{"id":96308,"date":"2026-08-27T16:30:52","date_gmt":"2026-08-27T08:30:52","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/96308.html"},"modified":"2026-08-27T16:30:52","modified_gmt":"2026-08-27T08:30:52","slug":"%e3%80%90%e5%bf%ab%e8%af%bb%e7%b3%bb%e5%88%97%e3%80%91skill%e7%9a%84%e6%96%b9%e6%96%b9%e9%9d%a2%e9%9d%a2","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/96308.html","title":{"rendered":"\u3010\u5feb\u8bfb\u7cfb\u5217\u3011skill\u7684\u65b9\u65b9\u9762\u9762"},"content":{"rendered":"<\/p>\n<h4>\u3010\u5feb\u8bfb\u7cfb\u5217\u3011skill\u7684\u65b9\u65b9\u9762\u9762<\/h4>\n<ul>\n<li>\u6982\u8ff0<\/li>\n<li>skill\u7684\u751f\u547d\u5468\u671f<\/li>\n<li>\u57fa\u4e8e\u4e09\u4e2a\u95ee\u9898\u7684\u63a2\u7a76<\/li>\n<li>\u8fd9\u7bc7\u6587\u7ae0\u6211\u4eec\u5f97\u5230\u4e86\u4ec0\u4e48<\/li>\n<li>\u5269\u4e0b\u7684\u4e00\u4e9b\u7591\u95ee<\/li>\n<\/ul>\n<h2>\u6982\u8ff0<\/h2>\n<p>\u672c\u6587\u662f\u5bf9\u300aFrom Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills\u300b\u7684\u5b66\u4e60\u548c\u6574\u7406\u3002\u8fd9\u7bc7\u6587\u7ae0\u662f\u4eceskill\u76f8\u5173\u7684what\u5c42\u9762\u51fa\u53d1&#xff0c;\u63a2\u7a76why&#xff0c;\u7136\u540e\u56de\u5230how\u3002\u9996\u5148\u4f5c\u8005\u5c06skill\u7684\u751f\u547d\u5468\u671f\u5212\u5206\u4e3a\u4e09\u6b65&#xff1a;1. experience generation&#xff1b;2. skill extraction&#xff1b;3. skill consumption&#xff0c;\u8fd9\u662f\u5c5e\u4e8ewhat\u5c42\u9762\u3002\u7136\u540e\u4f5c\u8005\u8ffd\u95ee&#xff0c;1. skill\u771f\u7684\u4e00\u76f4\u8d77\u6548\u5417&#xff1f;2. \u5982\u679c\u4e0d\u662f\u7684\u8bdd&#xff0c;\u5728\u4ec0\u4e48\u65f6\u5019\u8d77\u6548&#xff1f;3.\u662f\u4ec0\u4e48\u5bfc\u81f4\u4e86\u5b83\u6709\u65f6\u5019\u8d77\u6548&#xff0c;\u6709\u65f6\u5019\u65e0\u6548&#xff1f;\u8fd9\u662f\u5c5e\u4e8ewhy\u5c42\u9762\u3002\u6700\u540e\u4f5c\u8005\u63d0\u51fa\u4e86\u4e00\u4e2a\u53eb\u505ameta-skill\u7684\u6982\u5ff5&#xff0c;\u8fd9\u91cc\u7684meta\u662f\u6307\u5b83\u662f\u4e00\u4e2a\u6307\u5bfcskill\u63d0\u53d6\u7684skill\u3002\u8fd9\u662f\u5c5e\u4e8ehow\u5c42\u9762\u3002<\/p>\n<h2>skill\u7684\u751f\u547d\u5468\u671f<\/h2>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260827083051-6a8ff5bb1ef62.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> 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Model\u4f1a\u66f4\u52a0\u5408\u9002&#xff0c;\u4f46\u5b9e\u9645\u4e0a\u771f\u7684\u662f\u5417&#xff1f;\u9700\u8981\u7528\u5b9e\u9a8c\u6570\u636e\u6765\u505a\u652f\u6491\u30022.\u7528model A\u4f5c\u4e3aExtractor Model, \u5982\u679c\u7528model B\u4f5c\u4e3aTarget Model\u662f\u5426\u4f1a\u5b58\u5728\u6307\u6807\u660e\u663e\u4e0b\u964d\u7684\u95ee\u9898&#xff0c;\u8fd9\u6d89\u53ca\u5230\u4e00\u4e2a\u6cdb\u5316\u6027\u662f\u5426\u8db3\u591f\u7684\u95ee\u9898\u3002\u53e6\u5916\u4e00\u4e2a\u70b9\u662f&#xff0c;\u4f5c\u8005\u63d0\u51fa\u4e86\u4e24\u4e2a\u5b9a\u91cf\u7684\u6307\u6807&#xff1a;Extraction efficacy, \u5c06\u5b83\u5b9a\u4e49\u4e3a\u4f7f\u7528\u63d0\u53d6\u5668\u63d0\u53d6\u5230\u7684skill\u524d\u540e\u7684\u6307\u6807\u53d8\u5316\u7684\u5e73\u5747\u503c&#xff08;\u731c\u6d4b&#xff1a;\u8fd9\u4e2a\u5e73\u5747\u5e94\u8be5\u662f\u5728\u4e24\u4e2a\u7ef4\u5ea6\u4e0a\u6765\u505a\u4e00\u4e2a\u662f\u4e0d\u540c\u7684benchmark&#xff0c;\u53e6\u5916\u4e00\u4e2a\u662f\u4e0d\u540c\u7684target model\u3002\u8bfb\u5230\u540e\u9762\u7684\u8bba\u6587\u53ef\u4ee5\u56de\u6765\u9a8c\u8bc1\u4e00\u4e0b\u3002&#xff09;Target evolvability\u5219\u662f\u6307\u6765\u81ea\u4e0d\u540cExtractor model\u63d0\u53d6\u5230\u7684skill, \u5728\u8be5Target model\u4e0a\u5728\u4e0d\u540cbenmark\u4e0a\u83b7\u5f97score\u63d0\u5347\u7684\u5e73\u5747\u503c\u3002&#xff08;\u8fd9\u4e2a\u5e73\u5747\u662f\u5728\u4e0d\u540c\u7684benmark\u548c\u4e0d\u540c\u7684target model\u4e0a\u7684\u4e00\u4e2a\u4e8c\u7ef4\u5ea6\u5e73\u5747&#xff09;&#xff0c;\u5b83\u4f53\u73b0\u7684\u662ftarget model\u6709\u591a\u5f3a&#xff0c;\u4ee5\u53ca\u6709\u591a\u9c81\u68d2\u3002<\/p>\n<h2>\u57fa\u4e8e\u4e09\u4e2a\u95ee\u9898\u7684\u63a2\u7a76<\/h2>\n<p>\u4f5c\u8005\u63d0\u51fa\u4e86\u4e09\u4e2a\u95ee\u9898&#xff1a;1. skill\u771f\u7684\u6709\u6548\u5417&#xff1f;&#xff08;\u4e0d\u540c\u7684benchmark, targets model, extractors&#xff09;2. \u5982\u679c\u6709\u6548\u7684\u8bdd&#xff0c;\u5230\u5e95\u4ec0\u4e48\u5728\u8d77\u6548&#xff1f;&#xff08;\u751f\u547d\u5468\u671f\u4e09\u6b65\u7684\u4f5c\u7528&#xff0c;\u4e8b\u5b9e\u4e0a\u4f5c\u8005\u7684\u505a\u6cd5\u662f\u5bf9\u6709\u6548\u7684\u7ed3\u679c&#xff0c;\u518d\u8fdb\u4e00\u6b65\u7684\u63a2\u7a76\u4e00\u4e9b\u7ec6\u8282\u7684\u6d88\u878d\u5b9e\u9a8c&#xff1f;&#xff09;3. \u80fd\u5426\u5bf9\u7b2c\u4e8c\u6b65skill\u63d0\u53d6\u6b65\u9aa4\u63d0\u51fa\u4e00\u4e2a\u63d0\u53d6skill\u7684skill&#xff1f;<\/p>\n<h2>\u8fd9\u7bc7\u6587\u7ae0\u6211\u4eec\u5f97\u5230\u4e86\u4ec0\u4e48<\/h2>\n<ul>\n<li>\u7b2c\u4e00\u6b21\u63a5\u89e6\u5230study\u7c7b\u578b\u7684\u6587\u7ae0\u3002\u4e4b\u524d\u8fd8\u6709\u53e6\u5916\u4e00\u7bc7\u662f\u300aAre Transformers Effective for Time Series Forecasting\u300b\u8c8c\u4f3c\u5f15\u7528\u91cf\u5f88\u9ad8\u3002\u5b83\u662f\u6211\u9047\u5230\u7684&#xff0c;\u63d0\u51fa\u4e00\u4e2a\u8303\u5f0f&#xff0c;\u4f18\u5316\u4e00\u4e2a\u8303\u5f0f&#xff0c;\u63d0\u51fa\u4e00\u4e2a\u95ee\u9898(\u4e5f\u5373\u8fd1\u51e0\u5e74\u6d41\u884c\u7684benchmark\u548cdatasets)\u4e4b\u5916\u7684\u7b2c\u56db\u7c7b\u6587\u7ae0\u3002<\/li>\n<li>\u8fd9\u7bc7\u6587\u7ae0&#xff0c;\u7531\u4e8e\u7ed3\u8bba\u5e76\u4e0d\u662f100%\u7684\u4e0b\u7ed3\u8bba&#xff0c;\u56e0\u6b64\u5bf9\u4e8e\u5b9e\u9645\u6307\u5bfc\u6709\u4e00\u5b9a\u7684\u9650\u5236&#xff0c;\u53cd\u5012\u662f\u4f5c\u8005\u5982\u4f55\u5206\u6790&#xff0c;\u5982\u4f55\u81ea\u5706\u5176\u8bf4&#xff0c;\u5982\u4f55\u628a\u4e8b\u60c5\u505a\u7684\u7cfb\u7edf&#xff0c;\u6709\u7406\u6709\u636e\u503c\u5f97\u5b66\u4e60&#xff0c;\u5b9e\u9645\u751f\u6d3b\u548c\u5de5\u4f5c\u4e2d\u53ef\u80fd\u5c31\u662f\u8fd9\u6837\u81ea\u5706\u5176\u8bf4\u5373\u53ef\u3002<\/li>\n<li>\u5982\u679c\u9047\u5230\u5b9e\u9a8c\u7ed3\u679cbehave 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class=\"mbin\">\u2217<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.4306em\"><\/span><span class=\"mord mathnormal\">n<\/span><\/span><\/span><\/span><\/span>\u7684\u5b9e\u9a8c\u3002\u90a3\u4e48\u7b2c\u4e8c\u4e2a\u95ee\u9898\u548c\u7b2c\u4e09\u4e2a\u95ee\u9898\u8be5\u5982\u4f55\u505a\u5462&#xff1f;\u53ef\u4ee5\u5b66\u4e60\u5b66\u4e60\u3002<\/li>\n<li>agent\u7684skill\u662f\u6709\u4e00\u4e2a\u76f8\u5bf9\u6765\u8bf4\u5c5e\u4e8e\u89c4\u8303\u7684\u534f\u8bae\u6807\u51c6&#xff1a;https:\/\/github.com\/agentskills\/agentskills<\/li>\n<\/ul>\n<h2>\u5269\u4e0b\u7684\u4e00\u4e9b\u7591\u95ee<\/h2>\n<ul>\n<li>study\u6587\u7ae0\u548c\u6d88\u878d\u5b9e\u9a8c\u7684\u533a\u522b\u662f\u4ec0\u4e48&#xff1f;\u6211\u611f\u89c9study\u7684\u7ef4\u5ea6\u4f1a\u66f4\u9ad8&#xff0c;\u5b83\u901a\u8fc7\u6d88\u878d\u5b9e\u9a8c\u7684\u65b9\u5f0f\u6765\u8fbe\u5230\u5c1d\u8bd5\u5bf9\u5927\u5bb6\u666e\u904d\u5173\u5fc3\u6216\u8005\u8fd8\u6ca1\u610f\u8bc6\u5230\u95ee\u9898\u7684\u4e00\u4e9b\u5206\u6790\u3002\u4f46\u662f\u6d88\u878d\u5b9e\u9a8c\u53cd\u5012\u662f\u5927\u5bb6\u9488\u5bf9\u81ea\u5df1\u65b9\u6cd5\u3001\u6a21\u578b\u4e2d\u4f4e\u7eac\u5ea6\u7684\u8d85\u53c2\u7684\u4e00\u4e9b\u5bf9\u6bd4\u3002\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u6d88\u878d\u5b9e\u9a8c\u53ef\u4ee5\u4e0d\u770b&#xff0c;\u53ea\u662f\u4e3a\u4e86\u8bc1\u660e\u81ea\u5df1\u7684\u5408\u7406\u6027\u751a\u81f3\u53ef\u4ee5\u653e\u5728\u9644\u5f55&#xff0c;\u4f46\u662fstudy\u7684\u95ee\u9898\u8981\u6c42\u666e\u904d&#xff0c;\u5438\u5f15\u4eba&#xff0c;\u6709\u4ef7\u503c\u4e00\u70b9\u3002<\/li>\n<li>agent\u7684harness\u6709\u76f8\u5173\u7684\u89c4\u8303\u7684\u534f\u8bae\u6807\u51c6\u5417&#xff1f;<\/li>\n<\/ul>\n<p>c\u7684<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u3010\u5feb\u8bfb\u7cfb\u5217\u3011skill\u7684\u65b9\u65b9\u9762\u9762\u6982\u8ff0skill\u7684\u751f\u547d\u5468\u671f\u57fa\u4e8e\u4e09\u4e2a\u95ee\u9898\u7684\u63a2\u7a76\u8fd9\u7bc7\u6587\u7ae0\u6211\u4eec\u5f97\u5230\u4e86\u4ec0\u4e48\u5269\u4e0b\u7684\u4e00\u4e9b\u7591\u95ee\u6982\u8ff0<br \/>\n\u672c\u6587\u662f\u5bf9\u300aFrom Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills\u300b\u7684\u5b66\u4e60\u548c\u6574\u7406\u3002\u8fd9\u7bc7\u6587\u7ae0\u662f\u4eceskill\u76f8\u5173\u7684what\u5c42\u9762\u51fa\u53d1&#xff0c;\u63a2\u7a76why&#xff0c;\u7136\u540e\u56de\u5230how\u3002\u9996\u5148\u4f5c\u8005\u5c06skill\u7684\u751f\u547d\u5468\u671f\u5212\u5206\u4e3a\u4e09\u6b65&amp;#xff<\/p>\n","protected":false},"author":2,"featured_media":96307,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[50],"topic":[],"class_list":["post-96308","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-50"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u3010\u5feb\u8bfb\u7cfb\u5217\u3011skill\u7684\u65b9\u65b9\u9762\u9762 - 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