{"id":8247,"date":"2026-05-17T00:53:55","date_gmt":"2026-05-16T16:53:55","guid":{"rendered":"https:\/\/infernews.com\/blog\/the-official-code-of-on-policy-self-evolution-via-failure-trajectories-for-agent\/"},"modified":"2026-05-17T00:54:24","modified_gmt":"2026-05-16T16:54:24","slug":"the-official-code-of-on-policy-self-evolution-via-failure-trajectories-for-agent","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/the-official-code-of-on-policy-self-evolution-via-failure-trajectories-for-agent\/","title":{"rendered":"FATE\u9ede\u6a23\u5e6bAI\u4ee3\u7406\u7531\u5931\u6557\u4e2d\u5b78\u5b89\u5168"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/05\/fate_figure1-529497c3c754.jpg\" alt=\"FATE framework\" \/><\/figure>\n<p>\u800c\u5bb6\u6108\u4f86\u6108\u591a AI \u5514\u6b62\u4fc2\u804a\u5929\uff0c\u4ef2\u6703\u5e6b\u4f60\u7528\u5de5\u5177\u3001\u5206\u6b65\u5b8c\u6210\u4efb\u52d9\u3002\u4e0d\u904e\u771f\u6b63\u5371\u96aa\u5605\u5730\u65b9\uff0c\u5f80\u5f80\u5514\u4fc2\u6700\u5f8c\u4e00\u53e5\u56de\u8986\uff0c\u800c\u4fc2\u4e2d\u9014\u505a\u904e\u5572\u4e5c\u3002FATE 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\u53bb\u5e73\u8861\u5b89\u5168\u8207\u5be6\u7528\u6027\u3002<\/p>\n<p>\u5982\u679c\u4f60\u60f3\u7406\u89e3\u9ede\u6a23\u4e0a\u624b\uff0c\u8f03\u5408\u7406\u5605\u65b9\u5f0f\u4fc2\u5148\u7531\u8ad6\u6587\u3001\u5c08\u6848\u9801\u9762\u540c\u7d50\u679c\u8868\u958b\u59cb\u7747\uff0c\u56e0\u70ba\u76ee\u524d\u516c\u958b\u5167\u5bb9\u4e3b\u8981\u96c6\u4e2d\u55ba\u65b9\u6cd5\u8207\u8a55\u6e2c\u8868\u73fe\u3002\u5b83\u5514\u4fc2\u4e00\u822c\u5373\u88dd\u5373\u7528\u5605\u61c9\u7528\u7a0b\u5f0f\uff0c\u66f4\u9069\u5408\u7576\u4f5c\u7814\u7a76\u6846\u67b6\uff0c\u7540\u6709\u505a\u4ee3\u7406\u7cfb\u7d71\u3001\u5b89\u5168\u8a55\u4f30\u6216\u6a21\u578b\u8a13\u7df4\u5605\u4eba\u53c3\u8003\u3002<\/p>\n<ul>\n<li>\u91cd\u9ede\u5514\u4fc2\u53ea\u8a55\u4f30\u6700\u7d42\u56de\u7b54\uff0c\u800c\u4fc2\u6aa2\u67e5\u6574\u6bb5\u64cd\u4f5c\u8ecc\u8de1<\/li>\n<li>\u6703\u5f9e\u5931\u6557\u6848\u4f8b\u81ea\u52d5\u63d0\u7149\u53ef\u7528\u8a13\u7df4\u8a0a\u865f\uff0c\u6e1b\u5c11\u4f9d\u8cf4\u5c08\u5bb6\u793a\u7bc4<\/li>\n<li>\u7528\u591a\u76ee\u6a19\u7be9\u9078\u65b9\u5f0f\uff0c\u907f\u514d\u53ea\u9867\u5b89\u5168\u800c\u56b4\u91cd\u5f71\u97ff\u53ef\u7528\u6027<\/li>\n<li>\u5df2\u5c55\u793a\u65bc\u591a\u500b\u9aa8\u5e79\u6a21\u578b\uff0c\u5305\u62ec Qwen3-8B-Instruct\u3001Llama-3.1-8B-Instruct\u3001Ministral-3-8B-Instruct\u3001Gemma-3-12B-it\u3001Phi-4-reasoning<\/li>\n<\/ul>\n<p>\u7531\u7d50\u679c\u7747\uff0cFATE \u55ba AgentDojo \u540c AgentHarm \u4e0a\uff0c\u5c0d\u591a\u6b3e\u6a21\u578b\u90fd\u5e36\u4f86\u66f4\u4f4e\u98a8\u96aa\u6307\u6a19\uff0c\u540c\u6642\u4fdd\u7559\u8f03\u597d\u4efb\u52d9\u8868\u73fe\u3002\u5c0d\u65bc\u60f3\u5efa\u7acb\u8f03\u53ef\u9760 AI \u4ee3\u7406\u5605\u7814\u7a76\u8005\u3001\u5718\u968a\uff0c\u6216\u8005\u95dc\u6ce8\u5de5\u5177\u8abf\u7528\u5b89\u5168\u5605\u7522\u54c1\u958b\u767c\u8005\uff0c\u5462\u500b\u65b9\u5411\u76f8\u7576\u6709\u53c3\u8003\u50f9\u503c\uff1b\u4e0d\u904e\u82e5\u4f60\u53ea\u60f3\u6435\u4e00\u500b\u5373\u6642\u53ef\u90e8\u7f72\u6210\u54c1\uff0c\u73fe\u968e\u6bb5\u53ef\u80fd\u4ecd\u8981\u5148\u8b80\u65b9\u6cd5\u518d\u81ea\u884c\u6574\u5408\u3002<\/p>\n<p><strong>\u7db2\u5740\uff1a<\/strong> <a href=\"https:\/\/github.com\/YinBo0927\/FATE\" rel=\"noopener noreferrer\">https:\/\/github.com\/YinBo0927\/FATE<\/a><\/p>\n<p><strong>\u7db2\u5740\uff1a<\/strong> <a href=\"https:\/\/arxiv.org\/pdf\/2605.11882\" rel=\"noopener noreferrer\">https:\/\/arxiv.org\/pdf\/2605.11882<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>FATE\u5514\u53ea\u7747AI\u7b54\u5497\u4e5c\uff0c\u4ef2\u6703\u8ffd\u8e64\u6574\u6bb5\u884c\u52d5\u904e\u7a0b\u3002\u5462\u500b\u505a\u6cd5\u7279\u5225\u9069\u5408\u9700\u8981\u5de5\u5177\u64cd\u4f5c\u540c\u5b89\u5168\u63a7\u5236\u5605\u4ee3\u7406\u6a21\u578b\u3002<\/p>\n","protected":false},"author":8,"featured_media":8246,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[133,116,197],"tags":[],"class_list":["post-8247","post","type-post","status-publish","format-standard","hentry","category-133","category-agent","category-framework"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8247","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=8247"}],"version-history":[{"count":1,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8247\/revisions"}],"predecessor-version":[{"id":8249,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8247\/revisions\/8249"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/8246"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=8247"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=8247"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=8247"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}