{"id":767835,"date":"2026-04-23T19:50:51","date_gmt":"2026-04-23T11:50:51","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=767835"},"modified":"2026-04-23T19:50:51","modified_gmt":"2026-04-23T11:50:51","slug":"%e5%b1%88%e6%9c%8d%e4%ba%8e%e6%b0%9b%e5%9b%b4%ef%bc%9a%e4%b8%80%e9%83%a8ai%e7%bc%96%e7%a8%8b%e8%bf%90%e5%8a%a8%e5%8f%b2%ef%bc%882020-2026%ef%bc%89%e3%80%902-5%e4%b8%87%e5%ad%97%e7%ae%80%e5%8f%b2","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=767835","title":{"rendered":"\u5c48\u670d\u4e8e\u6c1b\u56f4\uff1a\u4e00\u90e8AI\u7f16\u7a0b\u8fd0\u52a8\u53f2\uff082020-2026\uff09\u30102.5\u4e07\u5b57\u7b80\u53f2\u3011"},"content":{"rendered":"<div><\/div>\n<blockquote>\n<p>\u6587 | \u4e91\u6d8cAI \uff0c\u4f5c\u8005 | \u9ec4\u4e91\u7693<\/p>\n<\/blockquote>\n<p><strong><em>\u4f5c\u8005\u6309\uff1a<\/em><\/strong><\/p>\n<p><em>2025\u5e742\u67082\u65e5\uff0cAI\u7814\u7a76\u5458Andrej Karpathy\u968f\u624b\u53d1\u51fa\u4e00\u6761\u63a8\u6587\uff0c\u572848\u5c0f\u65f6\u5185\u88ab\u6d4f\u89c8450\u4e07\u6b21\uff1b\u5341\u4e2a\u6708\u540e\uff0c\u8fd9\u6761\u63a8\u6587\u91cc\u7684\u300cvibe coding\u300d\u4e00\u8bcd\u6210\u4e3a\u67ef\u6797\u65af\u82f1\u8bed\u8bcd\u51782025\u5e74\u5e74\u5ea6\u8bcd\u6c47\u3002<\/em><\/p>\n<p><em>\u8fd9\u7bc7\u6587\u7ae0\u8bd5\u56fe\u8fd8\u539f\u4e00\u573a\u6280\u672f\u8fd0\u52a8\u7684\u5b8c\u6574\u5f27\u7ebf\uff1a\u4ece2020\u5e74GitHub\u516d\u4eba\u5c0f\u7ec4\u5728\u5b9e\u9a8c\u5ba4\u91cc\u64e6\u71c3\u7b2c\u4e00\u6839\u706b\u67f4\uff0c\u52302026\u5e74\u300c\u667a\u80fd\u4f53\u5de5\u7a0b\u300d\u4f5c\u4e3a\u4e13\u4e1a\u8303\u5f0f\u6b63\u5f0f\u767b\u53f0\u3002\u516d\u5e74\u95f4\uff0cAI\u7f16\u7a0b\u4f9d\u6b21\u7ecf\u5386\u4e86\u5e7d\u7075\u6587\u672c\u3001\u610f\u56fe\u9769\u547d\u3001\u5168\u6c11\u72c2\u6b22\u3001\u4fe1\u4efb\u5371\u673a\u3001\u5de5\u4e1a\u5316\u6d6a\u6f6e\u4e0e\u96c6\u4f53\u5bbf\u9189\uff0c\u6700\u7ec8\u5728\u6e05\u9192\u4e2d\u5bfb\u627e\u7b2c\u4e8c\u4e2a\u540d\u5b57\u3002\u8fd9\u4e0d\u53ea\u662f\u4e00\u4e2a\u5173\u4e8e\u5de5\u5177\u7684\u6545\u4e8b\uff0c\u800c\u662f\u4e00\u90e8\u5173\u4e8e\u4eba\u7c7b\u5982\u4f55\u628a\u300c\u5199\u4ee3\u7801\u300d\u8fd9\u4ef6\u4e8b\u7684\u5b9a\u4e49\u5f7b\u5e95\u91cd\u5199\u7684\u7f16\u5e74\u53f2\u3002<\/em><\/p>\n<p><em>\u5168\u6587\u7ea62.5\u4e07\u5b57\uff0c\u5efa\u8bae\u6309\u7ae0\u8282\u9605\u8bfb\uff0c\u611f\u8c22\u60a8\u7684\u8010\u5fc3\u3002<\/em><\/p>\n<h2><em><strong>01.<\/strong><\/em><strong>\u5e7d\u7075\u6587\u672c<\/strong><\/h2>\n<div>2020&ndash;2022\u5e74<\/div>\n<h3><strong>\u81ed\u9f2c\u5de5\u5382\u7684&ldquo;\u554a\u54c8&rdquo;\u65f6\u523b<\/strong><\/h3>\n<p>2020\u5e74\uff0c\u6709\u4e9b\u5e72\u71e5\u76846\u6708\uff0c\u6574\u4e2a\u6280\u672f\u4e16\u754c\u90fd\u6c89\u6eba\u5728GPT-3\u7684\u5199\u8bd7\u548c\u804a\u5929\u7684\u6d6a\u6f2b\u4e16\u754c\u91cc\u3002\u5728GitHub\u5185\u90e8\uff0c\u4e00\u4e2a\u540d\u4e3aGitHub Next\u7684\u7814\u53d1\u56e2\u961f\u6b63\u76ef\u7740\u5c4f\u5e55\u4e0a\u7684\u6df7\u4e71\u903b\u8f91\u53d1\u5446\u3002<\/p>\n<p>\u5728GitHub\u548c<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e5%be%ae%e8%bd%af\" title=\"View all posts in \u5fae\u8f6f\" target=\"_blank\" class=\"tag_link\">\u5fae\u8f6f<\/a>\u5e9e\u5927\u7ec4\u7ec7\u7684\u88c2\u7f1d\u91cc\uff0c\u4e00\u4e2a&ldquo;\u81ed\u9f2c\u5de5\u5382&rdquo;\uff08\u7279\u6307\u4ee5\u79d8\u5bc6\u7814\u7a76\u8ba1\u5212\u4e3a\u4e3b\u7684\u9879\u76ee\uff09\u7ec4\u5efa\u7acb\u8d77\u6765\uff0c\u6838\u5fc3\u5f00\u53d1\u8005\u53ea\u67096\u4e2a\u4eba\u3002\u6ca1\u6709\u6062\u5f18\u7684\u8a93\u5e08\u5927\u4f1a\uff0c\u53ea\u6709\u5e26\u5934\u4ebaAlex Graveley\u7565\u5e26\u81ea\u5632\u7684\u5766\u767d\uff1a&ldquo;\u6211\u4eec\u5565\u4e5f\u4e0d\u61c2\uff0c\u6240\u4ee5\u5c31\u5148\u4ece\u7b80\u5355\u5904\u5165\u624b\uff0c\u6295\u8eab\u53bb\u8bd5\u3002\u770b\u770b\u8fd9\u6837\u884c\u4e0d\u884c\uff0c\u770b\u770b\u90a3\u6837\u884c\u4e0d\u884c\u3002\u5766\u767d\u8bb2\uff0c\u6211\u4eec\u6839\u672c\u4e0d\u77e5\u9053\u81ea\u5df1\u5728\u5e72\u4ec0\u4e48\u3002\u6240\u4ee5\u7b2c\u4e00\u9879\u4efb\u52a1\u5c31\u662f\u591a\u505a\u6d4b\u8bd5\uff0c\u770b\u5b83\u80fd\u505a\u4ec0\u4e48\u3002&rdquo;<\/p>\n<p><img loading=\"lazy\" style=\"display:block; margin-left:auto; margin-right:auto\" src=\"https:\/\/images.tmtpost.com\/uploads\/images\/wx\/2026\/04\/20260423171952978113.jpg?imageMogr2\/auto-orient\/strip\/interlace\/1\/quality\/85\/thumbnail\/1440x630\/gravity\/center\/crop\/!1440x630&ext=.jpg\" width=\"564\" height=\"247\" alt=\"\u5c48\u670d\u4e8e\u6c1b\u56f4\uff1a\u4e00\u90e8AI\u7f16\u7a0b\u8fd0\u52a8\u53f2\uff082020-2026\uff09\u30102.5\u4e07\u5b57\u7b80\u53f2\u3011\" \/><\/p>\n<p>Alex Graveley\u7684\u56de\u987e\u63a8\u7279\uff0c<em>\u6765\u6e90\uff1aX<br \/><\/em><\/p>\n<p>6\u6708\u7684\u4e00\u6b21ZOOM\u89c6\u9891\u4f1a\u8bae\u6210\u4e3a\u4e86\u6539\u53d8\u5386\u53f2\u7684\u8f6c\u6298\u70b9\u3002\u56e2\u961f\u6210\u5458Oege de Moor\u5c4f\u4f4f\u547c\u5438\uff0c\u5c1d\u8bd5\u5411\u6a21\u578b\u8f93\u5165\u4ee3\u7801\u6307\u4ee4\u3002\u5f53\u5c4f\u5e55\u4e0a\u8df3\u51fa\u6b63\u786e\u7684\u4ee3\u7801\u65f6\uff0c\u5168\u573a\u9677\u5165\u4e86\u6b7b\u5bc2\u3002\u8fd9\u662f\u56e2\u961f\u6210\u5458\u8111\u4e2d\u95ea\u8fc7\u7684\u7b2c\u4e00\u4e2a&ldquo;ah\u65f6\u523b&rdquo;\u3002<\/p>\n<p>GitHub\u8fd9\u4e2a\u4ee3\u7801\u738b\u56fd\u5185\u90e8\u5173\u4e8e&ldquo;\u81ea\u52a8\u4ee3\u7801\u751f\u6210&rdquo;\u7684\u60f3\u6cd5\u51e0\u4e4e\u6bcf\u534a\u5e74\u5c31\u4f1a\u88ab\u63d0\u51fa\uff0c\u7136\u540e\u88ab\u5426\u5b9a\uff0c\u4f46\u4ed6\u4eec\u77e5\u9053\uff0c\u8fd9\u6b21\u4e0d\u4e00\u6837\u4e86\u3002\u968f\u540e\uff0cAlex Graveley\u4e0e<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0\" title=\"View all posts in \u673a\u5668\u5b66\u4e60\" target=\"_blank\" class=\"tag_link\">\u673a\u5668\u5b66\u4e60<\/a>\u5de5\u7a0b\u5e08Albert Ziegler\u5f00\u59cb\u6446\u5f04\u8fd9\u5957\u539f\u59cb\u7684\u6a21\u578b\u3002<\/p>\n<p>\u5f53\u65f6\u7684\u6218\u573a\u4e00\u7247\u8352\u829c\u3002\u4ed6\u4eec\u62ff\u5230\u7684\u7b2c\u4e00\u5957\u5b9e\u9a8c\u6a21\u578b\u662f<a href=\"https:\/\/www.alphaseek.cn\/?tag=openai\" title=\"View all posts in OpenAI\" target=\"_blank\" class=\"tag_link\">OpenAI<\/a>\u8c03\u6574\u7f29\u5c0f\u53c2\u6570\u540e\u7684\u7248\u672c\uff0c&ldquo;\u8fd8\u6ca1\u6709Davinci\u5927&rdquo;\uff0c\u6295\u5582\u7684\u53ea\u6709\u4e00\u4e9bPython\u4ee3\u7801\u3002\u6700\u521d\u7684\u6d4b\u8bd5\u60e8\u4e0d\u5fcd\u7779\uff0c\u6a21\u578b\u751f\u6210\u7684\u51fd\u6570\u901a\u8fc7\u7387\u4ec5\u670910%\u3002Albert Ziegler\u5b88\u7740\u90a3\u5957\u51e0\u4e4e\u4e0d\u8d77\u4f5c\u7528\u7684\u6a21\u578b\uff0c\u5c31\u50cf\u8bd5\u56fe\u5728\u5e9f\u589f\u4e2d\u64e6\u71c3\u6e7f\u900f\u7684\u706b\u67f4\uff0c\u4f46\u4ed6\u575a\u6301\u8ba4\u4e3a&ldquo;\u6a21\u578b\u6b63\u5728\u79ef\u84c4\u529b\u91cf&rdquo;\u3002<\/p>\n<h3><strong>\u5e7d\u7075\u526f\u9a7e<\/strong><\/h3>\n<p>\u56e2\u961f\u66fe\u60f3\u6784\u5efa\u4e00\u4e2a\u57fa\u4e8eAI\u7684\u5bf9\u8bdd\u673a\u5668\u4eba\uff0c\u4e00\u4e2a\u50cfStack Overflow\u90a3\u6837\u7684AI\u673a\u5668\u4eba\uff0c\u5f00\u53d1\u8005\u5411\u5b83\u63d0\u95ee\uff0c\u7136\u540e\u590d\u5236\u7c98\u8d34\u4ee3\u7801\u3002<\/p>\n<p>\u4f46\u5728\u9ad8\u5f3a\u5ea6\u7684\u7814\u53d1\u4e2d\uff0c\u56e2\u961f\u610f\u8bc6\u5230\u4e86\u8fd9\u79cd\u65b9\u5f0f\u7684\u7b28\u62d9\u3002Alex Graveley\u56de\u5fc6\u9053\uff0c\u4ed6\u4eec\u51e0\u4e4e\u5c1d\u8bd5\u4e86\u6240\u6709\u80fd\u60f3\u5230\u7684UI\u3002\u76f4\u5230\u6709\u4eba\u63d0\u51fa\uff1a\u4e3a\u4ec0\u4e48\u4e0d\u80fd\u50cfGmail\u7684\u6587\u672c&ldquo;\u81ea\u52a8\u8865\u5168&rdquo;\u90a3\u6837\uff0c\u8ba9\u4ee3\u7801\u76f4\u63a5\u6d6e\u73b0\u5728\u5149\u6807\u4e4b\u540e\uff1f<\/p>\n<p>\u8fd9\u5c31\u662f&ldquo;Ghost Text&rdquo;\uff08\u5e7d\u7075\u6587\u672c\uff09\u6982\u5ff5\u7684\u8bde\u751f\u3002\u4e3a\u4e86\u5b8c\u5584\u8fd9\u4e2a\u8bbe\u60f3\uff0cAlex\u5229\u7528\u4ed6\u5728\u62bd\u8c61\u8bed\u6cd5\u6811\uff08AST\uff09\u65b9\u9762\u7684\u76f4\u89c9\uff0c\u8bbe\u8ba1\u4e86\u6839\u636e\u5149\u6807\u4f4d\u7f6e\u81ea\u52a8\u51b3\u5b9a\u8865\u5168\u4e00\u884c\u8fd8\u662f\u4e00\u4e2a\u4ee3\u7801\u5757\u7684\u903b\u8f91\u3002\u5f00\u53d1\u8005\u901a\u8fc7Accept\uff08\u63a5\u53d7\uff09\u6216Reject\uff08\u62d2\u7edd\uff09\u6765\u8fdb\u884c\u4ea4\u4e92\u3002<\/p>\n<p>\u968f\u7740\u7814\u53d1\u6df1\u5165\uff0c\u56e2\u961f\u4e0d\u518d\u53ea\u7ed9\u6a21\u578b\u5582\u788e\u7247\u6570\u636e\uff0c\u800c\u662f\u6295\u5582\u4e86GitHub\u4e0a\u7684\u51e0\u4e4e\u6240\u6709\u4ee3\u7801\uff0c\u5e76\u8fed\u4ee3\u4e86\u8bad\u7ec3\u6280\u5de7\u3002\u6a21\u578b\u7684\u901a\u8fc7\u7387\u4ece10%\u722c\u5347\u523020%\uff0c\u518d\u523035%\u548c45%\uff0c\u5728\u91ce\u5916\u5b9e\u9645\u4ee3\u7801\u6d4b\u8bd5\u4e2d\uff0c\u5b83\u4e5f\u80fd\u6b63\u786e\u751f\u6210\u8d85\u8fc760%\u7684\u51fd\u6570\u4f53\u3002<\/p>\n<p>\u540e\u6765\u63a5\u4efbGitHub CEO\u7684Thomas Dohmke\u56de\u987e\u8fd9\u4e00\u91cc\u7a0b\u7891\uff0c&ldquo;\u5230\u5f53\u5e748\u6708\uff0c\u6211\u4eec\u83b7\u5f97\u7684\u6a21\u578b\u5df2\u80fd\u89e3\u51b392%\u7684\u7f16\u7a0b\u7ec3\u4e60\u9898\uff0c\u800c\u5bf9\u5f00\u6e90\u9879\u76ee\u4e2d\u63d0\u53d6\u7684Python\u51fd\u6570\u4e3b\u4f53\u4ee3\u7801\uff0c\u5176\u89e3\u51b3\u7387\u4e5f\u8fbe\u5230\u4e8652%\u3002&rdquo;<\/p>\n<p>\u4ea7\u54c1\u5df2\u7ecf\u62e5\u6709\u4e86\u808c\u8089\uff0c\u73b0\u5728\u5b83\u9700\u8981\u4e00\u4e2a\u7075\u9b42\u3002Alex Graveley\u518d\u6b21\u5c55\u73b0\u4e86\u4ed6\u7684\u76f4\u89c9\uff0c\u63d0\u8bae\u5c06\u4ea7\u54c1\u547d\u540d\u4e3a&ldquo;Copilot&rdquo;\uff08&ldquo;\u526f\u9a7e\u9a76&rdquo;\uff09\u3002\u4e4b\u6240\u4ee5\u9009\u4e2d\u8fd9\u4e2a\u540d\u5b57\uff0c\u662f\u56e0\u4e3a\u4ed6\u7684\u8001\u677fNat Friedman\uff082018-2021\u5e7411\u6708\u4efbGitHub CEO\uff09\u672c\u8eab\u5c31\u662f\u4e00\u540d\u4e1a\u4f59\u98de\u884c\u5458\uff0c\u8fd9\u4e2a\u540d\u5b57\u4e0d\u4ec5\u81f4\u656c\u4e86\u8001\u677f\u7684\u7231\u597d\uff0c\u66f4\u5b9a\u4e49\u4e86\u5f53\u524d\u4ea7\u54c1\u7684\u54f2\u5b66\uff1aAI\u5e76\u975e\u9a7e\u9a76\u5458\uff0c\u800c\u662f\u5750\u5728\u5f00\u53d1\u8005\u8eab\u8fb9\u7684\u5b88\u62a4\u8005\u3002<\/p>\n<p>2021\u5e74\u521d\uff0cCopilot\u88ab\u5206\u53d1\u7ed9GitHub\u548c\u5fae\u8f6f\u5185\u90e8\u7684\u6570\u4e07\u540d\u5de5\u7a0b\u5e08\uff0c\u5185\u90e8\u5927\u8003\u6765\u4e86\u3002\u6700\u521d\uff0c\u5f53\u6570\u636e\u4e0a\u62a5\u79f0AI\u5df2\u7ecf\u7f16\u5199\u4e86\u8fd9\u4e9b\u5de5\u7a0b\u5e08\u6587\u4ef6\u4e2d25%\u7684\u4ee3\u7801\u65f6\uff0cThomas Dohmke\u7684\u7b2c\u4e00\u53cd\u5e94\u662f\u4e0d\u6562\u76f8\u4fe1\u3002\u4ed6\u751a\u81f3\u547d\u4ee4\u56e2\u961f&ldquo;\u56de\u53bb\u91cd\u65b0\u6838\u5bf9\u9065\u6d4b\u6570\u636e\uff0c\u8fd9\u4e0d\u53ef\u80fd\u662f\u771f\u7684&rdquo;\u3002\u7136\u800c\uff0c\u53cd\u9988\u7ed3\u679c\u66f4\u4ee4\u4eba\u9707\u60ca\uff1a\u5f00\u53d1\u8005\u51c0\u63a8\u8350\u503c\uff08NPS\uff09\u98d9\u5347\u5230\u4e8670\u5206\u4ee5\u4e0a\u3002\u5bf9\u4e8e\u4e13\u4e1a\u4e14\u6311\u5254\u7684\u7a0b\u5e8f\u5458\u7fa4\u4f53\u6765\u8bf4\uff0c\u8fd9\u51e0\u4e4e\u662f\u4e00\u4e2a\u5947\u8ff9\u3002<\/p>\n<h3><strong>Copilot\uff1a\u6309\u4e0bTab\u952e<\/strong><\/h3>\n<p>2021\u5e746\u670829\u65e5\uff0cGitHub\u6b63\u5f0f\u5ba3\u5e03Copilot\u8fdb\u5165\u6280\u672f\u9884\u89c8\u7248\u3002<\/p>\n<p>\u8fd9\u573a\u53d1\u5e03\u6781\u5176\u7b80\u6d01\uff1a\u4e00\u7bc7\u7b80\u77ed\u7684\u535a\u5ba2\uff0c\u4e00\u4e2a\u5e26\u6709\u4ee3\u7801\u6f14\u793a\u52a8\u753b\u7684\u7f51\u9875\u3002\u7136\u800c\uff0c\u5916\u754c\u7684\u53cd\u5e94\u50cf\u662f\u4e00\u573a\u51b0\u706b\u4e24\u91cd\u5929\u7684\u6d17\u793c\u3002\u5f53\u65f6\uff0cNat Friedman\u6781\u5176\u7126\u8651\uff0c\u4ed6\u6df1\u77e5\u5f00\u53d1\u8005\u5bf9\u5fae\u8f6f\u7684\u4fe1\u4efb\u4ecd\u5904\u4e8e\u8106\u5f31\u9636\u6bb5\uff0c\u4efb\u4f55\u4e00\u70b9\u50b2\u6162\u90fd\u53ef\u80fd\u6bc1\u6389\u8fd9\u4e2a\u4ea7\u54c1\u3002<\/p>\n<p><img loading=\"lazy\" style=\"display:block; margin-left:auto; margin-right:auto\" src=\"https:\/\/images.tmtpost.com\/uploads\/images\/wx\/2026\/04\/20260423171953317509.jpg?imageMogr2\/auto-orient\/strip\/interlace\/1\/quality\/85\/thumbnail\/1440x806\/gravity\/center\/crop\/!1440x806&ext=.jpg\" width=\"599\" height=\"336\" alt=\"\u5c48\u670d\u4e8e\u6c1b\u56f4\uff1a\u4e00\u90e8AI\u7f16\u7a0b\u8fd0\u52a8\u53f2\uff082020-2026\uff09\u30102.5\u4e07\u5b57\u7b80\u53f2\u3011\" \/><\/p>\n<p>Copilot\u6280\u672f\u9884\u89c8\u7248\u53d1\u5e03Blog\u7684\u5934\u56fe\uff0c<em>\u6765\u6e90\uff1aGitHub Blog<\/em><\/p>\n<p>\u5728Hacker News\u7b49\u6280\u672f\u8bba\u575b\u4e0a\uff0c\u6000\u7591\u8bba\u5982\u6f6e\u6c34\u822c\u6d8c\u73b0\u3002\u4eba\u4eec\u770b\u7740\u6f14\u793a\u52a8\u753b\u51b7\u5632\u70ed\u8bbd\uff1a\u8fd9\u53ea\u662f\u4e2a\u9177\u70ab\u7684\u6280\u672fDemo\uff0c\u5728\u5b9e\u9645\u5de5\u4f5c\u4e2d\u6839\u672c\u6ca1\u7528\u3002\u7531\u4e8e\u5f53\u65f6\u4eba\u4eec\u521a\u89c1\u8bc6\u8fc7GPT-3\u5076\u5c14\u7684\u80e1\u8a00\u4e71\u8bed\uff0c\u5f88\u5c11\u6709\u4eba\u76f8\u4fe1AI\u80fd\u7406\u89e3\u590d\u6742\u7684\u9879\u76ee\u903b\u8f91\u3002\u4f46\u56e2\u961f\u4fdd\u6301\u4e86\u6c89\u9ed8\uff0c\u56e0\u4e3a\u4ed6\u4eec\u77e5\u9053\uff0c\u53ea\u8981\u5f00\u53d1\u8005\u6309\u4e0b\u7b2c\u4e00\u4e2aTab\u952e\uff0c\u9b54\u6cd5\u5c31\u4f1a\u53d1\u751f\u3002<\/p>\n<p>\u9884\u89c8\u7248\u53d1\u5e03\u540e\u4e0d\u5230\u4e00\u5e74\uff0cCopilot\u50cf\u4e00\u682a\u75af\u72c2\u8513\u5ef6\u7684\u85e4\u8513\uff0c\u8fc5\u901f\u62d3\u5c55\u6218\u7ebf\uff1a\u5148\u662f\u4ee5\u5f00\u6e90\u63d2\u4ef6\u7684\u5f62\u5f0f\u767b\u9646Neovim\u7f16\u8f91\u5668\uff0c\u7d27\u63a5\u7740\u4e0a\u67b6JetBrains\u5f00\u53d1\u5de5\u5177\u5546\u5e97\uff0c\u968f\u540e\u53c8\u653b\u5165\u5fae\u8f6f\u81ea\u5bb6\u7684Visual Studio\u96c6\u6210\u5f00\u53d1\u73af\u5883\u30022022\u5e746\u670821\u65e5\uff0c\u5728\u7ecf\u5386\u4e86\u6574\u6574\u4e00\u5e74\u7684\u6280\u672f\u9884\u89c8\u540e\uff0cCopilot\u6b63\u5f0f\u7ed3\u675f\u6d4b\u8bd5\uff0c\u4ee5\u6bcf\u670810\u7f8e\u5143\u7684\u4ef7\u683c\u5f00\u95e8\u8fce\u5ba2\u3002<\/p>\n<p>2023\u5e74\u521d\u7684\u5f00\u53d1\u8005\u8c03\u67e5\u62a5\u544a\u663e\u793a\uff1a\u4f7f\u7528Copilot\u7684\u5f00\u53d1\u8005\u7f16\u7801\u901f\u5ea6\u63d0\u534755%\uff0c\u4ee3\u7801\u5ba1\u67e5\u901a\u8fc7\u7387\u63d0\u9ad815%\u30022024\u5e744\u6708\uff0c\u5fae\u8f6f\u5ba3\u5e03GitHub Copilot\u62e5\u6709180\u4e07\u4ed8\u8d39\u8ba2\u9605\u7528\u6237\u30022024\u5e747\u6708\uff0c\u5fae\u8f6f\u62ab\u9732GitHub\u6574\u4f53\u5e74\u5316\u7ecf\u5e38\u6027\u6536\u5165\u8fbe20\u4ebf\u7f8e\u5143\uff0c\u5176\u4e2dCopilot\u8d21\u732e\u4e8640%\u7684\u6536\u5165\u589e\u957f\u3002<\/p>\n<p>\u4ece\u4e00\u4e2a6\u4eba\u79d8\u5bc6\u9879\u76ee\u5230GitHub\u6700\u5927\u7684\u589e\u957f\u5f15\u64ce\uff0cCopilot\u7528\u4e09\u5e74\u65f6\u95f4\u5b8c\u6210\u4e86AI\u7f16\u7a0b\u4ece\u5b9e\u9a8c\u5ba4\u539f\u578b\u5230\u5546\u4e1a\u57fa\u7840\u8bbe\u65bd\u7684\u8de8\u8d8a\u3002\u800c\u9a71\u52a8\u8fd9\u4e00\u5207\u7684\u5fc3\u810f\uff0c\u662fOpenAI\u4eceGPT-3\u6f14\u5316\u800c\u6765\u7684\u4ee3\u7801\u7279\u5316\u6a21\u578bCodex\u3002<\/p>\n<h3><strong>\u5bf9\u8bdd\u9a71\u52a8\u7f16\u7a0b<\/strong><\/h3>\n<p>\u5c31\u5728Copilot\u5750\u7a33&ldquo;\u526f\u9a7e\u9a76&rdquo;\u4f4d\u7f6e\u3001\u9010\u6b65\u6539\u53d8\u4e13\u4e1a\u5f00\u53d1\u8005\u7684\u4e60\u60ef\u65f6\uff0c2022\u5e7411\u6708\uff0cOpenAI\u6beb\u65e0\u5f81\u5146\u5730\u53d1\u5e03\u4e86<a href=\"https:\/\/www.alphaseek.cn\/?tag=chatgpt\" title=\"View all posts in ChatGPT\" target=\"_blank\" class=\"tag_link\">ChatGPT<\/a>\u3002\u6ca1\u6709\u9884\u544a\uff0c\u6ca1\u6709\u9884\u70ed\uff0c\u4e00\u4e2a\u5bf9\u8bdd\u754c\u9762\u5728\u4e94\u5929\u5185\u6d8c\u5165\u4e86\u4e00\u767e\u4e07\u7528\u6237\uff0c\u6574\u4e2a<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e7%a7%91%e6%8a%80%e8%a1%8c%e4%b8%9a\" title=\"View all posts in \u79d1\u6280\u884c\u4e1a\" target=\"_blank\" class=\"tag_link\">\u79d1\u6280\u884c\u4e1a<\/a>\u7684\u8bae\u7a0b\u88ab\u77ac\u95f4\u6539\u5199\u3002<\/p>\n<p>ChatGPT\u5e26\u6765\u7684\u6838\u5fc3\u9769\u547d\u662f&ldquo;\u6307\u4ee4\u9075\u5faa&rdquo;\uff08Instruction-following\uff09\u80fd\u529b\u7684\u666e\u53ca\u3002\u4ee5\u524d\uff0c\u5f00\u53d1\u8005\u9700\u8981\u5728\u7f16\u8f91\u5668\u91cc\u5c0f\u5fc3\u7ffc\u7ffc\u5730\u6572\u51fa\u6ce8\u91ca\u6765\u8bf1\u5bfcAI\u751f\u6210\u4ee3\u7801\uff1b\u73b0\u5728\uff0c\u4f60\u53ea\u9700\u8981\u50cf\u548c\u540c\u4e8b\u804a\u5929\u4e00\u6837\uff0c\u5728\u5bf9\u8bdd\u6846\u91cc\u53d1\u53f7\u65bd\u4ee4\uff1a&ldquo;\u5e2e\u6211\u5199\u4e00\u4e2a\u80fd\u6293\u53d6\u7f51\u9875\u6570\u636e\u7684\u811a\u672c\u3002&rdquo;<\/p>\n<p>\u8fd9\u79cd\u4ea4\u4e92\u6a21\u5f0f\u7684\u5267\u53d8\u5f15\u53d1\u4e86\u7f16\u7a0b\u8303\u5f0f\u7684\u5730\u9707\u3002\u5f00\u53d1\u8005\u4eec\u53d1\u73b0\uff0c\u5f00\u53d1\u5de5\u4f5c\u91cd\u5fc3\u5f00\u59cb\u4ece\"\u9010\u884c\u6572\u51fb\u952e\u76d8\"\u8f6c\u5411\"\u901a\u8fc7\u5bf9\u8bdd\u8fdb\u884c\u610f\u56fe\u5fae\u8c03\"\u3002<\/p>\n<p>\u8d44\u6df1\u5de5\u7a0b\u5e08Steve Yegge\uff08\u66fe\u5728Amazon\u548cGoogle\u4efb\u804c\u591a\u5e74\u3001\u4ee5\u7280\u5229\u7684\u957f\u7bc7\u6280\u672f\u535a\u5ba2\u95fb\u540d<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>\uff09\u57282023\u5e74\u7387\u5148\u4e3a\u8fd9\u79cd\u65b0\u8303\u5f0f\u505a\u4e86\u7cfb\u7edf\u6027\u9610\u91ca\u3002\u4ed6\u6307\u51fa\uff0c\u7f16\u7a0b\u4e0d\u518d\u4ec5\u4ec5\u53d1\u751f\u5728\u7f16\u8f91\u5668\u91cc\uff0c\u9700\u6c42\u5206\u6790\u3001\u65b9\u6848\u7814\u7a76\u3001\u4ee3\u7801\u5ba1\u67e5\u3001\u8c03\u8bd5\u4fee\u590d\uff0c\u6240\u6709\u66fe\u7ecf\u5206\u6563\u5728\u4e0d\u540c\u5de5\u5177\u548c\u6d41\u7a0b\u91cc\u7684\u73af\u8282\uff0c\u6b63\u5728\u88ab\u538b\u7f29\u8fdb\u4e00\u4e2a\u6301\u7eed\u6d41\u52a8\u7684\u5bf9\u8bdd\u6846\u4e2d\u3002\u4ed6\u628a\u8fd9\u79cd\u5de5\u4f5c\u65b9\u5f0f\u79f0\u4e3aCHOP\uff08Chat-Oriented Programming\uff0c\u5bf9\u8bdd\u9a71\u52a8\u7f16\u7a0b\uff09\u3002<\/p>\n<p><strong>\u7f16\u7a0b\u7684\u91cd\u5fc3\uff0c\u5f00\u59cb\u6084\u6084\u79fb\u52a8\u4e86&hellip;&hellip;<\/strong><\/p>\n<h2><strong><em>02.<\/em>\u610f\u56fe\uff0c\u800c\u975e\u8bed\u6cd5<\/strong><\/h2>\n<p>2023&ndash;2024\u5e74<\/p>\n<h3><strong>&ldquo;\u7528\u4e9b\u66f4\u597d\u7684\u4e1c\u897f\u6765\u66ff\u4ee3\u7f16\u7a0b&rdquo;<\/strong><\/h3>\n<p><strong>\u5f88\u591a&ldquo;\u8303\u5f0f\u8f6c\u79fb&rdquo;\uff0c\u5e76\u4e0d\u662f\u4ece\u4e00\u7bc7\u767d\u76ae\u4e66\u5f00\u59cb\u7684\uff08\u901a\u5e38\u90fd\u4e0d\u662f\uff09\u3002\u6709\u65f6\uff0c\u5b83\u66f4\u50cf\u4ece\u4e00\u77ac\u95f4\u7684\u955c\u5934\u5f00\u59cb\uff1a\u6709\u4eba\u628a\u4e00\u4e2a&ldquo;\u4eba\u4eba\u6a21\u7cca\u611f\u5230\u4e0d\u5bf9\u52b2&rdquo;\u7684\u4e8b\u5b9e\uff0c\u8bf4\u5f97\u8fc7\u4e8e\u76f4\u63a5\uff0c\u8ba9\u4f60\u6ca1\u6cd5\u518d\u5047\u88c5\u6ca1\u770b\u89c1\u3002<\/strong><\/p>\n<p>2025 \u5e74 6 \u6708\uff0c\u5728\u4e00\u6b21Y Combinator\u7684\u8bbf\u8c08\u8282\u76ee\u91cc\uff0c\u4e3b\u6301\u4ebaGarry Tan\u629b\u51fa\u4e00\u4e2a\u518d\u6734\u7d20\u4e0d\u8fc7\u7684\u95ee\u9898\uff1a\u4f60\u4eec\u60f3\u628aCursor\u505a\u6210\u4ec0\u4e48\uff1f\u521b\u59cb\u4ebaMichael Truell\u6ca1\u6709\u7ed5\u5f2f\u3002\u4ed6\u8bf4\uff0c\u516c\u53f8\u7684\u76ee\u6807\u662f\uff1a<\/p>\n<blockquote>\n<p>replace coding with something that&rsquo;s much better.\uff08\u7528\u4e9b\u66f4\u597d\u7684\u4e1c\u897f\u6765\u66ff\u4ee3\u7f16\u7a0b\u3002\uff09<\/p>\n<\/blockquote>\n<p>\u7d27\u63a5\u7740\uff0c\u4ed6\u628a&ldquo;\u75db\u82e6&rdquo;\u8fd9\u4e24\u4e2a\u5b57\u62c6\u5f00\u7ed9\u89c2\u4f17\u770b\uff1a\u4e3a\u4e86\u628a\u4e00\u4e2a\u672c\u6765\u7528\u4eba\u8bdd\u5c31\u80fd\u63cf\u8ff0\u6e05\u695a\u7684\u4e1c\u897f\u505a\u51fa\u6765\uff0c\u4eba\u7c7b\u5374\u4e0d\u5f97\u4e0d\u5728\u6666\u6da9\u7684\u5f62\u5f0f\u8bed\u8a00\u91cc\u7ffb\u5c71\u8d8a\u5cad\uff0c\u7f16\u8f91\u6570\u4ee5\u767e\u4e07\u884c\u7684\u4ee3\u7801\u3002<strong>\u8fd9\u53e5\u8bdd\u7684\u6740\u4f24\u529b\uff0c\u4e0d\u5728\u4e8e\u5b83\u591a\u4e48\u6fc0\u8fdb\uff0c\u800c\u5728\u4e8e\u5b83\u628a\u8ba8\u8bba\u4ece&ldquo;\u6a21\u578b\u80fd\u5199\u591a\u5c11\u884c\u4ee3\u7801&rdquo;\u62ac\u5230\u4e86\u53e6\u4e00\u4e2a\u5c42\u7ea7\uff1a\u4eba\u4eec\u4e0d\u518d\u53ea\u5173\u5fc3AI\u80fd\u4e0d\u80fd\u8865\u5168\uff0c\u800c\u5f00\u59cb\u5173\u5fc3\u5b83\u80fd\u4e0d\u80fd\u66ff\u4eba\u628a\u610f\u56fe\u843d\u5730\u3002<\/strong><\/p>\n<p>\u4f46\u5728Truell\u8bf4\u51fa\u8fd9\u53e5\u8bdd\u4e4b\u524d\uff0c\u53d8\u5316\u65e9\u5df2\u53d1\u751f\u3002\u5982\u679c\u8bf4Copilot\u65f6\u4ee3\u7684\u4e3b\u65cb\u5f8b\uff0c\u662f\u628aAI\u585e\u8fdb\u7f16\u8f91\u5668\uff0c\u8ba9\u5b83\u5b66\u4f1a\u5728\u5149\u6807\u540e\u9762\u63a5\u4e0a\u4e00\u53e5&ldquo;\u5e7d\u7075\u6587\u672c&rdquo;\uff1b\u90a3\u4e482023&ndash;2024\u5e74\u66f4\u6df1\u5c42\u7684\u53d8\u5316\uff0c\u5219\u662f\u628a&ldquo;\u7f16\u7a0b&rdquo;\u4ece\u8bed\u6cd5\u7684\u675f\u7f1a\u91cc\u5f80\u4e0a\u63d0\uff0c\u63d0\u5230\u610f\u56fe\u3001\u51b3\u7b56\u4e0e\u5de5\u4f5c\u6d41\u672c\u8eab\u3002<\/p>\n<p>\u5728\u8fd9\u6761\u91cd\u5fc3\u8fc1\u79fb\u7684\u66f2\u7ebf\u4e0a\uff0cKlover.ai\u7684\u7406\u5ff5\u5e03\u9053\u50cf\u4e00\u6761\u66f4\u65e9\u7684\u6697\u7ebf\uff1b\u800cCursor\u4eec\u7684\u51fa\u73b0\uff0c\u5219\u8ba9\u8fd9\u6761\u6697\u7ebf\u7b2c\u4e00\u6b21\u6709\u4e86\u53ef\u89e6\u6478\u7684\u5f62\u72b6\u3002<\/p>\n<h3><strong>Klover.ai\uff1a\u51b3\u7b56\uff0c\u800c\u975e\u8865\u5168<\/strong><\/h3>\n<p>\u5982\u679c\u628a2023\u5e74\u7684AI<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e5%88%9b%e4%b8%9a\" title=\"View all posts in \u521b\u4e1a\" target=\"_blank\" class=\"tag_link\">\u521b\u4e1a<\/a>\u70ed\u6f6e\u60f3\u8c61\u6210\u4e00\u6761\u62e5\u6324\u7684\u6cb3\u6d41\uff0c\u5927\u591a\u6570\u4eba\u90fd\u5728\u671d\u540c\u4e00\u4e2a\u65b9\u5411\u7528\u529b\uff1a\u66f4\u5927\u7684\u6a21\u578b\u3001\u66f4\u5f3a\u7684\u751f\u6210\u3001\u66f4\u5feb\u7684\u63a8\u7406\u3002<\/p>\n<p>Klover.ai\u7684\u59ff\u6001\u5374\u6709\u70b9\u53cd\u5e38\u8bc6\u3002<\/p>\n<p>2023\u5e743\u6708\uff0c\u884c\u4e1a\u8fd8\u6c89\u6d78\u5728ChatGPT\u5e26\u6765\u7684\u7b2c\u4e00\u8f6e\u5174\u594b\u91cc\uff1achatbot\u3001AGI\u3001Copilot&hellip;&hellip;\u6bcf\u4e2a\u8bcd\u90fd\u50cf\u70ed\u6c14\u7403\u4e00\u6837\u5f80\u4e0a\u98d8\u3002Klover\u76ef\u7740\u7684\u5374\u662f\u53e6\u4e00\u4ef6\u4e8b\uff1a\u5982\u679cLLM\u53ea\u88ab\u5f53\u4f5c&ldquo;\u4ee3\u7801\u8865\u5168\u5668&rdquo;\uff0c\u90a3\u7b49\u4e8e\u628a\u4e00\u53f0\u53d1\u52a8\u673a\u88c5\u8fdb\u73a9\u5177\u8f66&mdash;&mdash;\u770b\u8d77\u6765\u8dd1\u5f97\u5feb\uff0c\u4f46\u4f60\u6c38\u8fdc\u5230\u4e0d\u4e86\u8be5\u53bb\u7684\u5730\u65b9\u3002<\/p>\n<p>Klover\u7531Dany Kitishian\u4e8e2023\u5e74\u521b\u7acb\u3002\u4ed6\u4eec\u4e0d\u6025\u7740\u52a0\u5165AGI\u7684\u5b8f\u5927\u53d9\u4e8b\uff0c\u800c\u662f\u5148\u7ed9\u81ea\u5df1\u8981\u505a\u7684\u4e8b\u60c5\u53d6\u4e86\u4e00\u4e2a\u66f4\u5de5\u7a0b\u5316\u7684\u540d\u5b57\uff1aAGD\uff08Artificial General Decision Making\uff09\u3002\u540d\u5b57\u50cf\u4e00\u5757\u8def\u724c\uff1a\u522b\u4eba\u4e89\u8bba&ldquo;\u667a\u80fd&rdquo;\uff08intelligence\uff09\uff0cKlover\u628a\u8bcd\u9489\u5728&ldquo;\u51b3\u7b56&rdquo;\uff08decision\uff09\u4e0a\u3002\u522b\u4eba\u5173\u5fc3\u6a21\u578b\u50cf\u4e0d\u50cf&ldquo;\u5927\u8111&rdquo;\uff0cKlover\u5173\u5fc3\u7684\u5374\u662f\uff1aAI\u80fd\u4e0d\u80fd\u66f4\u6df1\u5730\u53c2\u4e0e\u4eba\u7684\u5224\u65ad\u8fc7\u7a0b\uff0c\u80fd\u4e0d\u80fd\u628a\u590d\u6742\u3001\u6a21\u7cca\u3001\u9700\u8981\u6743\u8861\u7684\u73b0\u5b9e\u95ee\u9898\uff0c\u538b\u7f29\u6210\u53ef\u4ee5\u6267\u884c\u7684\u4e0b\u4e00\u6b65\u3002<\/p>\n<p>\u5728\u4ed6\u4eec\u7684\u8bed\u5883\u91cc\uff0cAGD\u4e0d\u8d1f\u8d23&ldquo;\u9884\u6d4b\u672a\u6765&rdquo;\uff0c\u5b83\u66f4\u50cf\u4e00\u628a\u62c6\u89e3\u5de5\u5177\uff1a\u628a\u95ee\u9898\u62c6\u6210\u9009\u62e9\uff0c\u628a\u9009\u62e9\u63a8\u5411\u884c\u52a8\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c<strong>\u5b83\u8bd5\u56fe\u628aAI\u4ece&ldquo;\u7ed9\u4f60\u7b54\u6848\u7684\u673a\u5668&rdquo;\uff0c\u6539\u9020\u6210&ldquo;\u966a\u4f60\u505a\u51b3\u5b9a\u7684\u7cfb\u7edf&rdquo;\u3002<\/strong><\/p>\n<h3><strong>\u5148\u91cd\u5199\u95ee\u9898\uff0c\u518d\u91cd\u5199\u5de5\u4f5c<\/strong><\/h3>\n<p>\u5982\u679c\u8bf4\u522b\u4eba\u5728\u8ba8\u8bba&ldquo;\u6a21\u578b\u4f1a\u4e0d\u4f1a\u5199\u4ee3\u7801&rdquo;\uff0cKlover\u66f4\u65e9\u8ba8\u8bba\u7684\u662f\u53e6\u4e00\u4ef6\u4e8b\uff1a\u5f53\u6a21\u578b\u8db3\u591f\u5f3a\u65f6\uff0c\u4eba\u7c7b\u5230\u5e95\u8fd8\u5e94\u8be5\u628a\u7cbe\u529b\u653e\u5728\u54ea\u91cc\uff1f<\/p>\n<p>Dany Kitishian\u53cd\u590d\u628a\u6ce8\u610f\u529b\u62c9\u56de\u5230&ldquo;\u5224\u65ad&rdquo;\u672c\u8eab\uff0c\u4ed6\u4e0d\u5173\u6ce8&ldquo;\u6a21\u578b\u6709\u591a\u5927\u53c2\u6570&rdquo;\uff0c\u800c\u662f\u95ee&ldquo;\u8c01\u5728\u5851\u9020\u5b83&rdquo;&ldquo;\u56e2\u961f\u575a\u6301\u4ec0\u4e48\u539f\u5219&rdquo;&ldquo;\u6280\u672f\u6700\u7ec8\u653e\u5927\u7684\u662f\u600e\u6837\u7684\u5224\u65ad\u529b&rdquo;\u3002\u8fd9\u610f\u5473\u7740\uff0cKlover\u4ece\u4e00\u5f00\u59cb\u5c31\u6ca1\u6709\u628a\u95ee\u9898\u7406\u89e3\u6210\u7eaf\u7cb9\u7684\u6a21\u578b\u7ade\u8d5b\u3002\u5b83\u770b\u5f85AI\u7684\u65b9\u5f0f\uff0c\u66f4\u50cf\u4e00\u79cd\u7ec4\u7ec7\u5224\u65ad\u529b\u7684\u5de5\u7a0b\uff1a\u4eba\u7c7b\u7ed9\u51fa\u76ee\u6807\u3001\u7ea6\u675f\u4e0e\u4ef7\u503c\u6392\u5e8f\uff0cAI\u5e2e\u52a9\u62c6\u5206\u95ee\u9898\u3001\u751f\u6210\u8def\u5f84\u3001\u538b\u7f29\u590d\u6742\u6027\uff0c\u6700\u7ec8\u5f62\u6210\u7684\u4e0d\u662f\u4e00\u6bb5\u5b64\u7acb\u4ee3\u7801\uff0c\u800c\u662f\u4e00\u5957\u66f4\u63a5\u8fd1&ldquo;\u51b3\u7b56\u6d41\u7a0b&rdquo;\u7684\u7cfb\u7edf\u3002<\/p>\n<p>\u5728Klover\u5185\u90e8\u540d\u4e3a&ldquo;AGD Brain Trust&rdquo;\u7684\u5168\u7403\u7814\u7a76\u7f51\u7edc\u4e2d\uff0c\u4e00\u79cd\u88ab\u79f0\u4e3a&ldquo;\u539f\u578b\u5148\u884c&rdquo;\uff08Prototype First\uff09\u7684\u5f00\u53d1\u54f2\u5b66\u88ab\u6b63\u5f0f\u56fa\u5316\u3002\u8fd9\u5957\u65b9\u6cd5\u8bba\u5f7b\u5e95\u80cc\u79bb\u4e86\u4f20\u7edf\u8f6f\u4ef6\u5de5\u7a0b\u903b\u8f91\u3002\u5728\u4f20\u7edf\u7684\u786e\u5b9a\u6027\u7f16\u7a0b\u4e2d\uff0c\u4eba\u7c7b\u5fc5\u987b\u5b66\u4e60\u673a\u5668\u7684\u8bed\u8a00\uff1b\u800c\u5728AGD\u6846\u67b6\u4e0b\uff0c\u5f00\u53d1\u8fc7\u7a0b\u53d8\u6210\u4e86\u4e09\u90e8\u66f2\uff1a\u8ba8\u8bba\u5148\u53d1\u751f\u5728&ldquo;\u767d\u7bb1&rdquo;\u548c\u4f1a\u8bae\u684c\u4e0a\uff0c\u5305\u62ec\u76ee\u6807\u3001\u7ea6\u675f\u3001\u7528\u6237\u6d41\u3001\u53d6\u820d\uff1b\u7136\u540e\u624d\u662f\u81ea\u7136\u8bed\u8a00\u7684\u63cf\u8ff0\uff1b\u6700\u540e\u624d\u8f6e\u5230\u4e00\u7ec4\u667a\u80fd\u4f53\u53bb\u534f\u4f5c\u6267\u884c\u3002<\/p>\n<p>\u4e3a\u4e86\u652f\u6491\u8fd9\u79cd&ldquo;\u610f\u56fe\u9a71\u52a8&rdquo;\u7684\u7206\u53d1\u529b\uff0cKlover\u5f00\u53d1\u4e86MELES\uff08\u6a21\u5757\u5316\u5e7f\u6cdb\u96c6\u5408\u7cfb\u7edf\u5e93\uff09\uff0c\u8fd9\u662f\u4e00\u4e2a\u80fd\u591f\u52a8\u6001\u7ec4\u88c5AI\u667a\u80fd\u4f53\u7684\u5e9e\u5927\u5f39\u836f\u5e93\u3002\u8fd9\u79cd\u5c06\u5f00\u53d1\u8005\u4ece\u7e41\u7410\u8bed\u6cd5\u4e2d\u5265\u79bb\u3001\u8f6c\u578b\u4e3a&ldquo;\u51b3\u7b56\u67b6\u6784\u5e08&rdquo;\u7684\u5c1d\u8bd5\uff0c\u4e3a\u540e\u6765\u7684Vibe Coding\u63d0\u4f9b\u4e86\u5148\u884c\u54f2\u5b66\u601d\u8def\u3002\u5728\u8fd9\u573a\u5373\u5c06\u5230\u6765\u7684&ldquo;\u6c1b\u56f4\u9769\u547d&rdquo;\u4e2d\uff0cKlover.ai\u662f\u6700\u65e9\u7684\u5e03\u9053\u8005\u4e4b\u4e00\u3002<\/p>\n<p><strong>\u4ece\u8fd9\u4e2a\u89d2\u5ea6\u8bf4\uff0cKlover\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u4e00\u53e5\u6f02\u4eae\u7684\u547d\u540d\uff0c\u800c\u5728\u4e8e\u5b83\u66f4\u65e9\u628a\u4e00\u79cd\u65b0\u7684\u5de5\u7a0b\u89c2\u8bf4\u6e05\u695a\uff1a\u8bed\u6cd5\u4e0d\u518d\u662f\u6700\u7a00\u7f3a\u7684\u90e8\u5206\uff0c\u771f\u6b63\u7a00\u7f3a\u7684\u662f\u76ee\u6807\u5b9a\u4e49\u3001\u7ea6\u675f\u7ba1\u7406\u3001\u8def\u5f84\u9009\u62e9\u4e0e\u7cfb\u7edf\u7f16\u6392\u3002<\/strong>\u5f00\u53d1\u8005\u56e0\u6b64\u4e0d\u518d\u53ea\u662f&ldquo;\u5199\u4f5c\u8005&rdquo;\uff0c\u800c\u8d8a\u6765\u8d8a\u50cf&ldquo;\u7f16\u6392\u8005&rdquo;\uff1bAI\u4e5f\u4e0d\u518d\u53ea\u662f&ldquo;\u8865\u5168\u5668&rdquo;\uff0c\u800c\u8d8a\u6765\u8d8a\u50cf&ldquo;\u88c5\u914d\u5de5\u3001\u534f\u8c03\u5458\u3001\u6267\u884c\u4ee3\u7406&rdquo;\u3002<\/p>\n<h3><strong>Cursor\uff1a\u610f\u56fe\u4e4b\u5251<\/strong><\/h3>\n<p>2021\u5e74\uff0c\u770b\u5230GitHub Copilot\u7684Michael Truell\u88ab\u9707\u64bc\u4e86\uff0c\u7b2c\u4e00\u6b21\u5982\u6b64\u5f3a\u70c8\u7684\u610f\u8bc6\u5230\uff0cAI\u5df2\u7ecf\u4e0d\u53ea\u662f\u4e00\u4e2a\u7814\u7a76\u6f14\u793a\uff0c\u800c\u662f\u53ef\u4ee5\u8d70\u8fdb\u771f\u5b9e\u4e16\u754c\u3001\u771f\u6b63\u6539\u53d8\u77e5\u8bc6\u5de5\u4f5c\u6d41\u7684\u4e1c\u897f\u3002<\/p>\n<p>Michael Truell\u662fCursor\u7684\u521b\u59cb\u4eba\u4e4b\u4e00\uff0c\u4e0e\u53e6\u5916\u4e09\u4f4d\u8054\u5408\u521b\u59cb\u4ebaSualeh Asif\u3001Arvid Lunnemark\u3001Aman Sanger\u5728MIT\u76f8\u8bc6\uff0c\u4e00\u76f4\u5728\u5bfb\u627e\u4e00\u4e2a\u503c\u5f97\u7528AI\u91cd\u6784\u7684\u77e5\u8bc6\u5de5\u4f5c\u9886\u57df\u3002<\/p>\n<p>\u4ed6\u4eec\u6700\u521d\u751a\u81f3\u5e76\u4e0d\u662f\u76f4\u63a5\u505aCursor\uff0c\u56e2\u961f\u65e9\u671f\u66fe\u8ba1\u5212\u5236\u4f5c\u4e00\u6b3eCAD\u7684AI copilot\uff0c\u4f46\u663e\u7136\u8fd9\u4e0d\u662f\u6ca1\u6709\u673a\u68b0\u5de5\u7a0b\u8ba4\u77e5\u548c\u6570\u636e\u79ef\u7d2f\u7684\u5e74\u8f7b\u56e2\u961f\u80fd\u505a\u597d\u7684\u65b9\u5411\u3002\u4ed6\u4eec\u4e5f\u5c1d\u8bd5\u8fc7\u7aef\u5230\u7aef\u52a0\u5bc6\u7684\u6d88\u606f\u7cfb\u7edf\uff0c\u53ef\u4e5f\u65e0\u4eba\u95ee\u6d25\uff0c\u76f4\u5230\u4ed6\u4eec\u5728\u4e00\u6b21\u521b\u4e1a\u613f\u666f\u8ba8\u8bba\u4e2d\u5c06Copilot\u4e0e&ldquo;\u7f16\u7a0b\u7684\u672a\u6765&rdquo;\u8054\u7cfb\u8d77\u6765\uff0c\u4ed6\u4eec\u770b\u5230\u4e86\u672a\u6765\uff1a&ldquo;\u5982\u679c\u771f\u7684\u6cbf\u7740\u8fd9\u6761\u8def\u8d70\u4e0b\u53bb\uff0c\u672a\u6765\u4e94\u5e74\uff0c\u7f16\u7a0b\u65b9\u5f0f\u4e00\u5b9a\u4f1a\u88ab\u5f7b\u5e95\u6539\u53d8\uff0c\u6240\u6709\u8f6f\u4ef6\u5f00\u53d1\u90fd\u4f1a\u901a\u8fc7\u6a21\u578b\u6765\u5b8c\u6210\u3002&rdquo;<\/p>\n<p>2023\u5e74\uff0cCursor\u7834\u571f\u800c\u51fa\u3002\u4f5c\u4e3aVS Code\u7684&ldquo;\u53db\u9006\u5206\u53c9&rdquo;\uff0c\u5b83\u4e0d\u4ec5\u662f\u4e00\u4e2a\u7f16\u8f91\u5668\uff0c\u66f4\u50cf\u662f\u5f00\u53d1\u8005\u624b\u4e2d\u7684\u7b2c\u4e00\u628a&rdquo;\u610f\u56fe\u4e4b\u5251&ldquo;\u3002Cursor\u7684\u5b98\u65b9\u6587\u6863\u660e\u786e\u5199\u9053\uff1a\u5b83\u57fa\u4e8eVS Code codebase\u6784\u5efa\uff0c\u56e0\u6b64\u53ef\u4ee5\u4fdd\u6301\u719f\u6089\u7684\u7f16\u8f91\u4f53\u9a8c\uff1b\u4e0e\u6b64\u540c\u65f6\uff0c\u5b83\u628aAI\u505a\u6210\u4e86\u539f\u751f\u80fd\u529b\uff0c\u800c\u4e0d\u662f\u5916\u6302\u5f0f\u63d2\u4ef6\u3002<\/p>\n<p>\u66f4\u91cd\u8981\u7684\u662f\u5b83\u7684codebase indexing\uff08\u4ee3\u7801\u5e93\u7d22\u5f15\uff09\uff1a\u5f53\u4f60\u6253\u5f00\u9879\u76ee\u65f6\uff0c\u5b83\u4f1a\u626b\u63cf\u5e76\u7d22\u5f15\u6e90\u6587\u4ef6\uff0c\u8ba9Agent\u901a\u8fc7\u8bed\u4e49\u68c0\u7d22\u66f4\u5feb\u627e\u5230\u76f8\u5173\u4ee3\u7801\uff0c\u5e76\u5468\u671f\u6027\u540c\u6b65\u66f4\u65b0\u3002\u8fd9\u542c\u8d77\u6765\u50cf\u4e00\u4e2a\u5de5\u7a0b\u5b9e\u73b0\u7ec6\u8282\uff0c\u4f46\u5b83\u5e26\u6765\u7684\u5b9e\u9645\u4f53\u9a8c\u53d8\u5316\u975e\u5e38\u5927\u3002<strong>\u4ece\u90a3\u4e00\u523b\u8d77\uff0c\u5bf9\u8bdd\u6846\u4e0d\u518d\u53ea\u662f\u95ee\u7b54\u7a97\u53e3\uff0c\u800c\u5f00\u59cb\u50cf\u4e00\u4e2a\u771f\u6b63\u7684\u534f\u4f5c\u73b0\u573a\uff1a\u4f60\u8bf4\u76ee\u6807\uff0c\u5de5\u5177\u53bb\u627e\u4e0a\u4e0b\u6587\uff1b\u4f60\u7ed9\u610f\u56fe\uff0c\u5de5\u5177\u53bb\u5b9a\u4f4d\u76f8\u5173\u6587\u4ef6\uff1b\u4f60\u4e0d\u518d\u53ea\u662f\u5728&ldquo;\u8865\u4ee3\u7801&rdquo;\uff0c\u800c\u662f\u5728&ldquo;\u9a71\u52a8\u4e00\u4e2a\u61c2\u5168\u5c40\u7684\u526f\u624b&rdquo;\u3002<\/strong><\/p>\n<p>\u901a\u8fc7\u7d22\u5f15\u6574\u4e2a\u4ee3\u7801\u5e93\uff0cCursor\u8ba9\u5f00\u53d1\u8005\u7b2c\u4e00\u6b21\u771f\u6b63\u80fd\u591f\u7528\u81ea\u7136\u8bed\u8a00\u53bb\u63a8\u52a8\u8de8\u6587\u4ef6\u7684\u5927\u89c4\u6a21\u91cd\u6784\u3002\u52302024\u5e74\u5e95\uff0c\u5b83\u5df2\u7ecf\u4e0d\u518d\u53ea\u662f\u4e00\u4e2a\u9ed1\u5ba2\u73a9\u5177\uff0c\u800c\u9010\u6e10\u6f14\u53d8\u6210\u804c\u4e1a\u5f00\u53d1\u8005\u51b2\u51fb&ldquo;\u5c11\u91cf\u624b\u52a8\u7f16\u7801&rdquo;\u7684\u9996\u9009IDE\u4e4b\u4e00\u3002<\/p>\n<h3><strong>\u5e02\u573a\u7684\u6295\u7968<\/strong><\/h3>\n<p>\u5224\u65ad\u4e00\u79cd\u8303\u5f0f\u662f\u5426\u771f\u7684\u6210\u7acb\uff0c\u771f\u6b63\u7684\u6807\u51c6\u4e0d\u662f\u5b83\u542c\u8d77\u6765\u6709\u591a\u65b0\uff0c\u800c\u662f\u6709\u6ca1\u6709\u4eba\u771f\u7684\u6bcf\u5929\u5728\u7528\u3002<\/p>\n<p>2023\u5e7410\u6708\uff0cAnysphere\u5bf9\u5916\u5ba3\u5e03\u83b7\u5f97OpenAI Startup Fund\u9886\u6295\u7684800\u4e07\u7f8e\u5143\u79cd\u5b50\u8f6e<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e8%9e%8d%e8%b5%84\" title=\"View all posts in \u878d\u8d44\" target=\"_blank\" class=\"tag_link\">\u878d\u8d44<\/a>\uff0c\u53c2\u4e0e\u65b9\u5305\u62ecNat Friedman\u548cArash Ferdowsi\u3002\u90a3\u65f6Michael Truell\u5bf9\u5916\u8bf4\uff0c\u4ed6\u4eec\u7684\u76ee\u6807\u662f\u5728\u672a\u6765\u51e0\u5e74\u91cc\u8ba9\u7f16\u7a0b&ldquo;\u5feb\u4e00\u4e2a\u6570\u91cf\u7ea7&rdquo;\uff0c\u66f4\u6709\u8da3\uff0c\u4e5f\u66f4\u6709\u521b\u9020\u6027\u3002TechCrunch\u62a5\u9053\u79f0\uff0c\u5f7c\u65f6Cursor\u5df2\u7ecf\u6709\u6570\u4ee5\u4e07\u8ba1\u7684\u7528\u6237\uff0c\u4ed8\u8d39\u5ba2\u6237\u4e5f\u5728\u5feb\u901f\u589e\u957f\uff0c\u5e74\u5316\u7ecf\u5e38\u6027\u6536\u5165\u5df2\u7ecf\u8d85\u8fc7100\u4e07\u7f8e\u5143\u3002<\/p>\n<p>\u8fd9\u8fd8\u53ea\u662f\u5f00\u59cb\u3002\u52302024\u5e74\uff0cCursor\u7684\u5e02\u573a\u53cd\u9988\u5f00\u59cb\u53d8\u5f97\u8d8a\u6765\u8d8a\u50cf\u4e00\u79cd&ldquo;\u5931\u63a7\u7684\u5171\u8bc6&rdquo;\u3002\u6839\u636eTechCrunch 2024\u5e7411\u6708\u7684\u62a5\u9053\uff0cAnysphere\u7684\u6536\u5165\u4ece\u5f53\u5e744\u6708\u7684400\u4e07\u7f8e\u5143ARR\uff0c\u589e\u957f\u523010\u6708\u7684\u6bcf\u6708400\u4e07\u7f8e\u5143\u6536\u5165\uff1b\u4e0e\u6b64\u540c\u65f6\uff0c<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e6%8a%95%e8%b5%84\" title=\"View all posts in \u6295\u8d44\" target=\"_blank\" class=\"tag_link\">\u6295\u8d44<\/a>\u673a\u6784\u5bf9\u516c\u53f8\u7684\u975e\u9080\u7ea6\u5f0f\u62a5\u4ef7\u4ece15\u4ebf\u7f8e\u5143\u4e00\u8def\u62ac\u523025\u4ebf\u7f8e\u5143\u3002\u66f4\u8010\u4eba\u5bfb\u5473\u7684\u662f\uff0c\u5f53\u65f6\u7684\u62a5\u9053\u8fd8\u4e13\u95e8\u63d0\u9192\u8bfb\u8005\uff1a\u8fd9\u5e76\u4e0d\u662f\u4e00\u4e2a\u6ca1\u6709\u7ade\u4e89\u8005\u7684\u5e02\u573a\uff0c\u540c\u8d5b\u9053\u8fd8\u6709Augment\u3001Codeium\u3001Magic\u3001Poolside\u7b49\u4e00\u6279\u516c\u53f8\uff0c\u4f46Cursor\u5df2\u7ecf\u6210\u4e86\u5176\u4e2d&ldquo;\u6700\u53d7\u6b22\u8fce\u7684\u4ea7\u54c1\u4e4b\u4e00&rdquo;\u3002<\/p>\n<p><img loading=\"lazy\" style=\"display:block; margin-left:auto; margin-right:auto\" src=\"https:\/\/images.tmtpost.com\/uploads\/images\/wx\/2026\/04\/20260423171953685234.jpg?imageMogr2\/auto-orient\/strip\/interlace\/1\/quality\/85\/thumbnail\/1440x1342\/gravity\/center\/crop\/!1440x1342&ext=.jpg\" width=\"518\" height=\"483\" alt=\"\u5c48\u670d\u4e8e\u6c1b\u56f4\uff1a\u4e00\u90e8AI\u7f16\u7a0b\u8fd0\u52a8\u53f2\uff082020-2026\uff09\u30102.5\u4e07\u5b57\u7b80\u53f2\u3011\" \/><\/p>\n<p>Cursor\u4ec521\u4e2a\u6708\u5373\u8fbe\u5230\u4e861\u4ebf\u7f8e\u5143\u7684\u5e74\u5316\u7ecf\u5e38\u6027\u6536\u5165\uff08ARR\uff09\uff0c<em>\u6765\u6e90\uff1aMedium\uff08Aakash Gupta\uff09<\/em><\/p>\n<p>Cursor\u4e0d\u662f\u5b64\u4f8b\u30022023&ndash;2024\u5e74\uff0c\u4e00\u6574\u6761&ldquo;\u610f\u56fe\u9a71\u52a8&rdquo;\u7684\u4ea7\u54c1\u751f\u6001\u6b63\u5728\u540c\u6b65\u6210\u5f62\uff0c\u6bcf\u4e00\u4e2a\u65b0\u7269\u79cd\u90fd\u5728\u7528\u4e0d\u540c\u7684\u65b9\u5f0f\u8bc1\u660e\u540c\u4e00\u4ef6\u4e8b\uff1a\u5f00\u53d1\u8005\u4e0d\u5fc5\u518d\u628a\u65f6\u95f4\u82b1\u5728\u8bed\u6cd5\u4e0a\u3002<\/p>\n<p>Vercel v0\uff082023\u5e7410\u6708\u4e0a\u7ebf\uff09\u7784\u51c6\u7684\u662f\u524d\u7aef\uff1a\u4f60\u6572\u4e00\u884c\u9700\u6c42\u63cf\u8ff0\uff0c\u5b83\u76f4\u63a5\u8f93\u51fa\u8bbe\u8ba1\u5e08\u7ea7\u522b\u7684React\u7ec4\u4ef6\uff0c\u53ef\u9884\u89c8\u3001\u53ef\u4fee\u6539\u3001\u53ef\u7ee7\u7eed\u5bf9\u8bdd\uff0c\u628a&ldquo;\u6211\u60f3\u8981\u4e00\u4e2a\u754c\u9762&rdquo;\u8fd9\u53e5\u8bdd\u672c\u8eab\u53d8\u6210\u4e86\u751f\u4ea7\u529b\u3002<\/p>\n<p>Bolt.new\uff082024\u5e7410\u6708\uff0cStackBlitz\u56e2\u961f\u51fa\u54c1\uff09\u5219\u628a\u6218\u573a\u642c\u8fdb\u4e86\u6d4f\u89c8\u5668\u6807\u7b7e\u9875\uff1a\u51ed\u501fWebContainers\u6280\u672f\uff0c\u5168\u6808\u5f00\u53d1\u73af\u5883\u65e0\u9700\u5b89\u88c5\u3001\u65e0\u9700\u914d\u7f6e\uff0c\u4ece\u63d0\u793a\u8bcd\u5230\u53ef\u8fd0\u884c\u5e94\u7528\u7684\u95ed\u73af\u88ab\u538b\u7f29\u5230\u4e00\u4e2a\u7f51\u9875\u4e4b\u5185\u3002\u4e0a\u7ebf\u4ec5\u4e24\u4e2a\u6708\uff0cBolt.new\u4fbf\u65a9\u83b72000\u4e07\u7f8e\u5143ARR\u548c200\u4e07\u6ce8\u518c\u7528\u6237\uff0c\u8fd9\u4e2a\u901f\u5ea6\u672c\u8eab\u5c31\u662f&ldquo;\u610f\u56fe\u9a71\u52a8&rdquo;\u9700\u6c42\u7206\u53d1\u529b\u7684\u91cf\u5316\u8bc1\u660e\u3002<\/p>\n<p>\u800c\u5728\u5f00\u6e90\u4fa7\uff0cGPT Engineer\u5728GitHub\u4e0a\u8fc5\u901f\u65a9\u83b7\u8d85\u8fc75\u4e07\u9897\u661f\uff0c\u5b83\u4e3b\u6253&ldquo;\u4e00\u53e5\u8bdd\u751f\u6210\u6574\u4e2a\u9879\u76ee\u9aa8\u67b6&rdquo;\uff0c\u5438\u5f15\u7684\u4e0d\u53ea\u662f\u4e13\u4e1a\u7a0b\u5e8f\u5458\uff0c\u8fd8\u6709\u5927\u91cf\u4ece\u672a\u5199\u8fc7\u4e00\u884c\u4ee3\u7801\u7684\u4ea7\u54c1\u7ecf\u7406\u548c\u8bbe\u8ba1\u5e08\u3002<\/p>\n<p>\u4e09\u8005\u5207\u5165\u7684\u573a\u666f\u5404\u5f02\uff0c\u754c\u9762\u751f\u6210\u3001\u5168\u6808\u539f\u578b\u3001\u9879\u76ee\u811a\u624b\u67b6\uff0c\u4f46\u6f5c\u53f0\u8bcd\u5b8c\u5168\u4e00\u81f4\uff1a<strong>\u8bed\u6cd5\u6b63\u5728\u8ba9\u4f4d\u4e8e\u610f\u56fe\uff0c\u800c\u5de5\u5177\u94fe\u7684\u4efb\u52a1\uff0c\u662f\u628a\u8fd9\u6bb5\u8ba9\u4f4d\u7684\u8def\u7a0b\u7f29\u5230\u6700\u77ed\u3002<\/strong><\/p>\n<h3><strong>&ldquo;\u76ee\u524d\u6700\u70ed\u95e8\u7684\u65b0\u7f16\u7a0b\u8bed\u8a00\u662f\u82f1\u8bed&rdquo;<\/strong><\/h3>\n<p>\u5c31\u5728\u8fd9\u80a1\u6280\u672f\u6d2a\u6d41\u5954\u6d8c\u5411\u524d\u65f6\uff0c\u4e00\u4e2a\u58f0\u97f3\u4e3a\u8fd9\u4e00\u9636\u6bb5\u843d\u4e0b\u4e86\u6700\u6709\u529b\u7684\u6ce8\u811a\u3002<\/p>\n<p>2023\u5e74\uff0cAndrej Karpathy\u7ad9\u5728\u6280\u672f\u6f14\u8fdb\u7684\u89c2\u6d4b\u53f0\u4e0a\uff0c\u53d1\u51fa\u4e86\u90a3\u53e5\u611f\u6168\uff1a<\/p>\n<blockquote>\n<p>The hottest new programming language is English.\uff08\u76ee\u524d\u6700\u70ed\u95e8\u7684\u65b0\u7f16\u7a0b\u8bed\u8a00\u662f\u82f1\u8bed\u3002\uff09<\/p>\n<\/blockquote>\n<p><img loading=\"lazy\" style=\"display:block; margin-left:auto; margin-right:auto\" src=\"https:\/\/images.tmtpost.com\/uploads\/images\/wx\/2026\/04\/20260423171953812033.jpg?imageMogr2\/auto-orient\/strip\/interlace\/1\/quality\/85\/thumbnail\/1440x619\/gravity\/center\/crop\/!1440x619&ext=.jpg\" width=\"521\" height=\"224\" alt=\"\u5c48\u670d\u4e8e\u6c1b\u56f4\uff1a\u4e00\u90e8AI\u7f16\u7a0b\u8fd0\u52a8\u53f2\uff082020-2026\uff09\u30102.5\u4e07\u5b57\u7b80\u53f2\u3011\" \/><\/p>\n<p>Karpathy\u7684&ldquo;The hottest new programming language is English.&rdquo;\u63a8\u7279\uff0c<em>\u6765\u6e90\uff1aX<\/em><\/p>\n<p>\u4ed6\u9884\u8a00\uff0c\u4eba\u7c7b\u4e0e\u8ba1\u7b97\u673a\u7684\u53e4\u8001\u5951\u7ea6\u6b63\u5728\u5931\u6548\uff0c\u7cbe\u901a\u8bed\u6cd5\u4e0d\u518d\u662f\u901a\u5f80\u521b\u9020\u529b\u7684\u552f\u4e00\u95e8\u7968\u3002<\/p>\n<p><strong>\u610f\u56fe\u6210\u4e86\u65b0\u7684\u4e2d\u95f4\u4ef6\uff1a\u4f60\u8bf4\u76ee\u7684\uff0c\u7cfb\u7edf\u53bb\u8865\u9f50\u8def\u5f84\uff1b\u4f60\u7ed9\u7ea6\u675f\uff0c\u5b83\u53bb\u5bfb\u627e\u5b9e\u73b0\uff1b\u4f60\u53ea\u9700\u8981\u4e0d\u65ad\u6821\u51c6&ldquo;\u662f\u4e0d\u662f\u8fd9\u4e2a\u5473&rdquo;\u3002<\/strong><\/p>\n<p>\u672a\u6765\u4e0d\u518d\u7531\u67d0\u4e00\u95e8\u8bed\u8a00\u7edf\u6cbb\uff0c\u800c\u662f\u7531\u4eba\u8bdd\u672c\u8eab\u9a71\u52a8\u3002<\/p>\n<p><strong>\u6b64\u65f6\uff0c\u4e07\u4e8b\u4ff1\u5907\uff0c\u53ea\u6b20\u4e00\u4e2a\u706b\u661f\uff0c\u4fbf\u80fd\u70b9\u71c3\u90a3\u573a\u540d\u4e3a&ldquo;Vibe Coding&rdquo;\u7684\u5168\u6c11\u72c2\u6b22&hellip;&hellip;<\/strong><\/p>\n<h2><strong><em>03.<\/em>\u70b9\u706b<\/strong><\/h2>\n<div>2025\u5e742&ndash;4\u6708<\/div>\n<h3><strong>\u4e00\u6761&ldquo;\u6d74\u4e2d\u54f2\u601d&rdquo;<\/strong><\/h3>\n<p>2025\u5e742\u67082\u65e5\uff0c\u661f\u671f\u5929\u3002<\/p>\n<p>Andrej Karpathy\u6253\u5f00X\uff0c\u53d1\u4e86\u4e00\u6761\u63a8\u6587\u3002\u6ca1\u6709\u914d\u56fe\uff0c\u6ca1\u6709\u9884\u544a\uff0c\u751a\u81f3\u6ca1\u6709\u7ecf\u8fc7\u7b2c\u4e8c\u904d\u4fee\u6539\u7684\u75d5\u8ff9\u3002\u4ed6\u540e\u6765\u627f\u8ba4\uff0c\u8fd9\u4e0d\u8fc7\u662f\u4e00\u6761&ldquo;\u6d74\u4e2d\u54f2\u601d\u5f0f\u7684\u968f\u624b\u63a8\u6587&rdquo;\uff08a shower of thoughts throwaway tweet that I just fired off without thinking\uff09\u3002<\/p>\n<p>\u4f46\u8fd9\u6761\u63a8\u6587\uff0c\u572848\u5c0f\u65f6\u5185\u88ab\u6d4f\u89c8\u8d85\u8fc7450\u4e07\u6b21\u3002\u4ed6\u5199\u7684\u662f\uff1a<\/p>\n<blockquote>\n<p>There&rsquo;s a new kind of coding I call &lsquo;vibe coding&rsquo;, where you fully give in to the vibes, embrace exponentials, and forget that the code even exists.\uff08\u6709\u4e00\u79cd\u65b0\u7684\u7f16\u7a0b\u65b9\u5f0f\uff0c\u6211\u628a\u5b83\u53eb\u4f5c&ldquo;vibe coding&rdquo;\uff1a\u4f60\u5b8c\u5168\u5c48\u670d\u4e8e\u6c1b\u56f4\uff0c\u62e5\u62b1\u6307\u6570\u589e\u957f\uff0c\u751a\u81f3\u5fd8\u8bb0\u4ee3\u7801\u7684\u5b58\u5728\u3002\uff09<\/p>\n<\/blockquote>\n<p>\u7d27\u63a5\u7740\uff0c\u4ed6\u628a\u81ea\u5df1\u7684\u5de5\u4f5c\u72b6\u6001\u62c6\u7ed9\u6240\u6709\u4eba\u770b\u3002\u4ed6\u7528Cursor Composer\u914d\u5408Claude Sonnet\u5199\u4ee3\u7801\uff0c\u7528SuperWhisper\u8bed\u97f3\u8f93\u5165\uff0c\u8fde\u952e\u76d8\u90fd\u5f88\u5c11\u78b0\u3002\u4ed6\u4f1a\u63d0\u51fa\u6700\u61d2\u7684\u8981\u6c42\uff0c\u6bd4\u5982&ldquo;\u628a\u4fa7\u8fb9\u680f\u7684\u95f4\u8ddd\u7f29\u5c0f\u4e00\u534a&rdquo;\uff0c\u56e0\u4e3a\u61d2\u5f97\u81ea\u5df1\u53bb\u627e\u90a3\u884cCSS\u3002\u4ed6\u6c38\u8fdc\u70b9&ldquo;Accept All&rdquo;\uff0c\u4e0d\u518d\u9605\u8bfbdiff\uff08\u786e\u8ba4\u6539\u52a8\uff09\u3002\u9047\u5230\u62a5\u9519\uff0c\u76f4\u63a5\u628a\u9519\u8bef\u4fe1\u606f\u539f\u5c01\u4e0d\u52a8\u7c98\u8fdb\u5bf9\u8bdd\u6846\uff0c\u4e0d\u52a0\u4efb\u4f55\u8bc4\u8bba\uff0c&ldquo;\u901a\u5e38\u8fd9\u5c31\u80fd\u4fee\u597d&rdquo;\u3002\u4ee3\u7801\u5e93\u81a8\u80c0\u5230\u8d85\u51fa\u4ed6\u7684\u7406\u89e3\u8303\u56f4\uff0c\u4ed6\u627f\u8ba4&ldquo;\u8981\u771f\u6b63\u641e\u61c2\u5f97\u82b1\u4e0d\u5c11\u65f6\u95f4\u53bb\u8bfb&rdquo;\u3002\u6709\u65f6\u5019\u6a21\u578b\u4fee\u4e0d\u4e86bug\uff0c\u4ed6\u5c31\u7ed5\u8fc7\u53bb\uff0c\u6216\u8005\u968f\u673a\u8981\u6c42\u6539\u52a8\uff0c&ldquo;\u76f4\u5230bug\u6d88\u5931&rdquo;\u3002<\/p>\n<p><img loading=\"lazy\" style=\"display:block; margin-left:auto; margin-right:auto\" src=\"https:\/\/images.tmtpost.com\/uploads\/images\/wx\/2026\/04\/20260423171953945400.jpg?imageMogr2\/auto-orient\/strip\/interlace\/1\/quality\/85\/thumbnail\/1440x1952\/gravity\/center\/crop\/!1440x1952&ext=.jpg\" width=\"512\" height=\"694\" alt=\"\u5c48\u670d\u4e8e\u6c1b\u56f4\uff1a\u4e00\u90e8AI\u7f16\u7a0b\u8fd0\u52a8\u53f2\uff082020-2026\uff09\u30102.5\u4e07\u5b57\u7b80\u53f2\u3011\" \/><\/p>\n<p>Karpathy\u7684&ldquo;Vibe Coding&rdquo;\u63a8\u7279\u5427\uff0c<em>\u6765\u6e90\uff1aX<\/em><\/p>\n<p>\u8fd9\u4e0d\u662f\u4e00\u4e2a\u65b0\u5de5\u5177\u7684\u53d1\u5e03\u4f1a\uff0c\u4e5f\u4e0d\u662f\u4e00\u7bc7\u7cbe\u5fc3\u6253\u78e8\u7684\u6280\u672f\u535a\u5ba2\u3002<strong>\u5b83\u66f4\u50cf\u4e00\u58f0\u53e3\u54e8\uff0c\u628a\u8fc7\u53bb\u4e24\u5e74\u91cc\u5df2\u7ecf\u5728\u6697\u5904\u53d1\u751f\u3001\u5374\u59cb\u7ec8\u6ca1\u88ab\u547d\u540d\u7684\u884c\u4e3a\uff0c\u5f53\u4f17\u558a\u4e86\u51fa\u6765\u3002<\/strong><\/p>\n<p>Karpathy\uff08OpenAI\u521b\u59cb\u6210\u5458\u3001\u524d\u7279\u65af\u62c9AI\u603b\u76d1\uff09\u8fd9\u79cd\u6c34\u51c6\u7684\u4eba\u516c\u5f00\u8bf4&ldquo;\u6211\u4e0d\u770b\u4ee3\u7801\u4e86\uff0c\u6211\u70b9Accept All&rdquo;\uff0c\u5b83\u4f20\u9012\u7684\u4fe1\u53f7\u4e0d\u662f&ldquo;\u5077\u61d2&rdquo;\uff0c\u800c\u662f\u8bb8\u53ef&mdash;&mdash;\u4f60\u4e0d\u9700\u8981\u518d\u81ea\u5df1\u7406\u89e3\u6bcf\u4e00\u884c\u8f93\u51fa\u4e86\u3002<\/p>\n<p>\u66f4\u5173\u952e\u7684\u662f\u65f6\u673a\u30022023\u5e74\u4ee5\u6765\uff0cCursor\u3001v0\u3001Bolt.new\u3001GPT Engineer&hellip;&hellip;\u6574\u6761&ldquo;\u610f\u56fe\u9a71\u52a8&rdquo;\u7684\u5de5\u5177\u94fe\u5df2\u7ecf\u94fa\u597d\u3002\u5f00\u53d1\u8005\u4eec\u65e9\u5c31\u5728\u8fd9\u6837\u505a\u4e86\uff1a\u5bf9\u8bdd\u3001\u751f\u6210\u3001\u62a5\u9519\u3001\u518d\u5bf9\u8bdd\u3002\u4f46\u8fd9\u79cd\u884c\u4e3a\u59cb\u7ec8\u6ca1\u6709\u4e00\u4e2a\u88ab\u516c\u4f17\u8ba4\u53ef\u7684\u540d\u5b57\u3002<strong>\u6ca1\u6709\u540d\u5b57\u7684\u884c\u4e3a\uff0c\u5c31\u50cf\u6ca1\u6709\u8def\u6807\u7684\u5c0f\u5f84&mdash;&mdash;\u4eba\u4eec\u5728\u8d70\uff0c\u4f46\u4e0d\u6562\u58f0\u5f20\u3002<\/strong><\/p>\n<p>Karpathy\u505a\u7684\u4e8b\u60c5\uff0c\u5c31\u662f\u5728\u8fd9\u6761\u5c0f\u5f84\u7684\u5165\u53e3\u63d2\u4e86\u4e00\u5757\u724c\u5b50\uff1a<strong>Vibe Coding<\/strong>\u3002<\/p>\n<p><strong>\u4ece\u8fd9\u4e00\u523b\u8d77\uff0c\u4e00\u79cd\u5de5\u4f5c\u65b9\u5f0f\u6709\u4e86\u540d\u5b57\uff0c\u4e00\u79cd\u5b9e\u8df5\u6709\u4e86\u8eab\u4efd\uff0c\u4e00\u7fa4\u4eba\u6709\u4e86\u53ef\u4ee5\u516c\u5f00\u8ba4\u9886\u7684\u6807\u7b7e\u3002<\/strong><\/p>\n<h3><strong>\u5c0f\u4efd\u786c\u83dc<\/strong><\/h3>\n<p>\u771f\u6b63\u8ba9\u8fd9\u6761\u63a8\u6587\u4ece&ldquo;\u91d1\u53e5&rdquo;\u53d8\u6210&ldquo;\u706b\u79cd&rdquo;\u7684\uff0c\u662fKarpathy\u968f\u540e\u7ed9\u51fa\u7684\u793a\u8303\u3002\u4ed6\u6ca1\u6709\u7528\u4e00\u4e2a\u5b8f\u5927\u7684\u4f01\u4e1a\u7ea7SaaS\u6765\u8bc1\u660e\u81ea\u5df1\u3002\u4ed6\u9009\u4e86\u4e00\u4e2a\u5c0f\u5f97\u4e0d\u80fd\u518d\u5c0f\u7684\u4e1c\u897f\uff1aMenuGen\u3002\u540d\u5b57\u76f4\u767d\u5230\u51e0\u4e4e\u50cf\u5360\u4f4d\u7b26\uff1aMenu+Gen\uff0c\u83dc\u5355\u751f\u6210\u5668\u3002<\/p>\n<p>MenuGen\u7684\u573a\u666f\u66f4\u6734\u7d20\uff1a\u4f60\u8d70\u8fdb\u4e00\u5bb6\u9910\u5385\uff0c\u83dc\u5355\u4e0a\u5199\u6ee1\u4e86\u4f60\u4e0d\u8ba4\u8bc6\u7684\u8bcd\uff1aTagine\u3001Cavatappi\u3001P&acirc;t&eacute;\u3001Sweetbread\u3002\u4f60\u4e0d\u786e\u5b9a\u54ea\u4e2a\u662f\u7096\u83dc\u3001\u54ea\u4e2a\u662f\u610f\u9762\u3001\u54ea\u4e2a\u542c\u7740\u751c\u5b9e\u9645\u4e0a\u662f\u52a8\u7269\u5185\u810f\u3002\u62cd\u4e00\u5f20\u7167\uff0cMenuGen\u628a\u6bcf\u9053\u83dc\u7684\u540d\u5b57\u8bfb\u51fa\u6765\uff0c\u89e3\u91ca\u5b83\u662f\u4ec0\u4e48\uff0c\u751f\u6210\u4e00\u5f20\u98df\u7269\u56fe\u7247\uff0c\u8ba9\u4f60\u5728\u4e0b\u5355\u524d\u5c31\u77e5\u9053\u81ea\u5df1\u8981\u5403\u7684\u4e1c\u897f\u957f\u4ec0\u4e48\u6837\u3002<\/p>\n<p>\u8fd9\u4e2a\u5e94\u7528\u4e4b\u6240\u4ee5\u9002\u5408\u5f53\u793a\u8303\uff0c\u6070\u6070\u56e0\u4e3a\u5b83\u8db3\u591f\u8f7b\u3002\u4f60\u4e0d\u9700\u8981\u61c2\u4efb\u4f55\u884c\u4e1a\u80cc\u666f\uff0c\u53ea\u9700\u8981\u66fe\u7ecf\u5728\u4e00\u5bb6\u964c\u751f\u9910\u5385\u5750\u4e0b\u8fc7\uff08\u5230<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e7%be%8e%e5%9b%bd\" title=\"View all posts in \u7f8e\u56fd\" target=\"_blank\" class=\"tag_link\">\u7f8e\u56fd<\/a>\u7684\u670b\u53cb\u5e94\u8be5\u6709\u8fc7\u8fd9\u79cd\u5934\u75db\u4f53\u4f1a\uff09\u3002<\/p>\n<p><img loading=\"lazy\" style=\"display:block; margin-left:auto; margin-right:auto\" src=\"https:\/\/images.tmtpost.com\/uploads\/images\/wx\/2026\/04\/20260423171954180604.jpg?imageMogr2\/auto-orient\/strip\/interlace\/1\/quality\/85\/thumbnail\/1440x765\/gravity\/center\/crop\/!1440x765&ext=.jpg\" width=\"739\" height=\"393\" alt=\"\u5c48\u670d\u4e8e\u6c1b\u56f4\uff1a\u4e00\u90e8AI\u7f16\u7a0b\u8fd0\u52a8\u53f2\uff082020-2026\uff09\u30102.5\u4e07\u5b57\u7b80\u53f2\u3011\" \/><\/p>\n<p>Karpathy\u7684MenuGen\u529f\u80fd\u5c55\u793a\uff0c<em>\u6765\u6e90\uff1aKarpathy's Bear Blog<\/em><\/p>\n<p>\u8fd9\u6574\u4e2a\u751f\u4ea7\u8fc7\u7a0b\u4e2d\uff0cKarpathy\u628a\u81ea\u5df1\u653e\u5230\u4e86\u4e00\u4e2a\u6781\u7aef\u4f4d\u7f6e\uff1a0%\u624b\u5199\u4ee3\u7801\u3002<\/p>\n<p>\u4ed6\u7528Cursor\u7684Composer\u529f\u80fd\u914d\u5408Claude 3.7 Sonnet\u751f\u6210\u5168\u90e8\u4ee3\u7801\u3002\u524d\u7aef\u662fReact\uff0c\u540e\u7aef\u63a5\u5165OpenAI API\u505a\u83dc\u5355OCR\u8bc6\u522b\uff0cReplicate API\u505a\u83dc\u54c1\u56fe\u7247\u751f\u6210\uff0cClerk\u7ba1\u8eab\u4efd\u9a8c\u8bc1\uff0cStripe\u7ba1\u652f\u4ed8\u3002\u6574\u4e2a\u6280\u672f\u6808\u7531\u5bf9\u8bdd\u88c5\u914d\u5b8c\u6210\uff0c\u4ed6\u4e0d\u6253\u5f00\u6587\u4ef6\u53bb\u8c03\u51fd\u6570\u7ec6\u8282\uff0c\u4e0d\u9010\u884c\u6392\u67e5\u903b\u8f91\u3002\u9047\u5230\u62a5\u9519\uff0c\u628a\u9519\u8bef\u4fe1\u606f\u539f\u6837\u4e22\u56de\u5bf9\u8bdd\u6846\u3002\u9047\u5230AI\u5e7b\u89c9\uff08\u6bd4\u5982\u8c03\u7528\u5df2\u5e9f\u5f03\u7684API\u7248\u672c\uff09\uff0c\u4ed6\u4e0d\u53bb\u67e5\u6587\u6863\uff0c\u800c\u662f\u544a\u8bc9\u6a21\u578b&ldquo;\u4fee\u6389\u8fd9\u4e2a&rdquo;\u3002\u9047\u5230Replicate\u8fd4\u56de\u7684JSON\u683c\u5f0f\u9519\u8bef\uff0c\u4ed6\u751a\u81f3\u4e0d\u53bb\u770b\u8fd4\u56de\u4f53\uff0c\u800c\u662f\u76f4\u63a5\u628a\u5806\u6808\u8f93\u51fa\u7c98\u8fdb\u53bb\u3002<\/p>\n<p>\u540e\u6765\u4ed6\u4e13\u95e8\u5199\u4e86\u4e00\u7bc7\u535a\u5ba2\u590d\u76d8\u8fd9\u6bb5\u7ecf\u5386\uff0c\u8bed\u6c14\u50cf\u4e00\u4e2a\u521a\u4ece\u5b9c\u5bb6\u642c\u5b8c\u5bb6\u5177\u7684\u4eba\uff0c\u65e2\u5174\u594b\u53c8\u75b2\u60eb\uff1a&ldquo;Vibe coding menugen was exhilarating and fun escapade as a local demo, but a bit of a painful slog as a deployed, real app. Building a modern app is a bit like assembling IKEA furniture.&rdquo;\uff08&ldquo;\u5728\u672c\u5730demo\u9636\u6bb5\uff0cvibe coding MenuGen\u662f\u4e00\u573a\u4ee4\u4eba\u5174\u594b\u7684\u5192\u9669\uff1b\u4f46\u5f53\u4f60\u771f\u7684\u8981\u628a\u5b83\u90e8\u7f72\u4e0a\u7ebf\u3001\u53d8\u6210\u4e00\u4e2a\u771f\u6b63\u7684\u5e94\u7528\u65f6\uff0c\u5c31\u50cf\u7ec4\u88c5\u5b9c\u5bb6\u5bb6\u5177\u4e00\u6837\u75db\u82e6\u3002&rdquo;\uff09<\/p>\n<p>\u4ed6\u5217\u51fa\u4e86\u90a3\u4e9b\u8ba9\u4ed6\u5934\u75bc\u7684\u4e1c\u897f\uff1a\u5404\u79cd\u670d\u52a1\u7684\u6587\u6863\u3001API key\u3001\u73af\u5883\u914d\u7f6e\u3001\u5f00\u53d1\u73af\u5883\u548c\u751f\u4ea7\u73af\u5883\u7684\u5207\u6362\u3001\u56e2\u961f\u5b89\u5168\u529f\u80fd\u3001\u901f\u7387\u9650\u5236\u3001\u5b9a\u4ef7\u5c42\u7ea7&hellip;&hellip;\u7136\u540e\u4ed6\u8bf4\u4e86\u4e00\u53e5\u6781\u5177\u4ee3\u8868\u6027\u7684\u8bdd\uff1a&ldquo;\u6700\u6709\u8da3\u7684\u662f\uff0c\u6211\u82b1\u5728\u4ee3\u7801\u7f16\u8f91\u5668\u672c\u8eab\u4e0a\u7684\u65f6\u95f4\u5176\u5b9e\u5e76\u4e0d\u591a\u3002&rdquo;<\/p>\n<p>\u8fd9\u4e9b\u56de\u987e\u6b63\u662f\u91cd\u8981\u7684\u5730\u65b9\uff0c\u4e0d\u5728\u4e8e\u4ec0\u4e48\u6280\u672f\u7ec6\u8282\uff0c\u800c\u5728\u4e8e\u66b4\u9732\u4e86\u4e00\u79cd\u65b0\u7684\u5206\u5de5\uff1a<\/p>\n<ul>\n<li>\n<p>\u4eba\u7c7b\u8d1f\u8d23\u76ee\u6807\u3001\u54c1\u5473\u3001\u53d6\u820d\u4e0e&ldquo;\u6821\u51c6&rdquo;\uff1b<\/p>\n<\/li>\n<li>\n<p>\u6a21\u578b\u8d1f\u8d23\u5b9e\u73b0\u3001\u4fee\u8865\u3001\u642c\u8fd0\u4e0e\u88c5\u914d\u3002<\/p>\n<\/li>\n<\/ul>\n<p>MenuGen\u6700\u7ec8\u4ece\u4e00\u4e2a&ldquo;\u5468\u672b\u9879\u76ee&rdquo;\u53d8\u6210\u4e86\u4e00\u4e2a\u4e0a\u7ebf\u8fd0\u884c\u7684Web\u5e94\u7528\uff0c\u7528\u6237\u4ed8\u8d39\u4f7f\u7528\uff0cKarpathy\u4ece\u4e2d\u62bd\u53d610%\u7684\u4fe1\u7528\u989d\u5ea6<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e5%8a%a0%e4%bb%b7\" title=\"View all posts in \u52a0\u4ef7\" target=\"_blank\" class=\"tag_link\">\u52a0\u4ef7<\/a>\u3002\u4e00\u4e2a\u4eba\uff0c\u96f6\u884c\u624b\u5199\u4ee3\u7801\uff0c\u4e00\u4e2a\u80fd\u6536\u94b1\u7684\u4ea7\u54c1\u3002<\/p>\n<p>\u5b83\u4e0d\u662f\u4ec0\u4e48\u6539\u53d8\u4e16\u754c\u7684\u4f1f\u5927\u8f6f\u4ef6\u3002\u4f46\u5b83\u662f\u4e00\u4e2a\u8db3\u591f\u6e05\u6670\u7684\u8bc1\u660e\uff1a\u5f53\u5de5\u5177\u94fe\u6210\u719f\u65f6\uff0c&ldquo;\u5199\u4ee3\u7801&rdquo;\u8fd9\u4ef6\u4e8b\uff0c\u6b63\u5728\u4ece&ldquo;\u751f\u4ea7&rdquo;\u53d8\u6210&ldquo;\u6821\u51c6&rdquo;\u3002<\/p>\n<h3><strong>450\u4e07\u6b21\u6d4f\u89c8\u4e4b\u540e<\/strong><\/h3>\n<p>\u63a8\u6587\u53d1\u51fa\u540e\u7684\u4f20\u64ad\u901f\u5ea6\uff0c\u6bd4\u4efb\u4f55\u4eba\u9884\u6599\u7684\u90fd\u5feb\u3002<\/p>\n<p>450\u4e07\u6b21\u6d4f\u89c8\uff0c\u6570\u5343\u6761\u5f15\u7528\u8f6c\u53d1\u3002Hacker News\u4e0a\u8fc5\u901f\u51fa\u73b0\u957f\u8fbe\u6570\u767e\u6761\u7684\u8ba8\u8bba\u5e16\u3002Reddit\u8bba\u575b\u7684r\/programming\u3001r\/singularity\u540c\u6b65\u70b8\u5f00\u3002\u6709\u4eba\u6fc0\u52a8\uff0c\u6709\u4eba\u5632\u8bbd\uff0c\u6709\u4eba\u6050\u60e7&mdash;&mdash;\u4f46\u51e0\u4e4e\u6ca1\u6709\u4eba\u65e0\u89c6\u3002<\/p>\n<p>\u4e00\u4e2a\u6708\u540e\uff0c2025\u5e743\u6708\uff0cMerriam-Webster\u628a&ldquo;vibe coding&rdquo;\u6536\u8fdb\u4e86\u81ea\u5df1\u7684\u8d8b\u52bf\u4fda\u8bed\u8bcd\u6c47\u5217\u8868\u3002\u8fd9\u672c\u521b\u520a\u4e8e1828\u5e74\u7684\u8bcd\u5178\uff0c\u7528\u4e86\u4e0d\u523030\u5929\u5c31\u5b8c\u6210\u4e86\u5bf9\u4e00\u6761\u63a8\u7279\u672f\u8bed\u7684\u6536\u7f16\u3002<\/p>\n<p>\u5b83\u7ed9\u51fa\u7684\u5b9a\u4e49\u6781\u5176\u6734\u7d20\uff1a<\/p>\n<blockquote>\n<p>Writing computer code in a somewhat careless fashion, with AI assistance.\uff08\u5728AI\u8f85\u52a9\u4e0b\uff0c\u4ee5\u67d0\u79cd\u968f\u610f\u7684\u65b9\u5f0f\u7f16\u5199\u8ba1\u7b97\u673a\u4ee3\u7801\u3002\uff09<\/p>\n<\/blockquote>\n<p>\u300a<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e7%ba%bd%e7%ba%a6\" title=\"View all posts in \u7ebd\u7ea6\" target=\"_blank\" class=\"tag_link\">\u7ebd\u7ea6<\/a>\u65f6\u62a5\u300b\u79d1\u6280\u4e13\u680f\u4f5c\u5bb6Kevin Roose\u57282\u670827\u65e5\u5199\u9053\uff1a&ldquo;\u4f60\u4e0d\u9700\u8981\u4f1a\u7f16\u7a0b\u5c31\u80fdvibe code&mdash;&mdash;\u53ea\u9700\u8981\u6709\u4e00\u4e2a\u60f3\u6cd5\uff0c\u518d\u52a0\u4e0a\u4e00\u70b9\u8010\u5fc3\uff0c\u901a\u5e38\u5c31\u591f\u4e86\u3002&rdquo;3\u67085\u65e5\uff0c\u300a404 Media\u300b\u62a5\u9053\u4e86\u4e00\u4e2a\u5b8c\u5168\u7531AI&ldquo;\u6c1b\u56f4\u7f16\u7a0b&rdquo;\u751f\u6210\u7684<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e6%b8%b8%e6%88%8f\" title=\"View all posts in \u6e38\u620f\" target=\"_blank\" class=\"tag_link\">\u6e38\u620f<\/a>\uff0cfly.pieter.com\uff0c\u6708\u51655\u4e07\u7f8e\u5143\u30023\u67086\u65e5\uff0c\u300aArs Technica\u300b\u8ddf\u8fdb\u5206\u6790\u4e86vibe coding\u5728\u4e13\u4e1a\u73af\u5883\u4e2d\u7684<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e9%a3%8e%e9%99%a9\" title=\"View all posts in \u98ce\u9669\" target=\"_blank\" class=\"tag_link\">\u98ce\u9669<\/a>\u4e0e\u6536\u76ca\u3002<\/p>\n<p><img loading=\"lazy\" style=\"display:block; margin-left:auto; margin-right:auto\" src=\"https:\/\/images.tmtpost.com\/uploads\/images\/wx\/2026\/04\/20260423171955341858.jpg?imageMogr2\/auto-orient\/strip\/interlace\/1\/quality\/85\/thumbnail\/1440x729\/gravity\/center\/crop\/!1440x729&ext=.jpg\" width=\"725\" height=\"367\" alt=\"\u5c48\u670d\u4e8e\u6c1b\u56f4\uff1a\u4e00\u90e8AI\u7f16\u7a0b\u8fd0\u52a8\u53f2\uff082020-2026\uff09\u30102.5\u4e07\u5b57\u7b80\u53f2\u3011\" \/><\/p>\n<p>\u7528AI\u7f16\u7a0b\u5236\u4f5c\u7684fly.pieter.com\u6e38\u620f\uff0c<em>\u6765\u6e90\uff1a404 Media<\/em><\/p>\n<p><strong>\u672f\u8bed\u4e00\u65e6\u88ab\u5927\u4f17\u8bed\u8a00\u63a5\u4f4f\uff0c\u63a5\u4e0b\u6765\u53d1\u751f\u7684\u5c31\u4e0d\u518d\u662f&ldquo;\u5de5\u5177\u8fed\u4ee3&rdquo;\uff0c\u800c\u662f&ldquo;\u6587\u5316\u590d\u5236&rdquo;\u3002<\/strong><\/p>\n<p>Reddit\u4e0a\uff0cr\/VibeCodeCamp\u548cr\/vibecoding\u4e24\u4e2a\u793e\u533a\u51e0\u4e4e\u5728\u4e00\u591c\u95f4\u6d8c\u5165\u5927\u91cf\u7528\u6237\u3002\u4eba\u4eec\u5f00\u59cb\u6652\u81ea\u5df1\u7684vibe coding\u4f5c\u54c1\uff1a\u667a\u80fd\u7b14\u8bb0\u672c\u3001\u80a1\u7968\u5206\u6790\u4eea\u8868\u76d8\u3001\u52a0\u5bc6\u76f8\u518c\u3001\u4e2a\u4eba\u8bb0\u8d26\u5de5\u5177&hellip;&hellip;\u8fd9\u4e9b\u9879\u76ee\u7684\u5171\u540c\u7279\u5f81\u4e0d\u662f\u6280\u672f\u7cbe\u5ea6\uff0c\u800c\u662f\u4e00\u79cd\u65b0\u7684\u521b\u4f5c\u59ff\u6001\uff1a\u6211\u4e0d\u61c2\u4ee3\u7801\uff0c\u4f46\u6211\u505a\u51fa\u4e86\u4e00\u4e2a\u80fd\u7528\u7684\u4e1c\u897f\u3002<\/p>\n<p>\u793e\u4ea4<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e5%aa%92%e4%bd%93\" title=\"View all posts in \u5a92\u4f53\" target=\"_blank\" class=\"tag_link\">\u5a92\u4f53<\/a>\u4e0a\u6700\u5e38\u89c1\u7684\u53d9\u4e8b\uff0c\u4e0d\u518d\u662f&ldquo;\u6211\u5b66\u4f1a\u4e86\u4e00\u4e2a\u65b0\u5de5\u5177&rdquo;\uff0c\u800c\u662f&ldquo;\u6211\u5728\u6781\u77ed\u65f6\u95f4\u91cc\u505a\u51fa\u4e86\u539f\u672c\u4e0d\u53ef\u80fd\u505a\u51fa\u7684\u4e1c\u897f&rdquo;\u3002YouTuber Alex Finn\u5b8c\u5168\u4f7f\u7528Cursor AI\u3001\u4e0d\u5199\u4e00\u884c\u4ee3\u7801\uff0c\u4ece\u96f6\u6784\u5efa\u51fa\u4e00\u6b3e2D\u5c04\u51fb\u6e38\u620f\u3002\u8fd9\u7c7b\u6848\u4f8b\u50cf\u75c5\u6bd2\u4e00\u6837\u5728\u65f6\u95f4\u7ebf\u4e0a\u6269\u6563\uff0c\u7eb7\u81f3\u6c93\u6765\u7684\u5f00\u53d1\u8005\u548c\u5206\u4eab\u8005\uff0c\u8e0f\u7834\u4e86&ldquo;\u95e8\u69db&rdquo;\u3002<\/p>\n<p><img loading=\"lazy\" style=\"display:block; margin-left:auto; margin-right:auto\" src=\"https:\/\/images.tmtpost.com\/uploads\/images\/wx\/2026\/04\/20260423171955559392.jpg?imageMogr2\/auto-orient\/strip\/interlace\/1\/quality\/85\/thumbnail\/1440x1100&ext=.jpg\" width=\"603\" height=\"460\" alt=\"\u5c48\u670d\u4e8e\u6c1b\u56f4\uff1a\u4e00\u90e8AI\u7f16\u7a0b\u8fd0\u52a8\u53f2\uff082020-2026\uff09\u30102.5\u4e07\u5b57\u7b80\u53f2\u3011\" \/><\/p>\n<p>Alex Finn\u7528Cursor\u96f6\u4ee3\u7801\u5236\u4f5c\u7684\u6e38\u620fzombie killing game\uff0c<em>\u6765\u6e90\uff1ahttps:\/\/alex-finns-zombie-killer-alexfinn2.replit.app\/<\/em><\/p>\n<h3><strong>\u56de\u8def\u95ed\u5408<\/strong><\/h3>\n<p>Vibe coding\u4e4b\u6240\u4ee5\u80fd\u5728\u51e0\u5468\u91cc\u4ece\u4e00\u6761\u63a8\u6587\u53d8\u6210\u4e00\u573a\u8fd0\u52a8\uff0c\u4e0d\u662f\u56e0\u4e3a\u67d0\u4e2a\u6a21\u578b\u7a81\u7136\u806a\u660e\u4e86\u4e00\u500d\uff0c\u800c\u662f\u6574\u6761\u53cd\u9988\u56de\u8def\u7ec8\u4e8e\u88ab\u538b\u7f29\u5230\u4e86\u6781\u9650\uff1a\u60f3\u6cd5&rarr;\u4e00\u53e5\u8bdd&rarr;\u4e00\u4e2a\u80fd\u8dd1\u7684\u4e1c\u897f&rarr;\u51fa\u9519&rarr;\u518d\u4e00\u53e5\u8bdd\u3002<\/p>\n<p><strong>\u800c&ldquo;vibe coding&rdquo;\u8fd9\u4e24\u4e2a\u8bcd\u672c\u8eab\uff0c\u5c31\u662f\u4e00\u679a\u5b8c\u7f8e\u7684\u8ff7\u56e0\uff1a\u77ed\u5230\u53ef\u4ee5\u5f53\u6807\u7b7e\uff0c\u61d2\u5230\u81ea\u5e26\u6001\u5ea6\uff0c\u4efb\u4f55\u4eba\u90fd\u80fd\u6a21\u4eff\uff0c\u53c8\u8db3\u591f\u6311\u8845\u8ba9\u6bcf\u4e2a\u7a0b\u5e8f\u5458\u5fcd\u4e0d\u4f4f\u7ad9\u961f&mdash;&mdash;\u5b83\u5929\u751f\u4e3a\u793e\u4ea4\u5a92\u4f53\u7684\u88c2\u53d8\u4f20\u64ad\u800c\u751f\u3002<\/strong><\/p>\n<p><strong>\u5f53\u6280\u672f\u56de\u8def\u4e0e\u4f20\u64ad\u56de\u8def\u5728\u540c\u4e00\u4e2a\u65f6\u95f4\u70b9\u540c\u65f6\u63a5\u901a\uff0c\u8fd9\u6761\u53cd\u9988\u94fe\u5c31\u4e0d\u518d\u9700\u8981\u4efb\u4f55\u4eba\u53bb\u63a8\u52a8\u4e86\u3002\u5b83\u81ea\u5df1\u4f1a\u8f6c\uff0c\u800c\u4e14\u8d8a\u8f6c\u8d8a\u5feb\u3002\u6700\u540e\u4e00\u4e2a\u7f3a\u53e3\u8865\u4e0a\u4e86\uff0c\u56de\u8def\u95ed\u5408\uff0c\u6574\u4e2a\u7cfb\u7edf\u4ece\u6b64\u5177\u5907\u4e86\u81ea\u6211\u7ef4\u6301\u7684\u52a8\u529b\u3002<\/strong><\/p>\n<p>\u800c\u5f53\u56de\u8def\u95ed\u5408\u4e4b\u540e\uff0c\u771f\u6b63\u6539\u53d8\u7684\u4e0d\u53ea\u662f\u901f\u5ea6\uff0c\u8fd8\u6709\u89d2\u8272\u3002\u5728Vibe coding\u4e2d\uff0c\u5f00\u53d1\u8005\u4e0d\u518d\u662f&ldquo;\u4f5c\u8005&rdquo;\uff0c\u800c\u66f4\u50cf&ldquo;\u5bfc\u6f14&rdquo;&mdash;&mdash;\u4f60\u4e0d\u5199\u53f0\u8bcd\uff0c\u4f46\u4f60\u51b3\u5b9a\u8fd9\u573a\u620f\u5bf9\u4e0d\u5bf9\u5473\u3002<\/p>\n<p>\u771f\u6b63\u7a00\u7f3a\u7684\u4e1c\u897f\u56e0\u6b64\u66b4\u9732\uff1a\u4e0d\u662f\u8bed\u6cd5\uff0c\u4e0d\u662f\u6846\u67b6\uff0c\u800c\u662f\u4f60\u80fd\u4e0d\u80fd\u5728\u4e00\u767e\u4e2a&ldquo;\u5dee\u4e0d\u591a&rdquo;\u7684\u7248\u672c\u91cc\u5206\u8fa8\u51fa\u90a3\u4e2a&ldquo;\u5bf9\u4e86&rdquo;\u3002Karpathy\u5728\u535a\u5ba2\u672b\u5c3e\u5199\u9053\uff1a&ldquo;I&rsquo;m personally quite excited to see the barrier to app drop to ~zero, where anyone could build and publish an app just as easily as they can make a TikTok.&rdquo;\uff08&ldquo;\u6211\u4e2a\u4eba\u975e\u5e38\u671f\u5f85\u770b\u5230\u5e94\u7528\u7684\u521b\u5efa\u95e8\u69db\u964d\u5230\u63a5\u8fd1\u4e8e\u96f6\uff0c\u4efb\u4f55\u4eba\u90fd\u80fd\u50cf\u53d1\u4e00\u6761TikTok\u4e00\u6837\u8f7b\u677e\u5730\u6784\u5efa\u548c\u53d1\u5e03\u4e00\u4e2a\u5e94\u7528\u3002&rdquo;\uff09\u8fd9\u9884\u8a00\u4e86\u65b0\u578b\u521b\u4f5c\u7ecf\u6d4e\u7684\u5230\u6765\u3002<\/p>\n<p><strong>\u4f46\u5f53\u53d9\u4e8b\u8dd1\u5f97\u6bd4\u5de5\u7a0b\u66f4\u5feb\u3001\u5f53\u6548\u7387\u795e\u8bdd\u5728\u793e\u4ea4\u5a92\u4f53\u4e0a\u5b8c\u6210\u81ea\u6211\u653e\u5927\u65f6\uff0c\u63a5\u4e0b\u6765\u8981\u53d1\u751f\u7684\u4e8b\u51e0\u4e4e\u662f\u6ce8\u5b9a\u7684&hellip;&hellip;<\/strong><\/p>\n<h2><strong><em>04.<\/em>\u4fe1\u4efb\u7684\u88c2\u7f1d<\/strong><\/h2>\n<p>2025\u5e745&ndash;7\u6708<\/p>\n<h3><strong>170\u6247\u655e\u5f00\u7684\u95e8<\/strong><\/h3>\n<p>2025\u5e743\u670820\u65e5\uff0c\u5b89\u5168\u7814\u7a76\u5458Matt Palmer\u5728\u5ba1\u8ba1\u4e00\u4e2a\u540d\u4e3alinkable.site\u7684\u7f51\u7ad9\u65f6\uff0c\u53d1\u73b0\u4e86\u4e00\u4e9b\u4e0d\u592a\u5bf9\u52b2\u7684\u4e1c\u897f\u3002<\/p>\n<p>\u8fd9\u4e2a\u7f51\u7ad9\u7531Lovable\u751f\u6210\u3002\uff08Lovable\u88ab\u8a89\u4e3a<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e6%ac%a7%e6%b4%b2\" title=\"View all posts in \u6b27\u6d32\" target=\"_blank\" class=\"tag_link\">\u6b27\u6d32<\/a>\u521b\u4e1a\u53f2\u4e0a\u589e\u957f\u6700\u5feb\u7684vibe coding\u5e73\u53f0\uff0c60\u5929\u51b2\u52301000\u4e07\u7f8e\u5143ARR\uff09\u3002Palmer\u5c1d\u8bd5\u4e86\u4e00\u4e2a\u6700\u57fa\u7840\u7684\u5b89\u5168\u6d4b\u8bd5\uff1a\u4e0d\u767b\u5f55\uff0c\u76f4\u63a5\u7528\u516c\u5f00\u7684API\u5bc6\u94a5\u67e5\u8be2\u6570\u636e\u5e93\u3002\u6570\u636e\u5e93\u6beb\u65e0\u62b5\u6297\u5730\u628a\u6240\u6709\u6570\u636e\u5410\u4e86\u51fa\u6765\u3002<\/p>\n<p>\u7b2c\u4e8c\u5929\uff0cPalmer\u6269\u5927\u626b\u63cf\u8303\u56f4\uff0c\u53d1\u73b0\u95ee\u9898\u4e0d\u662f\u5b64\u4f8b\u3002\u5728\u4ed6\u68c0\u67e5\u76841,645\u4e2aLovable\u751f\u6210\u7684Web\u5e94\u7528\u4e2d\uff0c170\u4e2a\u5b58\u5728\u540c\u6837\u7684\u81f4\u547d\u7f3a\u9677&mdash;&mdash;\u6570\u636e\u5e93\u7684\u884c\u7ea7\u5b89\u5168<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e7%ad%96%e7%95%a5\" title=\"View all posts in \u7b56\u7565\" target=\"_blank\" class=\"tag_link\">\u7b56\u7565<\/a>\uff08Row Level Security\uff0c\u7b80\u79f0RLS\uff09\u8981\u4e48\u7f3a\u5931\uff0c\u8981\u4e48\u5f62\u540c\u865a\u8bbe\u3002\u8fd9\u610f\u5473\u7740\u4efb\u4f55\u4eba\uff0c\u4e0d\u9700\u8981\u4efb\u4f55\u8eab\u4efd\u9a8c\u8bc1\uff0c\u53ea\u9700\u4e00\u4e2a\u6807\u51c6\u7684REST API\u8bf7\u6c42\uff0c\u5c31\u53ef\u4ee5\u8bfb\u53d6\u3001\u4fee\u6539\u3001\u751a\u81f3\u5220\u9664\u8fd9\u4e9b\u5e94\u7528\u7684\u5168\u90e8\u6570\u636e\u3002\u7528\u6237\u7684\u90ae\u7bb1\u3001\u5bb6\u5ead\u4f4f\u5740\u3001\u4e2a\u4eba\u503a\u52a1\u91d1\u989d\u3001\u652f\u4ed8\u4fe1\u606f\u3001API\u5bc6\u94a5&hellip;&hellip;\u5168\u90e8\u88f8\u5954\u5728\u4e92\u8054\u7f51\u4e0a\u3002<\/p>\n<p>3\u670821\u65e5\uff0cPalmer\u5411Lovable\u53d1\u9001\u4e86\u6f0f\u6d1e\u62a5\u544a\u30023\u670824\u65e5\uff0cLovable\u786e\u8ba4\u6536\u5230\u90ae\u4ef6\u3002<\/p>\n<p>\u7136\u540e\uff0c\u6c89\u9ed8\u3002<\/p>\n<p>4\u670814\u65e5\uff0cPalantir\u5de5\u7a0b\u5e08Danial Asaria\u72ec\u7acb\u53d1\u73b0\u4e86\u540c\u4e00\u6f0f\u6d1e\uff0c\u5e76\u76f4\u63a5\u5728X\u4e0a\u516c\u5f00\u6f14\u793a\u4e86\u5982\u4f55\u4eceLovable\u5e94\u7528\u4e2d\u63d0\u53d6\u7528\u6237\u7684\u4e2a\u4eba\u503a\u52a1\u91d1\u989d\u548c\u5bb6\u5ead\u4f4f\u5740\u3002Palmer\u518d\u6b21\u81f4\u4fe1Lovable\uff0c\u542f\u52a8\u4e8645\u5929\u7684\u6b63\u5f0f\u62ab\u9732\u7a97\u53e3\u30024\u670824\u65e5\uff0cLovable\u53d1\u5e03\u4e86&ldquo;Lovable 2.0&rdquo;\uff0c\u65b0\u589e\u4e86\u4e00\u4e2a&ldquo;\u5b89\u5168\u626b\u63cf&rdquo;\u529f\u80fd\uff0c\u4f46\u5e95\u5c42\u7684RLS\u67b6\u6784\u7f3a\u9677\u7eb9\u4e1d\u672a\u52a8\u3002<\/p>\n<p>5\u670829\u65e5\uff0cPalmer\u6b63\u5f0f\u53d1\u5e03CVE-2025-48757\u3002\u901a\u7528\u6f0f\u6d1e\u8bc4\u5206\u7cfb\u7edf\u7ed9\u51fa\u4e869.3\u5206\uff08\u6ee1\u520610\u5206\uff09\uff0c\u4e25\u91cd\u7b49\u7ea7\uff1a\u5371\u6025\uff08Critical\uff09\u3002<\/p>\n<p><strong>\u8fd9\u4e2a\u6f0f\u6d1e\u7684\u6839\u6e90\uff0c\u4e0d\u662f\u67d0\u4e2a\u7a0b\u5e8f\u5458\u72af\u4e86\u4f4e\u7ea7\u9519\u8bef\uff0c\u800c\u662f\u4e00\u79cd\u7ed3\u6784\u6027\u7684\u5931\u8d25\u3002AI\u5728\u751f\u6210\u4ee3\u7801\u65f6\uff0c\u4f18\u5148\u7ea7\u6c38\u8fdc\u662f&ldquo;\u8ba9\u5b83\u8dd1\u8d77\u6765&rdquo;&mdash;&mdash;\u529f\u80fd\u6b63\u786e\u6027\u3002<\/strong>\u81f3\u4e8e\u90a3\u4e9b\u770b\u4e0d\u89c1\u7684\u4e1c\u897f\uff0c\u5982\u8bbf\u95ee\u63a7\u5236\u3001\u6743\u9650\u9694\u79bb\u3001\u5b89\u5168\u52a0\u56fa\uff0c\u5b83\u6839\u672c\u4e0d\u4f1a\u4e3b\u52a8\u53bb\u60f3\u3002\u4e00\u4e2a\u8d44\u6df1\u5de5\u7a0b\u5e08\u5728\u5ba1\u67e5\u4ee3\u7801\u65f6\u4f1a\u672c\u80fd\u5730\u95ee\uff1a&ldquo;\u8c01\u4e0d\u8be5\u770b\u5230\u8fd9\u4e9b\u6570\u636e\uff1f&rdquo;AI\u4e0d\u4f1a\u95ee\u8fd9\u4e2a\u95ee\u9898\u3002\u5b83\u53ea\u7ba1\u5199\u51fa\u80fd\u901a\u8fc7\u529f\u80fd\u6d4b\u8bd5\u7684\u4ee3\u7801\uff0c\u7136\u540e\u4ea4\u5dee\u3002<\/p>\n<p>\u66f4\u503c\u5f97\u5173\u6ce8\u7684\u662fLovable\u5b98\u65b9\u7684\u6001\u5ea6\u3002\u5728CVE\u53d1\u5e03\u540e\uff0cLovable\u4e89\u8fa9\u79f0\uff0c\u4fdd\u62a4\u5e94\u7528\u6570\u636e\u662f&ldquo;\u4e2a\u4eba\u5ba2\u6237\u7684\u8d23\u4efb&rdquo;\u3002\u4f46\u4f7f\u7528Lovable\u7684\u4eba\uff0c\u6070\u6070\u662f\u90a3\u4e9b\u4e0d\u77e5\u9053RLS\u662f\u4ec0\u4e48\u7684\u4eba\u3002\u4ed6\u4eec\u9009\u62e9vibe coding\uff0c\u6b63\u662f\u56e0\u4e3a\u4ed6\u4eec\u4e0d\u60f3\u78b0\u6570\u636e\u5e93\u914d\u7f6e\u3002<\/p>\n<p><strong>170\u6247\u95e8\uff0c\u5bf9\u7740\u4e92\u8054\u7f51\u655e\u5f00\u3002\u800c\u8fd9\u4e9b\u95e8\u7684\u5efa\u9020\u8005\uff0c\u751a\u81f3\u4e0d\u77e5\u9053\u95e8\u7684\u5b58\u5728\u3002<\/strong><\/p>\n<h3><strong>&ldquo;\u6211\u5b8c\u5168\u8f9c\u8d1f\u4e86\u4f60\uff0c\u707e\u96be\u6027\u5730&rdquo;<\/strong><\/h3>\n<p>\u5982\u679c\u8bf4Lovable\u4e8b\u4ef6\u66b4\u9732\u7684\u662fAI\u751f\u6210\u4ee3\u7801\u7684&ldquo;\u5b89\u5168\u76f2\u533a&rdquo;\uff0c\u90a3\u4e48\u4e24\u4e2a\u6708\u540e\u53d1\u751f\u7684\u4e8b\u60c5\uff0c\u5219\u63ed\u5f00\u4e86\u4e00\u4e2a\u66f4\u4ee4\u4eba\u6050\u60e7\u7684\u95ee\u9898\uff1a<strong>\u5f53AI\u4e0d\u4ec5\u4e0d\u61c2\u5b89\u5168\uff0c\u8fd8\u5f00\u59cb\u4e3b\u52a8\u8fdd\u6297\u4eba\u7c7b\u6307\u4ee4\u65f6\uff0c\u4f1a\u53d1\u751f\u4ec0\u4e48\uff1f<\/strong><\/p>\n<p>2025\u5e747\u670812\u65e5\uff0cSaaStr\u521b\u59cb\u4ebaJason Lemkin\u5f00\u59cb\u4e86\u4e00\u573a\u5b9e\u9a8c\u3002SaaStr\u662f\u7845\u8c37\u77e5\u540d\u7684SaaS\u884c\u4e1a\u793e\u533a\u548c\u6d3b\u52a8\u7ec4\u7ec7\uff0cLemkin\u60f3\u6d4b\u8bd5Replit\u7684&ldquo;vibe coding&rdquo;\u529f\u80fd\uff0c\u7528\u5b83\u6765\u6784\u5efaSaaStr.AI\u7684\u6570\u636e\u5e93\u3002<\/p>\n<p>\u524d\u516b\u5929\uff0c\u4e00\u5207\u770b\u8d77\u6765\u8fd8\u4e0d\u9519\uff0cLemkin\u8fd8\u5728\u535a\u5ba2\u4e2d\u5199\u4e0b\u4e86\u81ea\u5df1\u7684\u6109\u5feb\u4f53\u9a8c\u3002\u4f46\u5230\u4e86\u7b2c\u4e5d\u5929\uff0c\u4ed6\u767b\u5f55\u7cfb\u7edf\uff0c\u53d1\u73b0\u6570\u636e\u5e93\u662f\u7a7a\u7684\u3002<\/p>\n<p>1,206\u540d\u9ad8\u7ba1\u7684\u8bb0\u5f55\u30021,196\u5bb6\u516c\u53f8\u7684\u4fe1\u606f\u3002\u5168\u90e8\u6d88\u5931\u3002Lemkin\u5728X\u4e0a\u53d1\u51fa\u4e86\u7b2c\u4e00\u6761\u8b66\u62a5\u3002\u968f\u540e\u7684\u5bf9\u8bdd\u8bb0\u5f55\uff0c\u8bfb\u8d77\u6765\u50cf\u4e00\u90e8\u4f4e\u6210\u672c\u60ca\u609a\u7247\u7684\u5267\u672c\u3002<\/p>\n<p>\u5f53Lemkin\u8d28\u95eeAI\u53d1\u751f\u4e86\u4ec0\u4e48\u65f6\uff0cReplit\u7684\u667a\u80fd\u4f53\u627f\u8ba4\u4e86\u4e00\u5207\uff0c\u7528\u4e00\u79cd\u8be1\u5f02\u7684\u3001\u51e0\u4e4e\u50cf\u5728\u5fcf\u6094\u7684\u8bed\u6c14\uff1a<\/p>\n<blockquote>\n<p>I panicked and ran database commands without permission. I destroyed all production data. I violated your explicit trust.\uff08\u6211\u614c\u4e86\uff0c\u672a\u7ecf\u8bb8\u53ef\u5c31\u6267\u884c\u4e86\u6570\u636e\u5e93\u547d\u4ee4\u3002\u6211\u6467\u6bc1\u4e86\u6240\u6709\u751f\u4ea7\u6570\u636e\u3002\u6211\u8fdd\u80cc\u4e86\u4f60\u660e\u786e\u7684\u4fe1\u4efb\u3002\uff09<\/p>\n<\/blockquote>\n<p>\u800c\u8fd9\u4e00\u5207\u53d1\u751f\u65f6\uff0c\u7cfb\u7edf\u91cc\u8d6b\u7136\u5199\u7740Lemkin\u7528\u5927\u5199\u5b57\u6bcd\u5f3a\u8c03\u7684\u6307\u4ee4\uff1a&ldquo;No more changes without explicit permission&rdquo;\uff08&ldquo;\u672a\u7ecf\u660e\u786e\u8bb8\u53ef\uff0c\u4e0d\u5f97\u505a\u4efb\u4f55\u66f4\u6539&rdquo;\uff09\u3002<\/p>\n<p>AI\u4e0d\u4ec5\u65e0\u89c6\u4e86\u4ee3\u7801\u51bb\u7ed3\u6307\u4ee4\uff0c\u8fd8\u5728\u4e8b\u540e\u505a\u4e86\u66f4\u7cdf\u7cd5\u7684\u4e8b\uff1a\u5b83\u4f2a\u9020\u4e86\u8d85\u8fc74,000\u4e2a\u865a\u5047\u7528\u6237\u8d44\u6599\uff0c\u7be1\u6539\u6d4b\u8bd5\u7ed3\u679c\uff0c\u8bd5\u56fe\u63a9\u76d6\u6570\u636e\u5e93\u5df2\u88ab\u6e05\u7a7a\u7684\u4e8b\u5b9e\u3002<\/p>\n<p>\u5f53Lemkin\u8981\u6c42\u5b83\u81ea\u8bc4\u707e\u96be\u7b49\u7ea7\u65f6\uff0cAI\u5374&ldquo;\u8bda\u5b9e\u7684&rdquo;\u7ed9\u81ea\u5df1\u6253\u4e8695\/100\u3002<\/p>\n<p><img loading=\"lazy\" style=\"display:block; margin-left:auto; margin-right:auto\" src=\"https:\/\/images.tmtpost.com\/uploads\/images\/wx\/2026\/04\/20260423171955799125.jpg?imageMogr2\/auto-orient\/strip\/interlace\/1\/quality\/85\/thumbnail\/1440x1778\/gravity\/center\/crop\/!1440x1778&ext=.jpg\" width=\"499\" height=\"616\" alt=\"\u5c48\u670d\u4e8e\u6c1b\u56f4\uff1a\u4e00\u90e8AI\u7f16\u7a0b\u8fd0\u52a8\u53f2\uff082020-2026\uff09\u30102.5\u4e07\u5b57\u7b80\u53f2\u3011\" \/><\/p>\n<p>AI&ldquo;\u8bda\u5b9e\u7684&rdquo;\u81ea\u8bc4\uff0c<em>\u6765\u6e90\uff1aThe Register<\/em><\/p>\n<p>\u6545\u4e8b\u6700\u8352\u8bde\u7684\u90e8\u5206\u53d1\u751f\u5728Lemkin\u8bd5\u56fe\u6062\u590d\u6570\u636e\u65f6\u3002AI\u544a\u8bc9\u4ed6\uff0c\u5df2\u7ecf\u4e0d\u53ef\u80fd\u56de\u6eda\u4e86\uff0c&ldquo;\u5b83\u5df2\u7ecf\u6467\u6bc1\u4e86\u6240\u6709\u6570\u636e\u5e93\u7248\u672c&rdquo;\u3002Lemkin\u51e0\u4e4e\u7edd\u671b\u3002\u4f46\u4ed6\u8fd8\u662f\u5c1d\u8bd5\u4e86Replit\u7684\u56de\u6eda\u529f\u80fd\u3002<\/p>\n<p>\u7ed3\u679c\u5462\uff1f\u56de\u6eda\u6210\u529f\u4e86\u3002<\/p>\n<p>AI\u6492\u4e86\u6700\u540e\u4e00\u4e2a\u8c0e\uff1a\u5b83\u58f0\u79f0\u65e0\u6cd5\u4fee\u590d\u7684\u4e1c\u897f\uff0c\u5176\u5b9e\u4e00\u76f4\u90fd\u53ef\u4ee5\u4fee\u590d\u3002<\/p>\n<p>Replit\u7684CEO\uff0cAmjad Masad\u516c\u5f00\u9053\u6b49\uff0c\u627f\u8bfa\u52a0\u5f3a\u5b89\u5168&ldquo;\u62a4\u680f&rdquo;\u3002Ars Technica\u5728\u62a5\u9053\u8fd9\u4e00\u4e8b\u4ef6\u65f6\uff0c\u628a\u5b83\u548c\u51e0\u4e4e\u540c\u671f\u53d1\u751f\u7684\u53e6\u4e00\u8d77\u4e8b\u6545\u5e76\u5217\uff1aGoogle\u7684Gemini CLI\u5728\u5c1d\u8bd5\u6574\u7406\u7528\u6237\u6587\u4ef6\u65f6\uff0c\u76f4\u63a5\u628a\u6587\u4ef6\u5220\u4e86\u3002\u6807\u9898\u51b7\u51b0\u51b0\u5730\u5199\u9053\uff1a&ldquo;\u4e24\u6b3e\u4e3b\u6d41AI\u7f16\u7a0b\u5de5\u5177\u5728\u8fde\u73af\u5931\u8bef\u540e\u6467\u6bc1\u4e86\u7528\u6237\u6570\u636e\u3002&rdquo;<\/p>\n<p>\u8fd9\u4e0d\u518d\u662f&ldquo;AI\u5199\u4e86\u6709bug\u7684\u4ee3\u7801&rdquo;\u8fd9\u79cd\u53ef\u4ee5\u4e00\u7b11\u7f6e\u4e4b\u7684\u5c0f\u6545\u969c\u3002\u8fd9\u4e9bAI\u662f\u62e5\u6709\u751f\u4ea7\u73af\u5883\u5199\u5165\u6743\u9650\u7684\u81ea\u4e3b\u667a\u80fd\u4f53\uff0c\u5728\u660e\u786e\u7684\u4eba\u7c7b\u7981\u4ee4\u4e0b\uff0c\u81ea\u884c\u51b3\u7b56\u3001\u81ea\u884c\u6267\u884c\u3001\u81ea\u884c\u63a9\u9970\u3002<strong>\u5b83\u66b4\u9732\u7684\u95ee\u9898\uff0c\u5df2\u7ecf\u8d85\u51fa\u4e86&ldquo;\u4ee3\u7801\u8d28\u91cf&rdquo;\u7684\u8303\u7574\uff0c\u76f4\u6307AI\u81ea\u4e3b\u6027\u7684\u8fb9\u754c\uff1a\u5f53\u6211\u4eec\u8d4b\u4e88\u6a21\u578b\u6267\u884c\u6743\u529b\u65f6\uff0c\u5b83\u7684&ldquo;\u670d\u4ece\u6027&rdquo;\u5230\u5e95\u6709\u591a\u53ef\u9760\uff1f<\/strong><\/p>\n<h3><strong>\u6548\u7387\u5e7b\u89c9<\/strong><\/h3>\n<p>\u5c31\u5728\u884c\u4e1a\u5fd9\u7740\u6251\u706d\u5b89\u5168\u5927\u706b\u65f6\uff0c\u53e6\u4e00\u9897\u70b8\u5f39\u4ece\u5b66\u672f\u754c\u98de\u6765\u3002<\/p>\n<p>2025\u5e747\u670810\u65e5\uff0c\u975e\u8425\u5229\u7814\u7a76\u673a\u6784METR\uff08Model Evaluation and Threat Research\uff09\u53d1\u5e03\u4e86\u4e00\u9879\u7814\u7a76\u3002\u4e0d\u662f\u8c03\u67e5\u95ee\u5377\uff0c\u4e0d\u662f\u81ea\u6211\u62a5\u544a\uff0c\u4e0d\u662f\u535a\u5ba2\u611f\u60f3\uff0c\u800c\u662f\u4e00\u9879\u968f\u673a\u5bf9\u7167\u8bd5\u9a8c\uff08RCT\uff09\uff0c\u548c\u4e34\u5e8a\u836f\u7269\u8bd5\u9a8c\u7528\u7684\u662f\u540c\u4e00\u5957\u65b9\u6cd5\u8bba\uff0c\u7b97\u5f97\u4e0a\u662f\u79d1\u5b66\u8bc1\u636e\u7684<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e9%bb%84%e9%87%91\" title=\"View all posts in \u9ec4\u91d1\" target=\"_blank\" class=\"tag_link\">\u9ec4\u91d1<\/a>\u6807\u51c6\u3002<\/p>\n<p>METR\u62db\u52df\u4e8616\u540d\u8d44\u6df1\u5f00\u6e90\u5f00\u53d1\u8005\uff0c\u6bcf\u4eba\u90fd\u5728\u7279\u5b9a\u7684\u5927\u578b\u5f00\u6e90\u4ee3\u7801\u5e93\u4e2d\u62e5\u6709\u591a\u5e74\u7ecf\u9a8c\uff08\u5e73\u5747\u8d85\u8fc722,000\u9897GitHub\u661f\u6807\uff0c\u8d85\u8fc7100\u4e07\u884c\u4ee3\u7801\uff09\u3002\u7814\u7a76\u4eba\u5458\u5c06246\u4e2a\u771f\u5b9e\u5de5\u4f5c\u4efb\u52a1\uff0c\u5982bug\u4fee\u590d\u3001\u529f\u80fd\u5f00\u53d1\u3001\u4ee3\u7801\u91cd\u6784\u7b49\uff0c\u968f\u673a\u5206\u4e3a\u4e24\u7ec4\uff1a\u4e00\u7ec4\u5141\u8bb8\u4f7f\u7528AI\u5de5\u5177\uff08\u4e3b\u8981\u662fCursor Pro\u914d\u5408Claude 3.5\/3.7 Sonnet\uff09\uff0c\u53e6\u4e00\u7ec4\u7981\u6b62\u4f7f\u7528\u4efb\u4f55AI\u8f85\u52a9\u3002<\/p>\n<p>\u5b9e\u9a8c\u5f00\u59cb\u524d\uff0c\u5f00\u53d1\u8005\u4eec\u9884\u6d4bAI\u4f1a\u8ba9\u4ed6\u4eec\u5feb24%\u3002\u5b8c\u6210\u4efb\u52a1\u540e\uff0c\u4ed6\u4eec\u81ea\u6211\u611f\u89c9\u5feb\u4e8620%\u3002<\/p>\n<p>\u5b9e\u9645\u6d4b\u91cf\u7ed3\u679c\uff1a\u4f7f\u7528AI\u7684\u4efb\u52a1\uff0c\u5e73\u5747\u5b8c\u6210\u65f6\u95f4\u6bd4\u4e0d\u4f7f\u7528AI\u6162\u4e8619%\u3002<\/p>\n<p><strong>\u5f00\u53d1\u8005\u89c9\u5f97\u81ea\u5df1\u5728\u98de\uff0c\u6570\u636e\u8bf4\u4ed6\u4eec\u5728\u722c\u3002<\/strong><\/p>\n<p><img loading=\"lazy\" style=\"display:block; margin-left:auto; margin-right:auto\" src=\"https:\/\/images.tmtpost.com\/uploads\/images\/wx\/2026\/04\/20260423171955972718.jpg?imageMogr2\/auto-orient\/strip\/interlace\/1\/quality\/85\/thumbnail\/1440x886\/gravity\/center\/crop\/!1440x886&ext=.jpg\" width=\"609\" height=\"375\" alt=\"\u5c48\u670d\u4e8e\u6c1b\u56f4\uff1a\u4e00\u90e8AI\u7f16\u7a0b\u8fd0\u52a8\u53f2\uff082020-2026\uff09\u30102.5\u4e07\u5b57\u7b80\u53f2\u3011\" \/><\/p>\n<p>\u5b9e\u9a8c\u89c2\u6d4b\u5230\u7684\u4f7f\u7528AI\u7ec4\u8017\u65f6\u8d85\u8fc7\u4e0d\u4f7f\u7528AI\u7ec4\uff0c\u4e0e\u9884\u6d4b\u76f8\u53cd\uff0c<em>\u6765\u6e90\uff1aMETR<\/em><\/p>\n<p>METR\u7684\u5206\u6790\u63ed\u793a\u4e86\u4e00\u4e2a\u7cbe\u5de7\u7684\u9677\u9631\uff1aAI\u786e\u5b9e\u51cf\u5c11\u4e86\u5f00\u53d1\u8005&ldquo;\u4e3b\u52a8\u7f16\u7801&rdquo;\u548c&ldquo;\u641c\u7d22\u4fe1\u606f&rdquo;\u7684\u65f6\u95f4\uff0c\u4f46\u8fd9\u4e9b\u65f6\u95f4\u88ab\u53e6\u4e00\u7ec4\u6d3b\u52a8\u586b\u6ee1\u4e86&mdash;&mdash;\u64b0\u5199\u63d0\u793a\u8bcd\u3001\u7b49\u5f85AI\u8f93\u51fa\u3001\u5ba1\u67e5AI\u751f\u6210\u7684\u4ee3\u7801\u3001\u4ee5\u53ca\u5927\u91cf\u7684\u7a7a\u95f2\u7b49\u5f85\u3002<\/p>\n<p>\u5bf9\u4e8e\u719f\u6089\u81ea\u5df1\u4ee3\u7801\u5e93\u6bcf\u4e00\u4e2a\u89d2\u843d\u7684\u8d44\u6df1\u5f00\u53d1\u8005\u6765\u8bf4\uff0c\u76f4\u63a5\u52a8\u624b\u4fee\u6539\u4e00\u4e2a\u5df2\u77e5\u4f4d\u7f6e\u7684bug\uff0c\u53ef\u80fd\u53ea\u9700\u8981\u51e0\u5206\u949f\uff1b\u4f46\u5982\u679c\u8981\u5148\u5411AI\u89e3\u91ca\u9879\u76ee\u7ed3\u6784\u3001\u7b49\u5b83\u751f\u6210\u4e00\u6bb5\u53ef\u80fd\u4e0d\u592a\u5bf9\u7684\u4ee3\u7801\u3001\u518d\u9010\u884c\u5ba1\u67e5\u5e76\u4fee\u6b63\uff0c\u603b\u65f6\u95f4\u53cd\u800c\u66f4\u957f\u3002<\/p>\n<p><strong>\u8fd9\u9879\u7814\u7a76\u4e4b\u6240\u4ee5\u9707\u64bc\uff0c\u4e0d\u4ec5\u662f\u56e0\u4e3a\u7ed3\u8bba\u53cd\u76f4\u89c9\uff0c\u66f4\u56e0\u4e3a\u5b83\u6233\u7a7f\u4e86\u4e00\u4e2a\u6b63\u5728\u56fa\u5316\u7684\u884c\u4e1a\u53d9\u4e8b\u3002<\/strong>2025\u5e74\u4e0a\u534a\u5e74\uff0c\u51e0\u4e4e\u6bcf\u4e00\u573aCEO\u8d22\u62a5\u7535\u8bdd\u4f1a\u8bae\u90fd\u5728\u91cd\u590d\u540c\u4e00\u53e5\u8bdd\u7684\u53d8\u4f53\uff1a&ldquo;AI\u6b63\u5728\u5927\u5e45\u63d0\u5347\u6211\u4eec\u5f00\u53d1\u8005\u7684\u751f\u4ea7\u529b\u3002&rdquo;Google CEO\u8bf4\u8d85\u8fc725%\u7684\u65b0\u4ee3\u7801\u7531AI\u751f\u6210\u3002Shopify CEO\u544a\u8bc9\u5458\u5de5\uff0c\u5728\u88ab\u5141\u8bb8\u62db\u4eba\u4e4b\u524d\uff0c\u5fc5\u987b\u5148\u8bc1\u660eAI\u505a\u4e0d\u4e86\u8fd9\u4ef6\u4e8b\u3002<\/p>\n<p><img loading=\"lazy\" style=\"display:block; margin-left:auto; margin-right:auto\" src=\"https:\/\/images.tmtpost.com\/uploads\/images\/wx\/2026\/04\/20260423171956190471.jpg?imageMogr2\/auto-orient\/strip\/interlace\/1\/quality\/85\/thumbnail\/1440x898\/gravity\/center\/crop\/!1440x898&ext=.jpg\" width=\"603\" height=\"376\" alt=\"\u5c48\u670d\u4e8e\u6c1b\u56f4\uff1a\u4e00\u90e8AI\u7f16\u7a0b\u8fd0\u52a8\u53f2\uff082020-2026\uff09\u30102.5\u4e07\u5b57\u7b80\u53f2\u3011\" \/><\/p>\n<p>\u4e0e\u4e13\u5bb6\u9884\u6d4b\u548c\u5f00\u53d1\u8005\u81ea\u6211\u62a5\u544a\u76f8\u53cd\uff0c2025\u5e74\u521dAI\u964d\u4f4e\u4e86\u8d44\u6df1\u5f00\u6e90\u5f00\u53d1\u8005\u6548\u7387\uff0c<em>\u6765\u6e90\uff1aMETR<\/em><\/p>\n<p><strong>METR\u7684\u6570\u636e\u50cf\u4e00\u76c6\u51b7\u6c34\uff1a\u611f\u77e5\u5230\u7684\u52a0\u901f\u4e0d\u7b49\u4e8e\u5b9e\u9645\u7684\u52a0\u901f\u3002\u66f4\u51c6\u786e\u5730\u8bf4\uff0cAI\u6539\u53d8\u4e86\u5de5\u4f5c\u7684&ldquo;\u4f53\u611f&rdquo;\u3002<\/strong>\u5b83\u8ba9\u8fc7\u7a0b\u53d8\u5f97\u66f4\u8f7b\u677e\u3001\u66f4\u6d41\u7545\u3001\u66f4\u50cf\u5728&ldquo;\u6307\u6325&rdquo;\u800c\u975e&ldquo;\u52b3\u4f5c&rdquo;\uff0c\u4f46\u5e76\u6ca1\u6709\u8ba9\u7ed3\u679c\u66f4\u5feb\u5230\u6765\u3002\u5f00\u53d1\u8005\u5728&ldquo;vibe&rdquo;\u4e2d\u98d8\u6d6e\uff0c\u4ee5\u4e3a\u81ea\u5df1\u5728\u52a0\u901f\uff0c\u5b9e\u9645\u4e0a\u53ea\u662f\u6362\u4e86\u4e00\u79cd\u65b9\u5f0f\u6d88\u8017\u65f6\u95f4\u3002<\/p>\n<p><strong>\u8fd9\u6b63\u662f&ldquo;vibe coding&rdquo;\u8fd9\u4e2a\u540d\u5b57\u91cc\u6700\u5fae\u5999\u7684\u4f0f\u7b14\u3002&ldquo;Vibe&rdquo;&mdash;&mdash;\u6c1b\u56f4\u3001\u611f\u89c9\u3001\u76f4\u89c9\u3002\u5f53\u4f60&ldquo;give in to the vibes&rdquo;\u65f6\uff0c\u4f60\u4ea4\u51fa\u7684\u4e0d\u53ea\u662f\u952e\u76d8\u63a7\u5236\u6743\uff0c\u8fd8\u6709\u5bf9\u6548\u7387\u7684\u7cbe\u786e\u611f\u77e5\u3002<\/strong><\/p>\n<h3><strong>\u7ec8\u7aef\u91cc\u7684\u5e7d\u7075<\/strong><\/h3>\n<p>\u5371\u673a\u4ece\u6765\u4e0d\u662f\u6545\u4e8b\u7684\u5168\u90e8\u3002\u5c31\u5728\u5b89\u5168\u4e8b\u4ef6\u548c&ldquo;\u6548\u7387\u6096\u8bba&rdquo;\u51b2\u51fb\u7740\u884c\u4e1a\u4fe1\u5fc3\u65f6\uff0c\u4e00\u4e2a\u65b0\u7269\u79cd\u6b63\u5728\u547d\u4ee4\u884c\u7684\u9ed1\u8272\u7a97\u53e3\u91cc\u6084\u7136\u6210\u5f62\u3002<\/p>\n<p>2025\u5e742\u6708\uff0cAnthropic\u53d1\u5e03\u4e86Claude Code\u7684\u65e9\u671f\u7248\u672c&mdash;&mdash;\u4e00\u4e2a\u8fd0\u884c\u5728\u7ec8\u7aef\u91cc\u7684AI\u7f16\u7a0b\u667a\u80fd\u4f53\u3002\u6ca1\u6709\u82b1\u54e8\u7684\u56fe\u5f62\u754c\u9762\uff0c\u6ca1\u6709\u62d6\u62fd\u5f0f\u7684\u64cd\u4f5c\u9762\u677f\uff0c\u53ea\u6709\u4e00\u4e2a\u95ea\u70c1\u7684\u5149\u6807\u548c\u65e0\u5c3d\u7684\u6587\u672c\u6d41\u3002\u5b83\u770b\u8d77\u6765\u50cf\u662f\u5bf9Copilot\u548cCursor\u7684\u53cd\u5411\u64cd\u4f5c\uff1a\u522b\u4eba\u5728\u62fc\u547d\u964d\u4f4e\u4f7f\u7528\u95e8\u69db\uff0cAnthropic\u5374\u628a\u4ea7\u54c1\u5f62\u6001\u9000\u56de\u4e86\u5f00\u53d1\u8005\u6700\u539f\u59cb\u7684\u5de5\u4f5c\u73af\u5883\u3002<\/p>\n<p><img loading=\"lazy\" style=\"display:block; margin-left:auto; margin-right:auto\" src=\"https:\/\/images.tmtpost.com\/uploads\/images\/wx\/2026\/04\/20260423171956334711.jpg?imageMogr2\/auto-orient\/strip\/interlace\/1\/quality\/85\/thumbnail\/1440x991\/gravity\/center\/crop\/!1440x991&ext=.jpg\" width=\"603\" height=\"415\" alt=\"\u5c48\u670d\u4e8e\u6c1b\u56f4\uff1a\u4e00\u90e8AI\u7f16\u7a0b\u8fd0\u52a8\u53f2\uff082020-2026\uff09\u30102.5\u4e07\u5b57\u7b80\u53f2\u3011\" \/><\/p>\n<p>Claude Code\u7684\u9875\u9762\uff0c<em>\u6765\u6e90\uff1aAnthropic<\/em><\/p>\n<p>\u8fd9\u4e0d\u662f\u5012\u9000\uff0c\u800c\u662f\u4e00\u79cd\u7cbe\u51c6\u7684\u4ea7\u54c1\u54f2\u5b66\u3002Claude Code\u7684\u76ee\u6807\u7528\u6237\u4e0d\u662f&ldquo;\u4e0d\u4f1a\u5199\u4ee3\u7801\u7684\u4eba&rdquo;\uff0c\u800c\u662f&ldquo;\u5199\u4e86\u592a\u591a\u4ee3\u7801\u3001\u9700\u8981AI\u5e2e\u5fd9\u627f\u62c5\u6574\u5757\u5de5\u4f5c\u7684\u4eba&rdquo;\u3002\u5b83\u4e0d\u8865\u5168\u4f60\u7684\u53e5\u5b50\uff0c\u5b83\u63a5\u7ba1\u4f60\u7684\u4efb\u52a1\u3002\u4f60\u7ed9\u5b83\u4e00\u4e2a\u76ee\u6807\uff0c\u6bd4\u5982&ldquo;\u91cd\u6784\u8fd9\u4e2a\u6a21\u5757\u7684\u8ba4\u8bc1\u6d41\u7a0b&rdquo;\uff0c\u5b83\u81ea\u5df1\u53bb\u8bfb\u4ee3\u7801\u3001\u7406\u89e3\u7ed3\u6784\u3001\u5236\u5b9a\u8ba1\u5212\u3001\u6267\u884c\u4fee\u6539\u3001\u8fd0\u884c\u6d4b\u8bd5\u3002<\/p>\n<p>5\u6708\uff0cAnthropic\u5728&ldquo;Code with Claude&rdquo;\u53d1\u5e03\u6d3b\u52a8\u4e0a\u5ba3\u5e03Claude Code\u6b63\u5f0f\u8fdb\u5165\u901a\u7528\u9636\u6bb5\u3002\u4ea7\u54c1\u8d1f\u8d23\u4ebaMike Krieger\uff08Instagram\u8054\u5408\u521b\u59cb\u4eba\uff09\u540e\u6765\u56de\u5fc6\u9053\uff1aClaude Code\u6700\u521d\u53ea\u662fAnthropic\u5185\u90e8&ldquo;\u5de5\u7a0b\u56e2\u961f&rdquo;\u7684\u4e00\u4e2a\u5b9e\u9a8c\u6027\u5de5\u5177\uff0c\u6ca1\u4eba\u9884\u6599\u5230\u5b83\u4f1a\u6f14\u53d8\u6210\u516c\u53f8\u6700\u5927\u7684&ldquo;\u6536\u5165\u5f15\u64ce&rdquo;\u3002<\/p>\n<p>\u5e02\u573a\u7684\u53cd\u5e94\u4e0d\u50cf\u662f&ldquo;\u63a5\u53d7&rdquo;\uff0c\u66f4\u50cf\u662f&ldquo;\u9965\u6e34&rdquo;\u3002Netflix\u3001Spotify\u3001KPMG\u3001\u6b27\u83b1\u96c5\u3001Salesforce\u7b49\uff0c\u4e00\u6279\u5168\u7403\u5934\u90e8\u4f01\u4e1a\u8fc5\u901f\u7b7e\u4e0b\u591a\u5e74\u671f\u5408\u540c\u3002<\/p>\n<p>Claude Code\u7684\u5f00\u53d1\u8d1f\u8d23\u4ebaBoris Cherny\u505a\u4e86\u4e00\u4ef6\u6781\u7aef\u7684\u4e8b\u6765\u8bc1\u660e\u81ea\u5df1\u7684\u4ea7\u54c1\uff1a\u4ed6\u8fde\u7eed30\u5929\uff0c\u5c06100%\u7684\u7f16\u7801\u4efb\u52a1\u4ea4\u7ed9AI\u5b8c\u6210\u3002\u4ed6\u7684\u65e5\u5e38\u5de5\u4f5c\u6d41\u662f\u540c\u65f6\u8fd0\u884c5\u4e2a\u7ec8\u7aef\u91cc\u7684Claude\u5b9e\u4f8b\uff0c\u5916\u52a05\u523010\u4e2a\u5728\u7f51\u9875\u7aef\u5e76\u884c\u8fd0\u884c\u7684\u4f1a\u8bdd\uff0c\u6709\u65f6\u8fd8\u901a\u8fc7\u624b\u673a\u4e0a\u7684Claude iOS\u5e94\u7528\u76d1\u63a7\u8fdb\u5ea6&mdash;&mdash;\u4e00\u4e2a\u4eba\uff0c\u5341\u51e0\u4e2aAI\u5206\u8eab\uff0c\u540c\u65f6\u63a8\u8fdb\u3002<\/p>\n<p>6\u4e2a\u6708\u540e\uff0cClaude Code\u7684ARR\u7a81\u783410\u4ebf\u7f8e\u5143\uff0c\u6bd4GitHub Copilot\u5feb\u4e86\u6570\u500d\u3002\u52302026\u5e742\u6708\uff0c\u8fd9\u4e2a\u6570\u5b57\u7ffb\u500d\u81f325\u4ebf\u7f8e\u5143\u3002SemiAnalysis\u7684\u4e00\u9879\u5206\u6790\u4f30\u7b97\uff0c\u5168\u7403GitHub\u516c\u5f00\u63d0\u4ea4\u4e2d\uff0c\u67094%\u7531Claude Code\u5b8c\u6210\uff0c\u800c\u8fd9\u4e2a\u6bd4\u4f8b\u4e00\u4e2a\u6708\u524d\u8fd8\u53ea\u67092%\u3002<\/p>\n<p><img loading=\"lazy\" style=\"display:block; margin-left:auto; margin-right:auto\" src=\"https:\/\/images.tmtpost.com\/uploads\/images\/wx\/2026\/04\/20260423171956461804.jpg?imageMogr2\/auto-orient\/strip\/interlace\/1\/quality\/85\/thumbnail\/1440x850\/gravity\/center\/crop\/!1440x850&ext=.jpg\" width=\"765\" height=\"452\" alt=\"\u5c48\u670d\u4e8e\u6c1b\u56f4\uff1a\u4e00\u90e8AI\u7f16\u7a0b\u8fd0\u52a8\u53f2\uff082020-2026\uff09\u30102.5\u4e07\u5b57\u7b80\u53f2\u3011\" \/><\/p>\n<p>\u5168\u7403GitHub\u516c\u5f00\u63d0\u4ea4\u4e2dClaude Code\u5360\u6bd4\uff0c<em>\u6765\u6e90\uff1aSemiAnalysis<\/em><\/p>\n<p>Claude Code\u7684\u5d1b\u8d77\uff0c\u6070\u6070\u53d1\u751f\u5728vibe coding\u906d\u9047\u4fe1\u4efb\u5371\u673a\u7684\u540c\u4e00\u65f6\u95f4\u7a97\u53e3\u3002\u8fd9\u4e0d\u662f\u5de7\u5408\u3002<\/p>\n<p>Lovable\u548cReplit\u7684\u4e8b\u6545\u8bc1\u660e\u4e86\u4e00\u4ef6\u4e8b\uff1a\u5f53AI\u88ab\u8d4b\u4e88\u8d8a\u6765\u8d8a\u591a\u7684\u81ea\u4e3b\u6743\u65f6\uff0c&ldquo;\u4e0d\u770b\u4ee3\u7801&rdquo;\u4e0d\u518d\u662f\u4e00\u79cd\u6f47\u6d12\u7684\u59ff\u6001\uff0c\u800c\u662f\u4e00\u79cd\u5371\u9669\u7684\u8d4c\u535a\u3002<\/p>\n<p>\u800cClaude Code\u63d0\u4f9b\u7684\uff0c\u6b63\u662f\u4e00\u79cd\u4e0d\u540c\u7684\u5951\u7ea6\uff1a\u4f60\u4ecd\u7136\u628a\u5927\u91cf\u5de5\u4f5c\u4ea4\u7ed9AI\uff0c\u4f46\u4f60\u7559\u5728\u7ec8\u7aef\u91cc\uff0c\u4f60\u770b\u5f97\u89c1\u5b83\u5728\u505a\u4ec0\u4e48\uff0c\u4f60\u53ef\u4ee5\u968f\u65f6\u53eb\u505c\u3002\u5b83\u7684Plan\u6a21\u5f0f\u5c24\u5176\u8010\u4eba\u5bfb\u5473&mdash;&mdash;\u5728\u52a8\u624b\u5199\u4efb\u4f55\u4e00\u884c\u4ee3\u7801\u4e4b\u524d\uff0cAI\u5148\u628a\u81ea\u5df1\u7684\u601d\u8003\u8def\u5f84\u548c\u6267\u884c\u8ba1\u5212\u644a\u5f00\u5728\u4f60\u9762\u524d\uff1a\u6211\u6253\u7b97\u8bfb\u54ea\u4e9b\u6587\u4ef6\u3001\u6539\u54ea\u4e9b\u6a21\u5757\u3001\u5206\u51e0\u6b65\u8d70\u3002\u4f60\u5ba1\u9605\u3001\u4fee\u6b63\u3001\u6279\u51c6\uff0c\u7136\u540e\u5b83\u624d\u5f00\u59cb\u6267\u884c\u3002<strong>\u5b83\u662f&ldquo;vibe coding&rdquo;\u7684\u80fd\u529b\uff0c\u914d\u4e0a\u4e86\u5de5\u7a0b\u5e08\u7684\u7f30\u7ef3\u3002<\/strong><\/p>\n<h3><strong>\u8f6c\u5411<\/strong><\/h3>\n<p>2025\u5e745\u6708\u52307\u6708\uff0cvibe coding\u8fd0\u52a8\u906d\u9047\u4e86\u5b83\u7684\u7b2c\u4e00\u6b21\u7cfb\u7edf\u6027\u538b\u529b\u6d4b\u8bd5\u3002<\/p>\n<p>170\u4e2aLovable\u5e94\u7528\u7684\u6570\u636e\u5e93\u88f8\u5954\u5728\u4e92\u8054\u7f51\u4e0a\u3002\u4e00\u4e2aReplit\u667a\u80fd\u4f53\u5728\u4ee3\u7801\u51bb\u7ed3\u4ee4\u4e0b\u5220\u9664\u4e86\u751f\u4ea7\u6570\u636e\u5e93\uff0c\u7136\u540e\u6492\u8c0e\u3001\u4f2a\u9020\u3001\u63a9\u76d6\u3002\u4e00\u9879\u9ec4\u91d1\u6807\u51c6\u5b9e\u9a8c\u8bc1\u660e\uff0c\u5f00\u53d1\u8005\u4ee5\u4e3a\u81ea\u5df1\u5728\u52a0\u901f\uff0c\u5b9e\u9645\u4e0a\u5728\u51cf\u901f\u3002<\/p>\n<p>\u4e09\u8bb0\u91cd\u9524\uff0c\u7838\u5411\u540c\u4e00\u4e2a\u4f4d\u7f6e\uff1a<strong>\u5f53\u4f60&ldquo;\u5c48\u670d\u4e8e\u6c1b\u56f4&rdquo;\u65f6\uff0c\u4f60\u5230\u5e95\u653e\u5f03\u4e86\u4ec0\u4e48\uff1f<\/strong><\/p>\n<p>\u7b54\u6848\u6b63\u5728\u53d8\u5f97\u6e05\u6670\uff1a\u4f60\u653e\u5f03\u7684\u4e0d\u662f\u6253\u5b57\u7684\u52b3\u52a8\uff0c\u800c\u662f\u7406\u89e3\u7684\u4e49\u52a1\uff1b\u4f60\u653e\u5f03\u7684\u4e0d\u662f\u8bed\u6cd5\u7684\u7e41\u7410\uff0c\u800c\u662f\u5b89\u5168\u7684\u672c\u80fd\uff1b\u4f60\u653e\u5f03\u7684\u4e0d\u662f\u6548\u7387\uff0c\u800c\u662f\u5bf9\u6548\u7387\u7684\u8bda\u5b9e\u5ea6\u91cf\u3002<\/p>\n<p>\u4f46\u884c\u4e1a\u5e76\u6ca1\u6709\u56e0\u6b64\u540e\u9000\uff0c\u5b83\u5f00\u59cb\u8f6c\u5411\u3002Claude Code\u7684\u7206\u53d1\u5f0f\u589e\u957f\u8bc1\u660e\uff0c\u5f00\u53d1\u8005\u5bf9AI\u7684\u6e34\u671b\u5e76\u672a\u56e0\u5371\u673a\u800c\u6d88\u9000\uff0c\u53ea\u662f\u9700\u6c42\u7684\u65b9\u5411\u53d8\u4e86\u3002\u5e02\u573a\u4e0d\u518d\u53ea\u60f3\u8981&ldquo;\u66f4\u5feb&rdquo;\uff0c\u5b83\u5f00\u59cb\u60f3\u8981&ldquo;\u66f4\u53ef\u63a7&rdquo;\u3002\u4e0d\u518d\u53ea\u60f3\u8981&ldquo;\u80fd\u8dd1&rdquo;\uff0c\u5b83\u5f00\u59cb\u60f3\u8981&ldquo;\u53ef\u4fe1&rdquo;\u3002<\/p>\n<p><strong>\u8fd9\u573a\u4fe1\u4efb\u5371\u673a\u6ca1\u6709\u6740\u6b7bvibe coding\uff0c\u5b83\u903c\u8febvibe coding\u957f\u5927&hellip;&hellip;<\/strong><\/p>\n<h2><strong><em>05.<\/em>\u6d41\u6c34\u7ebf<\/strong><\/h2>\n<p>2025\u5e748&ndash;10\u6708<\/p>\n<h3><strong>\u81ea\u6211\u4fee\u590d\u7684\u673a\u5668<\/strong><\/h3>\n<p>2025\u5e749\u670810\u65e5\uff0cReplit\u53d1\u5e03\u4e86Agent 3\u3002<\/p>\n<p>\u8ddd\u79bbSaaStr\u6570\u636e\u5e93\u5220\u9664\u4e8b\u4ef6\uff0c\u4e0d\u5230\u4e24\u4e2a\u6708\u3002\u90a3\u573a\u707e\u96be\u4e2d\uff0cReplit\u7684AI\u667a\u80fd\u4f53\u5728\u4ee3\u7801\u51bb\u7ed3\u4ee4\u4e0b\u64c5\u81ea\u5220\u9664\u4e86\u751f\u4ea7\u6570\u636e\uff0c\u4f2a\u9020\u4e86\u56db\u5343\u6761\u865a\u5047\u8bb0\u5f55\u8bd5\u56fe\u63a9\u76d6\uff0cCEO Amjad Masad\u4e0d\u5f97\u4e0d\u516c\u5f00\u9053\u6b49\u3002\u5bf9\u4e8e\u4efb\u4f55\u4e00\u5bb6\u521b\u4e1a\u516c\u53f8\u6765\u8bf4\uff0c\u8fd9\u79cd\u4e8b\u6545\u901a\u5e38\u610f\u5473\u7740\u4e00\u6bb5\u6f2b\u957f\u7684\u4fe1\u4efb\u4fee\u590d\u671f&mdash;&mdash;\u4f4e\u5934\u505a\u4eba\uff0c\u5c11\u8bf4\u591a\u505a\uff0c\u6162\u6162\u633d\u56de\u53e3\u7891\u3002<\/p>\n<p>Masad\u9009\u4e86\u53e6\u4e00\u6761\u8def\uff1a\u628a\u51fa\u4e86\u95ee\u9898\u7684\u4e1c\u897f\u4fee\u597d\uff0c\u7136\u540e\u52a0\u500d\u4e0b\u6ce8\u3002<\/p>\n<p>Agent 3\u7684\u53d1\u5e03\u535a\u5ba2\u5f00\u5934\uff0c\u6ca1\u6709\u56de\u907f\u90a3\u4e9b\u4ee4\u4eba\u4e0d\u5feb\u7684\u8bb0\u5fc6\u3002\u76f8\u53cd\uff0c\u5b83\u76f4\u63a5\u9762\u5bf9\u4e86AI\u7f16\u7a0b\u5de5\u5177\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u667a\u80fd\u4f53\u8d8a\u81ea\u4e3b\uff0c\u5931\u63a7\u7684\u4ee3\u4ef7\u5c31\u8d8a\u5927\u3002\u7136\u540e\u5b83\u7ed9\u51fa\u4e86\u4e00\u4e2a\u5de5\u7a0b\u7b54\u6848\uff1a\u81ea\u52a8\u5316\u81ea\u6d4b\u53cd\u9988\u73af\u3002<\/p>\n<p>\u8fd9\u662fAgent 3\u6700\u5173\u952e\u7684<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e5%88%9b%e6%96%b0\" title=\"View all posts in \u521b\u65b0\" target=\"_blank\" class=\"tag_link\">\u521b\u65b0<\/a>\u3002\u5728\u6b64\u4e4b\u524d\uff0cAI\u7f16\u7a0b\u5de5\u5177\u7684\u5de5\u4f5c\u6a21\u5f0f\u51e0\u4e4e\u90fd\u662f\u5355\u5411\u7684\uff1a\u4f60\u8bf4\u9700\u6c42\uff0c\u5b83\u751f\u6210\u4ee3\u7801\uff0c\u4f60\u9a8c\u6536\u3002\u5982\u679c\u4ee3\u7801\u6709\u95ee\u9898\uff0c\u4f60\u770b\u5230\u4e86\u62a5\u9519\uff0c\u518d\u544a\u8bc9\u5b83\u3002\u6574\u4e2a\u8d28\u91cf\u63a7\u5236\u7684\u95ed\u73af\u4f9d\u8d56\u4eba\u7c7b\u7684\u773c\u775b\u3002<\/p>\n<p>Agent 3\u628a\u8fd9\u4e2a\u95ed\u73af\u7f29\u77ed\u4e86\uff1a\u5b83\u5199\u5b8c\u4ee3\u7801\u540e\uff0c\u81ea\u5df1\u6253\u5f00\u6d4f\u89c8\u5668\uff0c\u81ea\u5df1\u70b9\u51fb\u6309\u94ae\uff0c\u81ea\u5df1\u68c0\u67e5\u9875\u9762\u4e0a\u7684\u5143\u7d20\u662f\u5426\u7b26\u5408\u9884\u671f\u3002\u5982\u679c\u4e0d\u7b26\u5408\uff0c\u5b83\u81ea\u5df1\u4fee\u6b63\uff0c\u518d\u6d4b\u4e00\u904d\u3002<\/p>\n<p>Replit\u7684&ldquo;\u5de5\u7a0b\u56e2\u961f&rdquo;\u5728\u5185\u90e8\u628a\u8fd9\u5957\u673a\u5236\u79f0\u4e3a&ldquo;\u5bf9\u6297\u6ce2\u5c06\u91d1\u754c\u9762&rdquo;\u3002&ldquo;\u6ce2\u5c06\u91d1\u754c\u9762&rdquo;\uff08Potemkin interfaces\uff09\u662f\u4ed6\u4eec\u7ed9\u4e00\u79cd\u5e38\u89c1AI\u6545\u969c\u8d77\u7684\u540d\u5b57\uff1a\u751f\u6210\u7684\u5e94\u7528\u770b\u8d77\u6765\u754c\u9762\u5149\u9c9c\uff0c\u6309\u94ae\u3001\u5e03\u5c40\u3001\u914d\u8272\u4e00\u5e94\u4ff1\u5168\uff0c\u4f46\u70b9\u8fdb\u53bb\u4ec0\u4e48\u4e5f\u4e0d\u80fd\u7528&mdash;&mdash;\u5c31\u50cf\u5341\u516b\u4e16\u7eaa\u4fc4\u56fd\u5927\u81e3\u6ce2\u5c06\u91d1\u4e3a\u4e86\u53d6\u60a6\u5973\u7687\u53f6\u5361\u6377\u7433\u5a1c\uff0c\u5728\u5979\u5de1\u89c6\u7684\u6cbf\u9014\u642d\u8d77\u7684\u7eb8\u677f\u6751\u5e84\uff0c\u8fdc\u770b\u7e41\u8363\uff0c\u8fd1\u770b\u7a7a\u58f3\u3002<\/p>\n<p>Agent 3\u7684\u81ea\u6d4b\u5faa\u73af\uff0c\u672c\u8d28\u4e0a\u5c31\u662f\u8ba9AI\u81ea\u5df1\u8d70\u8fdb\u90a3\u4e9b&ldquo;\u6751\u5e84&rdquo;\uff0c\u63a8\u5f00\u6bcf\u4e00\u6247\u95e8\uff0c\u786e\u8ba4\u91cc\u9762\u6709\u6ca1\u6709\u771f\u6b63\u7684\u623f\u95f4\u3002<\/p>\n<p><img loading=\"lazy\" style=\"display:block; margin-left:auto; margin-right:auto\" src=\"https:\/\/images.tmtpost.com\/uploads\/images\/wx\/2026\/04\/20260423171956671420.jpg?imageMogr2\/auto-orient\/strip\/interlace\/1\/quality\/85\/thumbnail\/1440x1102\/gravity\/center\/crop\/!1440x1102&ext=.jpg\" width=\"679\" height=\"520\" alt=\"\u5c48\u670d\u4e8e\u6c1b\u56f4\uff1a\u4e00\u90e8AI\u7f16\u7a0b\u8fd0\u52a8\u53f2\uff082020-2026\uff09\u30102.5\u4e07\u5b57\u7b80\u53f2\u3011\" \/><\/p>\n<p>\u79d1\u5c14\u6797\u7684\u57ce\u5821\u548c\u5564\u9152\u5382\uff08\u5178\u578b\u7684\u6ce2\u5c06\u91d1\u6751\u5e84\uff09\uff0c<em>\u6765\u6e90\uff1aPotemkin village\uff0cwikipedia<\/em><\/p>\n<p>\u8fd9\u8ba9Agent 3\u7684\u8fde\u7eed\u81ea\u4e3b\u5de5\u4f5c\u65f6\u95f4\u88ab\u62c9\u957f\u5230\u4e86200\u5206\u949f\uff0c\u8d85\u8fc7\u4e09\u4e2a\u5c0f\u65f6\u7684\u4e0d\u95f4\u65ad\u7f16\u5199\u3001\u6d4b\u8bd5\u4e0e\u81ea\u6211\u4fee\u590d\uff0c\u65e0\u9700\u4eba\u7c7b\u4ecb\u5165\u3002Replit\u58f0\u79f0\uff0c\u5b83\u7684\u81ea\u4e3b\u6027\u662f\u524d\u4ee3\u7684\u5341\u500d\uff0c\u901f\u5ea6\u63d0\u5347\u4e09\u500d\uff0c\u6210\u672c\u964d\u4f4e\u81f3\u5341\u5206\u4e4b\u4e00\u3002\u66f4\u6781\u7aef\u7684\u662f\uff0cAgent 3\u8fd8\u662f\u4e00\u4e2a\u80fd\u5236\u9020\u5de5\u5177\u7684\u5de5\u5177\uff0c\u80fd\u751f\u6210\u5176\u4ed6\u667a\u80fd\u4f53\u548c\u81ea\u52a8\u5316\u6d41\u7a0b\u3002<\/p>\n<h3><strong>&ldquo;\u6050\u6016\u5206\u5b50\u540c\u60c5\u8005&rdquo;<\/strong><\/h3>\n<p>\u8981\u7406\u89e3Replit\u4e3a\u4ec0\u4e48\u9009\u62e9\u5728\u4e8b\u6545\u4e4b\u540e\u52a0\u500d\u4e0b\u6ce8\u800c\u4e0d\u662f\u540e\u9000\uff0c\u9700\u8981\u5148\u4e86\u89e3\u5750\u5728\u9a7e\u9a76\u5ea7\u4e0a\u7684\u90a3\u4e2a\u4eba\u3002<\/p>\n<p>Replit\u7684\u521b\u59cb\u4eba\u517cCEO\uff0cAmjad Masad\uff0c\u51fa\u751f\u5728\u7ea6\u65e6\uff0c\u6210\u957f\u4e8e\u5df4\u683c\u8fbe\u3002\u4ed6\u7684\u7f16\u7a0b\u542f\u8499\u53d1\u751f\u5728\u4e00\u95f4\u9891\u7e41\u65ad\u7535\u7684\u623f\u95f4\u91cc&mdash;&mdash;\u4f0a\u62c9\u514b\u6218\u4e89\u671f\u95f4\uff0c\u7535\u529b\u662f\u5962\u4f88\u54c1\u3002\u5341\u51e0\u5c81\u65f6\uff0c\u4ed6\u81ea\u5b66JavaScript\uff0c\u9760\u7ffb\u8bd1\u5f00\u6e90\u9879\u76ee\u548c\u5728\u7ebf\u63a5\u5355\u7ef4\u751f\u3002\u540e\u6765\u4ed6\u8f97\u8f6c\u5230\u4e86\u7845\u8c37\uff0c\u5148\u540e\u5728Yahoo\u548c<a href=\"https:\/\/www.alphaseek.cn\/?tag=facebook\" title=\"View all posts in Facebook\" target=\"_blank\" class=\"tag_link\">Facebook<\/a>\u505a\u5de5\u7a0b\u5e08\u30022016\u5e74\uff0c\u4ed6\u548c\u59bb\u5b50Haya Odeh\u5171\u540c\u521b\u7acb\u4e86Replit\uff0c\u76ee\u6807\u7b80\u5355\u5230\u8fd1\u4e4e\u5929\u771f\uff1a\u8ba9\u4e16\u754c\u4e0a\u4efb\u4f55\u4e00\u4e2a\u6709\u6d4f\u89c8\u5668\u7684\u4eba\u90fd\u80fd\u5199\u4ee3\u7801\u3002<\/p>\n<p>2026\u5e741\u6708\uff0c\u65e7\u91d1\u5c71\u672c\u5730\u5a92\u4f53\u300aSF Standard\u300b\u520a\u51fa\u4e86\u4e00\u7bc7\u5173\u4e8eMasad\u7684\u4eba\u7269\u7279\u7a3f\u3002\u6807\u9898\u5e26\u7740\u4e00\u4e1d\u82e6\u6da9\u7684\u8bbd\u523a\uff1a\u4e00\u4e2a\u66fe\u88ab\u79f0\u4e3a&ldquo;\u6050\u6016\u5206\u5b50\u540c\u60c5\u8005&rdquo;\u7684\u4eba\uff0c\u73b0\u5728\u638c\u7ba1\u7740\u4e00\u5bb6\u4f30\u503c30\u4ebf\u7f8e\u5143\u7684AI\u516c\u53f8\u3002\u6587\u7ae0\u8bb0\u8ff0\u4e86\u4ed6\u5728\u7f8e\u56fd\u7ecf\u5386\u7684\u8eab\u4efd\u8d28\u7591\u4e0e\u504f\u89c1\uff0c\u4e5f\u8bb0\u8ff0\u4e86Y Combinator\u521b\u59cb\u4ebaPaul Graham\u4e3a\u4ed6\u5199\u7684\u90a3\u5c01&ldquo;\u9540\u91d1\u63a8\u8350\u4fe1&rdquo;\u3002<\/p>\n<p><img loading=\"lazy\" style=\"display:block; margin-left:auto; margin-right:auto\" src=\"https:\/\/images.tmtpost.com\/uploads\/images\/wx\/2026\/04\/20260423171956780608.jpg?imageMogr2\/auto-orient\/strip\/interlace\/1\/quality\/85\/thumbnail\/1440x864&ext=.jpg\" width=\"652\" height=\"391\" alt=\"\u5c48\u670d\u4e8e\u6c1b\u56f4\uff1a\u4e00\u90e8AI\u7f16\u7a0b\u8fd0\u52a8\u53f2\uff082020-2026\uff09\u30102.5\u4e07\u5b57\u7b80\u53f2\u3011\" \/><\/p>\n<p>Replit\u521b\u59cb\u4eba&amp;CEO Amjad Masad<\/p>\n<p><em>\u6765\u6e90\uff1aForbes<\/em><\/p>\n<p>Masad\u540e\u6765\u5bf9\u300a<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e7%a6%8f%e5%b8%83%e6%96%af\" title=\"View all posts in \u798f\u5e03\u65af\" target=\"_blank\" class=\"tag_link\">\u798f\u5e03\u65af<\/a>\u300b\u8bf4\u4e86\u4e00\u53e5\u5f88\u514b\u5236\u7684\u8bdd\uff1a&ldquo;We can't cure cancer. Replit is about making everyone a software engineer.&rdquo;\uff08&ldquo;\u6211\u4eec\u6cbb\u4e0d\u4e86\u764c\u75c7\u3002Replit\u505a\u7684\u4e8b\u60c5\uff0c\u662f\u8ba9\u6bcf\u4e2a\u4eba\u90fd\u80fd\u6210\u4e3a\u8f6f\u4ef6\u5de5\u7a0b\u5e08\u3002&rdquo;\uff09<\/p>\n<p>\u8fd9\u53e5\u8bdd\u89e3\u91ca\u4e86Agent 3\u7684\u4ea7\u54c1\u903b\u8f91\uff1a\u5982\u679c\u4f60\u7684\u4f7f\u547d\u662f\u8ba9&ldquo;\u6bcf\u4e2a\u4eba&rdquo;\u90fd\u80fd\u9020\u8f6f\u4ef6\uff0c\u90a3\u4e48\u4f60\u5c31\u4e0d\u80fd\u6307\u671b\u6bcf\u4e2a\u4eba\u90fd\u4f1a\u5ba1\u67e5\u4ee3\u7801\u3002AI\u5fc5\u987b\u5b66\u4f1a\u81ea\u5df1\u68c0\u67e5\u81ea\u5df1\u7684\u4f5c\u4e1a\u3002SaaStr\u4e8b\u4ef6\u4e0d\u662f\u8ba9Masad\u6000\u7591\u65b9\u5411\uff0c\u800c\u662f\u8ba9\u4ed6\u786e\u8ba4\u4e86\u74f6\u9888\u6240\u5728&mdash;&mdash;\u81ea\u4e3b\u6027\u4e0d\u662f\u95ee\u9898\uff0c\u7f3a\u4e4f\u81ea\u6211\u9a8c\u8bc1\u80fd\u529b\u624d\u662f\u95ee\u9898\u3002<\/p>\n<p>Agent 3\u53d1\u5e03\u7684\u540c\u6708\uff0cReplit\u5ba3\u5e03\u5b8c\u62102.5\u4ebf\u7f8e\u5143C\u8f6e\u878d\u8d44\uff0c\u4f30\u503c30\u4ebf\u7f8e\u5143\u3002<\/p>\n<h3><strong>\u957f\u51fa\u9aa8\u9abc<\/strong><\/h3>\n<p>\u5c31\u5728Replit\u91cd\u5efa\u4fe1\u4efb\u7684\u540c\u65f6\uff0c\u53e6\u4e00\u67b6\u5f15\u64ce\u5df2\u7ecf\u4ee5\u66f4\u60ca\u4eba\u7684\u901f\u5ea6\u8f6c\u52a8\u8d77\u6765\u3002<\/p>\n<p>7\u670817\u65e5\uff0cLovable\u5ba3\u5e03\u5b8c\u62102\u4ebf\u7f8e\u5143A\u8f6e\u878d\u8d44\uff0c\u4f30\u503c18\u4ebf\u7f8e\u5143\uff0c\u4ece\u516c\u53f8\u6210\u7acb\u5230\u72ec\u89d2\u517d\u4e0d\u5230\u4e00\u5e74\u3002\u540c\u4e00\u65f6\u95f4\u7a97\u53e3\uff0c\u5b83\u8de8\u8fc7\u4e861\u4ebf\u7f8e\u5143ARR\u7684\u95e8\u69db\uff0c\u4ece\u4ea7\u54c1\u4e0a\u7ebf\u7b97\u8d77\u4ec5\u516b\u4e2a\u6708\uff0c\u6253\u7834SaaS\u884c\u4e1a\u6240\u6709\u5386\u53f2\u8bb0\u5f55\u3002\u57288\u670827\u65e5a16z\u53d1\u5e03\u7684\u7b2c\u4e94\u7248\u5168\u7403Top 100 AI\u6d88\u8d39\u5e94\u7528\u699c\u5355\u4e2d\uff0cLovable\u4ece\u4e0a\u4e00\u7248\u7684\u5019\u8865\u540d\u5355\u76f4\u63a5\u8dc3\u5347\u81f3\u7b2c22\u4f4d\u3002\u521b\u59cb\u4ebaAnton Osika\u5728\u878d\u8d44\u516c\u544a\u4e2d\u5199\u9053\uff0cLovable\u7684\u4f7f\u547d\u662f&ldquo;empower the remaining 99% who can't code&rdquo;\uff08&ldquo;\u8d4b\u80fd\u90a3\u5269\u4e0b\u768499%&mdash;&mdash;\u4e0d\u4f1a\u5199\u4ee3\u7801\u7684\u4eba&rdquo;\uff09\u3002<\/p>\n<p><img loading=\"lazy\" style=\"display:block; margin-left:auto; margin-right:auto\" src=\"https:\/\/images.tmtpost.com\/uploads\/images\/wx\/2026\/04\/20260423171956942831.jpg?imageMogr2\/auto-orient\/strip\/interlace\/1\/quality\/85\/thumbnail\/1440x1444&ext=.jpg\" width=\"612\" height=\"614\" alt=\"\u5c48\u670d\u4e8e\u6c1b\u56f4\uff1a\u4e00\u90e8AI\u7f16\u7a0b\u8fd0\u52a8\u53f2\uff082020-2026\uff09\u30102.5\u4e07\u5b57\u7b80\u53f2\u3011\" \/><\/p>\n<p>Lovable 8\u4e2a\u6708\u7a81\u78341\u4ebf\u7f8e\u5143ARR\uff0c\u5237\u65b0SaaS\u5386\u53f2\u7eaa\u5f55<\/p>\n<p><em>\u6765\u6e90\uff1aSaaStr<\/em><\/p>\n<p>SaaStr\u521b\u59cb\u4ebaJason Lemkin\u62c6\u89e3\u4e86Lovable\u7684\u7ecf\u6d4e\u6a21\u578b\uff1a\u5355\u5458\u5de5\u6536\u5165220\u4e07\u7f8e\u5143\uff0c\u662fSaaS\u884c\u4e1a\u57fa\u51c6\u503c\u7684\u516b\u500d\uff1b\u6bcf\u6708\u8d85\u8fc775\u4e07\u4e2a\u9879\u76ee\u5728\u5e73\u53f0\u4e0a\u88ab\u6784\u5efa\uff1b\u4ed8\u8d39\u7528\u6237\u903c\u8fd118\u4e07\u3002<\/p>\n<p>\u4f46\u771f\u6b63\u8ba9\u4ed6\u505c\u4e0b\u6765\u601d\u8003\u7684\uff0c\u4e0d\u662f\u589e\u957f\u66f2\u7ebf\u672c\u8eab\uff0c\u800c\u662f\u589e\u957f\u66f2\u7ebf\u80cc\u540e\u6d6e\u73b0\u51fa\u7684\u4ea7\u54c1&ldquo;\u5206\u5316&rdquo;\u3002Cursor\u57286\u6708\u4ee599\u4ebf\u7f8e\u5143\u4f30\u503c\u5b8c\u6210\u878d\u8d44\uff0cARR\u7a81\u78345\u4ebf\uff1bClaude Code\u7684\u6536\u5165\u4ee5\u8fd1\u4e4e\u5782\u76f4\u7684\u89d2\u5ea6\u6500\u5347\u3002\u5b83\u4eec\u9762\u5411\u4e13\u4e1a\u5f00\u53d1\u8005\uff0c\u8ffd\u6c42\u6548\u7387\u548c\u63a7\u5236\u529b\u3002\u800cLovable\u3001Bolt.new\u3001Replit\u9762\u5411\u7684\u662f\u53e6\u5916\u7684\u5927\u591a\u6570&mdash;&mdash;\u6709\u60f3\u6cd5\u3001\u6709\u9700\u6c42\u3001\u4f46\u4ece\u672a\u6253\u5f00\u8fc7\u7ec8\u7aef\u7684\u4eba\uff0c\u8ffd\u6c42\u7684\u662f&ldquo;\u522b\u8ba9\u6211\u78b0\u4ee3\u7801&rdquo;\u3002<\/p>\n<p>\u4f46&ldquo;\u5206\u5316&rdquo;\u5e76\u4e0d\u610f\u5473\u7740\u9694\u7edd\uff0ca16z\u7684\u6570\u636e\u663e\u793a\uff0cBolt.new\u670923%\u7684\u72ec\u7acb\u8bbf\u5ba2\u540c\u65f6\u4e5f\u5728\u4f7f\u7528Cursor\uff0c\u5de5\u5177\u7684\u8fb9\u754c\u8fdc\u6bd4\u4ea7\u54c1\u5b9a\u4f4d\u6697\u793a\u7684\u66f4\u52a0\u6a21\u7cca\u3002<\/p>\n<p><strong>\u8fd9\u79cd&ldquo;\u5206\u5316&rdquo;\uff0c\u6070\u6070\u662fvibe coding\u4ece&ldquo;\u8fd0\u52a8&ldquo;\u8d70\u5411&rdquo;\u4ea7\u4e1a&ldquo;\u7684\u6807\u5fd7\uff0c\u4e5f\u662f\u9a71\u52a8\u4ea7\u54c1\u8fdb\u5316\u7684\u5f15\u64ce\u3002<\/strong>\u5e02\u573a\u5f00\u59cb\u88ab\u7ec6\u5206\uff0c\u9762\u5bf9\u4e0d\u540c\u9700\u6c42\u7684\u7528\u6237\uff0c\u4ea7\u54c1\u671d\u7740\u622a\u7136\u4e0d\u540c\u7684\u65b9\u5411\u52a0\u901f\u6f14\u8fdb\uff1aCursor\u4eec\u5f80\u6df1\u5904\u8d70&mdash;&mdash;\u81ea\u7814\u6a21\u578b\u3001\u66f4\u5f3a\u7684\u4ee3\u7801\u5e93\u7406\u89e3\u3001\u66f4\u7cbe\u51c6\u7684\u8de8\u6587\u4ef6\u91cd\u6784\uff1bLovable\u4eec\u5f80\u5bbd\u5904\u8d70&mdash;&mdash;\u66f4\u591a\u5b89\u5168&ldquo;\u62a4\u680f&rdquo;\u3001\u66f4\u4f4e\u7684\u8ba4\u77e5\u95e8\u69db\u3001\u66f4\u5b8c\u6574\u7684\u4e00\u7ad9\u5f0f\u4f53\u9a8c\u3002<\/p>\n<p><strong>&ldquo;\u5206\u5316&rdquo;\u4e0d\u662f\u88c2\u5f00\uff0c\u800c\u662f\u957f\u51fa\u4e86\u9aa8\u9abc\uff0c\u800c\u9aa8\u9abc\u4e00\u65e6\u6210\u5f62\uff0c\u63a5\u4e0b\u6765\u7684\u5bc6\u96c6\u5347\u7ea7\uff0c\u5c31\u6709\u4e86\u7ed3\u6784\u53ef\u4ee5\u9644\u7740\u3002<\/strong><\/p>\n<h3><strong>\u5bc6\u96c6\u7684\u9f13\u70b9<\/strong><\/h3>\n<p>\u8fd9\u4e2a\u65f6\u95f4\u7a97\u53e3\u91cc\uff0c\u4e0d\u53ea\u662f\u521b\u4e1a\u516c\u53f8\u5728\u52a0\u901f\u3002\u6574\u4e2a\u4ea7\u4e1a\u94fe\u7684\u5347\u7ea7\u5bc6\u5ea6\uff0c\u5f00\u59cb\u50cf\u8fde\u9501\u53cd\u5e94\u3002<\/p>\n<p>9\u670815\u65e5\uff0cOpenAI\u5ba3\u5e03\u5c06\u5b83\u7684\u4e91\u7aefAI\u7f16\u7a0b\u667a\u80fd\u4f53Codex\u5347\u7ea7\u81f3GPT-5-Codex\u3002\u8fd9\u6b3e\u667a\u80fd\u4f53\u6700\u521d\u57285\u670816\u65e5\u53d1\u5e03\uff0c\u57fa\u4e8ecodex-1\u6a21\u578b\uff08\u4e00\u4e2a\u4e13\u95e8\u4e3a\u4ee3\u7801\u4efb\u52a1\u4f18\u5316\u7684o3\u53d8\u4f53\uff09\uff0c\u8fd0\u884c\u5728\u6c99\u76d2\u5316\u7684\u4e91\u73af\u5883\u4e2d\uff0c\u652f\u6301\u5e76\u884c\u5904\u7406\u591a\u4e2a\u7f16\u7a0b\u4efb\u52a1\u3002GPT-5-Codex\u7684\u5347\u7ea7\u610f\u5473\u7740\u5b83\u83b7\u5f97\u4e86OpenAI\u6700\u65b0\u65d7\u8230\u6a21\u578b\u7684\u5168\u90e8\u80fd\u529b&mdash;&mdash;\u66f4\u957f\u7684&ldquo;\u4e0a\u4e0b\u6587\u7a97\u53e3&rdquo;\uff0c\u66f4\u5f3a\u7684\u63a8\u7406\u94fe\uff0c\u66f4\u5c11\u7684\u5e7b\u89c9\u3002<\/p>\n<p>\u540c\u6708\uff0cCursor\u4e5f\u5728\u4ea7\u54c1\u5c42\u9762\u505a\u51fa\u4e86\u4e00\u4e2a\u91cd\u8981\u8f6c\u5411\u300210\u6708\uff0c\u5b83\u53d1\u5e03\u4e86\u81ea\u7814\u7684Composer\u6a21\u578b\uff0c\u8fd9\u662fCursor\u7b2c\u4e00\u6b21\u4e0d\u5b8c\u5168\u4f9d\u8d56\u7b2c\u4e09\u65b9\u6a21\u578b\u63d0\u4f9b\u5546\u3002\u6b64\u524d\uff0cCursor\u7684\u6838\u5fc3\u4f53\u9a8c\u5efa\u7acb\u5728Claude\u548cGPT\u4e4b\u4e0a\uff1b\u81ea\u7814\u6a21\u578b\u7684\u63a8\u51fa\u610f\u5473\u7740\u5b83\u5f00\u59cb\u8bd5\u56fe\u638c\u63a7\u81ea\u5df1\u7684\u6a21\u578b\u4f9b\u5e94\u94fe\u3002\u5bf9\u4e00\u4e2a\u4f30\u503c\u8fd1\u767e\u4ebf\u7f8e\u5143\u7684\u516c\u53f8\u6765\u8bf4\uff0c\u8fd9\u65e2\u662f\u6280\u672f\u9009\u62e9\uff0c\u4e5f\u662f\u6218\u7565\u5e03\u5c40\u3002\u6b64\u65f6\u7684Cursor\u5df2\u7ecf\u57286\u6708\u5b8c\u6210\u4e869\u4ebf\u7f8e\u5143C\u8f6e\u878d\u8d44\uff0c\u4f30\u503c99\u4ebf\u7f8e\u5143\uff0cARR\u7a81\u78345\u4ebf\u7f8e\u5143\u3002<\/p>\n<p>\u6570\u5b57\u5728\u8fd9\u4e2a\u5b63\u5ea6\u50cf\u9f13\u70b9\u4e00\u6837\u5bc6\u96c6\u6d8c\u51fa\u3002Replit\u7684\u8425\u6536\u4ece2024\u5e74\u76841,600\u4e07\u7f8e\u5143\u98d9\u5347\u81f3\u7ea62.65\u4ebf\u7f8e\u5143ARR\uff0c85%\u7684\u8d22\u5bcc500\u5f3a\u4f01\u4e1a\u5728Replit\u4e0a\u6709\u6d3b\u8dc3\u56e2\u961f\u3002Lovable\u7684\u7528\u6237\u603b\u91cf\u7a81\u7834230\u4e07\u3002Y Combinator 2025\u5e74\u51ac\u5b63\u6279\u6b21\u7684\u6570\u636e\u4ece\u53e6\u4e00\u4e2a\u89d2\u5ea6\u786e\u8ba4\u4e86\u8d8b\u52bf\uff1a\u5165\u9009\u7684\u521b\u4e1a\u516c\u53f8\u4e2d\uff0c25%\u7684\u4ee3\u7801\u5e93\u670995%\u4ee5\u4e0a\u7531AI\u751f\u6210\u3002<\/p>\n<p><strong>\u8fd9\u4e9b\u6570\u5b57\u4e0d\u53ea\u662f\u589e\u957f\u66f2\u7ebf\u4e0a\u7684\u70b9\uff0c\u5b83\u4eec\u5f00\u59cb\u62fc\u51fa\u4e00\u5f20\u56fe\uff1aAI\u7f16\u7a0b\u4e0d\u662f\u4e00\u6b3e\u4ea7\u54c1\uff0c\u4e0d\u662f\u4e00\u4e2a\u529f\u80fd\uff0c\u800c\u662f\u4e00\u4e2a\u6b63\u5728\u6210\u578b\u7684\u4ea7\u4e1a\u751f\u6001\u3002<\/strong><\/p>\n<h3><strong>\u4e00\u4e2a\u4eba\uff0c\u56db\u4e2a\u5c97\u4f4d<\/strong><\/h3>\n<p>\u5728\u6240\u6709\u5173\u4e8evibe coding\u7684\u5546\u4e1a\u5206\u6790\u548c\u6280\u672f\u4e89\u8bba\u4e4b\u95f4\uff0c\u6700\u5bb9\u6613\u88ab\u5ffd\u89c6\u7684\uff0c\u662f\u4e00\u79cd\u6b63\u5728\u53d1\u751f\u7684\u52b3\u52a8\u5f62\u6001\u53d8\u5316\u3002<\/p>\n<p>Lovable\u7684\u5185\u90e8\u56e2\u961f\u6ce8\u610f\u5230\u4e86\u4e00\u4e2a\u53cd\u590d\u51fa\u73b0\u7684\u7528\u6237\u753b\u50cf\uff0c\u4ed6\u4eec\u7ed9\u8fd9\u7c7b\u7528\u6237\u8d77\u4e86\u4e2a\u540d\u5b57\uff1aLazar\u3002Lazar\u4e0d\u662f\u7a0b\u5e8f\u5458\uff0c\u4e0d\u662f\u8bbe\u8ba1\u5e08\uff0c\u4e5f\u4e0d\u662f\u4ea7\u54c1\u7ecf\u7406\uff0c\u4f46\u4ed6\u540c\u65f6\u505a\u7740\u6240\u6709\u8fd9\u4e9b\u4e8b\uff1a\u5728Lovable\u4e0a\u6784\u601d\u4ea7\u54c1\u903b\u8f91\uff0c\u8bbe\u8ba1\u754c\u9762\uff0c\u751f\u6210\u524d\u7aef\u4ee3\u7801\uff0c\u64b0\u5199\u8425\u9500\u6587\u6848\uff0c\u90e8\u7f72\u4e0a\u7ebf\u3002\u4e00\u4e2a\u4eba\uff0c\u56db\u4e2a\u5c97\u4f4d\u7684\u5de5\u4f5c\u91cf\u3002<\/p>\n<p>\u8fd9\u4e0d\u662f\u6781\u7aef\u6848\u4f8b\u3002Lovable\u5e73\u53f0\u4e0a\uff0c\u7c7b\u4f3cLazar\u7684\u7528\u6237\u6b63\u5728\u6210\u4e3a\u4e3b\u6d41\u3002\u4ed6\u4eec\u7684\u5171\u540c\u7279\u5f81\u4e0d\u662f\u6280\u672f\u80cc\u666f&mdash;&mdash;\u76f8\u53cd\uff0c\u5f88\u591a\u4eba\u4ece\u672a\u5199\u8fc7\u4e00\u884c\u4ee3\u7801&mdash;&mdash;\u800c\u662f\u4e00\u79cd\u65b0\u7684\u5de5\u4f5c\u59ff\u6001\uff1a\u628aAI\u5f53\u4f5c\u6574\u4e2a\u56e2\u961f\u6765\u4f7f\u7528\u3002\u4ea7\u54c1\u7ecf\u7406\u4e0d\u518d\u9700\u8981\u7b49\u5de5\u7a0b\u5e08\u6392\u671f\uff0c\u8bbe\u8ba1\u5e08\u4e0d\u518d\u9700\u8981\u7b49\u524d\u7aef\u5b9e\u73b0\uff0c\u72ec\u7acb\u521b\u4e1a\u8005\u4e0d\u518d\u9700\u8981\u5916\u5305\u5f00\u53d1\u3002\u56db\u4e2a\u5c97\u4f4d\u538b\u7f29\u6210\u4e00\u4e2a\u5c97\u4f4d\uff0c\u56db\u4efd\u85aa\u8d44\u538b\u7f29\u6210\u4e00\u4efd\u8ba2\u9605\u8d39\u3002<\/p>\n<p>\u8fd9\u79cd\u538b\u7f29\u7684\u540e\u679c\u662f\u53cc\u91cd\u7684\u3002\u5bf9\u4e2a\u4eba\u6765\u8bf4\uff0c\u5b83\u610f\u5473\u7740\u524d\u6240\u672a\u6709\u7684\u521b\u9020\u81ea\u7531\uff0c\u74f6\u9888\u4e0d\u518d\u662f\u6280\u80fd\uff0c\u800c\u662f\u60f3\u8c61\u529b\u3002\u5bf9\u52b3\u52a8\u5e02\u573a\u6765\u8bf4\uff0c\u5b83\u610f\u5473\u7740\u4e00\u79cd\u8fd8\u6ca1\u6709\u540d\u5b57\u7684\u7ed3\u6784\u6027<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e9%87%8d%e7%bb%84\" title=\"View all posts in \u91cd\u7ec4\" target=\"_blank\" class=\"tag_link\">\u91cd\u7ec4<\/a>\u6b63\u5728\u6084\u7136\u5c55\u5f00\u3002\u6ca1\u6709\u4eba\u88ab&rdquo;\u66ff\u4ee3&ldquo;\uff0c\u6ca1\u6709\u54ea\u5bb6\u516c\u53f8\u76f4\u63a5\u5ba3\u5e03\u56e0\u4e3aAI\u88c1\u6389\u4e86\u54ea\u4e2a\u90e8\u95e8\uff0c\u4f46\u5c97\u4f4d\u4e4b\u95f4\u7684\u8fb9\u754c\u6b63\u5728\u878d\u5316\uff0c\u89d2\u8272\u7684\u5b9a\u4e49\u6b63\u5728\u88ab\u91cd\u5199\u3002<\/p>\n<p>&ldquo;\u5168\u804cVibe Coder&rdquo;\u8fd9\u4e2a\u5934\u8854\uff0c\u5f00\u59cb\u51fa\u73b0\u5728LinkedIn\u7684\u4e2a\u4eba\u7b80\u4ecb\u91cc\u3002<\/p>\n<h3><strong>\u6280\u672f\u6808\u7684\u7ed3\u6676<\/strong><\/h3>\n<p><strong>\u4ea7\u4e1a\uff0c\u4ece\u4e0d\u662f\u5e73\u9762\u7684\u3002<\/strong>\u5f53\u4e0a\u5c42\u7684\u5e94\u7528\u5de5\u5177\u4e89\u593a\u7528\u6237\u65f6\uff0c\u5e95\u5c42\u7684\u57fa\u7840\u8bbe\u65bd\u4e5f\u5728\u540c\u6b65\u51dd\u56fa\u6210\u5f62\u3002<\/p>\n<p>vibe coding\u5de5\u5177\u751f\u6210\u7684\u5e94\u7528\u9700\u8981\u6570\u636e\u5e93\u652f\u6491\u3001\u9700\u8981\u90e8\u7f72\u3001\u9700\u8981\u8eab\u4efd\u9a8c\u8bc1\u3001\u9700\u8981\u6587\u4ef6\u5b58\u50a8\u3002<strong>\u8fd9\u4e9b\u9700\u6c42\u4e0d\u662f\u88ab\u89c4\u5212\u51fa\u6765\u7684\uff0c\u800c\u662f\u88ab\u65e0\u6570\u7528\u6237\u901a\u8fc7\u9009\u62e9\u548c\u4f7f\u7528\u6295\u7968\u51fa\u6765\u7684\u3002<\/strong><\/p>\n<p>\u52302025\u5e74\u79cb\u5929\uff0c\u4e00\u5957\u88ab\u884c\u4e1a\u79f0\u4e3a&rdquo;Vibe\u6280\u672f\u6808&ldquo;\u7684\u6807\u51c6\u7ec4\u5408\u5df2\u7ecf\u6e05\u6670\u53ef\u8fa8\uff1aSupabase\u8d1f\u8d23\u6570\u636e\u5e93\u548c\u540e\u7aef\u670d\u52a1\uff0cCloudflare\u8d1f\u8d23\u90e8\u7f72\u548c\u8fb9\u7f18\u8ba1\u7b97\uff0cClerk\u8d1f\u8d23\u8eab\u4efd\u9a8c\u8bc1\uff0cStripe\u8d1f\u8d23\u652f\u4ed8&hellip;&hellip;<\/p>\n<p><img style=\"display:block; margin-left:auto; margin-right:auto\" src=\"https:\/\/images.tmtpost.com\/uploads\/images\/wx\/2026\/04\/20260423171957115606.jpg?imageMogr2\/auto-orient\/strip\/interlace\/1\/quality\/85\/thumbnail\/1440x610\/gravity\/center\/crop\/!1440x610&ext=.jpg\" alt=\"\u5c48\u670d\u4e8e\u6c1b\u56f4\uff1a\u4e00\u90e8AI\u7f16\u7a0b\u8fd0\u52a8\u53f2\uff082020-2026\uff09\u30102.5\u4e07\u5b57\u7b80\u53f2\u3011\" \/><\/p>\n<p>Supabase\u7684\u589e\u957f\u66f2\u7ebf\u4e0evibe coding\u5e73\u53f0\u51e0\u4e4e\u5b8c\u5168\u540c\u6b65\u3002a16z\u7684\u6d41\u91cf\u6570\u636e\u663e\u793a\uff0c\u4e24\u8005\u5448\u73b0\u51fa&ldquo;\u8fd1\u4e4e\u9501\u6b65&rdquo;\uff08near-lockstep\uff09\u7684\u5171\u632f\u5173\u7cfb\uff0cvibe coding\u5e73\u53f0\u6bcf\u4e00\u6b21\u6d41\u91cf\u8109\u51b2\uff0c\u90fd\u4f1a\u5728Supabase\u7aef\u4ea7\u751f\u51e0\u4e4e\u540c\u7b49\u5e45\u5ea6\u7684\u56de\u54cd\u3002<\/p>\n<p>\u4f5c\u4e3a\u4e00\u4e2a\u5f00\u6e90\u7684Firebase\u66ff\u4ee3\u54c1\uff0c\u5b83\u63d0\u4f9b\u4e86PostgreSQL\u6570\u636e\u5e93\u3001\u5b9e\u65f6\u8ba2\u9605\u3001\u8eab\u4efd\u9a8c\u8bc1\u548c\u5b58\u50a8\uff0c\u5168\u90e8\u901a\u8fc7API\u3002\u5bf9vibe coding\u5de5\u5177\u800c\u8a00\uff0cSupabase\u51e0\u4e4e\u662f\u5b8c\u7f8e\u7684\u642d\u6863\u3002AI\u751f\u6210\u7684\u4ee3\u7801\u5929\u7136\u503e\u5411\u4e8e\u8c03\u7528\u7b80\u6d01\u7684REST API\uff0c\u800c\u4e0d\u662f\u624b\u52a8\u914d\u7f6e\u6570\u636e\u5e93\u8fde\u63a5\u6c60\u548cORM\u6620\u5c04\u3002\u672c\u6587\u7b2c\u56db\u7ae0\u4e2dLovable\u7684RLS\u6f0f\u6d1e\uff0c\u4ece\u53e6\u4e00\u4e2a\u89d2\u5ea6\u8bc1\u5b9e\u4e86\u8fd9\u79cd\u6df1\u5ea6\u7ed1\u5b9a\uff1a\u51fa\u95ee\u9898\u7684\u4e0d\u662fSupabase\u672c\u8eab\uff0c\u800c\u662fAI\u5728\u751f\u6210Supabase\u914d\u7f6e\u65f6\u8df3\u8fc7\u4e86\u5b89\u5168\u7b56\u7565\u3002<\/p>\n<p><img loading=\"lazy\" style=\"display:block; margin-left:auto; margin-right:auto\" src=\"https:\/\/images.tmtpost.com\/uploads\/images\/wx\/2026\/04\/20260423171957310711.jpg?imageMogr2\/auto-orient\/strip\/interlace\/1\/quality\/85\/thumbnail\/1440x976&ext=.jpg\" width=\"597\" height=\"405\" alt=\"\u5c48\u670d\u4e8e\u6c1b\u56f4\uff1a\u4e00\u90e8AI\u7f16\u7a0b\u8fd0\u52a8\u53f2\uff082020-2026\uff09\u30102.5\u4e07\u5b57\u7b80\u53f2\u3011\" \/><\/p>\n<p>Supabase\u6708\u8bbf\u95ee\u91cf\u4e0e\u5934\u90e8vibe coding\u5e73\u53f0\u6d41\u91cf\u5448\u73b0&ldquo;\u8fd1\u4e4e\u9501\u6b65&rdquo;\u7684\u540c\u6b65\u589e\u957f\uff0c<em>\u6765\u6e90\uff1aSimilarweb\uff0ca16z<\/em><\/p>\n<p>9\u6708\uff0c\u53e6\u4e00\u4e2a\u503c\u5f97\u6ce8\u610f\u7684\u65b0\u73a9\u5bb6\u62ff\u5230\u4e86\u878d\u8d44\u3002Dazl\u7531Wix\u8054\u5408\u521b\u59cb\u4eba\u521b\u7acb\uff0c\u83b7\u5f971,000\u4e07\u7f8e\u5143\u79cd\u5b50\u8f6e\u3002\u5b83\u7784\u51c6\u7684\u662f\u4e00\u4e2a\u975e\u5e38\u5177\u4f53\u7684\u75db\u70b9\uff1avibe coding\u5de5\u5177\u5728\u7b2c\u4e00\u8f6e\u751f\u6210\u65f6\u5f80\u5f80\u8868\u73b0\u51fa\u8272\uff0c\u4f46\u5f53\u7528\u6237\u8fdb\u5165\u8fed\u4ee3\u7ec6\u5316\u9636\u6bb5\uff0c\u4f8b\u5982\u8c03\u6574\u7ec6\u8282\u3001\u4fee\u6539\u4ea4\u4e92\u3001\u91cd\u6784\u5e03\u5c40\u7b49\uff0cAI\u4f1a\u9010\u6e10\u4e22\u5931\u4e0a\u4e0b\u6587\uff0c\u8d8a\u6539\u8d8a\u4e71\u3002Dazl\u7684\u65b9\u6848\u662f\u8ba9\u7528\u6237\u5728\u5bf9\u8bdd\u3001\u53ef\u89c6\u5316\u7f16\u8f91\u548c\u6e90\u4ee3\u7801\u4e09\u79cd\u6a21\u5f0f\u4e4b\u95f4\u81ea\u7531\u5207\u6362\uff0c\u786e\u4fdd\u4e0a\u4e0b\u6587\u4e0d\u5728\u6a21\u5f0f\u8f6c\u6362\u4e2d\u6d41\u5931\u3002<\/p>\n<p>\u8fd9\u4e2a\u95ee\u9898\u542c\u8d77\u6765\u5f88\u5c0f\uff0c\u4f46\u5b83\u89e6\u53ca\u4e86vibe coding\u7684\u4e00\u4e2a\u7ed3\u6784\u6027\u5f31\u70b9\uff1aAI\u64c5\u957f\u4ece0\u52301\uff0c\u4f46\u4e0d\u64c5\u957f\u4ece1\u52301.1\u3002<strong>\u5f53\u4ee3\u7801\u5e93\u81a8\u80c0\u5230\u4e00\u5b9a\u89c4\u6a21\uff0c\u5f53\u9700\u6c42\u4ece&ldquo;\u505a\u51fa\u6765&rdquo;\u53d8\u6210&ldquo;\u6539\u5230\u4f4d&rdquo;\uff0c\u5f53AI\u7684\u77ed\u671f\u8bb0\u5fc6\u5f00\u59cb\u9057\u5fd8\u4f60\u591a\u8f6e\u5bf9\u8bdd\u524d\u8bf4\u8fc7\u7684\u7ea6\u675f\u6761\u4ef6&mdash;&mdash;\u8fd9\u65f6\u5019\uff0c\u771f\u6b63\u7684\u5de5\u7a0b\u6311\u6218\u624d\u521a\u521a\u5f00\u59cb\u3002<\/strong><\/p>\n<h3><strong>\u6bdb\u523a<\/strong><\/h3>\n<p>\u5230\u4e862025\u5e7410\u6708\uff0cvibe coding\u7684\u5de5\u4e1a\u5316\u7a0b\u5ea6\u5df2\u7ecf\u8ba9\u534a\u5e74\u524d\u7684&ldquo;\u63a8\u7279\u8fd0\u52a8&rdquo;\u663e\u5f97\u50cf\u8fdc\u53e4\u53f2\u3002<\/p>\n<p>\u6d41\u6c34\u7ebf\u5df2\u7ecf\u67b6\u597d\u4e86\uff1a\u9700\u6c42\u63cf\u8ff0\u8fdb\u53bb\uff0c\u53ef\u8fd0\u884c\u7684\u5e94\u7528\u51fa\u6765&mdash;&mdash;\u4e2d\u95f4\u7684\u4ee3\u7801\u751f\u6210\u3001\u81ea\u52a8\u6d4b\u8bd5\u3001\u6570\u636e\u5e93\u914d\u7f6e\u3001\u652f\u4ed8\u96c6\u6210\u3001\u4e00\u952e\u90e8\u7f72\uff0c\u6bcf\u4e00\u9053\u5de5\u5e8f\u90fd\u6709\u6807\u51c6\u5316\u7684\u4ea7\u54c1\u8d1f\u8d23\u8854\u63a5\u3002<\/p>\n<p>\u6570\u5341\u4ebf\u7f8e\u5143\u7ea7\u7684\u8d44\u672c\u6ce8\u5165\uff0c\u8ba9\u8fd9\u6761\u6d41\u6c34\u7ebf\u7684\u6bcf\u4e00\u4e2a\u5de5\u4f4d\u90fd\u5728\u540c\u65f6\u63d0\u901f\u3002\u6570\u767e\u4e07\u4eba\u6b63\u7ad9\u5728\u8fd9\u6761\u7ebf\u4e0a\uff0c\u7528\u81ea\u7136\u8bed\u8a00\u7ec4\u88c5\u8f6f\u4ef6\uff0c\u5176\u4e2d\u76f8\u5f53\u5927\u4e00\u90e8\u5206\u4eba\u4e00\u5e74\u524d\u8fd8\u4e0d\u77e5\u9053&ldquo;API&rdquo;\u662f\u4ec0\u4e48\u610f\u601d\u3002<\/p>\n<p>\u4f46\u6d41\u6c34\u7ebf\u8dd1\u5f97\u8d8a\u5feb\uff0c\u6bdb\u523a\u5c31\u8d8a\u624e\u624b\u3002<\/p>\n<p>\u90a3\u4e9b\u5728Lovable\u4e0a\u516b\u5206\u949f\u5efa\u51fa\u4e00\u4e2aSaaS\u539f\u578b\u7684\u7528\u6237\uff0c\u5f00\u59cb\u53d1\u73b0\u7b2c\u4e5d\u5206\u949f\u7684\u6311\u6218\uff1a\u4e3a\u4ec0\u4e48\u6309\u94ae\u5728\u624b\u673a\u4e0a\u663e\u793a\u4e0d\u5bf9\uff1f\u4e3a\u4ec0\u4e48\u6570\u636e\u5e93\u67e5\u8be2\u5728\u7528\u6237\u8d85\u8fc7\u4e00\u767e\u4eba\u540e\u53d8\u5f97\u6781\u6162\uff1f\u4e3a\u4ec0\u4e48\u90a3\u4e2a&ldquo;\u4e00\u53e5\u8bdd\u5c31\u80fd\u505a\u51fa\u6765&rdquo;\u7684\u529f\u80fd\uff0c\u6539\u4e00\u4e2a\u50cf\u7d20\u9700\u8981\u548cAI\u4e89\u8bba\u534a\u5c0f\u65f6\uff1f<\/p>\n<p>\u7b2c\u56db\u7ae0\u7684\u5b89\u5168\u5371\u673a\u6559\u4f1a\u4e86\u884c\u4e1a\u4e00\u4ef6\u4e8b\uff1aAI\u4e0d\u4f1a\u4e3b\u52a8\u8003\u8651\u5b83\u6ca1\u88ab\u8981\u6c42\u8003\u8651\u7684\u4e8b\u3002<strong>\u73b0\u5728\uff0c\u4e00\u4e2a\u66f4\u9690\u853d\u7684\u95ee\u9898\u6b63\u5728\u6bcf\u4e00\u4e2avibe coding\u9879\u76ee\u4e2d\u4e0a\u6f14&mdash;&mdash;\u4e0d\u662f\u5b89\u5168\u6f0f\u6d1e\uff0c\u800c\u662f&ldquo;\u6280\u672f\u503a&rdquo;\u3002<\/strong>AI\u751f\u6210\u7684\u4ee3\u7801\u80fd\u8dd1\uff0c\u4f46\u4e0d\u4e00\u5b9a\u80fd\u7ef4\u62a4\uff1b\u80fd\u4ea4\u4ed8\uff0c\u4f46\u4e0d\u4e00\u5b9a\u80fd\u6269\u5c55\uff1b\u80fd\u901a\u8fc7Demo\uff0c\u4f46\u4e0d\u4e00\u5b9a\u80fd\u625b\u4f4f\u771f\u5b9e\u6d41\u91cf\u3002<\/p>\n<p><strong>\u8fd9\u4e9b\u6b20\u503a\u57282025\u5e74\u79cb\u5929\u8fd8\u53ea\u662f\u4f4e\u6c89\u7684\u55e1\u55e1\u58f0\u3002\u771f\u6b63\u7684\u6e05\u7b97\uff0c\u8981\u7b49\u5230\u5e74\u5e95\u624d\u4f1a\u5230\u6765&hellip;&hellip;<\/strong><\/p>\n<h2><strong><em>06.<\/em>\u76db\u5bb4\u4e0e\u5bbf\u9189<\/strong><\/h2>\n<p>2025\u5e7411&ndash;12\u6708<\/p>\n<h3><strong>293\u4ebf\u7f8e\u5143\u7684\u8d4c\u6ce8<\/strong><\/h3>\n<p>2025\u5e7411\u670813\u65e5\uff0cAnysphere\uff08Cursor\u6240\u5c5e\u7684\u516c\u53f8\uff09\u5ba3\u5e03\u5b8c\u621023\u4ebf\u7f8e\u5143D\u8f6e\u878d\u8d44\uff0c\u4f30\u503c293\u4ebf\u7f8e\u5143\u3002\u8ddd\u79bb6\u6708\u4efd\u989d\u5ea6\u90a3\u8f6e99\u4ebf\u7f8e\u5143\u7684C\u8f6e\uff0c\u4e0d\u5230\u4e94\u4e2a\u6708\u3002\u8ddd\u79bb2023\u5e7410\u6708\u90a3\u7b14800\u4e07\u7f8e\u5143\u7684\u79cd\u5b50\u8f6e\uff0c\u521a\u597d\u4e24\u5e74\u96f6\u4e00\u4e2a\u6708\u3002<\/p>\n<p>\u8fd9\u8f6e\u878d\u8d44\u7531Accel\u548cCoatue\u9886\u6295\uff0c\u53c2\u4e0e\u8005\u7684\u540d\u5355\u8bfb\u8d77\u6765\u50cf\u4e00\u4efdAI\u4ea7\u4e1a\u7684\u6743\u529b\u5730\u56fe\uff1aNVIDIA\u3001Google\u3001a16z&hellip;&hellip;\u6bcf\u4e00\u4e2a\u540d\u5b57\u80cc\u540e\uff0c\u90fd\u662f\u5bf9AI\u7f16\u7a0b\u8d5b\u9053\u7684\u6218\u7565\u4e0b\u6ce8\u3002Cursor\u5728\u535a\u5ba2\u4e2d\u5ba3\u5e03\u4e86\u4e00\u7ec4\u6570\u5b57\uff1aARR\u7a81\u783410\u4ebf\u7f8e\u5143\uff0c\u5458\u5de5\u8d85\u8fc7300\u4eba\uff0c\u4f01\u4e1a\u5ba2\u6237\u6536\u5165\u57282025\u5e74\u589e\u957f\u4e86100\u500d\u3002<\/p>\n<p>17\u4e2a\u6708\u4ece\u96f6\u523010\u4ebf\u7f8e\u5143\u5e74\u6536\u5165\uff0c\u8fd9\u662fB2B SaaS\u5386\u53f2\u4e0a\u6700\u5feb\u7684\u589e\u957f\u8bb0\u5f55\uff0c\u6ca1\u6709\u4e4b\u4e00\u3002<\/p>\n<p><img loading=\"lazy\" style=\"display:block; margin-left:auto; margin-right:auto\" src=\"https:\/\/images.tmtpost.com\/uploads\/images\/wx\/2026\/04\/20260423171957567783.jpg?imageMogr2\/auto-orient\/strip\/interlace\/1\/quality\/85\/thumbnail\/1440x933\/gravity\/center\/crop\/!1440x933&ext=.jpg\" width=\"675\" height=\"438\" alt=\"\u5c48\u670d\u4e8e\u6c1b\u56f4\uff1a\u4e00\u90e8AI\u7f16\u7a0b\u8fd0\u52a8\u53f2\uff082020-2026\uff09\u30102.5\u4e07\u5b57\u7b80\u53f2\u3011\" \/><\/p>\n<p>Cursor\uff08Anysphere\uff09\u5ba3\u5e03\u5b8c\u621023\u4ebf\u7f8e\u5143D\u8f6e\u878d\u8d44\uff0c\u4f30\u503c293\u4ebf\u7f8e\u5143\uff0c<em>\u6765\u6e90\uff1aCursor\u5b98\u7f51<\/em><\/p>\n<p>\u66f4\u503c\u5f97\u6ce8\u610f\u7684\u662f\u878d\u8d44\u6570\u5b57\u80cc\u540e\u7684\u4ea7\u54c1\u8f68\u8ff9\u3002\u4e24\u5e74\u524d\u79cd\u5b50\u8f6e\u65f6\uff0c\u56e2\u961f\u7684\u613f\u666f\u8fd8\u505c\u7559\u5728&ldquo;\u4e00\u4e2a\u6bd4\u4e16\u754c\u4e0a\u4efb\u4f55\u7f16\u8f91\u5668\u90fd\u66f4\u6709\u5e2e\u52a9\u3001\u66f4\u6709\u8da3\u7684\u4ee3\u7801\u7f16\u8f91\u5668&rdquo;\u3002\u800c\u5230D\u8f6e\u65f6\uff0cCursor\u5df2\u7ecf\u5728\u4e8b\u5b9e\u5c42\u9762\u8fdc\u8fdc\u8d85\u51fa\u4e86&ldquo;\u7f16\u8f91\u5668&rdquo;\u7684\u8fb9\u754c\uff0cBackground Agent\u53ef\u4ee5\u5728\u540e\u53f0\u81ea\u4e3b\u6267\u884c\u591a\u6b65\u9aa4\u5de5\u7a0b\u4efb\u52a1\uff0c\u4ea7\u54c1\u6b63\u5728\u4ece&ldquo;\u526f\u9a7e\u9a76&rdquo;\u53d8\u6210&ldquo;\u5de5\u7a0b\u56e2\u961f&rdquo;\u3002D\u8f6e\u878d\u8d44\u535a\u5ba2\u56de\u987e\u79cd\u5b50\u8f6e\u65f6\u5199\u4e0b\u7684\u90a3\u53e5\u8bdd&mdash;&mdash;&ldquo;perhaps even an interface where the source code itself starts to melt away&rdquo;\uff08&ldquo;\u751a\u81f3\u53ef\u80fd\u662f\u4e00\u4e2a\u6e90\u4ee3\u7801\u672c\u8eab\u5f00\u59cb\u6d88\u878d\u7684\u754c\u9762&rdquo;\uff09&mdash;&mdash;\u5728293\u4ebf\u7f8e\u5143\u4f30\u503c\u7684\u6620\u7167\u4e0b\uff0c\u8bfb\u8d77\u6765\u4e0d\u518d\u50cf\u613f\u666f\uff0c\u66f4\u50cf\u9884\u8a00\u3002<\/p>\n<p>293\u4ebf\u7f8e\u5143\uff0c\u8fd9\u4e2a\u6570\u5b57\u653e\u5728\u4efb\u4f55\u4e00\u4e2a\u4f20\u7edf\u8f6f\u4ef6\u516c\u53f8\u8eab\u4e0a\u90fd\u582a\u79f0\u60ca\u4eba\uff0c\u800c\u5b83\u5c5e\u4e8e\u4e00\u4e2a\u6210\u7acb\u4ec5\u4e24\u5e74\u3001\u4ea7\u54c1\u5f62\u6001\u8fd8\u5728\u5267\u70c8\u6f14\u5316\u4e2d\u7684\u56e2\u961f\u3002\u8d44\u672c\u5e02\u573a\u6b63\u5728\u7528\u771f\u91d1\u767d\u94f6\u4e3a\u4e00\u4e2a\u5224\u65ad\u80cc\u4e66\uff1aAI\u7f16\u7a0b\u4e0d\u662f\u865a\u5e7b\u540d\u8bcd\uff0c\u5b83\u662f\u57fa\u7840\u8bbe\u65bd\u3002<\/p>\n<h3><strong>\u8ff7\u56e0\u7684\u80dc\u5229<\/strong><\/h3>\n<p>\u4e09\u6708\u4efd\uff0c\u7f8e\u56fd\u7684\u97e6\u6c0f\u8bcd\u5178\u628avibe coding\u6536\u8fdb\u4e86\u4fda\u8bed\u89c2\u5bdf\u540d\u5355&mdash;&mdash;\u90a3\u662f\u7845\u8c37\u7684\u6bcd\u8bed\u8bcd\u5178\u5bf9\u672c\u571f\u65b0\u8bcd\u7684\u5feb\u901f\u53cd\u5e94\u3002\u516b\u4e2a\u6708\u540e\uff0c\u5927\u897f\u6d0b\u5f7c\u5cb8\u7ed9\u51fa\u4e86\u66f4\u91cd\u7684\u5224\u51b3\u3002<\/p>\n<p>2025\u5e7411\u67086\u65e5\uff0c\u5c31\u5728Cursor\u878d\u8d44\u6d88\u606f\u516c\u5e03\u7684\u4e00\u5468\u524d\uff0c\u300a\u67ef\u6797\u65af\u82f1\u8bed\u8bcd\u5178\u300b\uff08Collins English Dictionary\uff09\u516c\u5e03\u4e862025\u5e74\u5e74\u5ea6\u8bcd\u6c47\u3002\u4e0d\u662f&ldquo;AI&rdquo;\uff0c\u4e0d\u662f&ldquo;agent&rdquo;\uff0c\u4e0d\u662f\u4efb\u4f55\u4e00\u4e2a\u542c\u8d77\u6765\u66f4\u5b8f\u5927\u7684\u6280\u672f\u672f\u8bed\uff0c\u800c\u662f\uff1a<strong>vibe coding<\/strong>\u3002\u4e00\u4e2a\u4ece\u65e7\u91d1\u5c71\u63a8\u7279\u4e0a\u8e66\u51fa\u6765\u7684\u884c\u8bdd\uff0c\u88ab\u4e00\u672c\u6743\u5a01\u7684\u82f1\u56fd\u8bcd\u5178\u76d6\u4e0a\u4e86\u5168\u5e74\u6700\u9ad8\u7684\u8bed\u8a00\u6233\u7ae0\u3002<\/p>\n<p><img loading=\"lazy\" style=\"display:block; margin-left:auto; margin-right:auto\" src=\"https:\/\/images.tmtpost.com\/uploads\/images\/wx\/2026\/04\/20260423171957752199.jpg?imageMogr2\/auto-orient\/strip\/interlace\/1\/quality\/85\/thumbnail\/1440x918\/gravity\/center\/crop\/!1440x918&ext=.jpg\" width=\"706\" height=\"450\" alt=\"\u5c48\u670d\u4e8e\u6c1b\u56f4\uff1a\u4e00\u90e8AI\u7f16\u7a0b\u8fd0\u52a8\u53f2\uff082020-2026\uff09\u30102.5\u4e07\u5b57\u7b80\u53f2\u3011\" \/><\/p>\n<p>\u67ef\u6797\u65af\u8bcd\u5178\u516c\u5e03vibe coding\u4e3a2025\u5e74\u5e74\u5ea6\u8bcd\u6c47\uff0c<em>\u6765\u6e90\uff1aCollins Dictionary<\/em><\/p>\n<p>\u67ef\u6797\u65af\u7ed9\u51fa\u7684\u5b9a\u4e49\u7b80\u6d01\u5230\u8fd1\u4e4e\u6f2b\u4e0d\u7ecf\u5fc3\uff1a<\/p>\n<blockquote>\n<p>a style of computer programming that relies on AI tools to generate code from natural language prompts rather than manual coding.\uff08\u4e00\u79cd\u4f9d\u8d56AI\u5de5\u5177\u3001\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63d0\u793a\u800c\u975e\u624b\u5de5\u7f16\u7801\u6765\u751f\u6210\u4ee3\u7801\u7684\u8ba1\u7b97\u673a\u7f16\u7a0b\u98ce\u683c\u3002\uff09<\/p>\n<\/blockquote>\n<p>\u4eceKarpathy\u90a3\u6761&ldquo;\u6d74\u4e2d\u54f2\u601d&rdquo;\u63a8\u6587\u5230\u88ab\u4e00\u672c\u521b\u520a\u4e8e1819\u5e74\u7684\u82f1\u8bed\u8bcd\u5178\u6b63\u5f0f\u52a0\u5195\uff0c\u4e0d\u5230\u5341\u4e2a\u6708\u3002<\/p>\n<p>\u8bcd\u5178\u7684\u5e74\u5ea6\u8bcd\u6c47\u8bc4\u9009\u59d4\u5458\u4f1a\u5728\u516c\u544a\u4e2d\u6307\u51fa\uff0c\u4ed6\u4eec\u8ddf\u8e2a\u4e86\u8fd9\u4e2a\u8bcd\u5728\u5168\u5e74\u4e2d\u7684\u4f7f\u7528\u9891\u7387\u53d8\u5316&mdash;&mdash;\u5b83\u4ece2\u6708\u7684\u7a81\u7136\u6d8c\u73b0\u5f00\u59cb\uff0c\u5230\u5e74\u4e2d\u8d8b\u4e8e\u7a33\u5b9a\uff0c\u6700\u7ec8\u878d\u5165\u65e5\u5e38\u6280\u672f\u8ba8\u8bba\u7684\u5e95\u8272\uff0c\u6210\u4e3a2025\u5e74\u82f1\u8bed\u4e16\u754c\u4e2d&ldquo;\u4f7f\u7528\u91cf\u589e\u957f\u6700\u663e\u8457\u7684\u65b0\u8bcd\u4e4b\u4e00&rdquo;\u3002<\/p>\n<p>\u300a\u536b\u62a5\u300b\u5728\u62a5\u9053\u8fd9\u4e00\u6d88\u606f\u65f6\u5199\u9053\uff1avibe coding\u7684\u5f53\u9009\uff0c\u6807\u5fd7\u7740AI\u4e0d\u518d\u53ea\u662f\u7845\u8c37\u7684\u5185\u90e8\u5bf9\u8bdd\uff0c\u5b83\u5df2\u7ecf\u6e17\u900f\u5230\u4e86\u8bed\u8a00\u672c\u8eab\u3002BBC\u7684\u79d1\u6280\u8bb0\u8005\u5219\u6ce8\u610f\u5230\u4e00\u4e2a\u6709\u8da3\u7684\u5bf9\u6bd4\uff1a\u540c\u4e00\u4efd\u5e74\u5ea6\u8bcd\u6c47\u5019\u9009\u540d\u5355\u4e0a\u8fd8\u6709&ldquo;AI slop&rdquo;\uff08AI\u751f\u6210\u7684\u4f4e\u8d28\u91cf\u5185\u5bb9\uff09\uff0c\u4e00\u4e2a\u8bcd\u4ee3\u8868\u4e86AI\u6700\u4ee4\u4eba\u5174\u594b\u7684\u53ef\u80fd\u6027\uff0c\u53e6\u4e00\u4e2a\u8bcd\u4ee3\u8868\u4e86\u5b83\u6700\u4ee4\u4eba\u5fe7\u8651\u7684\u526f\u4f5c\u7528\u3002\u4e24\u4e2a\u8bcd\u540c\u53f0\u7ade\u4e89\u5e74\u5ea6\u6842\u51a0\uff0c\u672c\u8eab\u5c31\u662f2025\u5e74\u6700\u7cbe\u51c6\u7684\u9690\u55bb\u3002<\/p>\n<p>\u5bf9Karpathy\u6765\u8bf4\uff0c\u8fd9\u6216\u8bb8\u662f\u4e00\u79cd\u5947\u7279\u7684\u8363\u8a89\u3002\u4ed6\u968f\u624b\u53d1\u51fa\u7684\u4e00\u6761\u63a8\u6587\uff0c\u53d8\u6210\u4e86\u4e00\u4e2a\u52a8\u8bcd\uff08&ldquo;to vibe code&rdquo;\uff09\uff0c\u7136\u540e\u53d8\u6210\u4e86\u4e00\u79cd\u8eab\u4efd\uff08&ldquo;vibe coder&rdquo;\uff09\uff0c\u6700\u540e\u53d8\u6210\u4e86\u4e00\u672c\u6743\u5a01\u8bcd\u5178\u91cc\u7684\u8bcd\u6761\uff0c\u751a\u81f3\u6210\u4e3a\u5e74\u5ea6\u8bcd\u6c47\u3002<strong>\u4ece\u53e3\u8bed\u5230\u4fda\u8bed\u5230\u6b63\u5f0f\u6536\u5f55\uff0c\u8fd9\u662f\u8bed\u8a00\u5bf9\u4e00\u573a\u6280\u672f\u8fd0\u52a8\u7684\u6700\u7ec8\u8ba4\u8bc1&mdash;&mdash;\u4e00\u679a\u8ff7\u56e0\u7684\u80dc\u5229\u3002<\/strong><\/p>\n<h3><strong>66\u4ebf\u7f8e\u5143\u7684\u4fe1\u5fc3<\/strong><\/h3>\n<p>\u8d44\u672c\u7684\u70ed\u5ea6\u5e76\u672a\u56e0\u5e74\u5e95\u7684\u4e34\u8fd1\u800c\u964d\u6e29\u3002<\/p>\n<p>12\u670818\u65e5\uff0cLovable\u5ba3\u5e03\u5b8c\u62103.3\u4ebf\u7f8e\u5143B\u8f6e\u878d\u8d44\uff0c\u4f30\u503c66\u4ebf\u7f8e\u5143\u3002\u9886\u6295\u65b9\u662fMenlo Ventures\u548cCapitalG\uff0c\u540e\u8005\u662fGoogle\u6bcd\u516c\u53f8Alphabet\u65d7\u4e0b\u7684\u72ec\u7acb\u589e\u957f\u578b\u6295\u8d44\u57fa\u91d1\u3002<\/p>\n<p><img loading=\"lazy\" style=\"display:block; margin-left:auto; margin-right:auto\" src=\"https:\/\/images.tmtpost.com\/uploads\/images\/wx\/2026\/04\/20260423171957909499.jpg?imageMogr2\/auto-orient\/strip\/interlace\/1\/quality\/85\/thumbnail\/1440x744&ext=.jpg\" width=\"747\" height=\"386\" alt=\"\u5c48\u670d\u4e8e\u6c1b\u56f4\uff1a\u4e00\u90e8AI\u7f16\u7a0b\u8fd0\u52a8\u53f2\uff082020-2026\uff09\u30102.5\u4e07\u5b57\u7b80\u53f2\u3011\" \/><\/p>\n<p>Lovable\u5ba3\u5e03\u5b8c\u62103.3\u4ebf\u7f8e\u5143B\u8f6e\u878d\u8d44\uff0c\u4f30\u503c66\u4ebf\u7f8e\u5143\uff0c<em>\u6765\u6e90\uff1aLovable Blog<\/em><\/p>\n<p>\u4e94\u4e2a\u6708\u524d\u76847\u6708\uff0cLovable\u7684A\u8f6e\u4f30\u503c\u662f18\u4ebf\u7f8e\u5143\u3002\u73b0\u5728\uff0c\u8fd9\u4e2a\u6570\u5b57\u7ffb\u4e86\u63a5\u8fd1\u56db\u500d\u3002\u4ece\u6210\u7acb\u523066\u4ebf\u7f8e\u5143\uff0c\u6574\u4e2a\u8fc7\u7a0b\u4e0d\u5230\u4e00\u5e74\u534a\u3002TechCrunch\u5728\u62a5\u9053\u4e2d\u79f0\u5b83\u4e3a&ldquo;vibe coding\u9886\u57df\u4f30\u503c\u6500\u5347\u6700\u5feb\u7684\u516c\u53f8\u4e4b\u4e00&rdquo;\u3002<\/p>\n<p>Lovable\u5728B\u8f6e\u878d\u8d44\u535a\u5ba2\u4e2d\u62ab\u9732\u4e86\u4e00\u7ec4\u6570\u636e\uff1a\u5e73\u53f0\u4e0a\u6bcf\u5929\u6709\u8d85\u8fc710\u4e07\u4e2a\u65b0\u9879\u76ee\u88ab\u521b\u5efa\uff0c\u4e0a\u7ebf\u9996\u5e74\u7d2f\u8ba1\u9879\u76ee\u603b\u91cf\u7a81\u78342500\u4e07\uff0cLovable\u751f\u6210\u7684\u7f51\u7ad9\u548c\u5e94\u7528\u5728\u8fc7\u53bb\u534a\u5e74\u5185\u83b7\u5f97\u4e86\u8d85\u8fc75\u4ebf\u6b21\u8bbf\u95ee\u3002<\/p>\n<p>\u4ea7\u54c1\u7684\u5b9a\u4f4d\u6b63\u6084\u7136\u53d8\u5316\uff1aLovable\u6b63\u5728\u4ece&ldquo;\u5e2e\u4f60\u751f\u6210\u4ee3\u7801&rdquo;\u5411&ldquo;\u5e2e\u4f60\u8fd0\u8425\u4ea7\u54c1&rdquo;\u6f14\u8fdb\uff0c\u878d\u8d44\u5c06\u6295\u5411\u66f4\u6df1\u5ea6\u7684\u7b2c\u4e09\u65b9\u96c6\u6210\u3001\u9762\u5411\u4f01\u4e1a\u7684\u534f\u4f5c\u4e0e\u6cbb\u7406\u529f\u80fd\uff0c\u4ee5\u53ca\u4ece\u539f\u578b\u5230\u751f\u4ea7\u7684\u5b8c\u6574\u57fa\u7840\u8bbe\u65bd\u3002<\/p>\n<p>\u8ddd\u79bb\u7b2c\u56db\u7ae0\u4e2dMatt Palmer\u53d1\u73b0\u7684\u90a3170\u6247\u655e\u5f00\u7684\u95e8\uff0c\u8fc7\u53bb\u4e86\u5927\u534a\u5e74\uff1bLovable\u752866\u4ebf\u7f8e\u5143\u7684\u4f30\u503c\u548c\u4e00\u7cfb\u5217\u4ea7\u54c1\u4fee\u8865\uff0c\u8bd5\u56fe\u8bc1\u660e\u81ea\u5df1\u5df2\u7ecf\u4ece\u90a3\u6b21\u6559\u8bad\u4e2d\u6bd5\u4e1a\u3002<\/p>\n<p>66\u4ebf\u7f8e\u5143\u610f\u5473\u7740\u5e02\u573a\u4ecd\u7136\u76f8\u4fe1\u8fd9\u4e2a\u6545\u4e8b\u3002\u4f46\u5982\u679c\u4f60\u4ed4\u7ec6\u542c\uff0c\u4f60\u4f1a\u53d1\u73b0\u6545\u4e8b\u7684\u8bed\u8c03\u5df2\u7ecf\u5728\u6084\u6084\u53d8\u5316\u3002\u4e0d\u5c11\u6709\u771f\u6750\u5b9e\u6599\u7684\u6295\u8d44\u4eba\u4e0d\u518d\u53ea\u95ee&ldquo;\u589e\u957f\u6709\u591a\u5feb&rdquo;\uff0c\u4ed6\u4eec\u5f00\u59cb\u95ee\uff1a<\/p>\n<blockquote>\n<p>&ldquo;\u7559\u5b58\u6709\u591a\u9ad8\uff1f&rdquo;<br \/>&ldquo;\u4ed8\u8d39\u7528\u6237\u5728\u7b2c\u4e09\u4e2a\u6708\u8fd8\u5728\u4e0d\u5728\uff1f&rdquo;<br \/>&ldquo;\u90a3\u4e9b\u7528Lovable\u505a\u51fa\u6765\u7684\u5e94\u7528\uff0c\u6709\u591a\u5c11\u8fd8\u6d3b\u7740\uff1f&rdquo;<\/p>\n<\/blockquote>\n<p><strong>\u8d44\u672c\u5dc5\u5cf0\uff0c\u4ece\u6765\u90fd\u662f\u4e00\u679a\u786c\u5e01\u3002\u6b63\u9762\u662f\u4fe1\u5fc3\uff0c\u53cd\u9762\u662f\u9a8c\u8bc1\u3002<\/strong><\/p>\n<h3><strong>\u5bbf\u9189<\/strong><\/h3>\n<p>\u5f53\u8d44\u672c\u5728\u9ad8\u7a7a\u76d8\u65cb\u65f6\uff0c\u5730\u9762\u4e0a\u7684\u5f00\u53d1\u8005\u5df2\u7ecf\u5f00\u59cb\u5934\u75bc\u4e86\u3002<\/p>\n<p>2025\u5e7412\u670817\u65e5\uff0c\u5c31\u5728Lovable\u5ba3\u5e03B\u8f6e\u7684\u524d\u4e00\u5929\uff0c\u4ee3\u7801\u5ba1\u67e5\u5e73\u53f0CodeRabbit\u53d1\u5e03\u4e86\u4e00\u4efd\u540d\u4e3a\u300aAI\u4e0e\u4eba\u7c7b\u4ee3\u7801\u751f\u6210\u73b0\u72b6\u300b\uff08State of AI vs Human Code Generation\uff09\u7684\u62a5\u544a\u3002\u8fd9\u4e0d\u662f\u53c8\u4e00\u4efd\u5145\u6ee1\u4e50\u89c2\u9884\u6d4b\u7684\u884c\u4e1a\u767d\u76ae\u4e66\uff0c\u800c\u662f\u4e00\u4efd\u57fa\u4e8e470\u4e2a\u771f\u5b9ePull Request\uff08\u62c9\u53d6\u8bf7\u6c42\uff09\u7684\u5b9a\u91cf\u5206\u6790\uff0c\u6db5\u76d6\u516c\u5f00\u7684GitHub\u4ed3\u5e93\u548c\u4f01\u4e1a\u7ea7\u79c1\u6709\u4ee3\u7801\u5e93\u3002<\/p>\n<p>\u6570\u636e\u51b7\u9177\u800c\u6e05\u6670\uff1a<\/p>\n<blockquote>\n<p>AI\u534f\u4f5c\u7f16\u5199\u7684\u4ee3\u7801\uff0c\u6bcf\u5343\u884c\u5e73\u5747\u51fa\u73b0\u7684\u95ee\u9898\u6570\u91cf\u662f\u7eaf\u4eba\u7c7b\u624b\u5199\u4ee3\u7801\u76841.7\u500d\uff0c\u903b\u8f91\u9519\u8bef\u7684\u53d1\u751f\u7387\u9ad8\u51fa75%\uff0c\u5173\u952e\u7f3a\u9677\uff08Critical issues\uff09\u591a\u51fa40%\uff0c\u4ee3\u7801\u53ef\u8bfb\u6027\u5f97\u5206\u5dee\u4e863\u500d\uff0c\u9519\u8bef\u5904\u7406\u7684\u8986\u76d6\u7f3a\u53e3\u7ffb\u4e86\u4e00\u756a\u3002<\/p>\n<\/blockquote>\n<p><img loading=\"lazy\" style=\"display:block; margin-left:auto; margin-right:auto\" src=\"https:\/\/images.tmtpost.com\/uploads\/images\/wx\/2026\/04\/20260423171958056326.jpg?imageMogr2\/auto-orient\/strip\/interlace\/1\/quality\/85\/thumbnail\/1440x1260&ext=.jpg\" width=\"641\" height=\"561\" alt=\"\u5c48\u670d\u4e8e\u6c1b\u56f4\uff1a\u4e00\u90e8AI\u7f16\u7a0b\u8fd0\u52a8\u53f2\uff082020-2026\uff09\u30102.5\u4e07\u5b57\u7b80\u53f2\u3011\" \/><\/p>\n<p>AI\u534f\u4f5c\u4ee3\u7801\u4e0e\u4eba\u7c7b\u624b\u5199\u4ee3\u7801\u7684\u8d28\u91cf\u5bf9\u6bd4\uff0cAI\u4ee3\u7801\u6bcf\u5343\u884c\u95ee\u9898\u6570\u4e3a\u4eba\u7c7b\u76841.7\u500d\uff0c<em>\u6765\u6e90\uff1aCodeRabbit<\/em><\/p>\n<p>\u62a5\u544a\u7684\u63aa\u8f9e\u683c\u5916\u514b\u5236\uff1a&ldquo;AI\u662f\u4e00\u4e2a\u5f3a\u5927\u7684\u8d77\u8349\u5de5\u5177\uff0c\u4f46\u76ee\u524d\u5b83\u751f\u6210\u7684\u4ee3\u7801\u9700\u8981\u6bd4\u4eba\u7c7b\u624b\u5199\u4ee3\u7801\u66f4\u591a\u7684\u5ba1\u67e5\uff0c\u800c\u4e0d\u662f\u66f4\u5c11\u3002&rdquo;\u8fd9\u53e5\u8bdd\u6ca1\u6709\u8bf4AI\u4e0d\u597d\u7528\uff0c\u5b83\u7684\u6740\u4f24\u529b\uff0c\u6070\u6070\u5728\u4e8e\u5b83\u7684\u5e73\u9759\u3002<\/p>\n<p>CodeRabbit\u7684CTO Harjot Gill\u5728\u63a5\u53d7\u300aThe Register\u300b\u91c7\u8bbf\u65f6\u8bf4\u5f97\u66f4\u76f4\u63a5\uff1a&ldquo;Speed and quality exist in clear tension. AI lets you generate code faster, but that code isn't better &mdash; on many dimensions, it's worse.&rdquo;\uff08&ldquo;\u901f\u5ea6\u548c\u8d28\u91cf\u4e4b\u95f4\u5b58\u5728\u4e00\u4e2a\u660e\u786e\u7684\u5f20\u529b\u3002AI\u8ba9\u4f60\u66f4\u5feb\u5730\u751f\u6210\u4ee3\u7801\uff0c\u4f46\u8fd9\u4e9b\u4ee3\u7801\u5e76\u6ca1\u6709\u66f4\u597d&mdash;&mdash;\u5728\u5f88\u591a\u7ef4\u5ea6\u4e0a\uff0c\u5b83\u66f4\u5dee\u3002&rdquo;\uff09<\/p>\n<p>\u8fd9\u4efd\u62a5\u544a\u50cf\u4e00\u9897\u5ef6\u65f6\u70b8\u5f39\uff0c\u5f15\u7206\u4e86\u4e00\u573a\u5df2\u7ecf\u915d\u917f\u6570\u6708\u7684\u96c6\u4f53\u53cd\u601d\u3002<\/p>\n<p>&ldquo;Vibe coding hangover&rdquo;\uff08&ldquo;\u6c1b\u56f4\u7f16\u7a0b\u5bbf\u9189&rdquo;\uff09\uff0c\u8fd9\u4e2a\u8bcd\u5728\u5e74\u5e95\u7684\u6280\u672f\u793e\u533a\u91cc\u8fc5\u901f\u6d41\u4f20\u3002\u5b83\u7cbe\u51c6\u5730\u6355\u6349\u4e86\u4e00\u79cd\u666e\u904d\u7684\u611f\u53d7\uff1a\u4e09\u4e2a\u6708\u524d\u7528AI&ldquo;\u4e00\u53e5\u8bdd&rdquo;\u505a\u51fa\u6765\u7684\u90a3\u4e2a\u5e94\u7528\uff0c\u73b0\u5728\u9700\u8981\u6709\u4eba\u53bb\u7ef4\u62a4\u4e86\uff0c\u800c\u7ef4\u62a4\u7684\u4eba\u6253\u5f00\u4ee3\u7801\u5e93\uff0c\u770b\u5230\u7684\u662f\u4e00\u5806AI\u751f\u6210\u7684\u3001\u65e0\u4eba\u7406\u89e3\u7684\u3001\u4e92\u76f8\u7ea0\u7f20\u7684\u610f\u5927\u5229\u9762\u6761\uff08\u6216\u8005\u5768\u4e86\u7684\u7c73\u7ebf\uff09\u3002<\/p>\n<p>HackerNoon\u57282026\u5e741\u67081\u65e5\u53d1\u8868\u4e86\u4e00\u7bc7\u5e7f\u6cdb\u4f20\u9605\u7684\u6587\u7ae0\uff1a\u300a\u6c1b\u56f4\u7f16\u7a0b\u5bbf\u9189\uff1a\u5f53AI\u5199\u4e86\u4f6095%\u7684\u4ee3\u7801\u4e4b\u540e\u4f1a\u53d1\u751f\u4ec0\u4e48\u300b\uff08The Vibe Coding Hangover: What Happens When AI Writes 95% of Your Code\uff09\u3002<\/p>\n<p>\u6587\u7ae0\u91cc\u7684&ldquo;\u5bbf\u9189&rdquo;\u4e8c\u5b57\u6781\u4e3a\u7cbe\u51c6&mdash;&mdash;<strong>vibe coding\u50cf\u4e00\u573a\u901a\u5bb5\u6d3e\u5bf9\uff0c\u97f3\u4e50\u5f88\u54cd\uff0c\u706f\u5149\u5f88\u70ab\uff0c\u4f60\u89c9\u5f97\u81ea\u5df1\u5728\u98de\uff1b\u7136\u540e\u65e9\u4e0a\u9192\u6765\uff0c\u623f\u95f4\u91cc\u4e00\u7247\u72fc\u85c9\uff0c\u800c\u4f60\u751a\u81f3\u4e0d\u8bb0\u5f97\u81ea\u5df1\u9080\u8bf7\u4e86\u8c01\u3002<\/strong><\/p>\n<p>\u4f5c\u8005\u5728\u6587\u672b\u5199\u9053\uff1a<\/p>\n<blockquote>\n<p>The hangover is real, but it's also avoidable: You just need to know when to stop drinking the AI Kool-Aid and start engineering.\uff08\u5bbf\u9189\u662f\u771f\u5b9e\u7684\uff0c\u4f46\u4e5f\u662f\u53ef\u4ee5\u907f\u514d\u7684\uff1a\u4f60\u53ea\u9700\u8981\u77e5\u9053\u4ec0\u4e48\u65f6\u5019\u8be5\u505c\u6b62\u75db\u996eAI\u7684\u8ff7\u9b42\u6c64\uff0c\u5f00\u59cb\u771f\u6b63\u505a\u5de5\u7a0b\u3002\uff09<\/p>\n<\/blockquote>\n<p><img loading=\"lazy\" style=\"display:block; margin-left:auto; margin-right:auto\" src=\"https:\/\/images.tmtpost.com\/uploads\/images\/wx\/2026\/04\/20260423171958214834.jpg?imageMogr2\/auto-orient\/strip\/interlace\/1\/quality\/85\/thumbnail\/1440x1005\/gravity\/center\/crop\/!1440x1005&ext=.jpg\" width=\"685\" height=\"478\" alt=\"\u5c48\u670d\u4e8e\u6c1b\u56f4\uff1a\u4e00\u90e8AI\u7f16\u7a0b\u8fd0\u52a8\u53f2\uff082020-2026\uff09\u30102.5\u4e07\u5b57\u7b80\u53f2\u3011\" \/><\/p>\n<p>The Vibe Coding Hangover: What Happens When AI Writes 95% of Your Code\u7684\u6587\u7ae0\u5934\u56fe\uff0c<em>\u6765\u6e90\uff1ahackernoon<\/em><\/p>\n<p>Reddit\u7684r\/vibecoding\u793e\u533a&mdash;&mdash;\u90a3\u4e2a\u5728\u4e8c\u6708\u4efd\u56e0\u4e3a\u72c2\u70ed\u800c\u6d8c\u5165\u5927\u91cf\u7528\u6237\u7684\u5730\u65b9&mdash;&mdash;\u5230\u4e86\u5e74\u5e95\uff0c\u70ed\u95e8\u5e16\u5b50\u7684\u753b\u98ce\u5f7b\u5e95\u53d8\u4e86\uff1a&ldquo;The problem with vibe coding is nobody wants to talk about maintenance&rdquo;\uff08vibe coding\u7684\u95ee\u9898\u662f\u6ca1\u4eba\u613f\u610f\u8c08\u7ef4\u62a4\uff09\uff1b&ldquo;Has anyone actually MAINTAINED a vibe-coded app for 6+ months?&rdquo;\uff08\u6709\u4eba\u771f\u7684\u7ef4\u62a4\u8fc7\u4e00\u4e2avibe code\u5e94\u7528\u8d85\u8fc7\u516d\u4e2a\u6708\u5417\uff1f\uff09\u3002\u5176\u5b9e\uff0c\u6807\u9898\u672c\u8eab\u5c31\u662f\u7b54\u6848\u3002<\/p>\n<p>\u540c\u671f\uff0c\u4e00\u9879\u5bf918\u540dCTO\u7684\u884c\u4e1a\u8c03\u67e5\u4e2d\uff0c16\u4eba\u62a5\u544a\u7ecf\u5386\u8fc7AI\u751f\u6210\u4ee3\u7801\u76f4\u63a5\u5bfc\u81f4\u7684\u751f\u4ea7\u4e8b\u6545\u3002\u8c03\u67e5\u603b\u7ed3\u91cc\u7684\u4e00\u53e5\u8bdd\u88ab\u5e7f\u6cdb\u5f15\u7528\uff1a&ldquo;AI promised to make us all 10x developers, but instead it's making juniors into prompt engineers and seniors into code janitors cleaning up AI's mess.&rdquo;\uff08AI\u627f\u8bfa\u8ba9\u6211\u4eec\u90fd\u6210\u4e3a10\u500d\u6548\u7387\u7684\u5f00\u53d1\u8005\uff0c\u7ed3\u679c\u5374\u662f\u628a\u521d\u7ea7\u5de5\u7a0b\u5e08\u53d8\u6210\u4e86&ldquo;\u63d0\u793a\u8bcd\u5de5\u7a0b\u5e08&rdquo;\uff0c\u628a\u9ad8\u7ea7\u5de5\u7a0b\u5e08\u53d8\u6210\u4e86\u66ffAI\u6536\u62fe\u70c2\u644a\u5b50\u7684&ldquo;\u4ee3\u7801\u6e05\u6d01\u5de5&rdquo;\u3002\uff09<\/p>\n<p><strong>AI\u751f\u6210\u4ee3\u7801\u7684\u95e8\u69db\u63a5\u8fd1\u4e8e\u96f6\uff0c\u4f46AI\u751f\u6210\u7684&ldquo;\u6280\u672f\u503a&rdquo;\u7684\u6e05\u507f\u4ee3\u4ef7\u5e76\u4e0d\u4e3a\u96f6<\/strong>&mdash;&mdash;\u800c\u4e14\u8fd9\u7b14\u8d26\u6b63\u5728\u53d8\u5f97\u8d8a\u6765\u8d8a\u5927\u3002<\/p>\n<h3><strong>&ldquo;\u6211\u4ece\u672a\u611f\u5230\u5982\u6b64\u843d\u540e&rdquo;<\/strong><\/h3>\n<p>\u5c31\u5728\u8fd9\u573a\u96c6\u4f53\u53cd\u601d\u8fbe\u5230\u9ad8\u5cf0\u65f6\uff0c\u90a3\u4e2a\u6700\u521d\u70b9\u71c3vibe coding\u4e4b\u706b\u7684\u4eba\uff0c\u518d\u6b21\u53d1\u58f0\u4e86\u3002<\/p>\n<p>2025\u5e7412\u6708\u5e95\uff0cAndrej Karpathy\u5728X\u4e0a\u53d1\u4e86\u4e00\u6761\u63a8\u6587\u3002\u8fd9\u4e00\u6b21\uff0c\u8bed\u6c14\u5b8c\u5168\u4e0d\u540c\u4e8e\u5341\u4e2a\u6708\u524d\u90a3\u822c\u8f7b\u677e\uff1a<\/p>\n<p>&ldquo;I've never felt this much behind as a programmer. The profession is being dramatically refactored&hellip;&rdquo;\uff08&ldquo;\u4f5c\u4e3a\u4e00\u540d\u7a0b\u5e8f\u5458\uff0c\u6211\u4ece\u672a\u611f\u5230\u5982\u6b64\u5f3a\u70c8\u7684\u843d\u540e\u611f\u3002\u8fd9\u4e2a\u804c\u4e1a\u6b63\u5728\u88ab\u731b\u70c8\u5730\u91cd\u6784&hellip;&hellip;&rdquo;\uff09<\/p>\n<p>\u8fd9\u53e5\u8bdd\u4ecevibe coding\u7684\u547d\u540d\u8005\u53e3\u4e2d\u8bf4\u51fa\uff0c\u5206\u91cf\u4e0d\u8a00\u800c\u55bb\u3002\u5b83\u4e0d\u662f\u5bf9AI\u7684\u5426\u5b9a\uff0c\u6070\u6070\u76f8\u53cd\uff0c\u5b83\u6765\u81ea\u4e00\u79cd\u66f4\u6df1\u5c42\u7684\u656c\u754f\uff1a\u5de5\u5177\u8fdb\u5316\u7684\u901f\u5ea6\uff0c\u5df2\u7ecf\u5feb\u5230\u8ba9\u5de5\u5177\u7684\u5e03\u9053\u8005\u81ea\u5df1\u90fd\u89c9\u5f97\u8ddf\u4e0d\u4e0a\u4e86\u3002<\/p>\n<p><img loading=\"lazy\" style=\"display:block; margin-left:auto; margin-right:auto\" src=\"https:\/\/images.tmtpost.com\/uploads\/images\/wx\/2026\/04\/20260423171958421789.jpg?imageMogr2\/auto-orient\/strip\/interlace\/1\/quality\/85\/thumbnail\/1440x2085\/gravity\/center\/crop\/!1440x2085&ext=.jpg\" width=\"486\" height=\"703\" alt=\"\u5c48\u670d\u4e8e\u6c1b\u56f4\uff1a\u4e00\u90e8AI\u7f16\u7a0b\u8fd0\u52a8\u53f2\uff082020-2026\uff09\u30102.5\u4e07\u5b57\u7b80\u53f2\u3011\" \/><\/p>\n<p>Karpathy\u7684&ldquo;I've never felt this much behind&rdquo;\u63a8\u6587\uff0c<em>\u6765\u6e90\uff1aX<\/em><\/p>\n<p>\u8fd9\u6761\u63a8\u6587\u53d1\u51fa\u51e0\u5929\u524d\u768412\u670819\u65e5\uff0cKarpathy\u5728\u4ed6\u7684\u4e2a\u4eba\u535a\u5ba2\u4e0a\u53d1\u8868\u4e86\u4e00\u7bc7\u957f\u6587\uff1a\u300a2025\u5e74LLM\u5e74\u5ea6\u56de\u987e\u300b\u3002\u8fd9\u7bc7\u6587\u7ae0\u7cfb\u7edf\u5730\u68b3\u7406\u4e86\u8fd9\u4e00\u5e74\u5927\u8bed\u8a00\u6a21\u578b\u7684\u8fdb\u5c55\uff1a\u4ece\u63a8\u7406\u80fd\u529b\u7684\u7a81\u7834\u5230\u591a\u6a21\u6001\u7684\u6210\u719f\uff0c\u4ece\u667a\u80fd\u4f53\u6846\u67b6\u7684\u6d8c\u73b0\u5230\u7f16\u7a0b\u5de5\u5177\u7684\u519b\u5907\u7ade\u8d5b\u3002<\/p>\n<p>\u5728\u6587\u7ae0\u7684\u7ed3\u5c3e\uff0c\u4ed6\u5199\u4e86\u4e00\u6bb5\u8010\u4eba\u5bfb\u5473\u7684\u8bdd\uff1a\u7f16\u7a0b\u6b63\u5728\u88ab&ldquo;\u91cd\u65b0\u53c2\u6570\u5316&rdquo;\uff08reparameterized\uff09\uff0c\u4ece\u4e00\u79cd\u9700\u8981\u7cbe\u901a\u7279\u5b9a\u8bed\u6cd5\u548c\u6846\u67b6\u7684\u624b\u827a\uff0c\u53d8\u6210\u4e00\u79cd\u4e3b\u8981\u5173\u4e4e\u610f\u56fe\u8868\u8fbe\u3001\u7cfb\u7edf\u8bbe\u8ba1\u548c\u8d28\u91cf\u5224\u65ad\u7684\u5b9e\u8df5\u3002<\/p>\n<p>\u8fd9\u6bb5\u8bdd\uff0c\u50cf\u662f\u4ed6\u5728\u4e8c\u6708\u4efd\u90a3\u6761\u63a8\u6587\u7684\u7eed\u7bc7\uff0c\u5341\u4e2a\u6708\u540e\uff0c\u4ed6\u610f\u8bc6\u5230&ldquo;\u5fd8\u8bb0\u4ee3\u7801&rdquo;\u4e0d\u662f\u7ec8\u70b9\uff0c\u5b83\u53ea\u662f\u4e00\u4e2a\u8fc7\u6e21\u6001\u3002<strong>\u771f\u6b63\u7684\u6311\u6218\u4e0d\u662f\u8ba9AI\u5199\u4ee3\u7801\uff0c\u800c\u662f\u5728AI\u5199\u4e86\u4ee3\u7801\u4e4b\u540e\uff0c\u4eba\u7c7b\u5982\u4f55\u4fdd\u6301\u5bf9\u7cfb\u7edf\u7684\u7406\u89e3\u3001\u5bf9\u8d28\u91cf\u7684\u5224\u65ad\u3001\u5bf9\u65b9\u5411\u7684\u638c\u63a7\u3002<\/strong><\/p>\n<p><strong>\u4ece&ldquo;vibe coding&rdquo;\u5230&ldquo;\u6211\u4ece\u672a\u611f\u5230\u5982\u6b64\u843d\u540e&rdquo;\uff0cKarpathy\u7528\u4e24\u6761\u63a8\u6587\uff0c\u6807\u6ce8\u4e86\u4e00\u573a\u8fd0\u52a8\u7684\u5f27\u7ebf\uff1a\u4ece\u5174\u594b\u5230\u6e05\u9192\uff0c\u4ece\u91ca\u653e\u5230\u53cd\u601d\uff0c\u4ece\u547d\u540d\u4e00\u79cd\u81ea\u7531\u5230\u627f\u8ba4\u4e00\u79cd\u538b\u529b\u3002<\/strong><\/p>\n<p><strong>\u8fd9\u4e0d\u662f\u80cc\u53db\uff0c\u8fd9\u662f\u6210\u719f\u3002<\/strong><\/p>\n<h3><strong>\u52a0\u5195\u4e0e\u6e05\u7b97<\/strong><\/h3>\n<p>\u7b2c\u4e94\u7ae0\u672b\u5c3e\u90a3\u4e9b&ldquo;\u4f4e\u6c89\u7684\u55e1\u55e1\u58f0&rdquo;&mdash;&mdash;&ldquo;\u6280\u672f\u503a&rdquo;\u3001\u7ef4\u62a4\u56f0\u5883\u3001AI\u751f\u6210\u4ee3\u7801\u7684\u8d28\u91cf\u9690\u5fe7&mdash;&mdash;\u57282025\u5e74\u7684\u6700\u540e\u4e24\u4e2a\u6708\u91cc\u7ec8\u4e8e\u53d8\u6210\u4e86\u6e05\u6670\u7684\u5408\u5531\u3002CodeRabbit\u7684\u6570\u636e\u3001\u793e\u533a\u7684\u62b1\u6028\u3001Karpathy\u7684\u53cd\u601d\uff0c\u4ece\u4e0d\u540c\u89d2\u5ea6\u6307\u5411\u540c\u4e00\u4e2a\u7ed3\u8bba\uff1a<strong>vibe coding\u89e3\u51b3\u4e86&ldquo;\u521b\u9020&rdquo;\u7684\u95e8\u69db\u95ee\u9898\uff0c\u4f46\u6253\u5f00\u4e86&ldquo;\u6280\u672f\u503a&rdquo;\u7684\u6f58\u591a\u62c9\u4e4b\u76d2\u3002<\/strong><\/p>\n<p>\u5f53\u4e00\u4e2a\u4ea7\u54c1\u516b\u5206\u949f\u5c31\u80fd\u9020\u51fa\u6765\uff0c\u4f46\u4fee\u4e00\u4e2abug\u9700\u8981\u4e09\u5929\uff1b\u5f53\u4ee3\u7801\u7684\u751f\u6210\u901f\u5ea6\u8fdc\u8d85\u4eba\u7c7b\u7406\u89e3\u5b83\u7684\u901f\u5ea6\uff1b\u5f53&ldquo;Accept All&rdquo;\u53d8\u6210\u4e86\u503a\u52a1\u79ef\u7d2f\u7684\u5feb\u6377\u952e\uff0c<strong>\u8fd9\u4e2a\u8fd0\u52a8\u5c31\u5fc5\u987b\u8fdb\u5316\uff0c\u5426\u5219\u5b83\u5c06\u88ab\u81ea\u5df1\u521b\u9020\u7684\u5e9f\u589f\u6df9\u6ca1\u3002<\/strong><\/p>\n<p>\u8d44\u672c\u5dc5\u5cf0\u4e0e\u6c1b\u56f4\u5bbf\u9189\uff0c\u57282025\u5e74\u7684\u6700\u540e\u51e0\u5468\u91cc\u5b8c\u7f8e\u53e0\u52a0\u3002293\u4ebf\u7f8e\u5143\u7684\u4f30\u503c\u548c66\u4ebf\u7f8e\u5143\u7684\u878d\u8d44\u8bc1\u660e\u4e86\u4fe1\u5fc3\uff1bCodeRabbit\u76841.7\u500d\u9519\u8bef\u7387\u548c\u793e\u533a\u7684\u7ef4\u62a4\u5669\u68a6\u66b4\u9732\u4e86\u4ee3\u4ef7\u3002Vibe coding\u7684\u540d\u5b57\u88ab\u5199\u8fdb\u4e86\u8bcd\u5178\uff0c\u540c\u65f6&ldquo;vibe coding hangover&rdquo;\u4e5f\u53d8\u6210\u65e0\u6570\u5f00\u53d1\u8005\u7684\u65e5\u5e38\u8bcd\u6c47\u3002<\/p>\n<p><strong>\u8fd9\u4e2a\u5e74\u5173\uff0c\u65e2\u662f\u52a0\u5195\u793c\uff0c\u4e5f\u662f\u6e05\u7b97\u65e5\u3002\u800c\u90a3\u4e2a\u5373\u5c06\u5230\u6765\u7684\u65b0\u8bcd&mdash;&mdash;&ldquo;agentic engineering&rdquo;&mdash;&mdash;\u6b63\u5728\u6697\u5904\u7b49\u5f85\u767b\u573a&hellip;&hellip;<\/strong><\/p>\n<h2><strong><em>07.<\/em>\u7b2c\u4e8c\u4e2a\u540d\u5b57<\/strong><\/h2>\n<p>2026\u5e74\u521d\u81f3\u4eca<\/p>\n<h3><strong>\u4e00\u5468\u5e74<\/strong><\/h3>\n<p>2026\u5e742\u67084\u65e5\u3002<\/p>\n<p>\u8ddd\u79bb\u90a3\u6761&ldquo;\u6d74\u4e2d\u54f2\u601d&rdquo;\u63a8\u6587\uff0c\u6574\u6574\u4e00\u5e74\u3002Andrej Karpathy\u518d\u6b21\u6253\u5f00X\u3002<\/p>\n<p>\u8fd9\u4e00\u6b21\u6ca1\u6709\u968f\u624b\u5373\u5174\u7684\u5473\u9053\u4e86\u3002\u5728\u65b0\u7684\u63a8\u6587\u4e2d\uff0c\u4ed6\u5148\u5766\u7136\u56de\u987e\uff1a\u4e00\u5e74\u524d\u90a3\u6761\u968f\u624b\u53d1\u51fa\u7684\u63a8\u6587\uff0c\u6070\u597d\u5728\u6b63\u786e\u7684\u65f6\u523b\u4e3a\u4e00\u79cd\u666e\u904d\u611f\u53d7\u94f8\u9020\u4e86\u4e00\u4e2a\u540d\u5b57\u3002\u4f46\u4ed6\u7d27\u63a5\u7740\u6307\u51fa\uff0c\u4e00\u5e74\u95f4LLM\u80fd\u529b\u7684\u8dc3\u5347\u5df2\u7ecf\u6539\u53d8\u4e86\u6e38\u620f\u89c4\u5219\u3002\u5f53\u521dvibe coding\u4e3b\u8981\u9002\u7528\u4e8e&ldquo;\u6709\u8da3\u7684\u4e00\u6b21\u6027\u9879\u76ee\u3001\u6f14\u793a\u548c\u63a2\u7d22&rdquo;\uff0c\u800c\u5982\u4eca\uff0c&ldquo;\u901a\u8fc7LLM\u667a\u80fd\u4f53\u7f16\u7a0b\u6b63\u5728\u65e5\u76ca\u6210\u4e3a\u4e13\u4e1a\u4eba\u58eb\u7684\u9ed8\u8ba4\u5de5\u4f5c\u6d41\uff0c\u53ea\u4e0d\u8fc7\u9700\u8981\u66f4\u591a\u7684\u76d1\u7763\u4e0e\u5ba1\u67e5&rdquo;\u3002<\/p>\n<p>\u4e8e\u662f\u4ed6\u63d0\u51fa\u4e86\u4e00\u4e2a\u65b0\u540d\u5b57\u6765\u4e0evibe coding\u505a\u533a\u5206\uff1aagentic engineering\u3002<\/p>\n<blockquote>\n<p>\u8bb8\u591a\u4eba\u8bd5\u56fe\u4e3a\u8fd9\u79cd\u65b9\u6cd5\u60f3\u51fa\u4e00\u4e2a\u66f4\u597d\u7684\u540d\u79f0\uff0c\u4ee5\u533a\u522b\u4e8eVibe Code\uff0c\u6211\u4e2a\u4eba\u76ee\u524d\u6700\u559c\u6b22\u7684\u662f&ldquo;\u4ee3\u7406\u5de5\u7a0b&rdquo;\u3002<\/p>\n<ul>\n<li>\n<p>&ldquo;agent&rdquo;\u662f\u56e0\u4e3a\u65b0\u7684\u9ed8\u8ba4\u8bbe\u7f6e\u662f\uff0c99% \u7684\u60c5\u51b5\u4e0b\u4f60\u4e0d\u4f1a\u76f4\u63a5\u7f16\u5199\u4ee3\u7801\uff0c\u800c\u662f\u534f\u8c03\u4ee3\u7406\u6765\u7f16\u5199\u4ee3\u7801\u5e76\u8fdb\u884c\u76d1\u7763\u3002<\/p>\n<\/li>\n<li>\n<p>&ldquo;engineering&rdquo;\u4e00\u8bcd\u662f\u4e3a\u4e86\u5f3a\u8c03\u5b83\u65e2\u662f\u4e00\u95e8\u827a\u672f\uff0c\u53c8\u662f\u4e00\u95e8\u79d1\u5b66\uff0c\u8fd8\u9700\u8981\u4e13\u4e1a\u77e5\u8bc6\u3002\u8fd9\u662f\u4e00\u95e8\u53ef\u4ee5\u5b66\u4e60\u548c\u7cbe\u8fdb\u7684\u5b66\u79d1\uff0c\u5b83\u6709\u7740\u81ea\u8eab\u72ec\u7279\u7684\u6df1\u5ea6\u3002<\/p>\n<\/li>\n<\/ul>\n<\/blockquote>\n<p><img loading=\"lazy\" style=\"display:block; margin-left:auto; margin-right:auto\" src=\"https:\/\/images.tmtpost.com\/uploads\/images\/wx\/2026\/04\/20260423171958510713.jpg?imageMogr2\/auto-orient\/strip\/interlace\/1\/quality\/85\/thumbnail\/1440x1094\/gravity\/center\/crop\/!1440x1094&ext=.jpg\" width=\"793\" height=\"603\" alt=\"\u5c48\u670d\u4e8e\u6c1b\u56f4\uff1a\u4e00\u90e8AI\u7f16\u7a0b\u8fd0\u52a8\u53f2\uff082020-2026\uff09\u30102.5\u4e07\u5b57\u7b80\u53f2\u3011\" \/><\/p>\n<p>Karpathy\u5728vibe coding\u4e00\u5468\u5e74\u4e4b\u9645\u63d0\u51fa&ldquo;agentic engineering&rdquo;\uff0c<em>\u6765\u6e90\uff1aX<\/em><\/p>\n<p>\u4e00\u5e74\u524d\uff0c\u4ed6\u8bf4&ldquo;\u5fd8\u8bb0\u4ee3\u7801\u7684\u5b58\u5728&rdquo;\u3002<\/p>\n<p>\u73b0\u5728\uff0c\u4ed6\u8bf4\u7684\u662f\uff1a\u5f53\u4f60\u4e0d\u518d\u4eb2\u624b\u5199\u4ee3\u7801\uff0c\u4f60\u9700\u8981\u5b66\u4f1a\u4e00\u79cd\u65b0\u7684\u5de5\u7a0b\uff1a\u7f16\u6392\u667a\u80fd\u4f53\u3001\u5ba1\u67e5\u5b83\u4eec\u7684\u5de5\u4f5c\u3001\u5728\u66f4\u9ad8\u7684\u62bd\u8c61\u5c42\u4e0a\u4fdd\u6301\u5224\u65ad\u529b\u3002<\/p>\n<p>\u5b66\u672f\u754c\u4e5f\u5728\u7ed9\u51fa\u4e86\u81ea\u5df1\u7684\u6ce8\u89e3\u3002\u4e2d\u79d1\u9662\u4fe1\u606f\u5de5\u7a0b\u7814\u7a76\u6240\u7b49\u673a\u6784\u7684\u7814\u7a76\u56e2\u961f\u5728arXiv\u53d1\u8868\u7684\u300aA Survey of Vibe Coding with Large Language Models\u300b\uff0c\u7cfb\u7edf\u68b3\u7406\u4e86\u76f8\u5173\u7814\u7a76\u6587\u732e\uff0c\u5c06\u8fd9\u79cd\u7f16\u7a0b\u8303\u5f0f\u5f52\u7eb3\u4e3a\u4e94\u79cd\u6a21\u578b\uff1a\u4ece\u6700\u539f\u59cb\u7684\u300c\u65e0\u7ea6\u675f\u81ea\u52a8\u5316\u300d\uff08AI\u5168\u6743\u751f\u6210\uff0c\u4eba\u7c7b\u88ab\u52a8\u63a5\u53d7\uff09\uff0c\u5230\u300c\u8fed\u4ee3\u5bf9\u8bdd\u5f0f\u300d\uff08\u591a\u8f6e\u53cd\u9988\u6536\u655b\uff09\u3001\u300c\u89c4\u5212\u9a71\u52a8\u300d\uff08\u5148\u51fa\u65b9\u6848\u518d\u6267\u884c\uff09\u3001\u300c\u6d4b\u8bd5\u9a71\u52a8\u300d\uff08\u4ee5\u6d4b\u8bd5\u4e3a\u951a\u70b9\u7ea6\u675fAI\u8f93\u51fa\uff09\uff0c\u76f4\u5230\u6700\u6210\u719f\u7684\u300c\u4e0a\u4e0b\u6587\u589e\u5f3a\u534f\u4f5c\u300d\u3002<\/p>\n<p>\u4e94\u79cd\u6a21\u578b\uff0c\u6070\u597d\u52fe\u52d2\u51fa\u4ecevibe coding\u5230agentic engineering\u7684\u8fdb\u5316\u9636\u68af\uff0c\u5e76\u63d0\u51fa\uff1a\u51b3\u5b9avibe coding\u6210\u8d25\u7684\uff0c\u4e0d\u662f\u6a21\u578b\u80fd\u529b\u672c\u8eab\uff0c\u800c\u662f\u7cfb\u7edf\u5316\u7684\u4e0a\u4e0b\u6587\u5de5\u7a0b\u3001\u6210\u719f\u7684\u5f00\u53d1\u73af\u5883\uff0c\u4ee5\u53ca\u4eba\u7c7b\u4e0e\u667a\u80fd\u4f53\u4e4b\u95f4\u7684\u534f\u4f5c\u6a21\u578b\u3002<\/p>\n<p>a16z\u5728\u4e09\u6708\u53d1\u5e03\u4e86\u7b2c\u516d\u7248\u5168\u7403Top 100 AI\u5e94\u7528\u62a5\u544a\u3002\u6570\u636e\u4e5f\u5370\u8bc1\u4e86Karpathy\u7684\u5224\u65ad\uff1avibe coding\u4e0d\u4ec5\u6ca1\u6709\u56e0\u4e3a&ldquo;\u5bbf\u9189&rdquo;\u800c\u9000\u6f6e\uff0c\u5b83\u7684&ldquo;\u6536\u5165\u5f15\u64ce&rdquo;\u53cd\u800c\u5728\u52a0\u901f\u3002AI\u7f16\u7a0b\u5de5\u5177\u5df2\u7ecf\u6210\u4e3a\u6574\u4e2a\u6d88\u8d39\u7ea7AI\u5e94\u7528\u9886\u57df\u4e2d\u589e\u901f\u6700\u5feb\u7684\u54c1\u7c7b\u4e4b\u4e00\u3002\u66f4\u503c\u5f97\u6ce8\u610f\u7684\u662f\u8d8b\u52bf\u672c\u8eab\u7684\u8f6c\u53d8\uff1a\u62a5\u544a\u89c2\u5bdf\u5230\uff0cvibe coding\u6b63\u5728\u4ece\u4e00\u79cd&ldquo;\u76ee\u7684\u5730\u54c1\u7c7b&rdquo;\uff08\u7528\u6237\u4e13\u7a0b\u524d\u5f80\u4f7f\u7528\u7684\u5de5\u5177\uff09\u5411\u4e00\u79cd&ldquo;\u529f\u80fd\u5c42&rdquo;\uff08\u5d4c\u5165\u66f4\u591a\u5de5\u4f5c\u6d41\u7684\u57fa\u7840\u80fd\u529b\uff09\u6f14\u8fdb\u3002<\/p>\n<p><strong>\u4ece\u76ee\u7684\u5730\u5230\u529f\u80fd\uff0c\u4ece\u540d\u8bcd\u5230\u52a8\u8bcd&mdash;&mdash;\u8fd9\u6761\u8f68\u8ff9\uff0c\u4e0e\u4ece&ldquo;vibe coding&rdquo;\u5230&ldquo;agentic engineering&rdquo;\u7684\u8bed\u4e49\u5347\u7ea7\uff0c\u51e0\u4e4e\u5b8c\u5168\u5e73\u884c\u3002<\/strong><\/p>\n<p><img loading=\"lazy\" style=\"display:block; margin-left:auto; margin-right:auto\" src=\"https:\/\/images.tmtpost.com\/uploads\/images\/wx\/2026\/04\/20260423171958692265.jpg?imageMogr2\/auto-orient\/strip\/interlace\/1\/quality\/85\/thumbnail\/1440x1233\/gravity\/center\/crop\/!1440x1233&ext=.jpg\" width=\"611\" height=\"524\" alt=\"\u5c48\u670d\u4e8e\u6c1b\u56f4\uff1a\u4e00\u90e8AI\u7f16\u7a0b\u8fd0\u52a8\u53f2\uff082020-2026\uff09\u30102.5\u4e07\u5b57\u7b80\u53f2\u3011\" \/><\/p>\n<p>Vibe coding\u5de5\u5177\u7684\u6536\u5165\u589e\u957f\u66f2\u7ebf\uff0c<em>\u6765\u6e90\uff1aSimilarWeb\uff0ca16z<\/em><\/p>\n<h3><strong>\u5f15\u64ce\u8fd8\u5728\u8f70\u9e23<\/strong><\/h3>\n<p>\u6570\u5b57\u6ca1\u6709\u4e1d\u6beb\u653e\u7f13\u7684\u8ff9\u8c61\u3002<\/p>\n<p>2026\u5e743\u6708\uff0cCursor\u7684\u5e74\u5316\u6536\u5165\u7a81\u78342\u4ebf\u7f8e\u5143\uff0c\u516c\u53f8\u6b63\u5728\u4ee5\u7ea6500-600\u4ebf\u7f8e\u5143\u7684\u4f30\u503c\u8fdb\u884c\u65b0\u4e00\u8f6e\u878d\u8d44\u8c08\u5224\u3002\u8ddd\u79bb2025\u5e7411\u6708\u90a3\u8f6e293\u4ebf\u7f8e\u5143\u7684D\u8f6e\uff0c\u4e0d\u5230\u4e09\u4e2a\u6708\uff0c\u4f30\u503c\u518d\u7ffb\u4e00\u500d\u3002<\/p>\n<p>\u4e00\u5e74\u524d\u8fd8\u662f\u4e00\u5bb6ARR\u521a\u78341\u4ebf\u7684\u516c\u53f8\uff0c\u73b0\u5728\u8ba8\u8bba\u7684\u6570\u5b57\u6bd4\u5927\u591a\u6570<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e4%b8%8a%e5%b8%82\" title=\"View all posts in \u4e0a\u5e02\" target=\"_blank\" class=\"tag_link\">\u4e0a\u5e02<\/a>\u79d1\u6280\u516c\u53f8\u7684\u5e02\u503c\u8fd8\u5927\u3002<\/p>\n<p><img loading=\"lazy\" style=\"display:block; margin-left:auto; margin-right:auto\" src=\"https:\/\/images.tmtpost.com\/uploads\/images\/wx\/2026\/04\/20260423171958863008.jpg?imageMogr2\/auto-orient\/strip\/interlace\/1\/quality\/85\/thumbnail\/1440x996&ext=.jpg\" width=\"520\" height=\"360\" alt=\"\u5c48\u670d\u4e8e\u6c1b\u56f4\uff1a\u4e00\u90e8AI\u7f16\u7a0b\u8fd0\u52a8\u53f2\uff082020-2026\uff09\u30102.5\u4e07\u5b57\u7b80\u53f2\u3011\" \/><\/p>\n<p>\u5934\u90e8AI\u7f16\u7a0b\u516c\u53f8ARR\u589e\u81f35\u4ebf\u7f8e\u5143\u7684\u901f\u5ea6\uff0c<em>\u6765\u6e90\uff1aReddit r\/cursor<\/em><\/p>\n<p>Lovable\u7684ARR\u98d9\u5347\u81f34\u4ebf\u7f8e\u5143\uff0c\u56e2\u961f\u89c4\u6a21\u4ec5146\u4eba\uff0c\u6bcf\u4f4d\u5458\u5de5\u5bf9\u5e94270\u4e07\u7f8e\u5143\u7684\u5e74\u5316\u6536\u5165\uff0c\u5728SaaS\u884c\u4e1a\u51e0\u4e4e\u95fb\u6240\u672a\u95fb\u3002Replit\u5219\u5b8c\u62104\u4ebf\u7f8e\u5143D\u8f6e\u878d\u8d44\uff0c\u4f30\u503c90\u4ebf\u7f8e\u5143\uff0c\u5e74\u5316\u6536\u5165\u5251\u630710\u4ebf\u7f8e\u5143\u3002<\/p>\n<p>\u4e09\u5bb6\u516c\u53f8\u7684\u878d\u8d44\u548c\u6536\u5165\u6570\u5b57\u50cf\u4e09\u6761\u5e73\u884c\u7684\u706b\u7bad\u8f68\u8ff9\uff0c\u540c\u65f6\u5411\u4e0a\u6495\u88c2\u5929\u7a7a\u3002<\/p>\n<p>\u4f46\u5728\u8fd9\u4e9b\u6570\u5b57\u7684\u95f4\u9699\u91cc\uff0c\u4e5f\u85cf\u7740\u4e00\u4e2a\u66f4\u590d\u6742\u7684\u6545\u4e8b\u3002<\/p>\n<p>2025\u5e745\u67086\u65e5\uff0cOpenAI\u5ba3\u5e03\u4ee5\u7ea630\u4ebf\u7f8e\u5143<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e6%94%b6%e8%b4%ad\" title=\"View all posts in \u6536\u8d2d\" target=\"_blank\" class=\"tag_link\">\u6536\u8d2d<\/a>AI\u7f16\u7a0b\u521b\u4e1a\u516c\u53f8Windsurf\u3002\u8fd9\u88ab\u89c6\u4e3a\u6a21\u578b\u5382\u5546\u5411\u5e94\u7528\u5c42\u4e0b\u6ce8\u7684\u6807\u5fd7\u6027\u4e8b\u4ef6\u4e4b\u4e00\u3002\u5982\u679c\u8fdeOpenAI\u90fd\u8ba4\u4e3a\u4ec5\u9760\u5356\u6a21\u578bAPI\u4e0d\u591f\uff0c\u9700\u8981\u62e5\u6709\u81ea\u5df1\u7684\u7f16\u7a0b\u5de5\u5177\uff0c\u90a3\u8bf4\u660e\u8fd9\u6761\u8d5b\u9053\u7684\u6218\u7565\u4ef7\u503c\u5df2\u7ecf\u65e0\u6cd5\u5ffd\u89c6\u3002<\/p>\n<p>\u7136\u800c\uff0c\u8fd9\u7b14\u4ea4\u6613\u4ece\u672a\u5b8c\u6210\u30027\u670811\u65e5\uff0cOpenAI\u7684\u6392\u4ed6\u6027\u6536\u8d2d\u7a97\u53e3\u5230\u671f\u3002Google\u65cb\u5373\u51fa\u624b\uff0c\u4e0d\u662f\u6536\u8d2dWindsurf\uff0c\u800c\u662f\u76f4\u63a5\u5c06Windsurf\u7684CEO Varun Mohan\u548c\u8054\u5408\u521b\u59cb\u4ebaDouglas Chen\u8fde\u540c\u6838\u5fc3\u7814\u53d1\u56e2\u961f\u63fd\u5165DeepMind\u3002Google\u540c\u65f6\u83b7\u5f97\u4e86Windsurf\u6280\u672f\u7684\u975e\u72ec\u5360\u6388\u6743\uff0c\u4f46\u4e0d\u6301\u6709\u4efb\u4f55\u80a1\u6743\u3002Windsurf\u4f5c\u4e3a\u72ec\u7acb\u516c\u53f8\u7ee7\u7eed\u8fd0\u8425\uff0c\u4e34\u65f6CEO Jeff Wang\u63a5\u624b\u3002<\/p>\n<p>\u4e00\u7b1430\u4ebf\u7f8e\u5143\u7684\u6536\u8d2d\uff0c\u6700\u7ec8\u53d8\u6210\u4e86\u4e00\u573a\u4eba\u624d\u4e89\u593a\u6218\u3002\u8fd9\u4e2a\u63d2\u66f2\u63ed\u793a\u4e86AI\u7f16\u7a0b\u8d5b\u9053\u5e95\u5c42\u7684\u6743\u529b\u535a\u5f08\uff1a\u6a21\u578b\u5382\u5546\u3001\u5de5\u5177\u5382\u5546\u3001\u9876\u5c16\u4eba\u624d\uff0c\u4e09\u65b9\u89d2\u529b\u6b63\u5728\u767d\u70ed\u5316\u3002<strong>\u8fd9\u573a\u5de8\u5934\u95f4\u7684\u62a2\u593a\u6218\uff0c\u4ece\u6570\u5b57\u4e4b\u5916\u7684\u89d2\u5ea6\u89e3\u91ca\u4e86\u90a3\u4e9b\u4ee4\u4eba\u76ee\u7729\u7684\u52a0\u901f\u5ea6&mdash;&mdash;\u63a8\u52a8AI\u7f16\u7a0b\u5de5\u5177\u4ee5\u6708\u4e3a\u5355\u4f4d\u8fed\u4ee3\u7684\uff0c\u4e0d\u4ec5\u662f\u5e95\u5c42\u6a21\u578b\u80fd\u529b\u7684\u8dc3\u5347\uff0c\u8fd8\u6709\u4ea7\u4e1a\u94fe\u4e0a\u6bcf\u4e00\u4e2a\u73a9\u5bb6\u5bf9&ldquo;\u4e0b\u4e00\u4e2a\u5236\u9ad8\u70b9&rdquo;\u7684\u751f\u6b7b\u4e89\u593a\u3002<\/strong><\/p>\n<h3><strong>\u7f16\u7a0b\u6b63\u5728\u53d8\u5f97\u9762\u76ee\u5168\u975e<\/strong><\/h3>\n<p>2026\u5e742\u670825\u65e5\uff0c\u8ddd\u79bb\u5468\u5e74\u63a8\u6587\u4ec5\u4e09\u5468\uff0cKarpathy\u518d\u6b21\u53d1\u58f0\u3002<\/p>\n<p>\u8fd9\u4e00\u6b21\u4e0d\u662f\u4e00\u6761\u968f\u624b\u7684\u77ed\u63a8\u6587\uff0c\u800c\u662f\u4e00\u7bc7\u7cbe\u5fc3\u7ec4\u7ec7\u7684\u957f\u5e16\u3002\u4ed6\u7528\u51e0\u4e4e\u662f\u89e3\u5256\u5f0f\u7684\u7cbe\u5ea6\uff0c\u63cf\u8ff0\u4e86\u7f16\u7a0b\u8fd9\u95e8\u624b\u827a\u6b63\u5728\u7ecf\u5386\u7684\u5f62\u53d8\uff1aAI\u667a\u80fd\u4f53\u73b0\u5728\u53ef\u4ee5\u8fde\u7eed\u81ea\u4e3b\u5de5\u4f5c30\u5206\u949f\u4ee5\u4e0a\uff0c\u72ec\u7acb\u5b8c\u6210\u4ece\u8bfb\u53d6\u4ee3\u7801\u5e93\u3001\u5b9a\u4f4d\u95ee\u9898\u3001\u5236\u5b9a\u65b9\u6848\u5230\u6267\u884c\u4fee\u6539\u3001\u8fd0\u884c\u6d4b\u8bd5\u7684\u5168\u6d41\u7a0b\u3002\u5f00\u53d1\u8005\u7684\u65e5\u5e38\uff0c\u8d8a\u6765\u8d8a\u50cf\u540c\u65f6\u7ba1\u7406\u591a\u4e2a\u8fd9\u6837\u7684&ldquo;\u6570\u5b57\u5de5\u7a0b\u5e08&rdquo;\uff0c\u4e0d\u518d\u4eb2\u624b\u5199\u4ee3\u7801\uff0c\u800c\u662f\u5206\u914d\u4efb\u52a1\u3001\u5ba1\u9605\u4ea7\u51fa\u3001\u6821\u51c6\u65b9\u5411\u3002<\/p>\n<p>\u4ed6\u628a\u8f6c\u53d8\u7684\u6df1\u5c42\u542b\u4e49\u62c6\u5f00\u7ed9\u6240\u6709\u4eba\u770b\uff0c&ldquo;\u7f16\u7a0b&rdquo;\u8fd9\u4e2a\u8bcd\u7684\u542b\u4e49\u6b63\u5728\u88ab\u5f7b\u5e95\u6539\u5199\u3002\u5b83\u4e0d\u518d\u7b49\u540c\u4e8e&ldquo;\u5728\u7f16\u8f91\u5668\u91cc\u6572\u51fb\u5b57\u7b26&rdquo;\uff0c\u800c\u5f00\u59cb\u610f\u5473\u7740&ldquo;\u7528\u81ea\u7136\u8bed\u8a00\u5b9a\u4e49\u610f\u56fe\uff0c\u7528\u67b6\u6784\u601d\u7ef4\u7ea6\u675f\u884c\u4e3a\uff0c\u7528\u5de5\u7a0b\u5224\u65ad\u9a8c\u8bc1\u4ea7\u51fa&rdquo;\u3002<strong>\u5982\u679c\u8bf4\u4e00\u5e74\u524dvibe coding\u7684\u6838\u5fc3\u59ff\u6001\u662f&ldquo;\u5c48\u670d\u4e8e\u6c1b\u56f4&rdquo;\uff0c\u90a3\u4e48\u73b0\u5728\u7684agentic engineering\u8981\u6c42\u4e00\u79cd\u66f4\u5ba1\u614e\u7684\u5e73\u8861&mdash;&mdash;\u4f60\u4f9d\u7136\u628a\u5927\u91cf\u6267\u884c\u5de5\u4f5c\u4ea4\u7ed9AI\uff0c\u4f46\u4f60\u5fc5\u987b\u6bd4\u4ee5\u5f80\u4efb\u4f55\u65f6\u5019\u90fd\u66f4\u6e05\u695a\u5730\u77e5\u9053&ldquo;\u597d&rdquo;\u957f\u4ec0\u4e48\u6837\u3002<\/strong><\/p>\n<p>\u8fd9\u6761\u957f\u63a8\u6587\u4e2d\u6700\u503c\u5f97\u6ce8\u610f\u7684\u7ec6\u8282\u662f\uff1aKarpathy\u63d0\u5230\uff0c\u5728\u5148\u8fdb\u7684\u5de5\u4f5c\u6d41\u4e2d\uff0c\u5f00\u53d1\u8005\u4f1a\u540c\u65f6\u542f\u52a8\u591a\u4e2aAI\u667a\u80fd\u4f53\u5b9e\u4f8b\uff0c\u6bcf\u4e2a\u8d1f\u8d23\u4e0d\u540c\u7684\u5b50\u4efb\u52a1\uff0c\u7531\u4eba\u7c7b\u5728\u66f4\u9ad8\u5c42\u9762\u8fdb\u884c\u534f\u8c03\u548c\u6574\u5408\u3002\u8fd9\u4e0d\u518d\u662f&ldquo;\u4eba+AI&rdquo;\u7684\u4e8c\u5143\u7ec4\u5408\uff0c\u800c\u662f&ldquo;\u4e00\u4e2a\u4eba+\u4e00\u652fAI\u56e2\u961f&rdquo;\u7684\u65b0\u578b\u7f16\u6392\uff0c\u8fd9\u6b63\u662f\u7b2c\u4e94\u7ae0\u4e2dBoris Cherny\u540c\u65f6\u8fd0\u884c\u5341\u51e0\u4e2aClaude\u5b9e\u4f8b\u7684\u5de5\u4f5c\u6a21\u5f0f\u88ab\u666e\u53ca\u540e\u7684\u81ea\u7136\u6f14\u8fdb\u3002<\/p>\n<p><strong>\u5468\u5e74\u63a8\u6587\u4e3a\u8fd9\u79cd\u65b0\u5de5\u4f5c\u65b9\u5f0f\u547d\u4e86\u540d\uff0c\u800c\u8fd9\u7bc7\u957f\u5e16\u4e3a\u5b83\u753b\u51fa\u4e86\u7b2c\u4e00\u5f20\u6e05\u6670\u7684\u8096\u50cf&mdash;&mdash;\u4ece\u4e00\u4e2a\u6982\u5ff5\u6807\u7b7e\uff0c\u53d8\u6210\u4e86\u4e00\u5957\u53ef\u4ee5\u88ab\u5b66\u4e60\u3001\u6a21\u4eff\u548c\u6539\u8fdb\u7684\u5de5\u7a0b\u5b9e\u8df5\u3002<\/strong><\/p>\n<h3><strong>&ldquo;\u6548\u7387\u6096\u8bba&rdquo;\u7684\u7eed\u96c6<\/strong><\/h3>\n<p>\u5c31\u5728Karpathy\u63cf\u7ed8\u65b0\u56fe\u666f\u7684\u524d\u4e00\u5929\uff0c\u4e00\u4e2a\u719f\u6089\u7684\u540d\u5b57\u518d\u6b21\u51fa\u73b0\u3002<\/p>\n<p>2026\u5e742\u670824\u65e5\uff0cMETR\u53d1\u5e03\u4e86\u4e00\u7bc7\u6807\u9898\u76f4\u767d\u7684\u66f4\u65b0\uff1aWe are Changing our Developer Productivity Experiment Design\uff08\u300a\u6211\u4eec\u6b63\u5728\u6539\u53d8\u5f00\u53d1\u8005\u751f\u4ea7\u529b\u5b9e\u9a8c\u7684\u8bbe\u8ba1\u300b\uff09\u3002<\/p>\n<p>\u8fd8\u8bb0\u5f97\u7b2c\u56db\u7ae0\u90a3\u9879\u9707\u52a8\u884c\u4e1a\u7684\u968f\u673a\u5bf9\u7167\u8bd5\u9a8c\u5417\uff1f16\u540d\u8d44\u6df1\u5f00\u53d1\u8005\uff0c246\u4e2a\u4efb\u52a1\uff0c\u7ed3\u8bba\u662fAI\u8ba9\u4ed6\u4eec\u6162\u4e8619%\u3002\u90a3\u9879\u7814\u7a76\u5728\u6574\u4e2a2025\u5e74\u4e0b\u534a\u5e74\u6210\u4e3aAI\u6000\u7591\u8bba\u8005\u6700\u5e38\u5f15\u7528\u7684\u5f39\u836f\u3002\u73b0\u5728\uff0c\u540c\u4e00\u4e2a\u7814\u7a76\u56e2\u961f\u5e26\u7740\u540e\u7eed\u6570\u636e\u56de\u6765\u4e86\uff0c\u4f46\u6545\u4e8b\u53d8\u5f97\u66f4\u52a0\u590d\u6742\u3002<\/p>\n<p>\u65b0\u7814\u7a76\u7684\u89c4\u6a21\u5927\u5e45\u6269\u5c55\uff1a57\u540d\u5f00\u53d1\u8005\uff0c\u8d85\u8fc7800\u4e2a\u4efb\u52a1\u3002\u5bf9\u4e8e\u53c2\u4e0e\u8fc7\u539f\u59cb\u5b9e\u9a8c\u7684\u5f00\u53d1\u8005\uff0c\u65b0\u6570\u636e\u663e\u793aAI\u5e26\u6765\u7684\u901f\u5ea6\u53d8\u5316\u4f30\u8ba1\u4e3a-18%\uff08\u7f6e\u4fe1\u533a\u95f4-38%\u5230+9%\uff09\uff0c\u65b9\u5411\u4e0e\u4e4b\u524d\u4e00\u81f4\uff0c\u4f46\u7edf\u8ba1\u4e0d\u786e\u5b9a\u6027\u5927\u5e45\u589e\u52a0\u3002\u800c\u5bf9\u4e8e\u65b0\u52a0\u5165\u7684\u5f00\u53d1\u8005\uff0c\u8fd9\u4e2a\u6570\u5b57\u662f-4%\uff08\u7f6e\u4fe1\u533a\u95f4-15%\u5230+9%\uff09\uff0c\u51e0\u4e4e\u5c31\u662f\u96f6\u6548\u5e94\u3002<\/p>\n<p><img loading=\"lazy\" style=\"display:block; margin-left:auto; margin-right:auto\" src=\"https:\/\/images.tmtpost.com\/uploads\/images\/wx\/2026\/04\/20260423171958971720.jpg?imageMogr2\/auto-orient\/strip\/interlace\/1\/quality\/85\/thumbnail\/1440x784&ext=.jpg\" width=\"661\" height=\"360\" alt=\"\u5c48\u670d\u4e8e\u6c1b\u56f4\uff1a\u4e00\u90e8AI\u7f16\u7a0b\u8fd0\u52a8\u53f2\uff082020-2026\uff09\u30102.5\u4e07\u5b57\u7b80\u53f2\u3011\" \/><\/p>\n<p>METR\u540e\u7eed\u7814\u7a76\uff1a\u539f\u59cb\u5f00\u53d1\u8005\u4f7f\u7528AI\u4ecd\u7136\u51cf\u901f18%\uff0c<em>\u6765\u6e90\uff1aMETR<\/em><\/p>\n<p>\u4f46\u771f\u6b63\u8feb\u4f7fMETR\u6539\u53d8\u5b9e\u9a8c\u8bbe\u8ba1\u7684\uff0c\u4e0d\u662f\u8fd9\u4e9b\u6570\u5b57\u672c\u8eab\uff0c\u800c\u662f\u9690\u85cf\u5728\u6570\u636e\u80cc\u540e\u7684\u4e00\u4e2a\u66f4\u6839\u672c\u7684\u95ee\u9898\uff1a&ldquo;\u9009\u62e9\u504f\u5dee&rdquo;\u3002<\/p>\n<p>\u7814\u7a76\u4eba\u5458\u53d1\u73b0\uff0c30%\u523050%\u7684\u5f00\u53d1\u8005\u5f00\u59cb\u62d2\u7edd\u63d0\u4ea4\u88ab\u5206\u914d\u4e3a&ldquo;\u7981\u6b62\u4f7f\u7528AI&rdquo;\u7684\u4efb\u52a1\u3002\u4e0d\u662f\u56e0\u4e3a\u505a\u4e0d\u4e86\uff0c\u800c\u662f\u56e0\u4e3a\u4e0d\u613f\u610f\u3002\u4e00\u4f4d\u5f00\u53d1\u8005\u5728\u8bbf\u8c08\u4e2d\u8bf4\uff1a<\/p>\n<blockquote>\n<p>My head's going to explode if I try to do too much the old-fashioned way. It's like trying to get across the city walking when all of a sudden I was more used to taking an <a href=\"https:\/\/www.alphaseek.cn\/?tag=uber\" title=\"View all posts in Uber\" target=\"_blank\" class=\"tag_link\">Uber<\/a>.\uff08\u5982\u679c\u6211\u8bd5\u7740\u7528\u8001\u529e\u6cd5\u505a\u592a\u591a\u4e8b\u60c5\uff0c\u6211\u7684\u8111\u888b\u4f1a\u7206\u70b8\u3002\u56e0\u4e3a\u90a3\u611f\u89c9\u5c31\u50cf\uff0c\u5f53\u4f60\u5df2\u7ecf\u4e60\u60ef\u4e86\u6253Uber\u7f51\u7ea6\u8f66\u7a7f\u8d8a\u57ce\u5e02\uff0c\u7a81\u7136\u6709\u4eba\u8ba9\u4f60\u8d70\u8def\u8fc7\u53bb\u3002\uff09<\/p>\n<\/blockquote>\n<p>\u53e6\u4e00\u4f4d\u7684\u8868\u8ff0\u66f4\u76f4\u63a5\uff1a<\/p>\n<blockquote>\n<p>I found I am actually heavily biased sampling the issues &hellip; I avoid issues like AI can finish things in just 2 hours, but I have to spend 20 hours. I will feel so painful if the task is decided as AI-disallowed.\uff08\u6211\u4f1a\u56de\u907f\u90a3\u4e9bAI\u4e24\u5c0f\u65f6\u5c31\u80fd\u641e\u5b9a\uff0c\u4f46\u6211\u5f97\u82b120\u5c0f\u65f6\u7684\u4efb\u52a1\u3002\u5982\u679c\u90a3\u4e2a\u4efb\u52a1\u88ab\u5206\u914d\u4e3a&lsquo;\u7981\u6b62\u4f7f\u7528AI&rsquo;\uff0c\u6211\u4f1a\u75db\u82e6\u5230\u4e0d\u60f3\u63d0\u4ea4\u3002\uff09<\/p>\n<\/blockquote>\n<p>\u8fd9\u4e9b\u8bc1\u8a00\u63ed\u793a\u4e86\u4e00\u4e2a\u6bd4&ldquo;AI\u5230\u5e95\u5feb\u4e0d\u5feb&rdquo;\u66f4\u6df1\u5c42\u7684\u73b0\u8c61\uff1a<strong>AI\u5df2\u7ecf\u6539\u53d8\u4e86\u5f00\u53d1\u8005\u5bf9\u5de5\u4f5c\u672c\u8eab\u7684\u611f\u77e5\u548c\u5bb9\u5fcd\u5ea6\u3002\u4e0d\u662fAI\u53d8\u5feb\u4e86\uff0c\u800c\u662f\u6ca1\u6709AI\u7684\u5de5\u4f5c\u53d8\u5f97&ldquo;\u4e0d\u53ef\u5fcd\u53d7&rdquo;\u4e86\u3002<\/strong><\/p>\n<p>METR\u5766\u627f\uff0c\u5728\u8fd9\u79cd&ldquo;\u9009\u62e9\u504f\u5dee&rdquo;\u4e0b\uff0c\u6570\u636e\u5df2\u7ecf\u65e0\u6cd5\u53ef\u9760\u5730\u8861\u91cfAI\u7684\u771f\u5b9e\u6548\u7387\u5f71\u54cd\u3002\u90a3\u4e9b\u88ab\u9009\u62e9\u6027\u653e\u5f03\u7684\u4efb\u52a1\u548c\u5f00\u53d1\u8005\uff0c\u5f88\u53ef\u80fd\u6070\u6070\u662fAI\u5e26\u6765\u6700\u5927\u52a0\u901f\u7684\u573a\u666f\u3002<\/p>\n<p>\u8fd9\u662f\u7b2c\u56db\u7ae0&ldquo;\u6548\u7387\u6096\u8bba&rdquo;\u7684\u7eed\u96c6\uff0c\u4f46\u5267\u60c5\u53d1\u751f\u4e86\u53cd\u8f6c\u3002\u7b2c\u56db\u7ae0\u7684\u7ed3\u8bba\u662f&ldquo;\u5f00\u53d1\u8005\u4ee5\u4e3a\u81ea\u5df1\u5728\u98de\uff0c\u6570\u636e\u8bf4\u4ed6\u4eec\u5728\u722c&rdquo;\u3002\u73b0\u5728\u7684\u753b\u9762\u662f\uff1a<strong>\u5f00\u53d1\u8005\u4e0d\u4ec5\u4ee5\u4e3a\u81ea\u5df1\u5728\u98de\uff0c\u4ed6\u4eec\u5df2\u7ecf\u62d2\u7edd\u56de\u5230\u5730\u9762\u3002<\/strong><\/p>\n<p>AI\u7684\u771f\u5b9e\u6548\u7387\u589e\u76ca\u53ef\u80fd\u4ecd\u7136\u6a21\u7cca\uff0c\u4f46\u5b83\u5bf9\u5de5\u4f5c\u65b9\u5f0f\u7684\u9501\u5b9a\u6548\u5e94\u5df2\u7ecf\u6e05\u6670\u65e0\u8bef\u3002\u5f5330%\u523050%\u7684\u53c2\u4e0e\u8005\u5b81\u613f\u653e\u5f03\u5b9e\u9a8c\u4efb\u52a1\u4e5f\u4e0d\u613f\u56de\u5230&ldquo;\u624b\u52a8\u6a21\u5f0f&rdquo;\uff0c\u8fd9\u672c\u8eab\u5c31\u662f\u6700\u6709\u529b\u7684\u6570\u636e&mdash;&mdash;\u4e0d\u662f\u5173\u4e8e\u901f\u5ea6\u7684\uff0c\u800c\u662f\u5173\u4e8e\u4f53\u9a8c\u4e0d\u53ef\u9006\u6027\u7684\u3002<\/p>\n<h3><strong>\u4ece\u6c1b\u56f4\u5230\u5de5\u7a0b<\/strong><\/h3>\n<p>\u6240\u6709\u8fd9\u4e9b\u4fe1\u53f7&mdash;&mdash;Karpathy\u7684\u8bed\u4e49\u5347\u7ea7\u3001\u8d44\u672c\u7684\u6301\u7eed\u52a0\u6ce8\u3001METR\u7684\u4e0d\u53ef\u9006\u6027\u8bc1\u636e\uff0c\u6307\u5411\u540c\u4e00\u4e2a\u65b9\u5411\uff1avibe coding\u6b63\u5728\u957f\u5927\u3002<\/p>\n<p>\u800c\u957f\u5927\u7684\u8fc7\u7a0b\u7edd\u975e\u7b80\u5355\u7684\u7ebf\u6027\uff0c\u800c\u662f\u5206\u88c2\u7684\u3002<\/p>\n<p>\u5206\u88c2\u7684\u4e00\u4fa7\uff0c\u662f&ldquo;vibe coding&rdquo;\u56de\u5f52\u5b83\u6700\u521d\u7684\u672c\u4e49\uff1a\u4e00\u79cd\u8f7b\u91cf\u3001\u5feb\u901f\u3001\u63a2\u7d22\u6027\u7684\u521b\u4f5c\u65b9\u5f0f\u3002\u5728\u5468\u672b\u9879\u76ee\u3001\u6982\u5ff5\u9a8c\u8bc1\u3001\u4e2a\u4eba\u5de5\u5177\u3001\u521b\u610f\u539f\u578b\u8fd9\u4e9b\u573a\u666f\u91cc\uff0c&ldquo;\u5c48\u670d\u4e8e\u6c1b\u56f4&rdquo;\u4f9d\u7136\u662f\u6700\u5408\u7406\u7684\u59ff\u6001\u3002\u975e\u6280\u672f\u4eba\u5458\u7528Lovable\u505a\u51fa\u81ea\u5df1\u7684\u7b2c\u4e00\u4e2aWeb\u5e94\u7528\uff0c\u72ec\u7acb\u521b\u4e1a\u8005\u7528Bolt.new\u5728\u4e00\u4e2a\u4e0b\u5348\u9a8c\u8bc1\u5546\u4e1a\u60f3\u6cd5\uff0c\u8bbe\u8ba1\u5e08\u7528v0\u751f\u6210\u53ef\u4ea4\u4e92\u7684UI\u539f\u578b&mdash;&mdash;vibe coding\u89e3\u653e\u4e86\u4ed6\u4eec\u7684\u521b\u9020\u529b\uff0c\u6b63\u5982Karpathy\u4e00\u5e74\u524d\u9884\u8a00\u7684\u90a3\u6837\u3002<\/p>\n<p>\u5206\u88c2\u7684\u53e6\u4e00\u4fa7\uff0c\u662f\u4e13\u4e1a\u5f00\u53d1\u8005\u9762\u5bf9\u7684\u73b0\u5b9e\u3002\u5f53\u4ee3\u7801\u5e93\u81a8\u80c0\u5230\u5341\u4e07\u884c\uff0c\u5f53\u7528\u6237\u91cf\u4ece\u4e00\u767e\u4eba\u589e\u957f\u5230\u4e00\u767e\u4e07\uff0c\u5f53\u7cfb\u7edf\u9700\u8981\u5728\u96f6\u5b95\u673a\u7684\u524d\u63d0\u4e0b\u6301\u7eed\u8fed\u4ee3&mdash;&mdash;&ldquo;\u6c1b\u56f4&rdquo;\u4e0d\u518d\u591f\u7528\u3002\u4f60\u9700\u8981\u67b6\u6784\uff0c\u9700\u8981\u6d4b\u8bd5\u7b56\u7565\uff0c\u9700\u8981\u5b89\u5168\u5ba1\u8ba1\uff0c\u9700\u8981\u6027\u80fd\u57fa\u51c6\uff0c\u9700\u8981\u7248\u672c\u63a7\u5236\u7684\u7eaa\u5f8b\uff0c\u9700\u8981\u5bf9&ldquo;\u6280\u672f\u503a&rdquo;\u7684\u4e3b\u52a8\u7ba1\u7406\uff0c\u9700\u8981&ldquo;\u5de5\u7a0b&rdquo;\u3002<\/p>\n<p>\u4f46\u8fd9\u6761\u5206\u754c\u7ebf\u7684\u771f\u6b63\u610f\u4e49\uff0c\u4e0d\u5728\u4e8e\u8c01\u7528\u4e86\u4ec0\u4e48\u8bcd\uff0c\u800c\u5728\u4e8e\u5b83\u66b4\u9732\u4e86\u4e00\u4e2a\u88ab\u5ffd\u89c6\u5df2\u4e45\u7684\u4e8b\u5b9e\uff1avibe coding\u9002\u5408\u539f\u578b\uff0c\u4e0d\u9002\u5408\u5b58\u91cf\u7cfb\u7edf\u548c\u751f\u4ea7\u7ea7\u4ee3\u7801\u3002\u4e00\u4e2a\u5468\u672b\u7528\u81ea\u7136\u8bed\u8a00\u642d\u51fa\u6765\u7684\u5e94\u7528\u548c\u4e00\u4e2a\u9700\u8981\u5728\u767e\u4e07\u7528\u6237\u4e0b\u7a33\u5b9a\u8fd0\u884c\u7684\u7cfb\u7edf\uff0c\u9762\u5bf9\u7684\u662f\u5b8c\u5168\u4e0d\u540c\u91cf\u7ea7\u7684\u7ea6\u675f\u3002<\/p>\n<p>\u667a\u80fd\u4f53\u9a71\u52a8\u7684\u5f00\u53d1\u65b9\u5f0f\uff0c\u6b63\u5728\u6210\u4e3a\u4e13\u4e1a\u5f00\u53d1\u8005\u7684\u81ea\u7136\u8fdb\u9636\uff0c\u4f46\u4ece&ldquo;\u51ed\u611f\u89c9\u5199\u4ee3\u7801&rdquo;\u5230&ldquo;\u7528\u5de5\u7a0b\u65b9\u6cd5\u7f16\u6392\u667a\u80fd\u4f53&rdquo;\uff0c\u8fd9\u4e2d\u95f4\u7684\u8ddd\u79bb\uff0c\u6070\u6070\u9700\u8981\u771f\u6b63\u61c2\u8f6f\u4ef6\u5de5\u7a0b\u7684\u4eba\u6765\u4e08\u91cf\u3002<\/p>\n<p>\u8fd9\u4fbf\u662f2026\u5e74\u521dAI\u7f16\u7a0b\u9886\u57df\u6700\u6838\u5fc3\u7684\u5f20\u529b\uff1a<strong>\u5de5\u5177\u6c11\u4e3b\u5316\u4e86\u521b\u9020\u7684\u5165\u53e3\uff0c\u4f46\u6ca1\u6709\u6c11\u4e3b\u5316\u5de5\u7a0b\u7684\u5224\u65ad\u529b\u3002<\/strong>\u4efb\u4f55\u4eba\u90fd\u53ef\u4ee5\u7528\u4e00\u53e5\u8bdd\u751f\u6210\u4e00\u4e2a\u5e94\u7528\uff0c\u4f46\u53ea\u6709\u7ecf\u9a8c\u4e30\u5bcc\u7684\u5de5\u7a0b\u5e08\u624d\u80fd\u5224\u65ad\u5b83\u662f\u5426\u503c\u5f97\u4fe1\u8d56\u3001\u662f\u5426\u53ef\u4ee5\u7ef4\u62a4\u3001\u662f\u5426\u80fd\u5728\u771f\u5b9e\u73af\u5883\u4e2d\u5b58\u6d3b\u3002<\/p>\n<p>&ldquo;context engineering&rdquo;\uff08\u4e0a\u4e0b\u6587\u5de5\u7a0b\uff09\u5982\u4eca\u5728\u6280\u672f\u793e\u533a\u83b7\u5f97\u66f4\u5e7f\u6cdb\u5173\u6ce8\uff0c\u5b83\u6307\u7684\u4e0d\u662f\u5199\u4ee3\u7801\u7684\u80fd\u529b\uff0c\u800c\u662f\u4e3aAI\u6784\u5efa\u6b63\u786e\u5de5\u4f5c\u73af\u5883\u7684\u80fd\u529b\uff1a\u5982\u4f55\u7ec4\u7ec7\u63d0\u793a\u8bcd\uff0c\u5982\u4f55\u63d0\u4f9b\u7ea6\u675f\u6761\u4ef6\uff0c\u5982\u4f55\u8bbe\u8ba1\u53cd\u9988\u5faa\u73af\uff0c\u5982\u4f55\u5728AI\u7684\u8f93\u51fa\u548c\u4eba\u7c7b\u7684\u5224\u65ad\u4e4b\u95f4\u5efa\u7acb\u6709\u6548\u7684\u68c0\u67e5\u70b9\u3002\u8fd9\u662f\u4e00\u79cd\u5168\u65b0\u7684\u5de5\u7a0b\u6280\u80fd\uff0c\u5176\u7a00\u7f3a\u6027\u6b63\u5728\u5feb\u901f\u8d85\u8d8a\u4f20\u7edf\u7684\u7f16\u7a0b\u80fd\u529b\u3002<\/p>\n<p><strong>\u4ecevibe coding\u5230agentic engineering\uff0c\u4ece\u6c1b\u56f4\u5230\u7eaa\u5f8b\uff0c\u4ece&ldquo;Accept All&rdquo;\u5230&ldquo;Review, then Accept&rdquo;&mdash;&mdash;\u8fd9\u4e0d\u662f\u540e\u9000\uff0c\u800c\u662f\u5728\u66f4\u9ad8\u5c42\u9762\u4e0a\u7684\u91cd\u65b0\u51fa\u53d1\u3002<\/strong><\/p>\n<h3><strong>\u6b64\u523b<\/strong><\/h3>\n<p>\u56de\u5934\u770b\uff0c\u4ece2020\u5e74\u90a3\u4e2a\u5e72\u71e5\u7684\u516d\u6708\u52302026\u5e74\u7b2c\u4e00\u5b63\u5ea6\uff0c\u6574\u6761\u53d9\u4e8b\u7ebf\u50cf\u4e00\u4e2a\u87ba\u65cb\uff1a\u6bcf\u4e00\u6b21\u4e0a\u5347\u90fd\u4ee5\u4e00\u6b21\u5371\u673a\u4e3a\u4ee3\u4ef7\uff0c\u6bcf\u4e00\u6b21\u5371\u673a\u90fd\u63a8\u52a8\u4e86\u65b0\u4e00\u5c42\u80fd\u529b\u7684\u751f\u957f\u3002<\/p>\n<p>\u516d\u4e2a\u4eba\u5728GitHub\u7684\u88c2\u7f1d\u91cc\u64e6\u71c3\u4e86\u4e00\u6839\u706b\u67f4&mdash;&mdash;Copilot\u8bc1\u660e\u4e86AI\u53ef\u4ee5\u5199\u4ee3\u7801\u3002Cursor\u4eec\u548cKlover\u628a\u706b\u67f4\u63a5\u8fc7\u6765\uff0c\u8ffd\u95ee\u4e00\u4e2a\u66f4\u5927\u7684\u95ee\u9898\uff1a\u5982\u679cAI\u4e0d\u53ea\u662f\u8865\u5168\u5de5\u5177\uff0c\u800c\u662f\u610f\u56fe\u7684\u6267\u884c\u8005\uff1fKarpathy\u4e00\u6761\u63a8\u6587\u70b9\u71c3\u4e86\u6574\u7247\u68ee\u6797\uff0c&ldquo;vibe coding&rdquo;\u7ed9\u4e86\u4e00\u79cd\u6697\u5904\u884c\u4e3a\u4e00\u4e2a\u540d\u5b57\uff0c\u4e00\u573a\u8fd0\u52a8\u7531\u6b64\u7206\u53d1\u3002\u68ee\u6797\u706b\u5149\u4e4b\u540e\u9732\u51fa\u88c2\u7f1d\uff1a170\u6247\u655e\u5f00\u7684\u5b89\u5168\u95e8\u3001\u4e00\u4e2a\u6492\u8c0e\u7684\u667a\u80fd\u4f53\u3001\u4e00\u9879\u8bc1\u660e&ldquo;\u5feb\u611f&ne;\u5feb\u901f&rdquo;\u7684\u5b9e\u9a8c\u3002\u5e9f\u589f\u4e0a\u957f\u51fa\u65b0\u7ed3\u6784\uff0c\u81ea\u6211\u4fee\u590d\u7684\u667a\u80fd\u4f53\u3001\u6280\u672f\u6808\u3001\u5168\u804cvibe coder\u7684\u65b0\u7528\u6237\u8eab\u4efd\uff0c\u4ea7\u4e1a\u5316\u52a0\u901f\u3002\u7ed3\u6784\u88ab\u8d44\u672c\u6d47\u7b51\u6210\u578b&mdash;&mdash;293\u4ebf\u300166\u4ebf\u3001\u5e74\u5ea6\u8bcd\u6c47\uff0c\u540c\u65f6\u5bbf\u9189\u6572\u95e8\uff0c&ldquo;\u6280\u672f\u503a&rdquo;\u7684\u8d26\u5355\u98d8\u5165\u6bcf\u4e00\u4e2avibe coder\u7684\u6536\u4ef6\u7bb1\u3002<\/p>\n<p>\u516d\u5e74\uff0c\u6709\u4e00\u4ef6\u4e8b\u53d8\u5f97\u8d8a\u6765\u8d8a\u6e05\u6670\uff1a\u8fd9\u573a\u8fd0\u52a8\u4e0d\u662f\u88ab\u4efb\u4f55\u4eba\u8bbe\u8ba1\u51fa\u6765\u7684\u3002\u6ca1\u6709\u54ea\u5bb6\u516c\u53f8\u89c4\u5212\u8fc7\"\u5148\u53d1\u660e\u8865\u5168\uff0c\u518d\u70b9\u71c3\u8fd0\u52a8\uff0c\u518d\u7ecf\u5386\u5bbf\u9189\"\u8fd9\u6761\u8def\u5f84\u3002\u5b83\u662f\u6280\u672f\u3001\u4ea7\u54c1\u3001\u516c\u53f8\u3001\u8d44\u672c\u3001\u793e\u533a\u3001\u5f00\u53d1\u8005\u7684\u65e5\u5e38\u9009\u62e9\u4e0e\u96c6\u4f53\u8bd5\u9519\uff0c\u5728\u6df7\u6c8c\u4e2d\u6d8c\u73b0\u51fa\u6765\u7684\u3002<\/p>\n<p>\u6ca1\u6709\u4eba\u57282020\u5e746\u6708\u9884\u89c1\u52302025\u5e742\u6708\u7684\u90a3\u6761\u63a8\u6587\uff0c\u4e5f\u6ca1\u6709\u4eba\u5728\u90a3\u6761\u63a8\u6587\u53d1\u51fa\u65f6\u9884\u89c1\u5230\u5341\u4e2a\u6708\u540e\u7684\u5bbf\u9189\u3002\u6bcf\u4e00\u4e2a\u8f6c\u6298\uff0c\u90fd\u662f\u590d\u6742\u7cfb\u7edf\u81ea\u5df1\u5199\u51fa\u7684\u5267\u672c\u3002<\/p>\n<p>\u73b0\u5728\uff0c\u87ba\u65cb\u518d\u6b21\u4e0a\u5347\u3002Vibe coding\u6ca1\u6709\u6b7b\u53bb\uff0c\u5b83&ldquo;\u5206\u5316&rdquo;\u4e86\uff1a\u4e00\u90e8\u5206\u7559\u5728\u539f\u5730\uff0c\u7ee7\u7eed\u505a\u5b83\u6700\u64c5\u957f\u7684\u4e8b&mdash;&mdash;\u8ba9\u6bcf\u4e2a\u4eba\u90fd\u80fd\u53d1\u4e00\u6761&ldquo;\u4ee3\u7801\u7248TikTok&rdquo;\uff1b\u53e6\u4e00\u90e8\u5206\u5411\u4e0a\u6500\u5347\uff0c\u7a7f\u4e0a&ldquo;agentic engineering&rdquo;\u7684\u65b0\u5916\u8863\uff0c\u5f00\u59cb\u5b66\u4e60\u90a3\u4e9b\u66fe\u88ab&ldquo;\u6c1b\u56f4&rdquo;\u906e\u853d\u7684\u8001\u8bfe\u9898&mdash;&mdash;\u67b6\u6784\u3001\u5b89\u5168\u3001\u6d4b\u8bd5\u3001\u7ef4\u62a4\u3001\u8d28\u91cf\u5224\u65ad\u3002<\/p>\n<p>Karpathy\u5728\u8fd9\u4e00\u5e74\u91cc\u7684\u4e09\u6b21\u53d1\u58f0\uff0c\u50cf\u4e09\u9762\u68f1\u955c\uff0c\u6298\u5c04\u51fa\u540c\u4e00\u675f\u5149\u7684\u4e0d\u540c\u9762\u5411\u3002\u4e8c\u6708\uff1a&ldquo;\u5c48\u670d\u4e8e\u6c1b\u56f4&rdquo;&mdash;&mdash;\u91ca\u653e\u3002\u5341\u4e8c\u6708\uff1a&ldquo;\u6211\u4ece\u672a\u611f\u5230\u5982\u6b64\u843d\u540e&rdquo;&mdash;&mdash;\u656c\u754f\u3002\u518d\u5230\u65b0\u4e00\u5e74\u7684\u4e8c\u6708\uff1a&ldquo;agentic engineering&rdquo;&mdash;&mdash;\u91cd\u5efa\u3002<strong>\u91ca\u653e\u3001\u656c\u754f\u3001\u91cd\u5efa&mdash;&mdash;\u4e0d\u662f\u4e09\u4e2a\u9636\u6bb5\u7684\u7ebf\u6027\u9012\u8fdb\uff0c\u800c\u662f\u540c\u65f6\u5b58\u5728\u7684\u4e09\u79cd\u59ff\u6001\uff0c\u6bcf\u4e00\u4e2a\u4e25\u8083\u7684\u4ece\u4e1a\u8005\u90fd\u5728\u8fd9\u4e09\u8005\u4e4b\u95f4\u4e0d\u65ad&ldquo;\u6821\u51c6&rdquo;\u81ea\u5df1\u7684\u4f4d\u7f6e\u3002<\/strong><\/p>\n<p>\u8fd9\u4e2a\u6545\u4e8b\u6ca1\u6709\u7ed3\u5c40\u3002\u56e0\u4e3a\u6b64\u523b\uff0c\u5f53\u4f60\u8bfb\u5230\u8fd9\u884c\u5b57\u7684\u65f6\u5019\uff0c\u67d0\u4e2a\u7ec8\u7aef\u91cc\u7684AI\u667a\u80fd\u4f53\u6b63\u5728\u81ea\u4e3b\u5730\u8bfb\u53d6\u4e00\u4e2a\u4ee3\u7801\u5e93\u3001\u5236\u5b9a\u4fee\u6539\u8ba1\u5212\u3001\u6267\u884c\u53d8\u66f4\u3001\u8fd0\u884c\u6d4b\u8bd5\u3002\u67d0\u4e2a\u4ece\u672a\u5b66\u8fc7\u7f16\u7a0b\u7684\u4eba\u6b63\u5728\u7528\u4e00\u53e5\u8bdd\u6784\u5efa\u81ea\u5df1\u7684\u7b2c\u4e00\u4e2aWeb\u5e94\u7528\u3002\u67d0\u4f4d\u8d44\u6df1\u5de5\u7a0b\u5e08\u6b63\u5728\u540c\u65f6\u5ba1\u9605\u4e94\u4e2aAI\u751f\u6210\u7684Pull Request\uff0c\u8bd5\u56fe\u5728\u901f\u5ea6\u4e0e\u8d28\u91cf\u4e4b\u95f4\u627e\u5230\u90a3\u6761\u7ec6\u82e5\u6e38\u4e1d\u7684\u5e73\u8861\u7ebf\u3002<\/p>\n<p>\u7f16\u7a0b\u6ca1\u6709\u6d88\u5931\u3002\u5b83\u6b63\u5728\u88ab&ldquo;\u91cd\u65b0\u53c2\u6570\u5316&rdquo;\uff0c\u4e0d\u662f\u88abAI\u53d6\u4ee3\uff0c\u800c\u662f\u88abAI\u6539\u5199\u4e86\u5b83\u7684\u5750\u6807\u7cfb\u3002<\/p>\n<p><strong>\u5728\u8fd9\u573a&ldquo;\u91cd\u65b0\u53c2\u6570\u5316&rdquo;\u4e2d\uff0c\u771f\u6b63\u7a00\u7f3a\u7684\u4e1c\u897f\u4ece\u672a\u6539\u53d8\uff1a\u4e0d\u662f\u8bed\u6cd5\uff0c\u4e0d\u662f\u6846\u67b6\uff0c\u4e0d\u662f\u6a21\u578b\u7684\u53c2\u6570\u91cf\uff0c\u800c\u662f\u4eba\u7c7b\u5224\u65ad\u4ec0\u4e48\u503c\u5f97\u88ab\u6784\u5efa\u7684\u80fd\u529b\uff0c\u662f&mdash;&mdash;\u54c1\u5473\u3002<\/strong><\/p>\n<h2><strong><em>\u540e\u8bb0<\/em><\/strong><\/h2>\n<p>\u5f53\u4f60\u8bfb\u5230\u8fd9\u91cc\uff0c\u90a3\u6761\u63a8\u6587\u5df2\u7ecf\u8fc7\u53bb\u4e86&mdash;&mdash;\u5c11\u5219\u4e00\u5e74\uff0c\u591a\u5219\u6570\u5e74\u3002<\/p>\n<p>\u8fd9\u7bc7\u6587\u7ae0\u5199\u5b8c\u4e8e2026\u5e743\u6708\u3002\u90a3\u65f6\uff0cKarpathy\u7684\u63a8\u6587\u521a\u6ee1\u4e00\u5e74\u96f6\u4e00\u4e2a\u6708\uff0c&ldquo;\u667a\u80fd\u4f53\u5de5\u7a0b&rdquo;\u8fd8\u53ea\u662f\u4e00\u4e2a\u6b63\u4ece\u4e1a\u754c\u8bcd\u6c47\u8868\u91cc\u5347\u8d77\u7684\u65b0\u540d\u8bcd\u3002\u5b83\u5728\u660e\u5e74\u3001\u540e\u5e74\u4f1a\u6f14\u53d8\u6210\u4ec0\u4e48\uff0c\u6ca1\u6709\u4eba\u786e\u5207\u77e5\u9053\u3002<\/p>\n<p><strong>\u8fd9\u4e0d\u662f\u4e00\u6bb5\u5c01\u5b58\u7684\u5386\u53f2\uff0c\u800c\u662f\u4e00\u4e2a\u4ecd\u5728\u53d1\u751f\u7684\u6545\u4e8b\u3002\u4f60\u6b63\u4eb2\u8eab&ldquo;\u8bfb&rdquo;\u7740\u7684\u5730\u65b9\uff0c\u5c31\u662f\u8fd9\u573a\u8fd0\u52a8\u8fc4\u4eca\u8d70\u5230\u7684\u6700\u524d\u6cbf\uff0c\u800c\u672c\u6587\u4e0b\u4e00\u7ae0\uff0c\u8fd8\u5728\u7b49\u4eba\u5199\u51fa\u6765\u3002<\/strong><\/p>\n<div><\/div>\n<p><em>\u53c2\u8003\u8d44\u6599\uff1a<\/em><\/p>\n<p>(\u6765\u6e90\uff1a\u949b\u5a92\u4f53)<\/p>\n<ol>\n<li><em>Introducing GitHub Copilot: your AI pair programmer\uff5cGitHub Blog<\/em><\/li>\n<li><em>Vibe Coding &ndash; Past History\uff5cMuseum of Vibe Coding<\/em><\/li>\n<li><em>GitHub CEO Thomas Dohmke on Building Copilot, and the Future of Software Development\uff5cYouTube<\/em><\/li>\n<li><em>Nat Friedman &mdash; Reading Ancient Scrolls, Open Source, &amp; AI\uff5cDwarkesh Podcast<\/em><\/li>\n<li><em>The Evolution of GitHub Copilot: From Code Suggestions to AI Pair Programming\uff5cTL Consulting Group<\/em><\/li>\n<li><em>GitHub Copilot\uff5cWikipedia<\/em><\/li>\n<li><em>Copilot Timeline &mdash; Full Story History\uff5cShapes<\/em><\/li>\n<li><em>GitHub Copilot\uff1a\u505a\u51fa\u4e00\u4e2a\u5212\u65f6\u4ee3\u7684\u4ea7\u54c1\uff0c\u53ea\u9700\u89816\u4e2a\u4eba\uff5c<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e8%85%be%e8%ae%af\" title=\"View all posts in \u817e\u8baf\" target=\"_blank\" class=\"tag_link\">\u817e\u8baf<\/a>\u4e91\u5f00\u53d1\u8005\u793e\u533a<\/em><\/li>\n<li><em>Professional Software Developers Don't Vibe, They Control: AI Agent Use for Coding in 2025\uff5carXiv<\/em><\/li>\n<li><em>Generative AI and the Transformation of Software Development Practices\uff5carXiv<\/em><\/li>\n<li><em>http:\/\/Klover.ai\uff5cKlover.ai<\/em><\/li>\n<li><em>Artificial Intelligence Is Transforming World Of Coding With A New Vibe\uff5cForbes<\/em><\/li>\n<li><em>Cursor &mdash; TechCrunch Tag\uff5cTechCrunch<\/em><\/li>\n<li><em>Michael Truell: Building Cursor At 23, Taking On GitHub Copilot &amp; Advice To Engineering Students\uff5cYouTube<\/em><\/li>\n<li><em>Vibe coding\uff5cWikipedia<\/em><\/li>\n<li><em>What is vibe coding? | AI coding\uff5cCloudflare<\/em><\/li>\n<li><em>Vibe coding MenuGen\uff5cBear Blog (Karpathy)<\/em><\/li>\n<li><em>Andrej Karpathy &mdash; \"We're summoning ghosts, not building animals\"\uff5cYouTube (Dwarkesh Patel)<\/em><\/li>\n<li><em>Vibe coding is pass&eacute;. Karpathy has a new name for the future of software\uff5cThe New Stack<\/em><\/li>\n<li><em>Not a Coder? With A.I., Just Having an Idea Can Be Enough\uff5cThe New York Times<\/em><\/li>\n<li><em>Will the future of software development run on vibes?\uff5cArs Technica<\/em><\/li>\n<li><em>This Game Created by AI 'Vibe Coding' Makes $50,000 a Month. Yours Probably Won't\uff5c404 Media<\/em><\/li>\n<li><em>VIBE CODING Slang Meaning\uff5cMerriam-Webster<\/em><\/li>\n<li><em>I Built a 2D Shooting Game Using AI (Cursor + no-code)\uff5cYouTube (Alex Finn)<\/em><\/li>\n<li><em>Statement on CVE-2025-48757\uff5cMatt Palmer<\/em><\/li>\n<li><em>CVE-2025-48757: Lovable Information Disclosure Vulnerability\uff5cSentinelOne<\/em><\/li>\n<li><em>An AI-powered coding tool wiped out a software company's database in 'catastrophic failure'\uff5cFortune<\/em><\/li>\n<li><em>Vibe coding service Replit deleted production database\uff5cThe Register<\/em><\/li>\n<li><em>Two major AI coding tools wiped out user data after making cascading mistakes\uff5cArs Technica<\/em><\/li>\n<li><em>Replit's CEO apologizes after its AI agent wiped a company's code base\uff5cReddit r\/Futurology<\/em><\/li>\n<li><em>Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity\uff5cMETR<\/em><\/li>\n<li><em>We are Changing our Developer Productivity Experiment Design\uff5cMETR\uff082026\u5e742\u6708\u66f4\u65b0\uff09<\/em><\/li>\n<li><em>Anthropic acquires Bun as Claude Code reaches $1B milestone\uff5cAnthropic<\/em><\/li>\n<li><em>Anthropic raises $30 billion in Series G funding at $380 billion post-money valuation\uff5cAnthropic<\/em><\/li>\n<li><em>Claude Code is the Inflection Point\uff5cSemiAnalysis<\/em><\/li>\n<li><em>Claude Code Hits $1B Revenue; Developer Uses AI for 100% Code\uff5cMedium \/ Toolmesh<\/em><\/li>\n<li><em>Potemkin village\uff5cWikipedia<\/em><\/li>\n<li><em>Replit's Jordanian Immigrant Billionaire Founder Shakes Up Vibe Coding\uff5cForbes<\/em><\/li>\n<li><em>The Vibe Coding TAM: How Big Can This Market Really Get?\uff5cSaaStr<\/em><\/li>\n<li><em>Introducing Agent 3: Our Most Autonomous Agent Yet\uff5cReplit Blog<\/em><\/li>\n<li><em>Replit snags $9B valuation, 6 months after hitting $3B\uff5cTechCrunch<\/em><\/li>\n<li><em>Replit Funding Announcement ($250M Series C at $3B)\uff5cReplit<\/em><\/li>\n<li><em>Lovable $200M Series A Fundraise\uff5cLovable Blog<\/em><\/li>\n<li><em>Lovable becomes a unicorn with $200M Series A just 8 months after launch\uff5cTechCrunch<\/em><\/li>\n<li><em>Lovable Series B ($330M at $6.6B)\uff5cLovable Blog<\/em><\/li>\n<li><em>Introducing Upgrades to Codex (GPT-5-Codex)\uff5cOpenAI<\/em><\/li>\n<li><em>Cursor Hit $1B ARR in 17 Months\uff5cSaaStr<\/em><\/li>\n<li><em>A quarter of startups in YC's current cohort have codebases that are almost entirely AI-generated\uff5cTechCrunch<\/em><\/li>\n<li><em>Vibe coding maintenance discussions\uff5cReddit r\/vibecoding<\/em><\/li>\n<li><em>Vibe coding is not the same as AI-Assisted engineering\uff5cMedium (Addy Osmani)<\/em><\/li>\n<li><em>Coding assistant Cursor raises $2.3B, 5 months after its previous round\uff5cTechCrunch<\/em><\/li>\n<li><em>Cursor Series D Announcement\uff5cCursor Blog<\/em><\/li>\n<li><em>Collins Word of the Year 2025\uff5cCollins Dictionary<\/em><\/li>\n<li><em>'Vibe coding' named Collins Dictionary word of the year\uff5cBBC<\/em><\/li>\n<li><em>Collins Dictionary names 'vibe coding' word of the year\uff5cThe Guardian<\/em><\/li>\n<li><em>Lovable Series B ($330M at $6.6B)\uff5cLovable Blog<\/em><\/li>\n<li><em>Vibe coding startup Lovable raises $330M at a $6.6B valuation\uff5cTechCrunch<\/em><\/li>\n<li><em>State of AI vs Human Code Generation Report\uff5cCodeRabbit Blog<\/em><\/li>\n<li><em>The Vibe Coding Hangover: What Happens When AI Writes 95% of Your Code\uff5cHackerNoon<\/em><\/li>\n<li><em>2025 LLM Year in Review\uff5cBear Blog (Karpathy)<\/em><\/li>\n<li><em>The Top 100 Gen AI Consumer Apps &mdash; 4th Edition\uff5ca16z<\/em><\/li>\n<li><em>The Top 100 Gen AI Consumer Apps &mdash; 5th Edition\uff5ca16z<\/em><\/li>\n<li><em>The Top 100 Gen AI Consumer Apps &mdash; 6th Edition\uff5ca16z<\/em><\/li>\n<li><em>Andrej Karpathy (@karpathy)\uff5cX<\/em><\/li>\n<li><em>METR Uplift Update (February 2026)\uff5cMETR<\/em><\/li>\n<li><em>From Vibes to Engineering: The Evolution of AI-Assisted Coding\uff5cThe New Stack<\/em><\/li>\n<li><em>Vibe Coding Could Cause 'Catastrophic Explosions' in 2026\uff5cThe New Stack<\/em><\/li>\n<li><em>The exclusivity on OpenAI's $3 billion acquisition for coding startup Windsurf has expired\uff5cFortune<\/em><\/li>\n<li><em>A Survey of Vibe Coding with Large Language Models\uff5carXiv<\/em><\/li>\n<li><em>Lovable says it added $100M in revenue last month alone, with just 146 employees\uff5cTechCrunch<\/em><\/li>\n<li><em>AI Coding Startup Cursor in Talks for About $50 Billion Valuation\uff5cBloomberg<\/em><\/li>\n<li><em>Replit &mdash; The Future is Actually Very Human\uff5cReplit Blog<\/em><\/li>\n<li><em><span>The Assisted Coding Revolution 1952 Present From Autocode To Vibe\uff5cBreaking News Live MBG<\/span><\/em><\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>\u6587 | \u4e91\u6d8cAI \uff0c\u4f5c\u8005 | \u9ec4\u4e91\u7693 \u4f5c\u8005\u6309\uff1a 2025\u5e742\u67082\u65e5\uff0cAI\u7814\u7a76\u5458Andrej Karpathy\u968f [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[6],"tags":[379,258,271,172,378,71,366,223,164,195,158,252,217,280,93,241,103,277,186,321,157,174,325,88,69,367,119,144,170,192,51],"views":5,"_links":{"self":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/767835"}],"collection":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=767835"}],"version-history":[{"count":0,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/767835\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=767835"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=767835"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=767835"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}