],"version-history":[{"count":0,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts\/807\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/media\/803"}],"wp:attachment":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/media?parent=807"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/categories?post=807"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/tags?post=807"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}