{"id":772224,"date":"2026-05-01T13:28:41","date_gmt":"2026-05-01T05:28:41","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=772224"},"modified":"2026-05-01T13:28:41","modified_gmt":"2026-05-01T05:28:41","slug":"%e6%92%95%e5%bc%80claude-code%e7%9c%9f%e7%9b%b8%ef%bc%9a%e8%ae%a9%e5%ae%83%e5%a5%bd%e7%94%a8%e7%9a%8498-4%ef%bc%8c%e6%98%af%e5%b7%a5%e7%a8%8b%e4%b8%8d%e6%98%afai","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=772224","title":{"rendered":"\u6495\u5f00Claude Code\u771f\u76f8\uff1a\u8ba9\u5b83\u597d\u7528\u768498.4%\uff0c\u662f\u5de5\u7a0b\u4e0d\u662fAI"},"content":{"rendered":"<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/00C71EE9C86E4091F289BA85BCFD7D20330BC43D_size104_w1080_h459.jpg\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u6495\u5f00Claude Code\u771f\u76f8\uff1a\u8ba9\u5b83\u597d\u7528\u768498.4%\uff0c\u662f\u5de5\u7a0b\u4e0d\u662fAI\"  \/><\/p>\n<p>\u7f16\u8f91\uff1a\u5143\u5b87<\/p>\n<p><strong>\u5f53\u666e\u901a\u4eba\u8fd8\u5728\u94bb\u7814\u300c\u6700\u5f3a\u63d0\u793a\u8bcd\u5492\u8bed\u300d\u65f6\uff0c<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e7%a1%85%e8%b0%b7\" title=\"View all posts in \u7845\u8c37\" target=\"_blank\" class=\"tag_link\">\u7845\u8c37<\/a>\u9876\u7ea7\u5b9e\u9a8c\u5ba4\u5df2\u7ecf\u628aAI<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e5%9f%ba%e5%bb%ba\" title=\"View all posts in \u57fa\u5efa\" target=\"_blank\" class=\"tag_link\">\u57fa\u5efa<\/a>\u8dd1\u6210\u4e86\u751f\u4ea7\u7ebf\u3002<\/strong><\/p>\n<p>\u4f60\u8fd8\u5728<a href=\"https:\/\/www.alphaseek.cn\/?tag=chatgpt\" title=\"View all posts in ChatGPT\" target=\"_blank\" class=\"tag_link\">ChatGPT<\/a>\u7684\u804a\u5929\u6846\u91cc\u53cd\u590d\u8c03prompt\uff1f<\/p>\n<p>\u6700\u8fd1\uff0c\u4e00\u4f4dX\u7528\u6237\u53d1\u4e86\u6761\u63a8\u6587\uff0c\u5f00\u5934\u5c31\u662f\u4e00\u4e2a\u60ca\u547c\uff1a\u5934\u90e8\u5927\u5382\u5077\u5077\u5728\u7528\u7684Claude Code\u9879\u76ee\u6a21\u677f\u5916\u6cc4\uff01<\/p>\n<p>\u8fd9\u5df2\u7ecf\u4e0d\u662f\u5199\u63d0\u793a\u8bcd\u4e86\u3002\u8fd9\u662fAI\u5de5\u7a0b\u57fa\u7840\u8bbe\u65bd\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/BEE45D4A9D012F9B648C75C7A6BDB236567A6D2E_size190_w1080_h692.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u6495\u5f00Claude Code\u771f\u76f8\uff1a\u8ba9\u5b83\u597d\u7528\u768498.4%\uff0c\u662f\u5de5\u7a0b\u4e0d\u662fAI\"  \/><\/p>\n<p>\u6574\u5957\u6253\u6cd5\u56f4\u7ed5\u4e00\u4e2a\u6587\u4ef6\u300cCLAUDE.md\u300d\u5c55\u5f00\uff0c\u800c\u5b83\u7684\u6838\u5fc3\u539f\u5219\u53ea\u6709\u4e09\u6761\uff1a<\/p>\n<p>\u6bcf\u6b21Claude\u72af\u9519\u2192\u4f60\u52a0\u4e00\u6761\u89c4\u5219\uff1b\u6bcf\u6b21\u4f60\u91cd\u590d\u81ea\u5df1\u2192\u4f60\u52a0\u4e00\u4e2a\u5de5\u4f5c\u6d41\uff1b\u6bcf\u6b21\u51fabug\u2192\u4f60\u52a0\u4e00\u9053\u62a4\u680f\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/4C4F35D9BF80D12ABDDBEC755D6BDF1D5EFBF3B2_size39_w1036_h328.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u6495\u5f00Claude Code\u771f\u76f8\uff1a\u8ba9\u5b83\u597d\u7528\u768498.4%\uff0c\u662f\u5de5\u7a0b\u4e0d\u662fAI\"  \/><\/p>\n<p>\u8fd9\u6837\u505a\uff0c\u662f\u8981\u628a\u9879\u76ee\u7ecf\u9a8c\u6c89\u6dc0\u6210\u5b83\u6bcf\u6b21\u542f\u52a8\u90fd\u4f1a\u8bfb\u53d6\u7684\u957f\u671f\u4e0a\u4e0b\u6587\u548c\u81ea\u52a8\u5316\u7ea6\u675f\u3002<\/p>\n<p>\u6574\u4e2a\u67b6\u6784\uff0c\u50cf\u662f\u4e00\u5bb6AI\u516c\u53f8\u7684\u5c97\u4f4d\u7f16\u5236\uff1aCLAUDE.md\u662f\u5165\u804c\u624b\u518c\uff0cskills\/\u662f\u5de5\u4f5cSOP\uff0chooks\/\u662f\u5408\u89c4\u90e8\uff0cdocs\/\u662f\u516c\u53f8\u7ae0\u7a0b\uff0ctools\/\u662f\u540e\u52e4\u7ec4\uff0csrc\/\u624d\u662f\u771f\u6b63\u51fa\u6d3b\u7684\u4e1a\u52a1\u90e8\u95e8\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/74D5FA9B0772D978FAD5AAFB8B300367FD8B6C4A_size50_w1036_h606.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u6495\u5f00Claude Code\u771f\u76f8\uff1a\u8ba9\u5b83\u597d\u7528\u768498.4%\uff0c\u662f\u5de5\u7a0b\u4e0d\u662fAI\"  \/><\/p>\n<p>\u4f60\u4e0d\u518d\u662f\u5728\u548cAI\u804a\u5929\u4e86\uff0c\u800c\u662f\u5728\u6784\u5efa\u4e00\u4e2a\u4e86\u89e3\u4f60\u4ee3\u7801\u4ed3\u5e93\u7684AI\u3002<\/p>\n<p>\u6700\u75af\u72c2\u7684\u90e8\u5206\u662f\uff0c\u4f60\u53ea\u9700\u8981\u914d\u7f6e\u4e00\u6b21\uff0cClaude\u5c31\u4f1a\u81ea\u52a8\u5ba1\u67e5\u4ee3\u7801\uff0c\u5e76\u6309\u6307\u4ee4\u91cd\u6784\u3001\u5f3a\u5236\u6267\u884c\u67b6\u6784\u89c4\u5219\u3001\u64b0\u5199\u53d1\u5e03\u8bf4\u660e\u3001\u4ece\u6280\u80fd\u4e2d\u8fd0\u884c\u5de5\u4f5c\u6d41\u3001\u8bb0\u4f4f\u8fc7\u53bb\u9519\u8bef\u7b49\u3002<\/p>\n<p>\u800c\u4e14\u5b83\u4f1a\u8d8a\u7528\u8d8a\u806a\u660e\u3002<\/p>\n<p>\u5927\u591a\u6570\u4eba\uff0c\u90fd\u662f\u6253\u5f00ChatGPT\uff0c\u5199\u63d0\u793a\u8bcd\uff0c\u590d\u5236\u7c98\u8d34\uff0c\u53cd\u590d\uff1b\u800c\u5728\u8fd9\u5957\u6253\u6cd5\u4e0b\uff0c\u4f60\u53ea\u9700\u8981\u6253\u5f00\u7ec8\u7aef\uff0c\u8dd1\u4e00\u4e2askill\u4ee3\u7801\u5df2\u4ea4\u4ed8\u3002<\/p>\n<p>\u8fd9\u7b49\u4e8e\u662f\u5728\u81ea\u5df1\u7684\u4ee3\u7801\u5e93\u91cc\u517b\u4e86\u4e00\u961fAI\u540c\u4e8b\u3002<\/p>\n<p>\u8fd9\u6761\u63a8\u6587\u80cc\u540e\uff0c\u4f20\u9012\u7684\u662f\u8fd9\u4e2a\u65f6\u4ee3\u6b63\u5728\u6084\u6084\u7ffb\u7bc7\u7684\u4e00\u4e2a\u5c0f\u4fe1\u53f7\uff0c\u5927\u591a\u6570\u4eba\u53ef\u80fd\u8fd8\u6ca1\u53cd\u5e94\u8fc7\u6765\u3002<\/p>\n<p><strong>\u4e00\u5f20\u4e0d\u7b97\u6cc4\u9732\u7684\u300c\u6cc4\u9732\u622a\u56fe\u300d<\/strong><\/p>\n<p><strong>\u6495\u5f00\u4e00\u4e2a\u771f\u76f8<\/strong><\/p>\n<p>@ai_rohitt\u6652\u51fa\u6765\u7684\u8fd9\u5f20\u622a\u56fe\uff0c\u662fAnthropic\u5b98\u65b9\u6587\u6863\u91cc\u516c\u5f00\u63a8\u8350\u7684Claude Code\u6807\u51c6\u8303\u5f0f\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/4BE5D9586DD7606193AFE0FC5DB7BAF002EBDAF8_size218_w480_h649.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u6495\u5f00Claude Code\u771f\u76f8\uff1a\u8ba9\u5b83\u597d\u7528\u768498.4%\uff0c\u662f\u5de5\u7a0b\u4e0d\u662fAI\"  \/><\/p>\n<p>CLAUDE.md\u662fClaude Code\u5728\u6bcf\u6b21\u4f1a\u8bdd\u5f00\u59cb\u65f6\u81ea\u52a8\u8bfb\u53d6\u7684\u9879\u76ee\u8bb0\u5fc6\u6587\u4ef6\u3002<\/p>\n<p>.claude\/skills\/\u548c.claude\/hooks\/\u662f\u5b98\u65b9\u652f\u6301\u7684\u6269\u5c55\u673a\u5236\u3002<\/p>\n<p>\u8fd9\u4e9b\u90fd\u662f\u793e\u533a\u5df2\u7ecf\u8ba8\u8bba\u4e86\u51e0\u4e2a\u6708\u7684\u516c\u5f00\u505a\u6cd5\uff0c\u5e76\u4e0d\u662f\u4ec0\u4e48\u4eba\u5077\u51fa\u6765\u7684\u300c\u5185\u90e8\u6a21\u677f\u300d\u3002<\/p>\n<p>\u4f46\u5b83\u4e4b\u6240\u4ee5\u80fd\u8ba9\u4e00\u4e9b\u8d44\u6df1\u5f00\u53d1\u8005\u4e3b\u52a8\u8f6c\u53d1\uff0c\u8bf4\u660e\u5b83\u5f97\u5230\u4e86\u4e00\u4e9b\u5929\u5929\u7528Claude\u7684\u5f00\u53d1\u8005\u4eec\u7684\u8ba4\u540c\u3002<\/p>\n<p>\u5176\u4e2d\u76f8\u5f53\u4e00\u90e8\u5206\u4eba\uff0c\u53ef\u80fd\u8fd9\u4e24\u5929\u624d\u610f\u8bc6\u5230\u539f\u6765\u5b83\u8fd8\u80fd\u8fd9\u4e48\u7528\u3002<\/p>\n<p>\u800c\u7845\u8c37\u9876\u7ea7\u56e2\u961f\uff0c\u5df2\u7ecf\u628a\u8fd9\u4ef6\u4e8b\u8dd1\u6210\u4e86\u751f\u4ea7\u7ebf\u3002<\/p>\n<p>\u7b2c\u4e00\u4e2a\u4f8b\u5b50\uff0c\u662f<a href=\"https:\/\/www.alphaseek.cn\/?tag=openai\" title=\"View all posts in OpenAI\" target=\"_blank\" class=\"tag_link\">OpenAI<\/a> Frontier\u56e2\u961f\u3002<\/p>\n<p>OpenAI\u5b98\u65b9\u62ab\u9732\u7684Frontier\u56e2\u961f\u5b9e\u9a8c\u4e2d\uff0c\u4e00\u4e2a\u4ece\u7a7arepo\u8d77\u6b65\u7684\u5185\u90e8beta\uff0c\u5728\u7ea65\u4e2a\u6708\u5185\u7531Codex\u751f\u6210\u4e86\u7ea6100\u4e07\u884c\u4ee3\u7801\u548c\u7ea61500\u4e2aPR\uff1b\u56e2\u961f\u4ece3\u4eba\u6269\u5c55\u52307\u4eba\uff0c\u4eba\u5de5\u4e0d\u76f4\u63a5\u5199\u4ee3\u7801\u3002<\/p>\n<p>\u5e26\u961f\u7684Ryan Lopopolo\u5728\u540e\u7eed\u8bbf\u8c08\u4e2d\u8fdb\u4e00\u6b65\u63d0\u5230\uff0c\u8fd9\u5957\u5de5\u4f5c\u6d41\u5df2\u7ecf\u63a5\u8fd1\u300c0 \u4eba\u5de5\u4ee3\u7801\u30010 \u4eba\u5de5 review\u300d\u7684\u6781\u9650\u5f62\u6001\u3002<\/p>\n<p>\u4ed6\u8ba4\u4e3a\u4e0e\u5176\u8282\u7701token\uff0c\u4e0d\u5982\u5229\u7528\u6a21\u578b\u6781\u9ad8\u7684\u5e76\u53d1\u80fd\u529b\u548c\u6781\u4f4e\u7684\u6210\u672c\u6765\u4ee3\u66ff\u4eba\u7c7b\u6709\u9650\u4e14\u6602\u8d35\u7684\u540c\u6b65\u6ce8\u610f\u529b\u3002<\/p>\n<p>\u7b2c\u4e8c\u4e2a\u4f8b\u5b50\uff0c\u662fStripe\u5185\u90e8\u7684\u81ea\u52a8\u5316\u4ee3\u7801\u4ee3\u7406\u7cfb\u7edfMinions\u3002<\/p>\n<p>Stripe\u5185\u90e8\u7684Minions\u6bcf\u5468\u751f\u6210\u5e76\u63a8\u52a8\u8d85\u8fc71300\u4e2aPR\u5408\u5e76\uff0c\u8fd9\u4e9b\u4ee3\u7801\u4ece\u5934\u5230\u5c3e\u7531AI\u751f\u6210\uff0c\u4f46\u4ecd\u7ecf\u8fc7\u4eba\u5de5review\u3002<\/p>\n<p>\u8fd9\u91cc\u8fd8\u6709\u4e00\u5bf9\u6570\u636e\uff1a1.6%vs98.4%\uff0c\u5b83\u6765\u81eaMohamed bin Zayed AI\u5927\u5b66VILA-Lab\u53d1\u8868\u7684\u4e00\u7bc7\u8bba\u6587\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/08AAC24FEE88BFAE61A9F5BD502D2B30DAF22C5E_size48_w838_h186.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u6495\u5f00Claude Code\u771f\u76f8\uff1a\u8ba9\u5b83\u597d\u7528\u768498.4%\uff0c\u662f\u5de5\u7a0b\u4e0d\u662fAI\"  \/><\/p>\n<p>https:\/\/arxiv.org\/pdf\/2604.14228<\/p>\n<p>\u7814\u7a76\u8005\u7cfb\u7edf\u6027\u6252\u4e86Claude Code v2.1.88\u7248\u672c51.2\u4e07\u884cTypeScript\u6e90\u7801\uff0c\u7ed9\u51fa\u7684\u7ed3\u8bba\u662f\uff1a\u53ea\u67091.6%\u662fAI\u51b3\u7b56\u903b\u8f91\uff0c\u5269\u4e0b\u768498.4%\u662f\u786e\u5b9a\u6027\u7684\u5de5\u7a0b\u57fa\u7840\u8bbe\u65bd\u3002<\/p>\n<p>\u5177\u4f53\u8bf4\u5c31\u662f\u6743\u9650\u7f51\u5173\u3001\u4e0a\u4e0b\u6587\u7ba1\u7406\u3001\u5de5\u5177\u8def\u7531\u3001\u9519\u8bef\u6062\u590d\u8fd9\u56db\u7c7b\u3002<\/p>\n<p>\u8fd9\u7ec4\u6570\u5b57\u4e0d\u662f\u8bf4\u6a21\u578b\u53ea\u8d21\u732e1.6%\u7684\u80fd\u529b\uff0c\u800c\u662f\u8bf4\u660eClaude Code\u4f5c\u4e3a\u4ea7\u54c1\uff0c\u5927\u91cf\u590d\u6742\u5ea6\u4e0d\u5728\u6a21\u578b\u672c\u8eab\uff0c\u800c\u5728\u6743\u9650\u3001\u4e0a\u4e0b\u6587\u3001\u5de5\u5177\u8def\u7531\u3001\u6062\u590d\u673a\u5236\u7b49\u786e\u5b9a\u6027\u5de5\u7a0b\u57fa\u7840\u8bbe\u65bd\u4e0a\u3002<\/p>\n<p>@ai_rohitt\u90a3\u5f20\u56fe\u91cc\u7684CLAUDE.md\/skills\/hooks\u7ed3\u6784\uff0c\u5c31\u662f\u666e\u901a\u5f00\u53d1\u8005\u4e5f\u80fd\u642d\u4e00\u5957\u7684\u300c\u5165\u95e8\u7248\u57fa\u5efa\u300d\uff0c\u5b83\u548cOpenAI\u3001Stripe\u90a3\u5957\u751f\u4ea7\u7ea7\u67b6\u6784\u662f\u540c\u4e00\u79cd\u8303\u5f0f\uff0c\u53ea\u662f\u89c4\u6a21\u5c0f\u5f97\u591a\u3002<\/p>\n<p><strong>CLAUDE.md\u66b4\u9732\u7684\u79d8\u5bc6<\/strong><\/p>\n<p>\u8fc7\u53bb3\u5e74\uff0c\u6240\u6709\u4eba\u90fd\u5728\u95ee\u300cGPT\u4ec0\u4e48\u65f6\u5019\u80fd\u66f4\u806a\u660e\u300d\u300cClaude\u4ec0\u4e48\u65f6\u5019\u51fa\u65b0\u7248\u672c\u300d\u3002<\/p>\n<p>\u4f46\u771f\u6b63\u5728\u751f\u4ea7\u73af\u5883\u8dd1\u901aAI\u7f16\u7a0b\u7684\u56e2\u961f\uff0c\u4ed6\u4eec\u66f4\u5173\u5fc3\u7684\u53ef\u80fd\u6839\u672c\u4e0d\u662f\u8fd9\u4e2a\uff0c\u800c\u662f\u5982\u4f55\u8ba9AI\u8bb0\u4f4f\u81ea\u5df1\u4e0a\u6b21\u8e29\u8fc7\u7684\u5751\uff0c\u600e\u4e48\u8ba9AI\u5728\u52a8\u624b\u524d\u5148\u770b\u4e00\u773c\u9879\u76ee\u7684\u67b6\u6784\u7ea6\u675f\uff0c\u600e\u4e48\u8ba9AI\u72af\u9519\u7684\u65f6\u5019\u81ea\u5df1\u88ab\u5de5\u5177\u6321\u4f4f\u3002<\/p>\n<p>CLAUDE.md\u6b63\u662f\u8fd9\u4e00\u5207\u7684\u627f\u8f7d\u4f53\u3002<\/p>\n<p>Anthropic\u5b98\u65b9\u5bf9\u5b83\u7684\u5b9a\u4e49\u53ea\u6709\u4e00\u53e5\uff1a<\/p>\n<p>\u4e00\u4e2amarkdown\u6587\u4ef6\uff0c\u653e\u5728\u9879\u76ee\u6839\u76ee\u5f55\uff0cClaude Code\u5728\u6bcf\u6b21\u4f1a\u8bdd\u5f00\u59cb\u65f6\u81ea\u52a8\u8bfb\u53d6\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/5A8467D8483DDB9BD00DB7787389400314C59E40_size165_w1080_h388.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u6495\u5f00Claude Code\u771f\u76f8\uff1a\u8ba9\u5b83\u597d\u7528\u768498.4%\uff0c\u662f\u5de5\u7a0b\u4e0d\u662fAI\"  \/><\/p>\n<p>https:\/\/code.claude.com\/docs\/en\/memory<\/p>\n<p>\u542c\u4e0a\u53bb\u5f88\u7b80\u5355\uff0c\u56f4\u7ed5\u5b83\u5c55\u5f00\u7684\u90a3\u51e0\u5c42\u7ed3\u6784\uff0c\u624d\u662f\u5b83\u771f\u6b63\u5389\u5bb3\u7684\u90e8\u5206\u3002<\/p>\n<p>CLAUDE.md\u662f\u9879\u76ee\u5927\u8111\u3002<\/p>\n<p>\u67b6\u6784\u51b3\u7b56\u3001\u547d\u540d\u7ea6\u5b9a\u3001\u6d4b\u8bd5\u8981\u6c42\u3001\u90a3\u4e9b\u53cd\u590d\u8e29\u8fc7\u7684\u5751\uff0c\u90fd\u5806\u5728\u8fd9\u91cc\u3002\u5b83\u662fAI\u6bcf\u6b21\u542f\u52a8\u65f6\u7b2c\u4e00\u773c\u770b\u5230\u7684\u300c\u5458\u5de5\u624b\u518c\u300d\u3002<\/p>\n<p>.claude\/skills\/\u662f\u53ef\u590d\u7528\u5de5\u4f5c\u6d41\u3002<\/p>\n<p>Claude Code\u7684\u521b\u5efa\u8005Boris Cherny\u5728\u793e\u533a\u91cc\u53cd\u590d\u5f3a\u8c03\u4e00\u53e5\u8bdd\uff1a\u300c\u5982\u679c\u4f60\u6bcf\u5929\u505a\u67d0\u4ef6\u4e8b\u8d85\u8fc7\u4e00\u6b21\uff0c\u628a\u5b83\u53d8\u6210skill\u6216command\u3002\u300d<\/p>\n<p>\u4e00\u4e2askill\u5c31\u662f\u4e00\u6bb5\u53ef\u6267\u884c\u7684\u65b9\u6cd5\u8bba\u3002Code review\u3001\u751f\u6210commit message\u3001\u5199\u53d1\u5e03\u8bf4\u660e\uff0c\u8fd9\u4e9b\u90fd\u4e0d\u8be5\u662f\u6bcf\u5929\u624b\u6572\u63d0\u793a\u8bcd\u7684\u6d3b\uff0c\u5e94\u8be5\u662fskill\u8c03\u4e00\u4e0b\u5c31\u51fa\u7ed3\u679c\u3002<\/p>\n<p>.claude\/hooks\/\u662f\u81ea\u52a8\u62a4\u680f\u3002<\/p>\n<p>\u8fd9\u662f\u6700\u5173\u952e\u7684\u90e8\u5206\u3002\u5b83\u4e0d\u4f9d\u8d56AI\u81ea\u5df1\u5224\u65ad\uff0c\u7531\u786e\u5b9a\u6027\u4ee3\u7801\u5728AI\u72af\u9519\u4e4b\u524d\u5c31\u6321\u4f4f\u5b83\u3002\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48\u6562\u8ba9AI\u300c\u65e0\u4eba\u76d1\u7763\u300d\u5730\u8dd1\uff0c\u56e0\u4e3a\u51fa\u9519\u7684\u8fb9\u754c\u7531hooks\u5361\u6b7b\u4e86\u3002<\/p>\n<p>docs\/decisions\/\u662f\u67b6\u6784\u51b3\u7b56\u8bb0\u5f55\u3002<\/p>\n<p>\u8ba9AI\u4e0d\u4ec5\u77e5\u9053\u4ee3\u7801\u300c\u662f\u4ec0\u4e48\u300d\uff0c\u8fd8\u77e5\u9053\u4ee3\u7801\u300c\u4e3a\u4ec0\u4e48\u662f\u8fd9\u6837\u300d\u3002<\/p>\n<p>\u8fd9\u4e00\u9879\u6700\u5bb9\u6613\u88ab\u5ffd\u7565\uff0c\u4f46\u4e5f\u662fAI\u534f\u4f5c\u6700\u5927\u7684\u6760\u6746\u70b9\u3002<\/p>\n<p>tools\/\u548csrc\/\u662f\u6267\u884c\u5c42\u3002<\/p>\n<p>\u8fd9\u5957\u67b6\u6784\u771f\u6b63\u503c\u5f97\u6ce8\u610f\u7684\u5730\u65b9\uff0c\u4e0d\u5728\u4e8e\u67d0\u4e2a\u5f00\u53d1\u8005\u641e\u51fa\u4e86\u4e00\u4e2a\u6f02\u4eae\u76ee\u5f55\uff0c\u800c\u662f\u8d8a\u6765\u8d8a\u591a\u72ec\u7acb\u56e2\u961f\u6b63\u5728\u6536\u655b\u5230\u540c\u4e00\u4e2a\u65b9\u5411\uff1a\u628a\u6a21\u578b\u653e\u8fdb\u4e00\u5957\u7531\u4e0a\u4e0b\u6587\u3001\u5de5\u5177\u3001\u6743\u9650\u3001\u8bc4\u4f30\u548c\u53cd\u9988\u5faa\u73af\u7ec4\u6210\u7684harness\u91cc\u3002<\/p>\n<p>GitHub\u4e0a\u5df2\u7ecf\u80fd\u770b\u5230\u4e0d\u5c11\u7c7b\u4f3c\u9879\u76ee\uff1a<\/p>\n<p>rohitg00\u7684awesome-claude-code-toolkit\u3001diet103\u7684claude-code-infrastructure-showcase\u3001affaan-m\u7684everything-claude-code\uff0c\u90fd\u5728\u56f4\u7ed5agents\u3001skills\u3001hooks\u3001rules\u3001MCP configs\u7b49\u7ec4\u4ef6\u642d\u5efaClaude Code\u7684\u5de5\u7a0b\u5316\u5de5\u4f5c\u73af\u5883\u3002<\/p>\n<p>\u8fd9\u8bf4\u660e\uff0c\u771f\u6b63\u6210\u719f\u7684AI\u7f16\u7a0b\u5de5\u4f5c\u6d41\uff0c\u4e0d\u662f\u53ea\u9760\u4e00\u4e2a\u66f4\u5f3a\u7684\u6a21\u578b\uff0c\u4e5f\u4e0d\u662f\u53ea\u9760\u4e00\u6761\u66f4\u957f\u7684prompt\uff0c\u800c\u662f\u628a\u6a21\u578b\u5d4c\u5165\u4e00\u5957\u53ef\u590d\u7528\u3001\u53ef\u7ea6\u675f\u3001\u53ef\u6062\u590d\u3001\u53ef\u5ba1\u8ba1\u7684\u5de5\u7a0b\u7cfb\u7edf\u91cc\u3002<\/p>\n<p>\u81f3\u4e8e\u5177\u4f53\u76ee\u5f55\u7ed3\u6784\uff0c\u5404\u5bb6\u5b9e\u73b0\u5e76\u4e0d\u5b8c\u5168\u76f8\u540c\u3002<\/p>\n<p><strong>OpenAI\u5b9e\u9a8c\u5ba4\u7684\u6781\u9650\u5b9e\u9a8c<\/strong><\/p>\n<p>2026\u5e742\u670811\u65e5\uff0cOpenAI\u5b98\u65b9\u535a\u5ba2\u53d1\u4e86\u4e00\u7bc7\u6587\u7ae0\uff1a\u300aHarness engineering: leveraging Codex in an agent-first world\u300b\u3002<\/p>\n<\/p>\n<p>https:\/\/openai.com\/index\/harness-engineering\/<\/p>\n<p>Anthropic\u56f4\u7ed5\u8fd9\u4e2a\u6982\u5ff5\u91cd\u65b0\u8c03\u6574\u4e86Claude Code\u7684\u67b6\u6784\u601d\u8def\uff1bMartin Fowler\u7684\u7f51\u7ad9\u628a\u5b83\u51dd\u7ec3\u6210\u4e00\u4e2a\u516c\u5f0f\uff1a\u300cAgent=Model+Harness\u3002\u300d<\/p>\n<p>Harness\u8fd9\u4e2a\u8bcd\u6765\u81ea\u9a6c\u672f\u3002\u5b83\u6307\u7684\u662f\u9a6c\u7684\u6574\u5957\u633d\u5177\uff0c\u7f30\u7ef3\u3001\u9a6c\u56bc\u5b50\u3001\u9a6c\u978d\u3001\u7b3c\u5934\u3002<\/p>\n<p>\u4e00\u5339\u9a6c\u53ef\u4ee5\u8dd1\u5f97\u5f88\u5feb\u5f88\u6709\u529b\uff0c\u4f46\u5b83\u81ea\u5df1\u4e0d\u77e5\u9053\u5f80\u54ea\u513f\u8d70\uff1a\u6574\u5957\u633d\u5177\u51b3\u5b9a\u4e86\u5b83\u7684\u65b9\u5411\u3002<\/p>\n<p>\u7c7b\u6bd4\u5230AI\u7f16\u7a0b\uff1a\u6a21\u578b\u672c\u8eab\u80fd\u529b\u5f88\u5f3a\uff0c\u4f46\u5b83\u4e0d\u77e5\u9053\u5728\u4f60\u7684\u4ee3\u7801\u5e93\u91cc\u8be5\u5f80\u54ea\u513f\u8d70\u3002Harness\u5c31\u662f\u4f60\u4e3a\u5b83\u9020\u7684\u65b9\u5411\u76d8+\u5239\u8f66+\u5bfc\u822a\u3002<\/p>\n<p>OpenAI Frontier\u56e2\u961f\u90a3\u4e2a\u300c100\u4e07\u884c0\u4eba\u5de5\u300d\u7684\u5b9e\u9a8c\uff0c\u672c\u8d28\u5c31\u662f\u628aHarness\u505a\u5230\u6781\u81f4\u3002<\/p>\n<p>\u4ed6\u4eec\u7684\u5173\u952e\u5de5\u7a0b\u5b9e\u8df5\u5305\u62ec\u4ee5\u4e0b\u51e0\u6761\u3002<\/p>\n<p>\u5c42\u7ea7\u67b6\u6784\u5f3a\u7ea6\u675f\u3002<\/p>\n<p>\u4eceTypes\u5230Config\u5230Repo\u5230Service\u5230Runtime\u5230UI\uff0c\u4f9d\u8d56\u5173\u7cfb\u5355\u5411\u6d41\u52a8\uff0c\u7531linter\u5728CI\u5c42\u5f3a\u5236\u6267\u884c\u3002Agent\u5199\u51fa\u8fdd\u53cd\u5c42\u7ea7\u5173\u7cfb\u7684\u4ee3\u7801\uff1f\u76f4\u63a5\u6784\u5efa\u5931\u8d25\u3002<\/p>\n<p>linter\u9519\u8bef\u4fe1\u606f\u672c\u8eab\u662f\u4fee\u590d\u6307\u4ee4\uff0c\u8fd9\u4e5f\u662f\u6700\u53cd\u76f4\u89c9\u7684\u7ec6\u8282\u3002<\/p>\n<p>\u666e\u901a\u9879\u76ee\u7684lint\u9519\u8bef\u662f\u300cviolation detected\u300d\uff0c\u7ed9\u4eba\u770b\u7684\uff1bOpenAI Frontier\u7684lint\u9519\u8bef\u662f\u300cuse logger.info({event: 'name', ...data}) instead of console.log\u300d\uff0c\u7ed9Agent\u770b\u7684\u3001\u53ef\u4ee5\u76f4\u63a5\u8bfb\u61c2\u5e76\u4fee\u590d\u7684\u6307\u4ee4\u3002<\/p>\n<p>\u6587\u6863\u4f5c\u4e3a\u5355\u4e00\u4e8b\u5b9e\u6765\u6e90\u3002\u6240\u6709\u67b6\u6784\u56fe\u3001execution plans\u3001\u8bbe\u8ba1\u89c4\u8303\u90fd\u5728\u4ed3\u5e93\u5185\u90e8\u7684docs\/\u76ee\u5f55\u3002Agent\u4e0d\u9700\u8981\u4efb\u4f55\u5916\u90e8\u77e5\u8bc6\u5e93\uff0c\u4e00\u5207\u5c31\u5728repo\u91cc\u3002<\/p>\n<p>\u8fd9\u5957\u4e1c\u897f\u6548\u679c\u6709\u591a\u5389\u5bb3\uff1f<\/p>\n<p>\u6a21\u578b\u6ca1\u6709\u6362\uff0c\u4f46LangChain\u8c03\u6574\u4e86harness\uff0c\u5305\u62ec\u7cfb\u7edf\u63d0\u793a\u3001\u5de5\u5177\u3001\u4e2d\u95f4\u4ef6\u548c\u63a8\u7406\u6a21\u5f0f\uff0c\u6700\u7ec8\u628aTerminal Bench 2.0\u5206\u6570\u4ece52.8\u63d0\u523066.5\u3002<\/p>\n<p><strong>\u4f60\u4eca\u5929\u5c31\u80fd\u505a\u7684\u4e8b<\/strong><\/p>\n<p><strong>\u662f\u4e3aAI\u9020\u4e00\u4e2a\u9879\u76ee\u5927\u8111<\/strong><\/p>\n<p>\u95ee\u9898\u56de\u5230\u666e\u901a\u5f00\u53d1\u8005\u8fd9\u91cc\uff1a\u5982\u679c\u8303\u5f0f\u5df2\u7ecf\u8f6c\u79fb\uff0c\u4f5c\u4e3a\u4e00\u4e2a\u666e\u901a\u5de5\u7a0b\u5e08\uff0c\u4eca\u5929\u5c31\u80fd\u505a\u70b9\u4ec0\u4e48\u3002<\/p>\n<p>\u7b2c\u4e00\u4ef6\u4e8b\uff0c\u5728\u4f60\u6700\u91cd\u8981\u7684\u9879\u76ee\u6839\u76ee\u5f55\u5efa\u4e00\u4e2aCLAUDE.md\u3002<\/p>\n<p>\u4e0d\u9700\u8981\u5b8c\u7f8e\uff0c\u4e5f\u4e0d\u9700\u8981\u5f88\u957f\u3002\u5199\u4e0b\u4f60\u56e2\u961f\u7684\u67b6\u6784\u89c4\u5219\u3001\u547d\u540d\u7ea6\u5b9a\u3001\u6d4b\u8bd5\u8981\u6c42\u3001\u90a3\u4e9b\u53cd\u590d\u8e29\u8fc7\u7684\u5751\uff0c10\u5206\u949f\u80fd\u5199\u5b8c\u4e00\u4e2a\u80fd\u7528\u7684\u7248\u672c\u3002<\/p>\n<p>\u4e0b\u6b21AI\u72af\u9519\u7684\u65f6\u5019\uff0c\u5148\u4e0d\u8981\u624b\u52a8\u4fee\uff0c\u800c\u662f\u95ee\u81ea\u5df1\u4e00\u53e5\uff1aCLAUDE.md\u91cc\u7f3a\u4e86\u4ec0\u4e48\uff1f<\/p>\n<p>\u7b2c\u4e8c\u4ef6\u4e8b\uff0c\u628a\u6bcf\u5929\u91cd\u590d\u505a\u7684\u4e8b\u6539\u9020\u6210skill\u3002<\/p>\n<p>\u8fd9\u91cc\u8981\u6ce8\u610fBoris 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