{"id":11209,"date":"2026-08-19T18:57:08","date_gmt":"2026-08-19T10:57:08","guid":{"rendered":"https:\/\/infernews.com\/blog\/demystify-agent-skills\/"},"modified":"2026-08-19T19:52:54","modified_gmt":"2026-08-19T11:52:54","slug":"demystify-agent-skills","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/demystify-agent-skills\/","title":{"rendered":"demystify-agent-skills\uff1aAgent Skills \u9ede\u6a23\u5e6b\u5230\u4ee3\u7406\uff0c\u53c8\u6703\u55ba\u908a\u5ea6\u5931\u624b"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/08\/retrieval_pipeline_precision.jpg\" alt=\"Offline retrieval precision\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u7576\u4f60\u60f3\u5c07\u4e00\u6bb5\u6210\u529f\u7d93\u9a57\u6574\u7406\u6210\u53ef\u91cd\u7528\u6307\u5f15\uff0c\u6700\u9ebb\u7169\u5514\u4fc2\u6709\u5187\u8a18\u9304\uff0c\u800c\u4fc2\u4ee3\u7406\u4e4b\u5f8c\u6703\u5514\u6703\u771f\u4fc2\u62ce\u5571\u3001\u7528\u5f97\u5571\u3002<code>demystify-agent-skills<\/code> \u4fc2\u4e00\u500b\u7814\u7a76\u578b\u7a0b\u5f0f\u78bc\u9805\u76ee\uff0c\u570d\u7e5e Agent Skills\u3001Workflow Memory \u540c raw trajectories \u505a\u53d7\u63a7\u6bd4\u8f03\uff0c\u96c6\u4e2d\u8655\u7406\u4ee3\u7406\u7d93\u9a57\u61c9\u8a72\u9ede\u6a23\u5c01\u88dd\uff0c\u5148\u81f3\u66f4\u6709\u6a5f\u6703\u5e6b\u5230\u5f8c\u7e8c\u4efb\u52d9\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f62\u5438\u5f15\u5605\u5730\u65b9\u4e0d\u53ea\u662f\u8a71\u300c\u6280\u80fd\u6709\u7528\u300d\uff0c\u800c\u4fc2\u62c6\u958b\u5e7e\u5c64\u53bb\u9a57\u8b49\u3002\u76f8\u540c\u4f86\u6e90\u7d93\u9a57\u540c\u76f8\u540c\u76ee\u6a19\u4efb\u52d9\u4e4b\u4e0b\uff0cSkill \u6210\u529f\u7387\u6709 61.9%\uff0c\u9ad8\u904e Workflow Memory \u5605 55.9%\uff0c\u5dee\u8ddd\u4fc2 6.06 \u500b\u767e\u5206\u9ede\uff1b\u4f46\u589e\u76ca\u4e3b\u8981\u4f86\u81ea procedural anchoring\uff0c\u4f54 65.7%\uff0c\u5514\u4fc2\u9760\u660e\u793a\u6210\u529f\u6216\u5931\u6557\u6a19\u7c64\u53bb\u704c\u8f38\u77e5\u8b58\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u540c\u4e00\u6279 agent trajectories \u6703\u88ab\u6574\u7406\u6210 raw\u3001Workflow Memory \u540c\u6a19\u6e96\u5316 <code>SKILL.md<\/code>\uff0c\u518d\u653e\u8fd4\u53bb\u540c\u4e00\u985e target tasks \u6e2c\u8a66<\/li>\n<li>retrieval\u3001agent selection \u540c real execution \u4fc2\u5206\u958b\u6aa2\u67e5\uff0c\u5514\u7576\u6210\u55ae\u4e00\u8def\u5f91<\/li>\n<li>skill pool \u7531 5 \u589e\u52a0\u5230 100 \u6642\uff0cembedding top-1 precision \u7531 88.3% \u8dcc\u5230 76.9%<\/li>\n<li>parsed actual-use precision \u6703\u7531 29.6% \u9032\u4e00\u6b65\u8dcc\u5230 3.3%\uff0c\u4f46 downstream success \u4ecd\u5927\u81f4\u7dad\u6301\u55ba 36% \u81f3 39%<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u300c\u8b58\u5f97\u6aa2\u7d22\u300d\u540c\u300c\u771f\u4fc2\u7528\u5c0d\u6280\u80fd\u300d\u539f\u4f86\u4fc2\u5169\u56de\u4e8b\u3002\u9805\u76ee\u6307\u51fa invocation \u672c\u8eab\u6703\u5e36\u4f86\u65b0\u5931\u6557\u908a\u754c\uff1aSkill \u6848\u4f8b\u5165\u9762\uff0c\u6709 10.0% \u4fc2\u8aa4\u7528\u6216\u8005\u5ffd\u7565\u6280\u80fd\u6307\u5f15\uff0c\u660e\u986f\u9ad8\u904e Raw \u5605 0.8% \u540c Workflow Memory \u5605 0.4%\u3002\u63db\u53e5\u8a71\u8b1b\uff0c\u6280\u80fd\u683c\u5f0f\u6539\u5584\u5497\u57f7\u884c\u7a69\u5b9a\u5ea6\uff0c\u537b\u540c\u6642\u5f15\u5165\u53e6\u4e00\u500b\u6c7a\u7b56\u98a8\u96aa\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5462\u500b\u9805\u76ee\u8f03\u9069\u5408\u7814\u7a76 Agentic workflow\u3001\u505a AI agent \u8a55\u6e2c\uff0c\u6216\u8005\u60f3\u5efa\u7acb\u53ef\u91cd\u7528 skill library \u5605\u5718\u968a\u91cd\u73fe\u3002\u4e26\u975e\u5b89\u88dd\u4e00\u500b\u5373\u7528\u7522\u54c1\uff0c\u800c\u4fc2\u6cbf\u4f4f raw traces\u3001matched artifacts\u3001retrieval diagnostics \u540c target task evaluation \u53bb\u91cd\u8dd1\u5be6\u9a57\uff1b\u5c0d\u6b63\u5728\u8a2d\u8a08 Computer-use agents\u3001CUAs \u6216\u5176\u4ed6\u591a\u6b65\u4ee3\u7406\u6d41\u7a0b\u5605\u4eba\uff0c\u5462\u4efd\u5206\u6790\u6bd4\u55ae\u770b\u7e3d\u6210\u529f\u7387\u66f4\u6709\u53c3\u8003\u50f9\u503c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/zhiyuanjiang04.github.io\/demystify-agent-skills\/\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/zhiyuanjiang04\/demystify-agent-skills\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5462\u500b\u7814\u7a76\u9805\u76ee\u5514\u4fc2\u518d\u505a\u4e00\u500b\u65b0 agent\uff0c\u800c\u4fc2\u62c6\u89e3 Agent Skills \u771f\u6b63\u5e6b\u7dca\u4e5c\u3001\u53c8\u6703\u55ba\u908a\u4e00\u6b65\u958b\u59cb\u5931\u9748\u3002\u9019\u9805\u76ee\u8b93\u4f60\u6703\u66f4\u6613\u5224\u65b7\u6280\u80fd\u5c01\u88dd\u503c\u5514\u503c\u5f97\u653e\u5165\u81ea\u5df1\u5605\u81ea\u52d5\u5316\u6d41\u7a0b\u3002<\/p>\n","protected":false},"author":8,"featured_media":11208,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,116,131,150,201],"tags":[],"class_list":["post-11209","post","type-post","status-publish","format-standard","hentry","category-133","category-agentic","category-embedding","category-150","category-skill-"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/11209","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=11209"}],"version-history":[{"count":2,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/11209\/revisions"}],"predecessor-version":[{"id":11222,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/11209\/revisions\/11222"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/11208"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=11209"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=11209"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=11209"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}