{"id":1177304,"date":"2026-07-01T03:17:40","date_gmt":"2026-07-01T10:17:40","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=1177304"},"modified":"2026-07-01T03:17:41","modified_gmt":"2026-07-01T10:17:41","slug":"skillopt%ef%bc%9a%e6%8a%8a%e6%99%ba%e8%83%bd%e4%bd%93%e7%9a%84%e6%8a%80%e8%83%bd%e5%bd%93%e4%bd%9c%e5%8f%af%e8%ae%ad%e7%bb%83%e7%9a%84%e5%a4%96%e9%83%a8%e5%8f%82%e6%95%b0","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/skillopt%ef%bc%9a%e6%8a%8a%e6%99%ba%e8%83%bd%e4%bd%93%e7%9a%84%e6%8a%80%e8%83%bd%e5%bd%93%e4%bd%9c%e5%8f%af%e8%ae%ad%e7%bb%83%e7%9a%84%e5%a4%96%e9%83%a8%e5%8f%82%e6%95%b0\/","title":{"rendered":"SkillOpt\uff1a\u628a\u667a\u80fd\u4f53\u7684\u201c\u6280\u80fd\u201d\u5f53\u4f5c\u53ef\u8bad\u7ec3\u7684\u5916\u90e8\u53c2\u6570"},"content":{"rendered":"\n<p 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class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<div class=\"yt-consent-placeholder\" data-video-id=\"JUBMDTCiM0M\" data-poster=\"https:\/\/i.ytimg.com\/vi\/JUBMDTCiM0M\/hqdefault.jpg\" style=\"background-image:url(https:\/\/i.ytimg.com\/vi\/JUBMDTCiM0M\/hqdefault.jpg)\"><iframe aria-hidden=\"true\" tabindex=\"-1\" title=\"SkillOpt - Controllable Text-Space Optimization for Agent Skills\" width=\"500\" height=\"281\" data-src=\"https:\/\/www.youtube-nocookie.com\/embed\/JUBMDTCiM0M?feature=oembed&rel=0&enablejsapi=1\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><div class=\"yt-consent-placeholder__loading\" aria-hidden=\"true\"><svg viewBox=\"0 0 48 48\" focusable=\"false\"><circle cx=\"24\" cy=\"24\" 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class=\"wp-block-paragraph\"><strong><em>\u76f8\u5173\u8bba\u6587\u5df2\u6574\u7406\u4e8e\u6587\u672b\uff0c\u6b22\u8fce\u70b9\u51fb\u76f8\u5173\u94fe\u63a5\uff0c\u4e86\u89e3\u66f4\u591a\u6280\u672f\u8be6\u60c5\u3002<\/em><\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">SkillOpt \u4e0d\u4f9d\u8d56\u4e00\u6b21\u6027\u751f\u6210\u6216\u81ea\u7531\u6539\u5199\uff0c\u800c\u662f\u5c06\u6280\u80fd\u7f16\u8f91\u7ec4\u7ec7\u6210\u6587\u672c\u7a7a\u95f4\u91cc\u7684\u201c\u524d\u5411 \u2192 \u53cd\u5411 \u2192 \u66f4\u65b0\u201d\u4e09\u6b65\u5faa\u73af\uff1a<\/p>\n\n\n\n<ul 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\u4e09\u9636\u6bb5\u6d41\u6c34\u7ebf<\/strong>\uff0c\u5c06\u590d\u6742\u7684\u751f\u6210\u8fc7\u7a0b\u62c6\u89e3\u4e3a\u53ef\u63a7\u7684\u56fe\u64cd\u4f5c\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u66f4\u5173\u952e\u7684\u662f\uff0c\u8fd9\u5957\u65b9\u6cd5\u4e0d\u53ea\u8ba9 GPT-5.5 \u8fd9\u6837\u7684\u524d\u6cbf\u6a21\u578b\u53d8\u5f97\u66f4\u5f3a\uff0c\u4e5f<strong>\u8ba9\u5c0f\u578b\u5f00\u6e90\u6a21\u578b\u5728\u591a\u4e2a\u4efb\u52a1\u4e0a\u903c\u8fd1\u5927\u4e00\u6863\u95ed\u6e90\u6a21\u578b\u7684\u65e0\u6280\u80fd\u6c34\u5e73<\/strong>\u3002\u800c\u6700\u7ec8\u5728\u90e8\u7f72\u65f6\uff0c\u7cfb\u7edf\u53ea\u9700\u52a0\u8f7d\u4e00\u4efd\u7ea6 300\u52302,000 \u4e2a token\u7d27\u51d1\u7684\u6280\u80fd\u6587\u4ef6\uff08best_skill.md\uff09\uff0c\u65e0\u9700\u4efb\u4f55\u989d\u5916\u7684\u4f18\u5316\u5668\u8c03\u7528\uff0c\u4e5f\u4e0d\u9700\u8981\u66f4\u65b0\u6a21\u578b\u6743\u91cd\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e3a\u4e86\u8ba9\u6280\u80fd\u66f4\u65b0\u201c\u53ef\u5b66\u4e60\u4f46\u4e0d\u5931\u63a7\u201d\uff0c\u7814\u7a76\u5458\u4eec\u5f15\u5165\u4e86\u4e00\u6574\u5957<strong>\u6765\u81ea\u6df1\u5ea6\u5b66\u4e60\u7684\u8bad\u7ec3\u63a7\u5236\u673a\u5236<\/strong>\u3002\u5176\u4e2d\u7684\u9a8c\u8bc1\u95e8\u63a7\u4e0e\u53ef\u63a7\u8c03\u5ea6\u662f\u9632\u8303\u6280\u80fd\u968f\u6587\u672c\u91cd\u5199\u800c\u9000\u5316\u7684\u6838\u5fc3\u3002SkillOpt \u4e0d\u4f1a\u628a\u201c\u542c\u8d77\u6765\u5408\u7406\u201d\u7684\u8bca\u65ad\u76f4\u63a5\u5199\u8fdb\u90e8\u7f72\u6280\u80fd\uff0c\u800c\u662f\u5728\u7559\u51fa\u7684\u9009\u62e9\u5b50\u96c6\u4e0a\u91cd\u65b0\u8bc4\u4f30\u5019\u9009\u6280\u80fd\uff0c\u53ea\u6709\u5728\u6307\u6807\u4e25\u683c\u63d0\u5347\u65f6\u624d\u4f1a\u63a5\u53d7\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u540c\u65f6\uff0c\u5b66\u4e60\u7387\u8c03\u5ea6\u4e5f\u51b3\u5b9a\u4e86\u65e9\u671f\u63a2\u7d22\u4e0e\u540e\u671f\u6536\u655b\u7684\u8282\u594f\uff0c\u88ab\u62d2\u7edd\u7684\u7f16\u8f91\u4f1a\u8fdb\u5165\u201c\u62d2\u7edd\u7f16\u8f91\u7f13\u5b58\u201d\uff0c\u6210\u4e3a\u540e\u7eed\u4f18\u5316\u5668\u8c03\u7528\u7684\u8d1f\u6837\u672c\u3002\u6b64\u5916\uff0c\u7c7b\u4f3c\u4e8e\u52a8\u91cf\u9879\u7684\u8de8\u8f6e\u6162\u66f4\u65b0\u4e0e\u5143\u6280\u80fd\u8bbe\u8ba1\u8d1f\u8d23\u6355\u6349\u957f\u7a0b\u7a33\u5b9a\u7684\u6539\u8fdb\u65b9\u5411\uff0c\u8fd9\u4e9b\u5143\u6280\u80fd\u4ec5\u5728\u8bad\u7ec3\u671f\u751f\u6548\uff0c\u5e76\u4e0d\u4f1a\u968f\u90e8\u7f72\u6280\u80fd\u4e00\u8d77\u53d1\u9001\u7ed9\u76ee\u6807\u6a21\u578b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"983\" height=\"540\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/06\/640-1-1.webp\" alt=\"Diagram\" class=\"wp-image-1177306\" style=\"width:770px\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/06\/640-1-1.webp 983w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/06\/640-1-1-300x165.webp 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/06\/640-1-1-768x422.webp 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/06\/640-1-1-240x132.webp 240w\" sizes=\"auto, (max-width: 983px) 100vw, 983px\" \/><figcaption class=\"wp-element-caption\">\u56fe 2\uff1aSkillOpt \u4f18\u5316\u6d41\u7a0b\u3002\u91c7\u96c6\u8f68\u8ff9\u3001\u5c0f\u6279\u53cd\u601d\u3001\u6709\u754c\u6587\u672c\u66f4\u65b0\u3001\u9a8c\u8bc1\u95e8\u63a7\u4e0e\u8de8\u8f6e\u6162\u66f4\u65b0\u5171\u540c\u7ea6\u675f\u6280\u80fd\u8bad\u7ec3\u3002<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 id=\"52\u4e2a\u8bc4\u6d4b\u5355\u5143\u5168\u80dc-\u5c0f\u6a21\u578b\u8fce\u6765\u534e\u4e3d\u8715\u53d8\" class=\"wp-block-heading\">52\u4e2a\u8bc4\u6d4b\u5355\u5143\u5168\u80dc\uff0c\u5c0f\u6a21\u578b\u8fce\u6765\u534e\u4e3d\u8715\u53d8<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u53ef\u63a7\u4f18\u5316\u903b\u8f91\u4e3a SkillOpt \u5e26\u6765\u4e86\u6781\u5176\u5f3a\u5927\u7684\u5b9e\u8bc1\u8868\u73b0\u3002\u7814\u7a76\u5458\u4eec\u5c06\u6bcf\u4e00\u4e2a\u201c\u6a21\u578b\uff0c\u57fa\u51c6\uff0c\u6267\u884c\u6846\u67b6\u201d\u89c6\u4e3a\u4e00\u4e2a\u8bc4\u6d4b\u5355\u5143\uff0c\u5728\u6a2a\u8de8<strong>&nbsp;7 \u4e2a\u76ee\u6807\u6a21\u578b<\/strong>\uff08\u4ece\u524d\u6cbf\u6a21\u578b GPT-5.5\u5230\u5c0f\u89c4\u6a21\u7684\u5f00\u6e90\u6a21\u578b Qwen3.5-4B\uff09\u3001<strong>6 \u4e2a\u8bc4\u6d4b\u57fa\u51c6<\/strong>\uff08\u5305\u62ecSearchQA\/ SpreadsheetBench\/ OfficeQA\/ DocVQA\/ LiveMathematicianBench\/ ALFWorld\uff09\u4ee5\u53ca<strong>\u4e09\u79cd\u6267\u884c\u6a21\u5f0f<\/strong>\uff08\u76f4\u63a5\u5bf9\u8bdd\u3001Codex\u4e0eClaude Code \u667a\u80fd\u4f53\u6846\u67b6\uff09\u7684\u4e25\u82db\u68c0\u9a8c\u4e0b\uff0cSkillOpt \u5728\u5171\u8ba1 52 \u4e2a\u201c\u6a21\u578b x \u57fa\u51c6 x \u6267\u884c\u6846\u67b6\u201d\u7684\u8bc4\u6d4b\u5355\u5143\u4e2d\u5927\u83b7\u5168\u80dc\uff0c\u5728\u5168\u90e8\u5355\u5143\u4e0a\u90fd\u62ff\u5230\u4e86\u6700\u597d\u6216\u5e76\u5217\u6700\u597d\u7684\u6210\u7ee9\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bc4\u6d4b\u7684\u516d\u7c7b\u57fa\u51c6\u5168\u9762\u8986\u76d6\u4e86\u5f53\u524d\u667a\u80fd\u4f53\u843d\u5730\u7684\u9ad8\u9891\u6838\u5fc3\u573a\u666f\uff0c\u5305\u62ec\u4e8b\u5b9e\u95ee\u7b54\u3001\u7535\u5b50\u8868\u683c\u3001\u529e\u516c\u6587\u6863\u3001\u591a\u6a21\u6001\u6587\u6863\u3001\u6570\u5b66\u63a8\u7406\u548c\u5177\u8eab\u51b3\u7b56\u3002\u5728\u6700\u5177\u4ee3\u8868\u6027\u7684 GPT-5.5 \u76f4\u63a5\u5bf9\u8bdd\u6a21\u5f0f\u4e0b\uff0cSkillOpt \u5c55\u73b0\u51fa\u4e86\u60ca\u4eba\u7684\u6027\u80fd\u62c9\u5347\u7206\u53d1\u529b\uff1a<strong>\u5b83\u76f4\u63a5\u5c06\u516d\u9879\u57fa\u51c6\u7684\u5e73\u5747\u5206\u4ece 58.8 \u5206\u5927\u5e45\u62c9\u5347\u81f3 82.3 \u5206\uff0c\u5b9e\u73b0\u4e86\u9ad8\u8fbe +23.5 \u5206\u7684\u7edd\u5bf9\u63d0\u5347\u3002<\/strong>\u8fd9\u4e00\u6210\u7ee9\u751a\u81f3\u6bd4\u201c\u5728\u6bcf\u4e2a\u5355\u5143\u6311\u6700\u5f3a\u7ade\u4e89\u57fa\u7ebf\u201d\u7ec4\u5408\u800c\u6210\u7684\u7406\u8bba\u4e0a\u9650\u8fd8\u8981\u9ad8\u51fa +5.4 \u5206\uff0c\u6253\u7834\u4e86\u8fc7\u5f80\u63d0\u793a\u8bcd\u4f18\u5316\u65b9\u6cd5\u7684\u6027\u80fd\u5929\u82b1\u677f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"928\" height=\"400\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/06\/640-2-1.webp\" alt=\"table\" class=\"wp-image-1177307\" style=\"width:770px\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/06\/640-2-1.webp 928w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/06\/640-2-1-300x129.webp 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/06\/640-2-1-768x331.webp 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/06\/640-2-1-240x103.webp 240w\" sizes=\"auto, (max-width: 928px) 100vw, 928px\" \/><figcaption class=\"wp-element-caption\">\u8868 1\uff1a\u9a8c\u8bc1\u4e3b\u7ed3\u679c\u6982\u89c8\uff1a\u6bcf\u4e2a\u5355\u5143\u4e3a SkillOpt \u76f8\u5bf9\u8be5\u201c\u6a21\u578b x \u57fa\u51c6 x \u6267\u884c\u6846\u67b6\u201d\u4e0b\u6700\u5f3a\u7ade\u4e89\u57fa\u7ebf\u7684\u7edd\u5bf9\u5206\u6570\u63d0\u5347\u3002\u524d 7 \u884c\u4e3a\u76f4\u63a5\u5bf9\u8bdd\uff0c\u540e 2 \u884c\u4e3a GPT-5.5 \u5728 Codex \u4e0e Claude Code \u667a\u80fd\u4f53\u6846\u67b6\u4e0b\u7684\u7ed3\u679c\u3002<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b9e\u9a8c\u6570\u636e\u63ed\u793a\u4e86 SkillOpt \u6781\u5177\u4ef7\u503c\u7684\u4e09\u4e2a\u7279\u6027\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5f3a\u5927\u7684\u8de8\u6a21\u578b\u89c4\u6a21\u6027\uff1a\u6a2a\u8de8\u524d\u6cbf\u5927\u6a21\u578b\u5230\u8f7b\u91cf\u7ea7\u5f00\u6e90\u6a21\u578b\uff0c\u6bcf\u4e2a\u6a21\u578b\u90fd\u80fd\u4ece\u540c\u4e00\u5957\u65b9\u6cd5\u4e2d\u83b7\u5f97\u7a33\u5b9a\u7684\u6b63\u6536\u76ca\u3002<\/li>\n\n\n\n<li>\u9ad8\u7a0b\u5e8f\u6027\u4efb\u52a1\u8868\u73b0\u4eae\u773c\uff1a\u5728 SpreadsheetBench\uff0841.8 \u2192 80.7\uff09\u3001 OfficeQA\uff0833.1 \u2192 72.1\uff09\u548cLiveMathematicianBench\uff0837.6 \u2192 66.9\uff09\u7b49\u4efb\u52a1\u4e0a\u63d0\u5347\u5c24\u4e3a\u660e\u663e\uff0c\u8bc1\u660e\u6846\u67b6\u5b66\u5230\u7684\u662f\u64cd\u4f5c\u7eaa\u5f8b\u800c\u975e\u7b80\u5355\u7684\u63d0\u793a\u8bcd\u5806\u780c\u3002<\/li>\n\n\n\n<li>\u5e7f\u6cdb\u7684\u6846\u67b6\u517c\u5bb9\u6027\uff1a\u8be5\u65b9\u6cd5\u4e0d\u7ed1\u5b9a\u7279\u5b9a\u667a\u80fd\u4f53\u3002\u5728 Codex \u4e2d\uff0cGPT-5.5 \u5e73\u5747\u63d0\u5347 +24.8\uff08\u9ad8\u51fa\u6700\u5f3a\u57fa\u7ebf EvoSkill +14.0\uff09\uff1b\u5728 Claude Code \u4e2d\u5e73\u5747\u63d0\u5347 +19.1\uff08\u9ad8\u51fa EvoSkill +3.2\uff09\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5c0f\u6a21\u578b + \u4e00\u4efd\u6280\u80fd\u6587\u4ef6 \u2248 \u5927\u4e00\u6863\u6a21\u578b\u7684\u65e0\u6280\u80fd\u6c34\u5e73<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">SkillOpt \u7684\u53e6\u4e00\u5927\u7a81\u7834\u5728\u4e8e\uff0c<strong>\u5b83\u80fd\u663e\u8457\u7f29\u5c0f\u5f00\u6e90\u6216\u5c0f\u6a21\u578b\u4e0e\u524d\u6cbf\u95ed\u6e90\u5927\u6a21\u578b\u4e4b\u95f4\u7684\u6027\u80fd\u9e3f\u6c9f\uff0c\u4e14\u65e2\u4e0d\u6539\u53d8\u6a21\u578b\u6743\u91cd\uff0c\u4e5f\u4e0d\u9700\u8981\u989d\u5916\u7b97\u529b\u3002<\/strong>\u5982\u8868 2 \u6240\u793a\uff0c\u52a0\u8f7d\u6280\u80fd\u6587\u4ef6\u540e\u7684 GPT-5.4-mini \u548c GPT-5.4-nano \u5206\u522b\u53cd\u8d85\u4e86\u4e0a\u4e00\u6863\u6a21\u578b\u7684\u65e0\u6280\u80fd\u57fa\u7ebf\u3002\u800c\u53c2\u6570\u91cf\u4e0d\u5230\u4e3b\u6d41\u5927\u6a21\u578b 5% \u7684 Qwen3.5-4B \u5728\u63d0\u5347\u540e\u4e5f\u8d85\u8d8a\u4e86 GPT-5.2\u3002\u8fd9\u610f\u5473\u7740\uff0c\u8fc7\u53bb\u9700\u8981\u901a\u8fc7\u66f4\u6362\u66f4\u5927\u6a21\u578b\u3001\u8017\u8d39\u66f4\u591a\u7b97\u529b\u624d\u80fd\u83b7\u5f97\u7684\u7a33\u5b9a\u6536\u76ca\uff0c\u73b0\u5728\u4ec5\u9700\u901a\u8fc7 SkillOpt \u4f18\u5316\u51fa\u4e00\u4efd\u53ef\u590d\u7528\u7684\u6280\u80fd\u6587\u4ef6\u5373\u53ef\u8fd1\u4f3c\u5b9e\u73b0\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"925\" height=\"260\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/06\/640-3-1.webp\" alt=\"table\" class=\"wp-image-1177308\" style=\"width:770px\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/06\/640-3-1.webp 925w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/06\/640-3-1-300x84.webp 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/06\/640-3-1-768x216.webp 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/06\/640-3-1-240x67.webp 240w\" sizes=\"auto, (max-width: 925px) 100vw, 925px\" \/><figcaption class=\"wp-element-caption\">\u8868 2\uff1a\u5c0f\u6a21\u578b\u53ca\u5f00\u6e90\u6a21\u578b\u7ecf\u8fc7 SkillOpt \u540e\u7684\u6574\u4f53\u63d0\u5347\uff08\u516d\u9879\u57fa\u51c6\u5e73\u5747\u5206\uff09\u3002\u6700\u53f3\u5217\u628a\u201c\u5c0f\u6a21\u578b + \u6280\u80fd\u201d\u4e0e\u201c\u66f4\u5927\u6863\u4f4d\u6a21\u578b\u7684\u65e0\u6280\u80fd\u57fa\u7ebf\u201d\u505a\u4e86\u6a2a\u5411\u5bf9\u6bd4\u3002<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7ec4\u4ef6\u6d88\u878d\uff1a\u63a7\u5236\u673a\u5236\u7684\u534f\u540c\u6548\u5e94<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e3a\u4e86\u9a8c\u8bc1\u53ef\u63a7\u8bad\u7ec3\u8bbe\u8ba1\u7684\u5fc5\u8981\u6027\uff0c\u7814\u7a76\u5458\u4eec\u8fdb\u884c\u4e86\u7ec4\u4ef6\u6d88\u878d\u5b9e\u9a8c\u3002\u7ed3\u679c\u8868\u660e\uff0cSkillOpt \u7684\u9ad8\u989d\u6536\u76ca\u5e76\u975e\u6765\u81ea\u8106\u5f31\u7684\u63d0\u793a\u8bcd\u641c\u7d22\uff0c\u800c\u662f\u6e90\u4e8e\u5404\u9879\u673a\u5236\u7684\u534f\u540c\uff1a\u5b66\u4e60\u7387\u9650\u5236\u6bcf\u6b65\u7f16\u8f91\u5e45\u5ea6\uff1b\u5b66\u4e60\u7387\u8c03\u5ea6\u51b3\u5b9a\u63a2\u7d22\u5230\u6536\u655b\u7684\u8282\u594f\uff1b\u91c7\u96c6\u6279\u5927\u5c0f\u63a7\u5236\u6bcf\u6b21\u66f4\u65b0\u4f7f\u7528\u7684\u8f68\u8ff9\u8bc1\u636e\u91cf\uff1b\u5c0f\u6279\u53cd\u601d\u63a7\u5236\u53cd\u601d\u7c92\u5ea6\uff1b\u9a8c\u8bc1\u95e8\u63a7\u8d1f\u8d23\u4ece\u5019\u9009\u4e2d\u9009\u51fa\u5f53\u524d\u6700\u4f18\uff1b\u62d2\u7edd\u7f16\u8f91\u7f13\u5b58\u628a\u5931\u8d25\u7f16\u8f91\u53d8\u6210\u8d1f\u53cd\u9988\uff1b\u8de8\u8f6e\u6162\u66f4\u65b0\u6355\u6349\u957f\u671f\u89c4\u5f8b\u3002\u8fd9\u4e9b\u8bbe\u8ba1\u5171\u540c\u4fdd\u8bc1\u4e86\u6280\u80fd\u66f4\u65b0\u201c\u53ef\u5b66\u4e60\u4f46\u4e0d\u5931\u63a7\u201d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5bf9\u5e94\u7684\u6d88\u878d\u5b9e\u9a8c\u4e5f\u652f\u6301\u8fd9\u4e00\u70b9\uff1a\u53bb\u6389\u62d2\u7edd\u7f16\u8f91\u7f13\u5b58\uff0c\u591a\u9879\u57fa\u51c6\u5168\u9762\u4e0b\u6ed1\uff1b\u800c\u4e00\u65e6\u62ff\u6389\u6162\u66f4\u65b0\u4e0e\u5143\u6280\u80fd\uff0c SpreadsheetBench\u7684\u5206\u6570\u76f4\u63a5\u4ece 77.5 \u8dcc\u81f355.0\u3002\u8fd9\u518d\u6b21\u8bc1\u5b9e\uff0cSkillOpt \u7684\u6838\u5fc3\u5728\u4e8e\u7528\u4f18\u5316\u5668\u7684\u63a7\u5236\u7ed3\u6784\u6301\u7eed\u7b5b\u9009\u9ad8\u4ef7\u503c\u66f4\u65b0\uff0c\u800c\u975e\u76f2\u76ee\u5c06\u63d0\u793a\u8bcd\u62c9\u957f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"923\" height=\"206\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/07\/640-4.webp\" alt=\"table\" class=\"wp-image-1177309\" style=\"width:770px\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/07\/640-4.webp 923w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/07\/640-4-300x67.webp 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/07\/640-4-768x171.webp 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/07\/640-4-240x54.webp 240w\" sizes=\"auto, (max-width: 923px) 100vw, 923px\" \/><figcaption class=\"wp-element-caption\">\u8868 3\uff1a\u4e09\u9879\u63a7\u5236\uff08\u6709\u754c\u6587\u672c\u5b66\u4e60\u7387 \/ \u62d2\u7edd\u7f16\u8f91\u7f13\u5b58 \/ \u6162\u66f4\u65b0\u4e0e\u5143\u6280\u80fd\uff09\u5171\u540c\u628a\u6280\u80fd\u7f16\u8f91\u4ece\u81ea\u7531\u91cd\u5199\u53d8\u6210\u7a33\u5b9a\u8bad\u7ec3\u3002<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8de8\u573a\u666f\u8fc1\u79fb\uff1a\u4e00\u6b21\u8bad\u7ec3\uff0c\u591a\u5904\u590d\u7528<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">SkillOpt \u4f18\u5316\u51fa\u7684\u6280\u80fd\u6587\u4ef6\u662f\u771f\u6b63\u53ef\u590d\u7528\u7684\u201c\u8fc7\u7a0b\u6027\u77e5\u8bc6\u201d\u3002\u5b9e\u9a8c\u663e\u793a\uff0c<strong>\u8fd9\u4e9b\u6280\u80fd\u5728\u4e0d\u540c\u6a21\u578b\u89c4\u6a21\u4e4b\u95f4\u3001\u4e0d\u540c\u5de5\u5177\u94fe\u4e4b\u95f4\u4ee5\u53ca\u76f8\u8fd1\u7684\u8bc4\u6d4b\u96c6\u4e4b\u95f4\u8de8\u754c\u8fc1\u79fb\u65f6\uff0c\u5747\u80fd\u4fdd\u6301\u6b63\u6536\u76ca\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5176\u4e2d\u6700\u5178\u578b\u7684\u4ee3\u8868\u662f Codex \u4e0e Claude Code \u7684\u53cc\u5411\u8fc1\u79fb\uff1a\u5728 Codex \u4e2d\u8bad\u7ec3\u5f97\u5230\u7684\u7535\u5b50\u8868\u683c\u6280\u80fd\uff0c\u76f4\u63a5\u642c\u5230 Claude Code \u540e\uff0c\u5c06\u65e0\u6280\u80fd\u57fa\u7ebf\u4ece 22.1 \u77ac\u95f4\u62c9\u5347\u81f3 81.8\uff08+59.7\uff09\uff0c\u751a\u81f3\u7565\u9ad8\u4e8e\u5728 Claude Code \u5185\u90e8\u76f4\u63a5\u8bad\u7ec3\u7684\u6548\u679c\uff0880.4\uff09\u3002\u8fd9\u6709\u529b\u5730\u8bc1\u660e\u4e86 SkillOpt \u5b66\u5230\u7684\u662f\u8bf8\u5982\u201c\u6821\u9a8c\u516c\u5f0f\u3001\u5199\u9759\u6001\u503c\u3001\u590d\u67e5\u8fb9\u754c\u201d\u7b49\u901a\u7528\u5de5\u4f5c\u6d41\u903b\u8f91\uff0c\u800c\u975e\u9488\u5bf9\u7279\u5b9a\u6846\u67b6\u7684\u547d\u4ee4\u914d\u65b9\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"921\" height=\"316\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/07\/640-5.webp\" alt=\"table\" class=\"wp-image-1177310\" style=\"width:770px\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/07\/640-5.webp 921w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/07\/640-5-300x103.webp 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/07\/640-5-768x264.webp 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/07\/640-5-240x82.webp 240w\" sizes=\"auto, (max-width: 921px) 100vw, 921px\" \/><figcaption class=\"wp-element-caption\">\u8868 4\uff1a\u8de8\u573a\u666f\u8fc1\u79fb\u7684\u4e09\u4e2a\u7ef4\u5ea6\u3002\u4e24\u6761\u5e26\u6d45\u5e95\u8272\u7684\u884c\u8868\u793a Codex \u2194 Claude Code \u53cc\u5411\u8fc1\u79fb\uff0c\u662f SkillOpt \u6700\u5f3a\u7684\u4e00\u7ec4\u8fc1\u79fb\u7ed3\u679c\u3002<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6280\u80fd\u6587\u4ef6\u7684\u53ef\u8bfb\u6027\u4e0e\u7cbe\u7b80\u4f18\u52bf<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u503c\u5f97\u5f3a\u8c03\u7684\u662f\uff0cSkillOpt \u8f93\u51fa\u7684\u6700\u7ec8\u6280\u80fd\u6587\u4ef6 best_skill.md \u7edd\u975e\u65e0\u6cd5\u89e3\u91ca\u7684\u9ed1\u76d2\u53c2\u6570\uff0c\u4e5f\u4e0d\u662f\u65e0\u8282\u5236\u81a8\u80c0\u7684\u65e5\u5fd7\uff0c\u800c\u662f\u4e00\u4efd\u4eba\u7c7b\u53ef\u8bfb\u3001\u53ef\u5ba1\u9605\u3001\u53ef\u4fee\u6539\u7684\u77ed\u6587\u672c\u3002\u5728\u516d\u4e2a\u6848\u4f8b\u4e2d\uff0c\u6700\u7ec8\u6280\u80fd\u957f\u5ea6\u7684\u4e2d\u4f4d\u6570\u7ea6 920\u4e2atoken\u3002\u7531\u4e8e\u9a8c\u8bc1\u95e8\u63a7\u7684\u9ad8\u6dd8\u6c70\u7387\uff0c\u4f7f\u5f97\u5728\u6574\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u771f\u6b63\u88ab\u63a5\u53d7\u5e76\u5199\u5165\u6587\u4ef6\u7684\u7f16\u8f91\u6b21\u6570\u4ec5\u6709 1 \u5230 4 \u6b21\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"923\" height=\"186\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/07\/640-6.webp\" alt=\"table\" class=\"wp-image-1177311\" style=\"width:770px\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/07\/640-6.webp 923w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/07\/640-6-300x60.webp 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/07\/640-6-768x155.webp 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/07\/640-6-240x48.webp 240w\" sizes=\"auto, (max-width: 923px) 100vw, 923px\" \/><figcaption class=\"wp-element-caption\">\u8868 5\uff1a\u6280\u80fd\u7d27\u51d1\u6027\u4e0e\u7f16\u8f91\u7ecf\u6d4e\u6027\uff08GPT-5.5 \/ GPT-5.5 \u5e08\u751f\u6a21\u578b\u6848\u4f8b\uff09\u3002<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ece\u8bba\u6587\u62ab\u9732\u7684\u6700\u7ec8\u6280\u80fd\u4ee3\u8868\u6027\u89c4\u5219\u4e2d\u53ef\u4ee5\u6e05\u695a\u770b\u5230\uff0cSkillOpt&nbsp;\u6c89\u6dc0\u51fa\u7684\u662f\u9ad8\u5ea6\u901a\u7528\u7684\u7a0b\u5e8f\u6027\u64cd\u4f5c\u7b56\u7565\uff0c\u800c\u4e0d\u662f\u5bf9\u7279\u5b9a\u8bad\u7ec3\u6837\u672c\u7684\u751f\u642c\u786c\u5957\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"922\" height=\"211\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/07\/640-7.webp\" alt=\"table\" class=\"wp-image-1177312\" style=\"width:770px\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/07\/640-7.webp 922w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/07\/640-7-300x69.webp 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/07\/640-7-768x176.webp 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/07\/640-7-240x55.webp 240w\" sizes=\"auto, (max-width: 922px) 100vw, 922px\" \/><figcaption class=\"wp-element-caption\">\u8868 6\uff1a\u4ee3\u8868\u6027\u5b66\u5230\u7684\u89c4\u5219\u3002\u6bcf\u6761\u89c4\u5219\u90fd\u63cf\u8ff0\u901a\u7528\u64cd\u4f5c\u7b56\u7565\uff0c\u800c\u4e0d\u662f\u67d0\u4e2a\u5177\u4f53\u6837\u672c\u7684\u7b54\u6848\u3002<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 id=\"\u667a\u80fd\u4f53\u65f6\u4ee3\u7684\u65b0\u578b\u9002\u914d\u5c42\" class=\"wp-block-heading\">\u667a\u80fd\u4f53\u65f6\u4ee3\u7684\u65b0\u578b\u9002\u914d\u5c42<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">SkillOpt \u6307\u51fa\u4e86\u4e00\u6761\u66f4\u8f7b\u91cf\u5316\u7684\u667a\u80fd\u4f53\u9886\u57df\u9002\u914d\u8def\u7ebf\u2014\u2014\u4e0d\u6539\u6a21\u578b\u6743\u91cd\u3001\u4e0d\u4e3a\u6bcf\u4e2a\u4efb\u52a1\u786c\u7f16\u7801\u590d\u6742\u903b\u8f91\u3001\u4e0d\u4f9d\u8d56\u4eba\u5de5\u53cd\u590d\u8c03\u6574\u63d0\u793a\u8bcd\uff0c\u800c\u662f\u53bb\u8bad\u7ec3\u4e00\u4e2a\u5c0f\u578b\u3001\u53ef\u7248\u672c\u5316\u3001\u53ef\u5ba1\u8ba1\u7684\u81ea\u7136\u8bed\u8a00\u6280\u80fd\u5c42\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8be5\u6846\u67b6\u9002\u5408\u6240\u6709\u5177\u6709\u81ea\u52a8\u8bc4\u6d4b\u3001\u6267\u884c\u53cd\u9988\u6216\u53ef\u9760\u9a8c\u8bc1\u5668\u7684\u573a\u666f\uff0c\u5982\u529e\u516c\u81ea\u52a8\u5316\u3001\u8868\u683c\u5904\u7406\u3001\u6587\u6863\u95ee\u7b54\u3001\u4ee3\u7801\/\u5de5\u5177\u6267\u884c\u3001\u6570\u5b66\u63a8\u7406\uff0c\u4ee5\u53ca\u6709\u660e\u786e\u6210\u529f\u5224\u636e\u7684\u4f01\u4e1a\u6d41\u7a0b\u3002\u6b64\u5916\uff0c\u5176\u89c4\u8303\u7684\u4f18\u5316\u63a5\u53e3\u80fd\u76f4\u63a5\u5957\u5230 Codex \u4e0e Claude Code \u7b49\u667a\u80fd\u4f53\u6846\u67b6\u4e0a\uff0c\u5f00\u53d1\u56e2\u961f\u53ea\u9700\u66ff\u6362\u6267\u884c\u73af\u5883\uff0c\u4e0d\u5fc5\u91cd\u5199\u4f18\u5316\u7b97\u6cd5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ece\u66f4\u957f\u8fdc\u7684\u89c6\u89d2\u6765\u770b\uff0cSkillOpt \u628a\u5b66\u4e60\u7387\u3001\u8c03\u5ea6\u3001\u9a8c\u8bc1\u96c6\u3001\u62d2\u7edd\u6837\u672c\u548c\u6162\u66f4\u65b0\u7b49\u6765\u81ea\u6df1\u5ea6\u5b66\u4e60\u7684\u8bad\u7ec3\u6982\u5ff5\u5e26\u5165\u4e86\u667a\u80fd\u4f53\u7684\u6280\u80fd\u8bed\u5883\u4e2d\u3002\u5b83\u542f\u793a\u884c\u4e1a\uff1a\u5728\u5927\u6a21\u578b\u667a\u80fd\u4f53\u7cfb\u7edf\u4e2d\uff0c\u503c\u5f97\u88ab\u201c\u8bad\u7ec3\u201d\u7684\u4e0d\u4ec5\u662f\u6a21\u578b\u6743\u91cd\uff0c\u4e5f\u5305\u62ec\u6a21\u578b\u5916\u90e8\u7684\u8fc7\u7a0b\u6027\u77e5\u8bc6\u3002\u53ea\u8981\u8fd9\u79cd\u8fc7\u7a0b\u88ab\u63a7\u5236\u3001\u9a8c\u8bc1\u548c\u8bb0\u5f55\uff0c\u81ea\u7136\u8bed\u8a00\u6280\u80fd\u5c31\u53ef\u4ee5\u6210\u4e3a\u8fde\u63a5\u524d\u6cbf\u6a21\u578b\u80fd\u529b\u4e0e\u771f\u5b9e\u4e1a\u52a1\u573a\u666f\u4e4b\u95f4\uff0c\u4e00\u5c42\u7a33\u5b9a\u3001\u53ef\u8fc1\u79fb\u3001\u53ef\u56de\u6eda\u7684\u9002\u914d\u5668\u3002\u5b83\u6240\u5e26\u6765\u7684\u4e0d\u53ea\u662f\u524d\u6cbf\u6a21\u578b\u5728\u516d\u9879\u57fa\u51c6\u4e0a\u7684\u5927\u5e45\u63d0\u5347\uff0c\u66f4\u8d4b\u4e88\u4e86\u7b97\u529b\u53d7\u9650\u6216\u9700\u8981\u79c1\u6709\u5316\u90e8\u7f72\u7684\u5c0f\u578b\/\u5f00\u6e90\u6a21\u578b\u6bd4\u80a9\u9ad8\u9636\u5927\u6a21\u578b\u7684\u53ef\u80fd\uff0c\u4e3a\u667a\u80fd\u4f53\u5de5\u7a0b\u7684\u843d\u5730\u63d0\u4f9b\u4e86\u5168\u65b0\u7684\u89e3\u9898\u601d\u8def\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6b22\u8fce\u70b9\u51fb\u4e0b\u65b9\u94fe\u63a5\uff0c\u4e86\u89e3\u66f4\u591a\u7814\u7a76\u7ec6\u8282\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>SkillOpt: Executive Strategy for Self-Evolving Agent Skills<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bba\u6587\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2605.23904\">https:\/\/arxiv.org\/abs\/2605.23904<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9879\u76ee\u4e3b\u9875\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/aka.ms\/skillopt\">https:\/\/aka.ms\/skillopt<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee3\u7801\u4ed3\u5e93\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/github.com\/microsoft\/SkillOpt\">https:\/\/github.com\/microsoft\/SkillOpt<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u59ca\u59b9\u9879\u76ee SkillLens\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/microsoft.github.io\/SkillLens\">https:\/\/microsoft.github.io\/SkillLens<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5f53\u524d\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u667a\u80fd\u4f53\uff08agent\uff09\u7684\u771f\u6b63\u96be\u70b9\u5df2\u7ecf\u4e0d\u5728\u4e8e\u201c\u80fd\u4e0d\u80fd\u8c03\u7528\u5de5\u5177\u201d\uff0c\u800c\u5728\u4e8e\u201c\u80fd\u4e0d\u80fd\u7a33\u5b9a\u3001\u53ef\u590d\u7528\u5730\u5b8c\u6210\u4efb\u52a1\u201d\u3002\u8fc7\u53bb\uff0c\u667a\u80fd\u4f53\u7684\u6280\u80fd\u901a\u5e38\u6709\u4e09\u79cd\u6765\u6e90\uff1a\u4e13\u5bb6\u624b\u5199\u3001\u7531\u524d\u6cbf\u5927\u6a21\u578b\u4e00\u6b21\u6027\u751f\u6210\uff0c\u6216\u8005\u8fd0\u884c\u540e\u8fdb\u884c\u677e\u6563\u7684\u81ea\u6211\u4fee\u8ba2\u3002\u8fd9\u4e9b\u65b9\u6cd5\u867d\u7136\u5728\u67d0\u4e9b\u573a\u666f\u4e0b\u80fd\u52c9\u5f3a\u89c1\u6548\uff0c\u4f46\u90fd\u666e\u904d\u7f3a\u5c11\u6df1\u5ea6\u5b66\u4e60\u4f18\u5316\u5668\u624d\u5177\u6709\u7684\u201c\u8bad\u7ec3\u7eaa\u5f8b\u201d\u3002 \u7531\u4e8e\u7f3a\u4e4f\u7a33\u5b9a\u7684\u6b65\u957f\u63a7\u5236\u3001\u663e\u5f0f\u7684\u9a8c\u8bc1\u96c6\u9009\u62e9\uff0c\u4ee5\u53ca\u5bf9\u5931\u8d25\u4fee\u6539\u7684\u8d1f\u53cd\u9988\u8bb0\u5fc6\uff0c\u667a\u80fd\u4f53\u7684\u6280\u80fd\u5f80\u5f80\u8d8a\u6539\u8d8a\u957f\u3001\u8d8a\u6539\u8d8a\u504f\u3002\u5f88\u591a\u65f6\u5019\uff0c\u667a\u80fd\u4f53\u5728\u7ecf\u5386\u4e86\u4e00\u8f6e\u770b\u8d77\u6765\u5341\u5206\u5408\u7406\u7684\u63d0\u793a\u8bcd\u91cd\u5199\u540e\uff0c\u5b9e\u9645\u7684\u4efb\u52a1\u8868\u73b0\u53cd\u800c\u51fa\u73b0\u4e86\u5012\u9000\u3002\u8fd9\u79cd\u4e0d\u53d7\u63a7\u7684\u6280\u80fd\u6f14\u8fdb\uff0c\u6210\u4e3a\u4e86\u5236\u7ea6\u667a\u80fd\u4f53\u5411\u5de5\u4e1a\u7ea7\u5e94\u7528\u8fc8\u8fdb\u7684\u6838\u5fc3\u74f6\u9888\u3002 \u4e3a\u4e86\u6253\u7834\u8fd9\u4e00\u50f5\u5c40\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u56e2\u961f\u63a8\u51fa\u4e86&nbsp;SkillOpt\uff0c\u8fd9\u662f\u9996\u4e2a\u7cfb\u7edf\u5316\u7684\u53ef\u63a7\u6587\u672c\u7a7a\u95f4\u4f18\u5316\u6846\u67b6\u3002\u5176\u6700\u6838\u5fc3\u7684\u60f3\u6cd5\uff0c\u662f\u628a\u667a\u80fd\u4f53\u7684\u6280\u80fd\u4ece\u201c\u5199\u4e00\u6bb5\u66f4\u597d\u7684\u63d0\u793a\u8bcd\u201d\u91cd\u65b0\u5b9a\u4e49\u4e3a\u4e00\u4e2a\u53ef\u641c\u7d22\u3001\u53ef\u9a8c\u8bc1\u3001\u53ef\u9009\u62e9\u7684\u4f18\u5316\u95ee\u9898\u3002\u5728\u8fd9\u4e2a\u6846\u67b6\u4e2d\uff0c\u6280\u80fd\u6587\u6863\u88ab\u89c6\u4e3a\u51bb\u7ed3\u76ee\u6807\u6a21\u578b\u5916\u90e8\u7684\u201c\u53ef\u8bad\u7ec3\u53c2\u6570\u201d\u3002\u53d1\u5e03\u4ec572\u5c0f\u65f6\uff0cSkillOpt\u7684GitHub\u9875\u9762\u5c31\u5df2\u67091300+ stars \u548c 100+forks\u3002 SkillOpt&nbsp;\u603b\u89c8\u52a8\u753b\uff0c\u5b8c\u6574\u5c55\u793a\u4e86\u201c\u8f68\u8ff9\u91c7\u96c6&nbsp;\u2192&nbsp;\u53cd\u601d&nbsp;\u2192&nbsp;\u6709\u754c\u7f16\u8f91\u2192&nbsp;\u9a8c\u8bc1\u95e8\u63a7&nbsp;\u2192&nbsp;\u5bfc\u51fa\u6700\u7ec8\u6280\u80fd\u6587\u4ef6\u201d\u7684\u4f18\u5316\u95ed\u73af\u3002 \u76f8\u5173\u8bba\u6587\u5df2\u6574\u7406\u4e8e\u6587\u672b\uff0c\u6b22\u8fce\u70b9\u51fb\u76f8\u5173\u94fe\u63a5\uff0c\u4e86\u89e3\u66f4\u591a\u6280\u672f\u8be6\u60c5\u3002 SkillOpt \u4e0d\u4f9d\u8d56\u4e00\u6b21\u6027\u751f\u6210\u6216\u81ea\u7531\u6539\u5199\uff0c\u800c\u662f\u5c06\u6280\u80fd\u7f16\u8f91\u7ec4\u7ec7\u6210\u6587\u672c\u7a7a\u95f4\u91cc\u7684\u201c\u524d\u5411 \u2192 \u53cd\u5411 \u2192 \u66f4\u65b0\u201d\u4e09\u6b65\u5faa\u73af\uff1a \u4e0a\u8ff0\u6bcf\u4e00\u6b65\u7f16\u8f91\u90fd\u4f1a\u53d7\u5230\u6587\u672c\u5b66\u4e60\u7387\u9884\u7b97\u7684\u4e25\u683c\u7ea6\u675f\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0c\u5019\u9009\u6280\u80fd\u5fc5\u987b\u5728\u7559\u51fa\u7684\u9a8c\u8bc1\u96c6\u4e0a\u8868\u73b0\u51fa\u4e25\u683c\u4f18\u4e8e\u5f53\u524d\u7248\u672c\u624d\u4f1a\u88ab\u91c7\u7eb3\uff0c\u5426\u5219\u5c06\u88ab\u62d2\u6536\u5e76\u5199\u5165\u201c\u62d2\u7edd\u7f16\u8f91\u7f13\u5b58\u201d\u4f5c\u4e3a\u8d1f\u53cd\u9988\u3002\u8fd9\u79cd\u201c\u6709\u754c\u7f16\u8f91 + \u9a8c\u8bc1\u95e8\u63a7 + \u6700\u4f18\u7248\u672c\u9009\u62e9\u201d\u7684\u673a\u5236\uff0c\u8ba9\u6280\u80fd\u4f18\u5316\u8fc7\u7a0b\u50cf\u6df1\u5ea6\u5b66\u4e60\u8bad\u7ec3\u4e00\u6837\u53ef\u63a7\u3001\u53ef\u8bb0\u5f55\u3001\u53ef\u5ba1\u8ba1\uff0c\u786e\u4fdd\u4e86\u7cfb\u7edf\u5728\u53cd\u590d\u8fed\u4ee3\u4e2d\u7a33\u5b9a\u6536\u655b\u5230\u66f4\u597d\u7684\u6280\u80fd\uff0c\u800c\u4e0d\u662f\u968f\u610f\u6f02\u79fb\u3002 \u4e3a\u4e86\u9ad8\u6548\u5229\u7528\u8fd9\u4e00\u8868\u793a\uff0c\u7814\u7a76\u5458\u4eec\u8bbe\u8ba1\u4e86&nbsp;ZeroRepo \u4e09\u9636\u6bb5\u6d41\u6c34\u7ebf\uff0c\u5c06\u590d\u6742\u7684\u751f\u6210\u8fc7\u7a0b\u62c6\u89e3\u4e3a\u53ef\u63a7\u7684\u56fe\u64cd\u4f5c\uff1a \u66f4\u5173\u952e\u7684\u662f\uff0c\u8fd9\u5957\u65b9\u6cd5\u4e0d\u53ea\u8ba9 GPT-5.5 \u8fd9\u6837\u7684\u524d\u6cbf\u6a21\u578b\u53d8\u5f97\u66f4\u5f3a\uff0c\u4e5f\u8ba9\u5c0f\u578b\u5f00\u6e90\u6a21\u578b\u5728\u591a\u4e2a\u4efb\u52a1\u4e0a\u903c\u8fd1\u5927\u4e00\u6863\u95ed\u6e90\u6a21\u578b\u7684\u65e0\u6280\u80fd\u6c34\u5e73\u3002\u800c\u6700\u7ec8\u5728\u90e8\u7f72\u65f6\uff0c\u7cfb\u7edf\u53ea\u9700\u52a0\u8f7d\u4e00\u4efd\u7ea6 300\u52302,000 \u4e2a token\u7d27\u51d1\u7684\u6280\u80fd\u6587\u4ef6\uff08best_skill.md\uff09\uff0c\u65e0\u9700\u4efb\u4f55\u989d\u5916\u7684\u4f18\u5316\u5668\u8c03\u7528\uff0c\u4e5f\u4e0d\u9700\u8981\u66f4\u65b0\u6a21\u578b\u6743\u91cd\u3002 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