{"id":4407,"date":"2026-09-03T17:59:20","date_gmt":"2026-09-03T09:59:20","guid":{"rendered":"https:\/\/ai.jxgzhc.cn\/?p=4407"},"modified":"2026-09-03T17:59:24","modified_gmt":"2026-09-03T09:59:24","slug":"karpathy%e9%a3%8e%e6%a0%bcai%e7%bc%96%e7%a0%81%e6%8c%87%e5%8d%97","status":"publish","type":"post","link":"https:\/\/ai.jxgzhc.cn\/?p=4407","title":{"rendered":"Karpathy\u98ce\u683cAI\u7f16\u7801\u6307\u5357"},"content":{"rendered":"<p><img decoding=\"async\" class=\"alignnone size-full\" src=\"https:\/\/ai.jxgzhc.cn\/wp-content\/uploads\/2026\/09\/andrej-karpathy-skills.png\" alt=\"Karpathy\u98ce\u683cAI\u7f16\u7801\u6307\u5357\" \/><\/p>\n<p><strong>\u83b7\u5f97\u66f4\u7b80\u6d01\u3001\u66f4\u7cbe\u51c6\u3001\u66f4\u7b26\u5408\u9884\u671f\u7684AI\u7f16\u7801\u8f93\u51fa\uff0c\u663e\u8457\u51cf\u5c11\u65e0\u6548\u91cd\u6784\u548c\u8fc7\u5ea6\u5de5\u7a0b\u3002<\/strong><\/p>\n<h2>\u8be6\u7ec6\u4ecb\u7ecd<\/h2>\n<p>Karpathy \u98ce\u683c\u7684 Claude Code \u6307\u5357<\/p>\n<p>\u672c\u6280\u80fd\u63d0\u4f9b\u4e86\u4e00\u5957 CLAUDE.md \u6587\u4ef6\u6307\u5357\uff0c\u7075\u611f\u6765\u6e90\u4e8e Andrej Karpathy \u5bf9 LLM \u7f16\u7801\u9677\u9631\u7684\u89c2\u5bdf\uff0c\u65e8\u5728\u6539\u5584 Claude Code \u7684\u884c\u4e3a\uff0c\u51cf\u5c11\u9519\u8bef\u3001\u907f\u514d\u8fc7\u5ea6\u590d\u6742\u5316\u3001\u63d0\u9ad8\u4ee3\u7801\u8d28\u91cf\u3002\u9002\u7528\u4e8e\u4f7f\u7528 Claude Code \u8fdb\u884c\u7f16\u7a0b\u7684\u5f00\u53d1\u8005\u3002<\/p>\n<p>\u9002\u7528\u573a\u666f<\/p>\n<p>\u4efb\u4f55\u4f7f\u7528 Claude Code \u8fdb\u884c\u4ee3\u7801\u751f\u6210\u3001\u7f16\u8f91\u6216\u91cd\u6784\u7684\u9879\u76ee<\/p>\n<p>\u5f53\u4f60\u5e0c\u671b\u907f\u514d\u8fc7\u5ea6\u590d\u6742\u7684\u4ee3\u7801\u3001\u4e0d\u5fc5\u8981\u7684\u62bd\u8c61\u548c\u610f\u5916\u4fee\u6539\u65f6<\/p>\n<p>\u5f53\u4f60\u5e0c\u671b Claude Code \u5728\u5b9e\u73b0\u524d\u6f84\u6e05\u5047\u8bbe\u5e76\u5c55\u793a\u6743\u8861\u65f6<\/p>\n<p>\u6838\u5fc3\u539f\u5219<\/p>\n<p>1. \u5148\u601d\u8003\u518d\u7f16\u7801<\/p>\n<p>\u660e\u786e\u9648\u8ff0\u5047\u8bbe \u2014\u2014 \u5982\u679c\u4e0d\u786e\u5b9a\uff0c\u8be2\u95ee\u800c\u4e0d\u662f\u731c\u6d4b<\/p>\n<p>\u5448\u73b0\u591a\u79cd\u89e3\u91ca \u2014\u2014 \u5b58\u5728\u6b67\u4e49\u65f6\u4e0d\u8981\u9ed8\u9ed8\u9009\u62e9<\/p>\n<p>\u5728\u5fc5\u8981\u65f6\u63d0\u51fa\u5f02\u8bae \u2014\u2014 \u5982\u679c\u6709\u66f4\u7b80\u5355\u7684\u65b9\u6cd5\uff0c\u8bf4\u51fa\u6765<\/p>\n<p>\u56f0\u60d1\u65f6\u505c\u6b62 \u2014\u2014 \u6307\u51fa\u4e0d\u6e05\u695a\u7684\u5730\u65b9\u5e76\u8bf7\u6c42\u6f84\u6e05<\/p>\n<p>2. \u7b80\u6d01\u4f18\u5148<\/p>\n<p>\u53ea\u5b8c\u6210\u8981\u6c42\u7684\u529f\u80fd\uff0c\u4e0d\u6dfb\u52a0\u989d\u5916\u529f\u80fd<\/p>\n<p>\u4e0d\u4e3a\u4e00\u6b21\u6027\u4f7f\u7528\u7684\u4ee3\u7801\u521b\u5efa\u62bd\u8c61<\/p>\n<p>\u4e0d\u6dfb\u52a0\u672a\u8981\u6c42\u7684\u201c\u7075\u6d3b\u6027\u201d\u6216\u201c\u53ef\u914d\u7f6e\u6027\u201d<\/p>\n<p>\u4e0d\u4e3a\u4e0d\u53ef\u80fd\u7684\u573a\u666f\u5904\u7406\u9519\u8bef<\/p>\n<p>\u5982\u679c 200 \u884c\u4ee3\u7801\u53ef\u4ee5\u7f29\u51cf\u4e3a 50 \u884c\uff0c\u91cd\u5199\u5b83<\/p>\n<p>\u68c0\u9a8c\u6807\u51c6\uff1a \u8d44\u6df1\u5de5\u7a0b\u5e08\u662f\u5426\u4f1a\u89c9\u5f97\u8fc7\u4e8e\u590d\u6742\uff1f\u5982\u679c\u662f\uff0c\u8bf7\u7b80\u5316\u3002<\/p>\n<p>3. \u7cbe\u51c6\u4fee\u6539<\/p>\n<p>\u53ea\u4fee\u6539\u5fc5\u987b\u4fee\u6539\u7684\u90e8\u5206<\/p>\n<p>\u4e0d\u8981\u201c\u6539\u8fdb\u201d\u76f8\u90bb\u7684\u4ee3\u7801\u3001\u6ce8\u91ca\u6216\u683c\u5f0f<\/p>\n<p>\u4e0d\u8981\u91cd\u6784\u6ca1\u6709\u95ee\u9898\u7684\u4ee3\u7801<\/p>\n<p>\u5339\u914d\u73b0\u6709\u98ce\u683c\uff0c\u5373\u4f7f\u4f60\u66f4\u559c\u6b22\u53e6\u4e00\u79cd\u65b9\u5f0f<\/p>\n<p>\u5982\u679c\u53d1\u73b0\u65e0\u5173\u7684\u6b7b\u4ee3\u7801\uff0c\u63d0\u51fa\u6765 \u2014\u2014 \u4e0d\u8981\u5220\u9664\u5b83<\/p>\n<p>\u5220\u9664\u4f60\u7684\u4fee\u6539\u5bfc\u81f4\u672a\u4f7f\u7528\u7684\u5bfc\u5165\/\u53d8\u91cf\/\u51fd\u6570\uff08\u4f46\u4e0d\u8981\u5220\u9664\u5df2\u6709\u7684\u6b7b\u4ee3\u7801\uff0c\u9664\u975e\u88ab\u8981\u6c42\uff09<\/p>\n<p>4. \u76ee\u6807\u9a71\u52a8\u6267\u884c<\/p>\n<p>\u5728\u5b9e\u73b0\u524d\u5b9a\u4e49\u6210\u529f\u6807\u51c6<\/p>\n<p>\u5c06\u547d\u4ee4\u5f0f\u4efb\u52a1\u8f6c\u5316\u4e3a\u53ef\u9a8c\u8bc1\u7684\u76ee\u6807<\/p>\n<p>\u5bf9\u4e8e\u591a\u6b65\u9aa4\u4efb\u52a1\uff0c\u5217\u51fa\u7b80\u8981\u8ba1\u5212\u5e76\u9644\u4e0a\u9a8c\u8bc1\u6b65\u9aa4<\/p>\n<p>\u4e0d\u8981\u8fd9\u6837\u505a&#8230;<br \/>\u800c\u662f\u8fd9\u6837\u505a&#8230;<\/p>\n<p>\u201c\u6dfb\u52a0\u9a8c\u8bc1\u201d<br \/>\u201c\u7f16\u5199\u65e0\u6548\u8f93\u5165\u7684\u6d4b\u8bd5\uff0c\u7136\u540e\u8ba9\u5b83\u4eec\u901a\u8fc7\u201d<\/p>\n<p>\u201c\u4fee\u590d bug\u201d<br \/>\u201c\u7f16\u5199\u80fd\u590d\u73b0\u5b83\u7684\u6d4b\u8bd5\uff0c\u7136\u540e\u8ba9\u5b83\u4eec\u901a\u8fc7\u201d<\/p>\n<p>\u201c\u91cd\u6784 X\u201d<br \/>\u201c\u786e\u4fdd\u6d4b\u8bd5\u5728\u91cd\u6784\u524d\u540e\u90fd\u901a\u8fc7\u201d<\/p>\n<p>\u5de5\u4f5c\u65b9\u5f0f<\/p>\n<p>\u672c\u6280\u80fd\u63d0\u4f9b\u4e86\u4e00\u5957\u6307\u5357\uff0cClaude Code \u5728\u4ea4\u4e92\u65f6\u4f1a\u9075\u5faa\u8fd9\u4e9b\u6307\u5357\u3002\u5b83\u9f13\u52b1\u660e\u786e\u63a8\u7406\u3001\u6700\u5c0f\u5316\u4ee3\u7801\u66f4\u6539\u548c\u9762\u5411\u76ee\u6807\u7684\u9a8c\u8bc1\u3002\u4f60\u53ef\u4ee5\u5c06\u5176\u4e0e\u9879\u76ee\u7279\u5b9a\u89c4\u5219\u7ed3\u5408\uff0c\u653e\u5728 CLAUDE.md \u6587\u4ef6\u4e2d\u3002<\/p>\n<p>\u4f60\u4f1a\u83b7\u5f97<\/p>\n<p>\u5dee\u5f02\u4e2d\u7684\u4e0d\u5fc5\u8981\u66f4\u6539\u66f4\u5c11 \u2014\u2014 \u53ea\u51fa\u73b0\u8bf7\u6c42\u7684\u66f4\u6539<\/p>\n<p>\u7531\u4e8e\u8fc7\u5ea6\u590d\u6742\u5316\u800c\u91cd\u5199\u7684\u6b21\u6570\u66f4\u5c11 \u2014\u2014 \u4ee3\u7801\u4ece\u4e00\u5f00\u59cb\u5c31\u7b80\u6d01<\/p>\n<p>\u5728\u5b9e\u73b0\u4e4b\u524d\u63d0\u51fa\u6f84\u6e05\u95ee\u9898 \u2014\u2014 \u800c\u4e0d\u662f\u5728\u9519\u8bef\u4e4b\u540e<\/p>\n<p>\u5e72\u51c0\u3001\u6700\u5c0f\u7684 PR \u2014\u2014 \u6ca1\u6709\u9644\u5e26\u7684\u91cd\u6784\u6216\u201c\u6539\u8fdb\u201d<\/p>\n<p>\u5173\u952e\u89c1\u89e3<\/p>\n<p>\u201cLLMs are exceptionally good at looping until they meet specific goals&#8230; Don&#x27;t tell it what to do, give it success criteria and watch it go.\u201d<br \/>\u2014 Andrej Karpathy<\/p>\n<p>\u201c\u76ee\u6807\u9a71\u52a8\u6267\u884c\u201d\u539f\u5219\u4f53\u73b0\u4e86\u8fd9\u4e00\u70b9\uff1a\u5c06\u547d\u4ee4\u5f0f\u6307\u4ee4\u8f6c\u5316\u4e3a\u5e26\u6709\u9a8c\u8bc1\u5faa\u73af\u7684\u58f0\u660e\u5f0f\u76ee\u6807\u3002<\/p>\n<p>\u81ea\u5b9a\u4e49<\/p>\n<p>\u8fd9\u4e9b\u6307\u5357\u53ef\u4ee5\u4e0e\u9879\u76ee\u7279\u5b9a\u6307\u4ee4\u5408\u5e76\u3002\u6dfb\u52a0\u7c7b\u4f3c\u4ee5\u4e0b\u90e8\u5206\uff1a<\/p>\n<p>## \u9879\u76ee\u7279\u5b9a\u6307\u5357<br \/>&#8211; \u4f7f\u7528 TypeScript \u4e25\u683c\u6a21\u5f0f<br \/>&#8211; \u6240\u6709 API \u7aef\u70b9\u5fc5\u987b\u6709\u6d4b\u8bd5<br \/>&#8211; \u9075\u5faa `src\/utils\/errors.ts` \u4e2d\u7684\u73b0\u6709\u9519\u8bef\u5904\u7406\u6a21\u5f0f<\/p>\n<p>\u6743\u8861\u8bf4\u660e<\/p>\n<p>\u8fd9\u4e9b\u6307\u5357\u504f\u5411\u4e8e\u8c28\u614e\u800c\u975e\u901f\u5ea6\u3002\u5bf9\u4e8e\u7b80\u5355\u4efb\u52a1\uff08\u5982\u4fee\u590d\u62fc\u5199\u9519\u8bef\u3001\u660e\u663e\u7684\u5355\u884c\u4fee\u6539\uff09\uff0c\u8bf7\u81ea\u884c\u5224\u65ad \u2014\u2014 \u5e76\u975e\u6bcf\u6b21\u66f4\u6539\u90fd\u9700\u8981\u5b8c\u6574\u7684\u4e25\u8c28\u6027\u3002\u76ee\u6807\u662f\u5728\u975e\u5e73\u51e1\u5de5\u4f5c\u4e0a\u51cf\u5c11\u4ee3\u4ef7\u9ad8\u6602\u7684\u9519\u8bef\uff0c\u800c\u4e0d\u662f\u62d6\u6162\u7b80\u5355\u4efb\u52a1\u3002<\/p>\n<p>\u517c\u5bb9\u6027<\/p>\n<p>\u672c\u6280\u80fd\u53ef\u4e0e Claude Code \u4e00\u8d77\u4f7f\u7528\u3002\u5b83\u8fd8\u5305\u542b\u7528\u4e8e Cursor \u7684\u89c4\u5219\uff08\u53c2\u89c1\u76f8\u5173\u6587\u6863\uff09\u3002<\/p>\n<h2>\u8bd5\u8bd5\u8fd9\u6837\u505a<\/h2>\n<ul>\n<li>\u8bf7\u6839\u636eKarpathy\u6307\u5357\u539f\u5219\uff0c\u5148\u5206\u6790\u9700\u6c42\u4e2d\u7684\u6f5c\u5728\u6b67\u4e49\uff0c\u5217\u51fa\u4f60\u7684\u5047\u8bbe\uff0c\u5e76\u5728\u7f16\u5199\u4ee3\u7801\u524d\u786e\u8ba4\u5b9e\u73b0\u65b9\u6848\u3002<\/li>\n<li>\u5728\u8fdb\u884c\u4ee3\u7801\u91cd\u6784\u524d\uff0c\u8bf7\u5148\u5b9a\u4e49\u660e\u786e\u7684\u6210\u529f\u6807\u51c6\u548c\u6d4b\u8bd5\u7528\u4f8b\uff0c\u786e\u4fdd\u4fee\u6539\u4ec5\u9650\u4e8e\u76ee\u6807\u8303\u56f4\uff0c\u4e0d\u89e6\u78b0\u65e0\u5173\u4ee3\u7801\u3002<\/li>\n<li>\u8bf7\u5ba1\u67e5\u5f53\u524d\u4ee3\u7801\u5b9e\u73b0\uff0c\u5982\u679c\u5b58\u5728\u8fc7\u5ea6\u62bd\u8c61\u6216\u4e0d\u5fc5\u8981\u7684\u590d\u6742\u903b\u8f91\uff0c\u8bf7\u6309\u7b80\u6d01\u81f3\u4e0a\u539f\u5219\u8fdb\u884c\u7cbe\u7b80\u3002<\/li>\n<\/ul>\n<hr \/>\n<p>\u4f5c\u8005\uff1amultica-ai \u00e5\u00bc\u0080\u00e5\u008f\u0091\u00e8\u0080\u0085 \/ \u00e5\u0088\u009b\u00e4\u00b8\u009a\u00e8\u0080 \uff5c GitHub Stars 196K \uff5c \u6807\u7b7e\uff1a\u7f16\u7a0b\u5f00\u53d1 \u77e5\u8bc6\u7ba1\u7406 \u5df2\u8ba4\u8bc1 \u5f00\u6e90\u8bb8\u53ef: \u672a\u77e5 License<\/p>\n<p>\u6765\u6e90\uff1a<a href=\"https:\/\/colaos.ai\/skills\/zh\/andrej-karpathy-skills\/\">colaos.ai<\/a> \uff5c Skill ID\uff1aandrej-karpathy-skills<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u83b7\u5f97\u66f4\u7b80\u6d01\u3001\u66f4\u7cbe\u51c6\u3001\u66f4\u7b26\u5408\u9884\u671f\u7684AI\u7f16\u7801\u8f93\u51fa\uff0c\u663e\u8457&#8230;<\/p>\n","protected":false},"author":1,"featured_media":4406,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[72],"tags":[],"class_list":["post-4407","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-skill"],"_links":{"self":[{"href":"https:\/\/ai.jxgzhc.cn\/index.php?rest_route=\/wp\/v2\/posts\/4407","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ai.jxgzhc.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ai.jxgzhc.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ai.jxgzhc.cn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ai.jxgzhc.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=4407"}],"version-history":[{"count":1,"href":"https:\/\/ai.jxgzhc.cn\/index.php?rest_route=\/wp\/v2\/posts\/4407\/revisions"}],"predecessor-version":[{"id":4408,"href":"https:\/\/ai.jxgzhc.cn\/index.php?rest_route=\/wp\/v2\/posts\/4407\/revisions\/4408"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ai.jxgzhc.cn\/index.php?rest_route=\/wp\/v2\/media\/4406"}],"wp:attachment":[{"href":"https:\/\/ai.jxgzhc.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4407"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ai.jxgzhc.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4407"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ai.jxgzhc.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4407"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}