{"id":40424,"date":"2025-08-06T21:04:26","date_gmt":"2025-08-06T13:04:26","guid":{"rendered":"https:\/\/17aitech.com\/?p=40424"},"modified":"2025-08-06T21:04:26","modified_gmt":"2025-08-06T13:04:26","slug":"ai-%e9%a2%a0%e8%a6%86%e7%9a%84%e7%ac%ac%e4%b8%80%e4%b8%aa%e8%81%8c%e4%b8%9a%e6%98%af%e7%a8%8b%e5%ba%8f%e5%91%98%ef%bc%9f%e4%b8%a8gair-live","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=40424","title":{"rendered":"AI \u98a0\u8986\u7684\u7b2c\u4e00\u4e2a\u804c\u4e1a\u662f\u7a0b\u5e8f\u5458\uff1f\u4e28GAIR Live"},"content":{"rendered":"<p>\u5f53 AI \u5927\u6a21\u578b\u98de\u901f\u8fdb\u5316\uff0c\u6700\u5148\u88ab\u5377\u5165\u6d2a\u6d41\u7684\uff0c\u4e0d\u662f\u5199\u4f5c\u753b\u753b\u6216\u8fd0\u8425\uff0c\u800c\u662f\u7a0b\u5e8f\u5458\u3002\u8fc7\u53bb\u51e0\u5e74\uff0c\u4ece GitHub Copilot \u5f00\u59cb\uff0c\u5230 Cursor\u3001Codeium\u3001Claude Code\uff0c\u518d\u5230\u5404\u7c7b Agent \u6846\u67b6\u5982\u96e8\u540e\u6625\u7b0b\u822c\u6d8c\u73b0\uff0cAI 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\u79d1\u6280\u8bc4\u8bba\u7ec4\u7ec7\u4e86\u4e00\u573a\u56f4\u7ed5\u201cAI Coding\u201d\u7684\u7ebf\u4e0a\u5706\u684c\uff0c\u8bf7\u5230\u4e86\u4e09\u4f4d\u957f\u671f\u6df1\u8015\u4e8e AI Coding \u9886\u57df\u7684\u4ee3\u8868\u4eba\u7269\uff1a\u5cf0\u745e\u8d44\u672c\u7684\u6295\u8d44\u5408\u4f19\u4eba\u9648\u77f3\u3001Auto Coder \u521b\u59cb\u4eba\u5bbf\u6587\u4e0e ClackyAI \u521b\u59cb\u4eba\u674e\u4e9a\u98de\u3002\u4ed6\u4eec\u7684\u8eab\u4efd\u6a2a\u8de8\u8d44\u672c\u3001\u6a21\u578b\u4e0e\u4ea7\u54c1\uff0c\u4e5f\u4ee3\u8868\u4e86\u5bf9\u8fd9\u4e2a\u95ee\u9898\u7684\u4e09\u79cd\u8def\u5f84\u89c2\u5bdf\u3002<\/p>\n<p><\/p>\n<p>\u4ee5\u4e0b\u662f\u6b64\u6b21\u8ba8\u8bba\u7684\u7cbe\u5f69\u5206\u4eab\uff0c\u96f7\u5cf0\u7f51<span style=\"color:#FD5D3C\">(\u516c\u4f17\u53f7\uff1a\u96f7\u5cf0\u7f51)<\/span> AI \u79d1\u6280\u8bc4\u8bba\u8fdb\u884c\u4e86\u4e0d\u6539\u539f\u610f\u7684\u7f16\u8f91\u6574\u7406\uff1a<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 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\u76f4\u64ad\u8bba\u575b\u3002\u672c\u573a\u4e3b\u9898\u662f \u201cAI \u98a0\u8986\u7684\u7b2c\u4e00\u4e2a\u804c\u4e1a\u4f1a\u662f\u7a0b\u5e8f\u5458\u5417\uff1f\u201d\u6211\u4eec\u7684\u7b2c\u4e00\u6b21\u95ee\u9898\uff1a\u4ec0\u4e48\u624d\u53eb AI Coding\uff1f\u5b83\u4e0e\u4f20\u7edf\u8f6f\u4ef6\u5de5\u7a0b\uff08SWE\uff09\u6709\u4ec0\u4e48\u533a\u522b\uff1fAI \u662f\u5426\u53ef\u80fd\u6210\u957f\u4e3a\u4e00\u79cd\u65b0\u7684\u5de5\u7a0b\u8303\u5f0f\uff1f \u4e0b\u9762\u5148\u8bf7\u9648\u77f3\u6765\u5206\u4eab\u4ed6\u7684\u770b\u6cd5\u3002<\/p>\n<p>\u9648\u77f3\uff1a\u6211\u7406\u89e3\u7684 AI Coding\uff0c\u5982\u679c\u4ece\u72ed\u4e49\u89d2\u5ea6\u6765\u770b\uff0c\u76ee\u524d\u66f4\u591a\u6307\u7684\u662fAI \u81ea\u52a8\u751f\u6210\u6216\u8865\u5168\u4ee3\u7801\uff0c\u751a\u81f3\u662f\u81ea\u52a8\u5b8c\u6210\u6574\u4e2a\u4ee3\u7801\u7f16\u5199\u8fc7\u7a0b\u3002\u4f46\u8fd9\u4e2a\u201c\u5b8c\u6210\u201d\u5f80\u5f80\u5e76\u4e0d\u7b26\u5408\u771f\u6b63\u7684\u8f6f\u4ef6\u5de5\u7a0b\u8303\u5f0f\uff0c\u4e5f\u5f88\u96be\u6ee1\u8db3\u6211\u4eec\u5728\u8f6f\u4ef6\u5f00\u53d1\u4e2d\u5e38\u63d0\u5230\u7684\u4e00\u4e9b\u89c4\u8303\u6027\u8981\u6c42\u3002<\/p>\n<p>\u5f53\u7136\uff0c\u672a\u6765\u7684 AI Coding \u4e00\u5b9a\u4f1a\u671d\u7740\u66f4\u5de5\u7a0b\u5316\u7684\u65b9\u5411\u6f14\u8fdb\u3002\u5b83\u4e0d\u4ec5\u8981\u9075\u5faa\u73b0\u6709\u7684\u8f6f\u4ef6\u5de5\u7a0b\u89c4\u8303\uff0c\u751a\u81f3\u53ef\u80fd\u4f1a\u53d1\u5c55\u51fa\u4e00\u79cd\u5168\u65b0\u7684\u5de5\u7a0b\u8303\u5f0f\u3002\u8fd9\u79cd\u8303\u5f0f\u4e0d\u4ec5\u8981\u6c42 AI \u80fd\u5199\u4ee3\u7801\uff0c\u8fd8\u8981\u6c42\u5b83\u80fd\u53c2\u4e0e\u6574\u4e2a\u5f00\u53d1\u6d41\u7a0b\uff1a\u4ece\u9700\u6c42\u62c6\u89e3\u3001\u67b6\u6784\u89c4\u5212\uff0c\u5230\u4ee3\u7801\u751f\u6210\u3001\u6d4b\u8bd5\u9a8c\u8bc1\u3001\u6301\u7eed\u96c6\u6210\u90e8\u7f72\uff08CICD\uff09\uff0c\u751a\u81f3\u5305\u62ec\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u3001\u81ea\u6211\u4fee\u590d\u3001\u6301\u7eed\u8fed\u4ee3\u7b49\u5173\u952e\u73af\u8282\u3002<\/p>\n<p>\u6240\u4ee5\uff0c\u6211\u8ba4\u4e3a\u4eca\u5929\u6211\u4eec\u770b\u5230\u7684 AI Coding\uff0c\u8fd8\u5904\u4e8e\u975e\u5e38\u65e9\u671f\u7684\u539f\u578b\u9636\u6bb5\uff0c\u53ea\u80fd\u5728\u5c40\u90e8\u573a\u666f\u4e2d\u89e3\u51b3\u4e00\u4e9b\u7b80\u5355\u95ee\u9898\u3002\u4f46\u5b83\u7684\u672a\u6765\u6f5c\u529b\u4e0d\u5bb9\u4f4e\u4f30\u2014\u2014\u5b83\u4f1a\u4ece\u751f\u6210\u201cdemo 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\u7684\u4ea7\u54c1\u5f62\u6001\uff0c\u57fa\u672c\u53ef\u4ee5\u5206\u4e3a\u4e24\u5927\u7c7b\uff0c\u5b83\u4eec\u5206\u522b\u5bf9\u5e94\u4e24\u7c7b\u4e3b\u8981\u7528\u6237\u3002\u7b2c\u4e00\u7c7b\u662f\u5b58\u91cf\u7684\u7a0b\u5e8f\u5458\u7528\u6237\u3002\u4ece\u6700\u65e9\u7684 GitHub Copilot\uff0c\u5230\u540e\u6765\u7684 Cursor\u3001\u6700\u8fd1\u7684Claude Code\uff0c\u8fd9\u7c7b\u5de5\u5177\u4e3b\u8981\u56f4\u7ed5\u5f00\u53d1\u8005\u7684 IDE \u73af\u5883\uff0c\u63d0\u5347\u4ee3\u7801\u8865\u5168\u3001\u534f\u4f5c\u6548\u7387\u7b49\uff0c\u751a\u81f3\u5f00\u59cb\u63a2\u7d22 SWE Agent 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\u4e00\u65b9\u9762\u662f\u5728\u63d0\u5347\u5b58\u91cf\u7a0b\u5e8f\u5458\u7684\u6548\u7387\uff0c\u53e6\u4e00\u65b9\u9762\u4e5f\u5728\u62d3\u5c55\u589e\u91cf\u5e02\u573a\u3001\u5b9e\u73b0\u5f00\u53d1\u80fd\u529b\u7684\u201c\u5e73\u6743\u201d\u3002\u6700\u7ec8\u7684\u76ee\u6807\uff0c\u662f\u8ba9\u66f4\u591a\u4eba\u5373\u4f7f\u4e0d\u5177\u5907\u7f16\u7a0b\u80fd\u529b\uff0c\u4e5f\u80fd\u81ea\u7531\u5730\u5b9e\u73b0\u81ea\u5df1\u7684\u8f6f\u4ef6\u60f3\u6cd5\uff0c\u800c\u4e0d\u518d\u53d7\u9650\u4e8e\u201c\u7a0b\u5e8f\u5458\u4f9b\u7ed9\u201d\u7684\u95e8\u69db\u3002<\/p>\n<p>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u542c\u8d77\u6765\u8fd9\u662f\u4e24\u4e2a\u65b9\u5411\u2014\u2014\u4e00\u4e2a\u9762\u5411\u7a0b\u5e8f\u5458\u7684\u6548\u7387\u63d0\u5347\uff0c\u4e00\u4e2a\u9762\u5411\u975e\u7a0b\u5e8f\u5458\u7684\u80fd\u529b\u6269\u5c55\uff0c\u786e\u5b9e\u53ef\u4ee5\u770b\u4f5c\u662f\u4e24\u6761\u8def\u5f84\u3002\u90a3\u63a5\u4e0b\u6765\u4e5f\u60f3\u8bf7\u674e\u4e9a\u98de\u8001\u5e08\u6765\u804a\u4e00\u804a\uff0c\u7279\u522b\u662f ClackyAI \u6700\u8fd1\u521a\u53d1\u5e03\u4e86\u65b0\u4ea7\u54c1\uff0c\u6211\u4eec\u4e5f\u5f88\u671f\u5f85\u542c\u542c\u4f60\u7684\u89c2\u5bdf\u548c\u770b\u6cd5\u3002<\/p>\n<p>\u674e\u4e9a\u98de\uff1a\u597d\u7684\uff0c\u521a\u624d\u5927\u5bb6\u804a\u5230\u4e86 AI Coding \u7684\u5b9a\u4e49\uff0c\u6211\u4e5f\u60f3\u4ece\u4e24\u4e2a\u89d2\u5ea6\u8865\u5145\u4e00\u4e0b\u6211\u7684\u7406\u89e3\u3002\u7b2c\u4e00\uff0c\u662f\u4ece\u8f6f\u4ef6\u5de5\u7a0b\u7684\u590d\u6742\u5ea6\u7ef4\u5ea6\u6765\u5212\u5206\u3002\u6211\u4eec\u53ef\u4ee5\u628a\u8f6f\u4ef6\u9879\u76ee\u6309\u7167\u5de5\u7a0b\u590d\u6742\u7a0b\u5ea6\u5206\u6210\u4e94\u4e2a\u7b49\u7ea7\uff0c\u4ece C1 \u5230 C5\uff1a<\/p>\n<p>C1\uff1a\u6700\u7b80\u5355\u7684\u9879\u76ee\uff0c\u6bd4\u5982\u901a\u8fc7 GPT \u804a\u5929\u751f\u6210\u4e00\u4e2a\u524d\u7aef\u9875\u9762\u3001\u5c0f\u5de5\u5177\u3001\u5c0f\u6e38\u620f\uff0c\u901a\u5e38\u53ea\u6709\u4e00\u4e2a\u6587\u4ef6\uff0c\u7eaf\u524d\u7aef\u903b\u8f91\u5373\u53ef\u3002<\/p>\n<p>C2\uff1a\u7a0d\u5fae\u590d\u6742\u4e00\u4e9b\u7684\u5c0f\u5de5\u7a0b\uff0c\u53ef\u80fd\u5305\u542b 10 \u4e2a\u6587\u4ef6\u4ee5\u5185\uff0c\u5177\u5907\u57fa\u672c\u6837\u5f0f\u548c\u7b80\u5355\u903b\u8f91\uff0c\u6bd4\u5982\u5e26 UI 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class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u6709\u4eba\u8ddf\u6211\u8bf4\uff0c\u4f60\u5728\u65e7\u91d1\u5c71\u7684\u4e00\u4e2a zip code\u4e0b\u9762\uff0c\u4f60\u80fd\u627e\u51fa\u6765 20 \u5bb6 AI Coding \u7684\u516c\u53f8\uff0c\u800c\u4e14\u6bcf\u4e00\u5bb6\u5207\u5165\u70b9\u90fd\u4e0d\u592a\u4e00\u6837\uff0c\u6709\u505a code review\uff0c\u6709\u505a document \u7684\uff0c\u5404\u79cd\u90fd\u6709\uff0c\u90a3\u8fd9\u4e2a\u8d5b\u9053\u5b83\u6709\u6ca1\u6709\u673a\u4f1a\u6536\u655b\uff1f\u5f88\u591a\u4e0d\u540c\u79cd\u7c7b\u7684\u516c\u53f8\u7684\u540c\u65f6\u5e76\u5b58\uff0c\u662f\u4e0d\u662f\u4e00\u4e2a\u5f88\u957f\u671f\u7684\u4e8b\u60c5\uff1f<\/p>\n<p>\u674e\u4e9a\u98de\uff1a\u6211\u7b80\u5355\u8bf4\u4e00\u4e0b\u6211\u770b\u5230\u7684\u4e00\u4e9b\u73b0\u8c61\u3002\u73b0\u5728\u4e2d\u56fd\u8fd9\u8fb9\u5176\u5b9e\u8fd8\u6ca1\u90a3\u4e48\u201c\u70ed\u201d\uff0c\u5927\u5bb6\u5e94\u8be5\u4e5f\u80fd\u611f\u53d7\u5230\uff0c\u867d\u7136\u4e5f\u6709\u4e00\u4e9b\u516c\u53f8\u5728\u505a\uff0c\u4f46\u6574\u4f53\u6c1b\u56f4\u76f8\u5bf9\u514b\u5236\u3002\u53cd\u5012\u662f\u7f8e\u56fd\u90a3\u8fb9\u3001\u5c24\u5176\u662f\u7845\u8c37\uff0c\u975e\u5e38\u6d3b\u8dc3\uff0c\u56e0\u4e3a\u90a3\u8fb9\u662f\u8f6f\u4ef6\u7684\u5929\u5802\u561b\u3002<\/p>\n<p>\u4f46\u4e5f\u56e0\u4e3a\u8f6f\u4ef6\u5de5\u7a0b\u7684\u590d\u6742\u5ea6\u5f88\u9ad8\uff0c\u5b83\u65e9\u5c31\u5f62\u6210\u4e86\u975e\u5e38\u660e\u786e\u7684\u5206\u5de5\u4f53\u7cfb\u3002\u5728\u4eca\u5929 AI \u8fd8\u5904\u4e8e\u76f8\u5bf9\u65e9\u671f\u9636\u6bb5\u7684\u60c5\u51b5\u4e0b\uff0c\u5176\u5b9e\u6bcf\u4e2a\u5de5\u79cd\u7406\u8bba\u4e0a\u90fd\u80fd\u88ab\u8d4b\u80fd\u3002\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48\u4f60\u4f1a\u770b\u5230\u5e02\u9762\u4e0a\u6709\u90a3\u4e48\u591a AI Coding \u516c\u53f8\uff1a\u505a code review 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\u67b6\u6784\u3002\u56e0\u4e3a\u5206\u5de5\u5e26\u6765\u7684\u6210\u672c\u592a\u9ad8\uff0c\u53cd\u800c\u4e0d\u5982\u4e00\u4e2a\u5927\u6a21\u578b\u201c\u4e00\u4eba\u591a\u80fd\u201d\u6765\u5f97\u5212\u7b97\u3002\u6709\u4e9b\u573a\u666f\u53ef\u80fd\u4e0d\u5b58\u5728\u4e86\uff0c\u6bd4\u5982code review \u8fd9\u4e2a\u73af\u8282\uff0c\u90fd\u662fAI\u5199\u7684\uff0c\u4f60\u8fd8 review \u5565\uff1f\u4f60\u662f\u5728\u4e3a\u4eba\u7c7b\u5199\u4ee3\u7801\u505aAI\uff0c\u8fd8\u662f\u5728\u4e3a\u201cAI\u65f6\u4ee3\u65b0\u7684\u8f6f\u4ef6\u5de5\u7a0b\u201d\u505aAI\uff1f \u8fd9\u91cc\u9762\u6709\u672c\u8d28\u7684\u53d8\u5316\u548c\u533a\u522b\u3002\u73b0\u5728\u5927\u5bb6\u770b\u5f97\u4e5f\u90fd\u4e0d\u592a\u6e05\u695a\uff0c\u6240\u4ee5\u8fd9\u4e48\u591a\u516c\u53f8\u767e\u82b1\u9f50\u653e\uff0c\u5927\u5bb6\u51b2\u8fdb\u53bb\u5148\u5e72\uff0c\u6d3b\u4e0b\u6765\u518d\u8bf4\u3002\u8fd9\u662f\u6211\u76ee\u524d\u7684\u89c2\u5bdf\u3002<\/p>\n<p>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u90a3\u4f60\u89c9\u5f97\uff0c\u63a5\u4e0b\u6765\u8fd9\u4e9b\u57fa\u4e8e\u5206\u5de5\u8bde\u751f\u7684 AI Coding 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\u79d1\u6280\u8bc4\u8bba\uff1a\u90a3\u9648\u77f3\u8001\u5e08\u4f60\u4ece\u6295\u8d44\u4eba\u7684\u89c6\u89d2\u600e\u4e48\u770b\uff1f<\/p>\n<p>\u9648\u77f3\uff1a\u4e3a\u4ec0\u4e48\u7f8e\u56fd\u6709\u8fd9\u4e48\u591a\u5207\u5165\u70b9\u4e0d\u4e00\u6837\u7684\u516c\u53f8\uff1f\u6211\u89c9\u5f97 AI Coding \u662f\u5f53\u524d AI \u5e94\u7528\u843d\u5730\u4e2d\u6700\u6709\u673a\u4f1a\u7684\u51e0\u4e2a\u65b9\u5411\u4e4b\u4e00\u3002\u6240\u8c13\u201c\u6700\u6709\u673a\u4f1a\u201d\uff0c\u6211\u89c9\u5f97\u53ef\u4ee5\u4ece\u4e09\u4e2a\u7ef4\u5ea6\u6765\u770b\uff1a\u7b2c\u4e00\uff0c\u7528\u6237\u89c4\u6a21\u8db3\u591f\u5927\uff1b\u7b2c\u4e8c\uff0c\u6a21\u578b\u80fd\u529b\u5df2\u7ecf\u63a5\u8fd1\u53ef\u7528\u6c34\u5e73\uff0c\u81f3\u5c11\u8fbe\u5230\u4e86\u80fd\u6ee1\u8db3\u57fa\u672c\u4f7f\u7528\u7684\u7a0b\u5ea6\uff1b\u7b2c\u4e09\uff0c\u5e02\u573a\u4e0a\u5df2\u7ecf\u6709\u4e00\u90e8\u5206\u4ea7\u54c1\u627e\u5230\u4e86\u521d\u6b65\u7684 PMF\uff0c\u6bd4\u5982 Cursor\uff0c\u597d\u50cf\u73b0\u5728\u5df2\u7ecf\u80fd\u505a\u5230\u5e74\u5316 5 \u4ebf\u7f8e\u91d1\u7684\u8425\u6536\u4e86\u3002\u8fd9\u4e09\u70b9\u51b3\u5b9a\u4e86\u4e3a\u4ec0\u4e48\u8fd9\u4e2a\u8d5b\u9053\u8fd9\u4e48\u70ed\u3001\u516c\u53f8\u8fd9\u4e48\u591a\u3002<\/p>\n<p>\u4f46\u4e0e\u6b64\u540c\u65f6\uff0c\u6211\u4eec\u4e5f\u770b\u5230\u8fd9\u4e2a\u884c\u4e1a\u6ca1\u6709\u660e\u663e\u7684\u6536\u655b\u8d8b\u52bf\uff0c\u539f\u56e0\u5728\u4e8e\u5f88\u591a\u5173\u952e\u95ee\u9898\u8fd8\u6ca1\u6709\u8fbe\u6210\u5171\u8bc6\uff0c\u8fd9\u4e00\u70b9\u4f5c\u4e3a\u4e00\u4e2a\u5929\u5929\u89c1\u9879\u76ee\u7684\u6295\u8d44\u4eba\uff0c\u6211\u611f\u53d7\u975e\u5e38\u6df1\u3002<\/p>\n<p>\u9996\u5148\u662f Copilot \u8fd8\u662f Agent \uff1f\u672a\u6765\u6211\u503e\u5411\u4e8e\u8ba4\u4e3a Agent \u4f1a\u66f4\u6709\u6f5c\u529b\uff0c\u4f46\u4e5f\u4e00\u5b9a\u4f1a\u5b58\u5728\u5927\u91cf Copilot \u7684\u573a\u666f\uff0c\u6bd5\u7adf\u719f\u7ec3\u7684\u7a0b\u5e8f\u5458\u5f88\u591a\u65f6\u5019\u8fd8\u662f\u66f4\u559c\u6b22\u201c\u624b\u6413\u201d\u3002\u6211\u4eec\u539f\u672c\u89c9\u5f97 Copilot \u4e0d\u592a\u9002\u5408\u521b\u4e1a\u516c\u53f8\uff0c\u4f46 Cursor \u7684\u51fa\u73b0\u53c8\u8ba9\u8fd9\u4e2a\u89c2\u70b9\u53d8\u5f97\u4e0d\u90a3\u4e48\u786e\u5b9a\u4e86\u3002<\/p>\n<p>\u8fd8\u6709\u4e00\u4e2a\u60ac\u800c\u672a\u51b3\u7684\u95ee\u9898\u662f\uff1a\u6a21\u578b\u80fd\u529b\u7684\u8fb9\u754c\u5230\u5e95\u5728\u54ea\uff1f \u73b0\u5728\u770b\uff0c\u6a21\u578b\u5728\u5904\u7406\u4e00\u4e9b\u5782\u76f4\u65b9\u5411\uff0c\u6bd4\u5982\u5355\u5143\u6d4b\u8bd5\u3001Code Review \u8fd9\u7c7b\u4efb\u52a1\u4e0a\u8868\u73b0\u8fd8\u4e0d\u9519\uff0c\u7aef\u5230\u7aef\u5730\u505a\u7b80\u5355\u6216\u4e2d\u7b49\u590d\u6742\u5ea6\u7684\u7a0b\u5e8f\u65f6\u4e5f\u80fd\u80dc\u4efb\uff0c\u4f46\u9762\u5bf9\u771f\u6b63\u590d\u6742\u7684\u8f6f\u4ef6\u7cfb\u7edf\u3001\u957f\u94fe\u6761\u7684\u903b\u8f91\u7ed3\u6784\u65f6\u8fd8\u662f\u4e0d\u884c\u3002<\/p>\n<p>\u540c\u65f6\u8fd8\u6709\u4e2a\u73b0\u5b9e\u95ee\u9898\u662f\uff1a\u6a21\u578b\u5382\u5546\u7684\u4e1a\u52a1\u8fb9\u754c\u5728\u54ea\u91cc\uff1f \u6709\u4e9b\u521b\u4e1a\u516c\u53f8\u4f1a\u9009\u62e9\u505a Agent\uff0c\u4f46\u4ed6\u4eec\u4f1a\u6709\u610f\u907f\u5f00\u6a21\u578b\u516c\u53f8\u53ef\u80fd\u4f1a\u76f4\u63a5\u505a\u7684\u7aef\u5230\u7aef\u65b9\u6848\uff0c\u8f6c\u5411\u66f4\u5177\u58c1\u5792\u7684\u5782\u76f4\u573a\u666f\u3002<\/p>\n<p>Vibe Coding\u7684\u5e02\u573a\u6709\u591a\u5927\uff1f\u5f88\u591a\u4eba\u5176\u5b9e\u903b\u8f91\u601d\u8003\u80fd\u529b\u5e76\u4e0d\u5f3a\uff0c\u6ca1\u6709\u80fd\u529b\u628a\u81ea\u5df1\u7684\u9700\u6c42\u6709\u6548\u5730\u8868\u8fbe\u51fa\u6765\uff0c\u6240\u4ee5\u8fd9\u91cc\u5934\u6709\u5f88\u591a\u4e0d\u592a\u786e\u5b9a\u7684\u4e1c\u897f\u3002<\/p>\n<p>\u6211\u8ba4\u4e3a\uff0c code review \u6216\u8005\u5355\u5143\u6d4b\u8bd5\u8fd9\u4e9b AI Coding\u7684\u673a\u4f1a\u4e0d\u592a\u5927\uff0c\u56e0\u4e3a\u9700\u6c42\u548c\u4ea7\u54c1\u5b9a\u4e49\u5f97\u5f88\u6e05\u695a\u4e86\uff0c\u4ea7\u54c1\u89c4\u8303\u4e0a\u6ca1\u6709\u95e8\u69db\u4e86\u3002\u672a\u6765\u7684Coding\u5e94\u8be5\u662f\u6bcf\u4e00\u4e2a\u8f6f\u4ef6\u90fd\u662f\u5b9a\u5236\u5316\u7684\u8f6f\u4ef6\uff0c\u6709\u673a\u4f1a\u7684\u5e94\u8be5\u662f\u80fd\u56f4\u7ed5\u5782\u76f4\u884c\u4e1a\u548c \u201c\u6df1\u5ea6\u4e0a\u4e0b\u6587\u201d\u5c55\u5f00\u7684Agent\uff0c\u8fd9\u662f\u6a21\u578b\u516c\u53f8\u505a\u4e0d\u4e86\u7684\u4e8b\u60c5\u3002\u56f4\u7ed5\u7740\u8fd9\u4e9b\u5782\u7c7b\u884c\u4e1a\u7684\u6df1\u5ea6\u4e0a\u4e0b\u6587\uff0c\u505a\u5927\u91cf\u7684\u52a0\u5de5\uff0c\u603b\u7ed3\u6210\u826f\u597d\u7684\u63d0\u793a\u8bcd\u548c\u4e0a\u4e0b\u6587\u5de5\u7a0b\uff0c\u8ddf\u6a21\u578b\u505a\u4ea4\u4e92\uff0c\u8fd9\u624d\u662f\u6211\u4eec\u521b\u4e1a\u516c\u53f8\u6bd4\u8f83\u597d\u7684\u53d1\u5c55\u673a\u4f1a\u3002<\/p>\n<p>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u5bbf\u6587\u8001\u5e08\uff0c\u60a8\u8bf4\u60a8\u5e0c\u671b\u505a\u4e00\u4e9b\u201c\u7528\u5b8c\u5373\u711a\u201d\u7684\u8f6f\u4ef6\u3002\u6211\u89c9\u5f97\u8fd9\u4e2a\u601d\u8def\u548c\u521a\u624d\u9648\u77f3\u8001\u5e08\u63d0\u5230\u7684\u201c\u5b9a\u5236\u5316\u8f6f\u4ef6\u201d\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u662f\u76f8\u901a\u7684\uff0c\u6240\u4ee5\u4e5f\u60f3\u8bf7\u60a8\u5c55\u5f00\u804a\u804a\u8fd9\u4e2a\u60f3\u6cd5\uff0c\u80cc\u540e\u6709\u54ea\u4e9b\u8003\u8651\uff1f<\/p>\n<p>\u5bbf\u6587\uff1a\u5176\u5b9e\u8fd9\u4e2a\u662f\u6211\u4eec\u516c\u53f8\u7684\u4e00\u4e2a slogan\uff0c\u4e0a\u534a\u573a\u662f Auto-coding is AGI\uff0c\u4e0b\u534a\u573a\u662f Personal App is the End\u3002\u610f\u601d\u662f\u8bf4\uff0c\u4ee5\u540e\u6bcf\u4e2a\u4eba\u90fd\u6709\u5c5e\u4e8e\u81ea\u5df1\u7684 Personal App\u3002\u8fd9\u4e2aAPP\u53ef\u4ee5\u662f\u957f\u671f\u6d88\u8d39\u7684\uff0c\u4e5f\u53ef\u4ee5\u662f\u4e00\u6b21\u6027\u7684\u8f6f\u4ef6\u3002<\/p>\n<p>\u6211\u4eec\u53ef\u4ee5\u5148\u9884\u6d4b\u4e00\u4e0b\u7ec8\u5c40\uff0c\u5982\u679c\u6240\u6709\u7684Coding\u90fd\u662f\u4f9d\u8d56\u4e8etoken\u53bb\u5b8c\u6210\u7684\uff0c\u90a3\u53ef\u80fd\u5c31\u4f1a\u53d1\u5c55\u4e3a\u6a21\u578b\u5382\u5546\u8d62\u8005\u901a\u5403\u7684\u5c40\u9762\u3002\u8d70\u5411\u672a\u6765\u7684\u8fc7\u7a0b\u4e2d\uff0c\u5176\u5b9e\u6bcf\u4e00\u8f6e\u65b0\u7684\u5de5\u5177\u6216\u6280\u672f\u51fa\u73b0\uff0c\u9996\u5148\u90fd\u662f\u5728\u73b0\u6709\u7684\u5b58\u91cf\u5e02\u573a\u4e2d\u624e\u6839\u7684\u3002\u6bd5\u7adf\u8fd9\u4e48\u591a\u4e13\u4e1a\u7684\u4eba\u624d\u3001\u806a\u660e\u7684\u5927\u8111\uff0c\u4e00\u5b9a\u4f1a\u5c1d\u8bd5\u62e5\u62b1\u5b83\uff0c\u628a\u5b83\u5e94\u7528\u5230\u5df2\u6709\u7684\u5de5\u4f5c\u573a\u666f\u4e2d\u3002\u6bd5\u7adf\u6211\u4eec\u770b\u5230\u6574\u4e2a\u8f6f\u4ef6\u4e16\u754c\u4f53\u91cf\u975e\u5e38\u5e9e\u5927\uff0c\u4ece\u82af\u7247\u5f80\u4e0a\u4e00\u5c42\u4e00\u5c42\u642d\u5efa\u4e0a\u6765\uff0c\u6700\u7ec8\u90fd\u6c47\u805a\u5728\u201c\u8f6f\u4ef6\u201d\u8fd9\u4e2a\u62bd\u8c61\u5c42\u3002<\/p>\n<p>\u6709\u4e9b\u8bed\u6599\u662f\u5927\u6a21\u578b\u5728\u540e\u8bad\u7ec3\uff08Post-train\uff09\u6216\u8005\u9884\u8bad\u7ec3\uff08Pre-train\uff09\u9636\u6bb5\u89c1\u4e0d\u5230\u7684\uff0c\u90fd\u662f\u8fd9\u4e9b\u5782\u76f4\u9886\u57df\u7684\u73a9\u5bb6\u5728\u7528\u81ea\u5df1\u7684\u77e5\u8bc6\u53bb\u505a\u7684\u3002\u8fd9\u91cc\u9762\u7684\u5361\u70b9\u5c31\u662f\uff0c\u4eca\u5929\u7684\u6a21\u578b\u5e94\u8be5\u600e\u4e48\u53bb\u652f\u6301\u4ed6\u4eec\uff1f\u6a21\u578b\u67b6\u6784\u5728\u5f80\u524d\u8fed\u4ee3\uff0c\u73b0\u5728\u4e3b\u6d41\u6a21\u578b\u652f\u6301\u7684\u4e0a\u4e0b\u6587\u5927\u6982\u5728 120K token \u5de6\u53f3\uff0c\u5f80\u4e0a\u505a\u5230\u51e0\u767e K \u7684\u5df2\u7ecf\u662f\u6781\u9650\u4e86\uff0cGemini\u505a\u5230Mb\u7ea7\u522b\u7684\u957f\u5ea6\u4e86\u3002<\/p>\n<p>\u6211\u4eec\u81ea\u5df1\u5c31\u662f\u4ece\u6a21\u578b\u5c42\u5f00\u59cb\u5e72\u7684\uff0c\u6211\u4eec\u5c31\u53d1\u73b0\u5f88\u591a\u95ee\u9898\uff0c\u53ea\u8981\u6a21\u578b\u8fed\u4ee3\u4e0b\u4e2a\u6708\u5c31\u6ca1\u6709\u4e86\uff0c\u5f00\u53d1\u8005\u53ea\u8981\u53bb\u62e5\u62b1\u65b0\u7684\u6280\u672f\u751f\u6001\u5c31\u597d\u4e86\u3002<\/p>\n<p>\u6240\u4ee5\u5bf9\u6211\u4eec\u6765\u8bf4\uff0c\u5728\u8fd9\u4e2a\u4e0d\u65ad\u53d8\u5316\u7684\u8fc7\u7a0b\u4e2d\uff0c\u6700\u5173\u952e\u7684\u662f\u627e\u5230\u4e00\u4e2a\u843d\u70b9\u2014\u2014\u6211\u4eec\u4f1a\u53bb\u5bfb\u627e\u90a3\u4e9b\u4e0d\u5bb9\u6613\u88ab\u201c\u5806\u4eba\u201d\u3001\u201c\u5806\u8d44\u6e90\u201d\u5c31\u80fd\u6253\u4e0b\u6765\u7684\u573a\u666f\u3002\u5f88\u591a\u4ea7\u54c1\u548c\u573a\u666f\uff0c\u53ef\u80fd\u6309\u6708\u3001\u6309\u5b63\u5ea6\u5c31\u4f1a\u88ab\u8fed\u4ee3\u6389\u3002\u6211\u4eec\u601d\u8003\u7684\u4e5f\u662f\uff0c\u65e2\u8981\u770b\u6e05\u4e00\u4e2a\u8fdc\u5904\u7684\u7ec8\u5c40\uff0c\u4e5f\u8981\u627e\u5230\u5f53\u4e0b\u80fd\u6d3b\u4e0b\u53bb\u7684\u8def\u5f84\uff0c\u6240\u4ee5\u6211\u4eec\u4e5f\u8003\u8651\u5411 C4 \u8fd9\u4e2a\u73af\u8282\u53bb\u7a81\u7834\uff0c\u9762\u5411\u4e25\u8083\u7684\u751f\u4ea7\u73af\u5883\u5236\u4f5c\u8f6f\u4ef6\u3002<\/p>\n<p>\u674e\u4e9a\u98de\uff1a\u6211\u60f3\u8865\u5145\u95ee\u4e00\u4e2a\u95ee\u9898\uff0c\u60f3\u8bf7\u6559\u4e00\u4e0b\u5bbf\u6587\u3002\u5176\u5b9e\u521a\u624d\u63d0\u5230\u7684 C4 \u5de5\u7a0b\u2014\u2014\u4e5f\u5c31\u662f\u6d89\u53ca\u524d\u7aef\u3001\u540e\u7aef\u3001\u6570\u636e\u5e93\u8fd9\u4e9b\u5b8c\u6574\u94fe\u8def\u7684\u8f6f\u4ef6\u5f00\u53d1\u2014\u2014\u5b83\u5176\u5b9e\u662f\u53ef\u4ee5\u6709\u5f88\u591a\u4e0d\u540c\u7684\u89e3\u6cd5\u7684\uff0c\u5bf9\u5427\uff1f\u6bd4\u5982\u8bf4\uff0c\u6709\u4e9b\u4eba\u4f1a\u9009\u62e9\u65e0\u4ee3\u7801\u3001\u4f4e\u4ee3\u7801\u7684\u65b9\u5f0f\u6765\u5904\u7406\uff0c\u4e5f\u6709\u4e00\u4e9b\u4eba\u575a\u6301\u7528\u6807\u51c6\u7684\u6280\u672f\u6808\u3001\u6309\u7167\u4f20\u7edf\u8f6f\u4ef6\u5de5\u7a0b\u65b9\u6cd5\u6765\u63a8\u8fdb\u3002\u90a3\u6211\u633a\u597d\u5947\u7684\u662f\uff0c\u4f60\u4eec\u5728\u8fd9\u65b9\u9762\u662f\u600e\u4e48\u601d\u8003\u548c\u9009\u62e9\u7684\uff1f\u4f60\u4eec\u66f4\u503e\u5411\u4e8e\u54ea\u79cd\u8def\u5f84\uff1f<\/p>\n<p>\u5bbf\u6587\uff1a\u4f60\u80af\u5b9a\u89c2\u5bdf\u5230\u4e86\u6700\u8fd1\u7684\u4e00\u4e9b\u65b0\u95fb\uff0c\u5305\u62ec\u6700\u8fd1\u88abWix\u6536\u8d2d\u7684Base44\uff0c\u8fd9\u4e2a\u4ea7\u54c1\u662f\u633a\u597d\u7528\u7684\uff0c\u4f46\u662f\u5178\u578b\u5730\u7528\u5230\u4e86\u4f4e\u4ee3\u7801\u7684\u624b\u6bb5\uff0c\u5f88\u4eb2\u548c\u4e8eWix\u7684\u5efa\u7ad9\u573a\u666f\uff0c\u6574\u4e2a\u8f6f\u4ef6\u4e16\u754c\u80af\u5b9a\u4e0d\u6b62\u8fd9\u4e9b\u3002\u6211\u4eec\u81ea\u5df1\u7684\u5224\u65ad\u662f\uff0c\u539f\u6709\u90a3\u5957\u8f6f\u4ef6\u5f00\u53d1\u67b6\u6784\u8fd8\u662f\u5c40\u9650\u4e8e\u573a\u666f\u4e4b\u4e2d\uff0c\u662f\u4e3a\u201c\u4eba\u201d\u8bbe\u8ba1\u7684\uff0c\u5c24\u5176\u662f\u4e3a\u67b6\u6784\u5e08\u3001\u7a0b\u5e8f\u5458\u8bbe\u8ba1\u7684\uff0c\u5b83\u7684\u6838\u5fc3\u662f\uff1a\u94fe\u6761\u8d8a\u957f\u3001\u5206\u5de5\u8d8a\u7ec6\uff0c\u5c31\u8d8a\u80fd\u53d1\u6325\u89c4\u6a21\u534f\u4f5c\u7684\u4f18\u52bf\u3002\u6bd4\u5982\u4e00\u4e2a\u5927\u5382\u6709\u51e0\u5343\u4e0a\u4e07\u7a0b\u5e8f\u5458\uff0c\u6bcf\u4e2a\u4eba\u90fd\u662f\u4e00\u4e2a\u201c\u87ba\u4e1d\u9489\u201d\uff0c\u6574\u4e2a\u94fe\u6761\u7ec4\u7ec7\u5f97\u975e\u5e38\u9ad8\u6548\u3002\u4f46\u5927\u6a21\u578b\u6765\u4e86\u4e4b\u540e\uff0c\u5b83\u7684\u7406\u89e3\u548c\u5904\u7406\u65b9\u5f0f\u5b8c\u5168\u4e0d\u662f\u8fd9\u4e48\u73a9\u7684\uff0c\u6211\u4eec\u5728\u505a\u5168\u6808\u7c7b\u751f\u6210\u7684\u65f6\u5019\u5c31\u975e\u5e38\u660e\u663e\u5730\u611f\u53d7\u5230\u8fd9\u70b9\u3002<\/p>\n<p>\u6240\u4ee5\u6211\u4eec\u73b0\u5728\u7684\u91cd\u70b9\u65b9\u5411\u662f\uff0c\u63a2\u7d22\u4e00\u79cd\u9762\u5411\u8bed\u8a00\u6a21\u578b\u4eb2\u548c\u3001\u4ee5\u751f\u6210\u4e3a\u6838\u5fc3\u7684\u8f6f\u4ef6 agent \u67b6\u6784\u3002\u6211\u4eec\u8ba4\u4e3a\u8fd9\u4e24\u6761\u8def\u5f84\u7f3a\u4e00\u4e0d\u53ef\u3002\u600e\u4e48\u53bb\u7406\u89e3\u9762\u5411\u6a21\u578b\u7684\u751f\u6210\u5f0f\u8f6f\u4ef6\u67b6\u6784\uff0c\u8fd9\u662f\u6211\u4eec\u8981\u53bb\u6478\u7d22\u7684\u3002\u4e3e\u4f8b\u800c\u8a00\uff0c\u5728\u9762\u5411B\u7aef\u7684\u5e94\u7528\u4e2d\uff0c\u6bcf\u4e2a\u9875\u9762\u90fd\u4f1a\u6709\u4e00\u4e2a\u641c\u7d22\u7ec4\u4ef6\uff0c\u4f46\u662f\u5728\u751f\u6210\u5f0f\u7684\u8f6f\u4ef6\u4e2d\uff0c\u6574\u4e2a\u67b6\u6784\u4e2d\u53ea\u6709\u4e00\u5957\u641c\u7d22\u7684\u7ec4\u4ef6\uff0c\u6211\u4eec\u518d\u53bb\u9009\u62e9\u5982\u4f55\u9002\u914d\u5404\u79cd\u573a\u666f\u3002<\/p>\n<p>\u6211\u4eec\u73b0\u5728\u7684\u770b\u5230\u7684\uff0c\u6bd4\u5982 Devin \u8fd9\u5957\u67b6\u6784\u91cc\u9762\uff0c\u5b83\u672c\u8d28\u4e0a\u662f\u8981\u66ff\u4ee3\u7a0b\u5e8f\u5458\u7684\uff0c\u4f46\u662f\u53c8\u6309\u7167\u7a0b\u5e8f\u5458\u7684\u5206\u5de5\u534f\u4f5c\u53bb\u505a\u7684\u6280\u672f\u94fe\u6761\u7684\u8bbe\u8ba1\uff0c\u6211\u89c9\u5f97\u8fd9\u6837\u5f88\u602a\u3002\u6211\u4eec\u5728\u5c1d\u8bd5\u4e00\u6761\u65b0\u7684\u9053\u8def\u3002<\/p>\n<p>\u674e\u4e9a\u98de\uff1a\u660e\u767d\uff0c\u8fd9\u4e2a\u95ee\u9898\u5176\u5b9e\u6211\u4eec\u4f5c\u4e3a\u521b\u4e1a\u8005\uff0c\u771f\u7684\u4f1a\u6709\u5f88\u6df1\u7684\u611f\u53d7\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u201c\u5185\u5fc3\u7684\u77db\u76fe\u72b6\u6001\u201d\u3002\u8fd9\u4e2a\u77db\u76fe\u6765\u81ea\u4e24\u4e2a\u65b9\u5411\uff1a\u4e00\u65b9\u9762\uff0c\u6211\u4eec\u77e5\u9053\u5e02\u573a\u3001\u5c24\u5176\u662f\u6295\u8d44\u4eba\u8fd9\u8fb9\uff0c\u786e\u5b9e\u4f1a\u6709\u538b\u529b\uff0c\u5927\u5bb6\u90fd\u5e0c\u671b\u4f60\u80fd\u5c3d\u5feb\u8dd1\u51fa PMF\uff0c\u6700\u597d\u80fd\u5feb\u901f\u95ed\u73af\uff0c\u7528\u6237\u5f00\u59cb\u4ed8\u8d39\uff0c\u6a21\u578b\u4e5f\u80fd\u7528\u8d77\u6765\u3002<\/p>\n<p>\u90a3\u4e48\u4ece\u6218\u672f\u4e0a\u8bb2\uff0c\u5176\u5b9e\u662f\u6709\u4e00\u4e9b\u4f5c\u5f0a\u7684\u65b9\u6cd5\u7684\u3002\u6bd4\u5982\u8bf4\u6211\u5c31\u53ea\u505a\u4e2a\u7eaf\u524d\u7aef\u754c\u9762\uff0c\u6a21\u578b\u751f\u6210\u5b8c\u4e00\u95ed\u73af\uff0c\u770b\u8d77\u6765\u50cf\u4e2a\u4ea7\u54c1\uff0c\u5c31\u80fd\u6536\u94b1\u4e86\uff1b\u53c8\u6bd4\u5982\u8bf4\u6211\u63d0\u524d\u628a\u6574\u4e2a\u6280\u672f\u6808\u9501\u5b9a\uff0c\u7528\u4f4e\u4ee3\u7801\u7684\u65b9\u5f0f\u3001\u56f4\u7ed5\u67d0\u5957\u63d0\u793a\u8bcd\u548c\u4e0a\u4e0b\u6587\u4f18\u5316\u6253\u78e8\uff0c\u4e5f\u662f\u53ef\u4ee5\u5f88\u5feb\u641e\u51fa\u4e1c\u897f\u7684\u3002\u8fd9\u4e9b\u529e\u6cd5\u90fd\u80fd\u8dd1\u5f97\u5feb\u3001\u770b\u8d77\u6765\u4e5f\u201c\u6210\u578b\u201d\u4e86\u3002<\/p>\n<p>\u4f46\u53e6\u4e00\u65b9\u9762\uff0c\u4f5c\u4e3a\u641e\u4e86\u5341\u591a\u5e74\u5168\u6808\u5f00\u53d1\u7684\u5de5\u7a0b\u5e08\uff0c\u6211\u4eec\u5fc3\u91cc\u4e5f\u975e\u5e38\u6e05\u695a\u2014\u2014\u8fd9\u4e9b\u65b9\u5f0f\u4e0d\u662f\u7ec8\u5c40\uff0c\u751a\u81f3\u8bf4\u662f\u201c\u504f\u79bb\u6b63\u786e\u9053\u8def\u201d\u7684\u59a5\u534f\u3002\u5b83\u4eec\u8ba9\u56e2\u961f\u8fdb\u5165\u4e86\u4e00\u4e2a\u77ed\u6682\u7684\u201c\u8212\u9002\u533a\u201d\uff0c\u4f46\u90a3\u4e2a\u65b9\u5411\u5f88\u53ef\u80fd\u4e0d\u662f AI Coding \u7684\u672a\u6765\u3002\u6240\u4ee5\u8fd9\u65f6\u5019\u4f60\u5c31\u4f1a\u975e\u5e38\u77db\u76fe\u3002<\/p>\n<p>\u5230\u5e95\u662f\u575a\u6301\u6b63\u786e\u7684\u9009\u62e9\uff0c\u8fd8\u662f\u9a6c\u4e0a\u8fdb\u5165\u5feb\u8f66\u9053\u53bb\u505a\u95ed\u73af\uff0c\u6709\u65f6\u5019\u4f1a\u8ba9\u56e2\u961f\u9677\u5165\u4e00\u79cd\u65e0\u6240\u9002\u4ece\u7684\u72b6\u6001\u3002\u521a\u624d\u542c\u5bbf\u6587\u7684\u56de\u7b54\uff0c\u6211\u89c9\u5f97\u4ed6\u5176\u5b9e\u5728\u90a3\u5957\u8def\u5f84\u91cc\uff0c\u4e5f\u4f53\u73b0\u51fa\u4e86\u4e00\u79cd\u5bf9\u8fd9\u7c7b\u77db\u76fe\u7684\u5e73\u8861\u3002\u8fd9\u4e2a\u6211\u633a\u6709\u5171\u9e23\u7684\u3002<\/p>\n<p>\u9648\u77f3\uff1a\u6211\u8fd9\u8fb9\u60f3\u8865\u5145\u4e00\u53e5\uff0c\u5176\u5b9e\u4e9a\u98de\u8001\u5e08\u521a\u624d\u8bf4\u7684\u90a3\u79cd\u201c\u77db\u76fe\u201d\uff0c\u786e\u5b9e\u5728\u5e02\u573a\u4e0a\u662f\u5b58\u5728\u7684\uff0c\u751a\u81f3\u53ef\u4ee5\u8bf4\u662f\u76ee\u524d\u4e0d\u5c11\u521b\u4e1a\u8005\u90fd\u4f1a\u9762\u5bf9\u7684\u73b0\u5b9e\u56f0\u5883\u3002<\/p>\n<p>\u5c31\u6bd4\u5982\u73b0\u5728\u5927\u5bb6\u7ecf\u5e38\u8ba8\u8bba\u7684\u4e00\u4e2a\u8def\u5f84\u95ee\u9898\uff1a\u662f\u4e0d\u662f\u5e94\u8be5\u5148\u4ece Copilot \u505a\u8d77\uff0c\u6709\u4e86\u5c40\u90e8\u7684\u6570\u636e\u548c\u7ecf\u9a8c\uff0c\u518d\u6cdb\u5316\u5230 Agent\uff1f\u4f46\u81ea\u52a8\u9a7e\u9a76\u884c\u4e1a\u53c8\u6709\u4e0d\u540c\u8bf4\u6cd5\uff0c\u4f8b\u5982\u6709\u4e9b\u4e13\u4e1a\u4eba\u58eb\u8ba4\u4e3a\uff0cL2\u505a\u5f97\u8d8a\u597d\uff0c\u5c31\u8ddd\u79bbL4\u8d8a\u8fdc\uff08\u5f53\u7136\u5f88\u591a\u4e1a\u754c\u4eba\u58eb\u5305\u62ec\u6211\u81ea\u5df1\u5e76\u4e0d\u5b8c\u5168\u8ba4\u540c\u8fd9\u4e2a\u89c2\u70b9\uff09\u3002\u8fd9\u4e5f\u5f15\u7533\u5230 AI Coding \u7684\u95ee\u9898\u4e0a\u2014\u2014\u4f60\u662f\u5148\u4e13\u6ce8\u4e8e\u4e00\u4e2a\u5782\u76f4\u573a\u666f\uff0c\u505a\u5f97\u8db3\u591f\u6df1\uff0c\u7136\u540e\u518d\u56fe\u6cdb\u5316\uff1f\u8fd8\u662f\u8bf4\u4e00\u5f00\u59cb\u5c31\u5954\u7740\u901a\u7528\u65b9\u5411\u53bb\uff1f\u8fd9\u4e24\u79cd\u8def\u7ebf\u8fd8\u6ca1\u6709\u5f62\u6210\u4ec0\u4e48\u5171\u8bc6\uff0c\u73b0\u5728\u8fd8\u5904\u4e8e\u4e00\u4e2a\u591a\u79cd\u63a2\u7d22\u5e76\u5b58\u7684\u9636\u6bb5\u3002<\/p>\n<p>\u674e\u4e9a\u98de\uff1a\u4eca\u5929 Cursor \u4e0a\u4e2a\u6708\u6539\u4e86\u6536\u8d39\u65b9\u5f0f\u4e4b\u540e\uff0c\u5c31\u88ab\u7528\u6237\u6253\u56de\u539f\u5f62\u4e86\uff0c\u5c31\u662f\u8fd9\u4e2a\u77db\u76fe\u7684\u4f53\u73b0\u3002\u5c31\u662f\u4f5c\u4e3a Copilot \u4ea7\u54c1\uff0c\u73b0\u5728\u60f3\u6309 agent \u4ea7\u54c1\u6536\u8d39\uff0c\u7528\u6237\u4e0d buy in\u3002\u8fd9\u5c31\u662f\u4e00\u4e2a\u77db\u76fe\u3002\u4f46\u5982\u679c\u4f60\u7b2c\u4e00\u5929\u5c31\u662f\u505a\u7684 agent\uff0c\u90a3\u4f60\u5c31\u6309\u8fd9\u4e2a\u65b9\u5f0f\uff0c\u6bd4\u5982\u6309\u4efb\u52a1\u89c4\u6a21\u590d\u6742\u5ea6\u6765\u6536\u8d39\uff0c\u90a3\u5c31\u53ef\u4ee5\u4e86\u3002<\/p>\n<p>\u9648\u77f3\uff1a\u6211\u89c9\u5f97Cursor\u7684\u7ecf\u6d4e\u6a21\u578b\u53ef\u80fd\u505a\u4e0d\u8fc7\u6765\u4e86\u3002<\/p>\n<p>\u674e\u4e9a\u98de\uff1a\u6211\u540c\u610f\u3002\u6211\u8865\u5145\u4e00\u4e2a\u4f7f\u7528\u4f53\u9a8c\u4e0a\u7684\u89d2\u5ea6\u3002Cursor\u539f\u6765\u7684\u6536\u8d39\u65b9\u5f0f\u662f\uff0c\u4e00\u4e2a\u6708\u5185500\u6b21\u8c03\u7528\u6536\u8d3920\u7f8e\u91d1\u3002\u8fd9\u662f\u57fa\u4e8e\u4e0a\u4e2a\u9636\u6bb5\u7684Chat-Base program\u7684\u4ea7\u54c1\u7ed3\u6784\u6240\u5b9a\u4e49\u7684\u6536\u8d39\u65b9\u5f0f\u3002\u4f46\u662f Agent \u7684\u5de5\u4f5c\u65b9\u5f0f\u662f\uff0c\u7ed9\u5b83\u4e00\u4e2a\u76ee\u6807\uff0c\u5b83\u80fd\u81ea\u5df1\u5faa\u73af500\u6b21\u3002\u7ed3\u679c Agent \u82b1\u4e86500\u6b21\u7684\u94b1\uff0c\u53ea\u6536\u4e86\u7528\u62371\u6b21\u7684\u94b1\uff0c\u90a3Cursor\u80af\u5b9a\u60f3\u6539\u3002\u8fd9\u5c31\u662f Agent \u6a21\u5f0f\u548c Copilot \u6a21\u5f0f\u6253\u67b6\u7684\u95ee\u9898\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E2%80%9C%E5%B9%BB%E8%A7%89%E2%80%9D%E4%BB%8D%E6%98%AF%E6%A8%A1%E5%9E%8B%E6%9C%80%E5%A4%A7%E7%9F%AD%E6%9D%BF\"><\/span>\u201c\u5e7b\u89c9\u201d\u4ecd\u662f\u6a21\u578b\u6700\u5927\u77ed\u677f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>AI \u79d1\u6280\u8bc4\u8bba \uff1a\u53bb\u5e74\u4e00\u6574\u5e74\uff0c\u968f\u7740Claude 3.5\u30013.7\u7684\u53d1\u5e03\uff0cAI \u7f16\u7a0b\u5df2\u7ecf\u53d8\u5f97\u8d8a\u6765\u8d8a\u201c\u5b9e\u7528\u201d\u4e86\uff0c\u751a\u81f3\u5f00\u59cb\u63a8\u52a8\u6574\u4e2a\u4ea4\u4e92\u8303\u5f0f\u5f80 Agent \u6a21\u5f0f\u8f6c\u53d8\u3002\u90a3\u95ee\u9898\u6765\u4e86\u2014\u2014\u4f5c\u4e3a\u6295\u8d44\u4eba\uff0c\u4ee5\u53ca\u4eb2\u81ea\u53c2\u4e0e\u6a21\u578b\u5f00\u53d1\u548c\u57fa\u4e8e\u6a21\u578b\u505a\u4ea7\u54c1\u7684\u4eba\uff0c\u4f60\u4eec\u600e\u4e48\u770b\u5f53\u524d\u6a21\u578b\u80fd\u529b\u7684\u74f6\u9888\uff1f<\/p>\n<p>\u5bbf\u6587\uff1a\u5176\u5b9e\u4ece\u6211\u4eec\u81ea\u5df1\u7684\u89c2\u5bdf\u6765\u770b\uff0c\u6574\u4e2a\u5927\u6a21\u578b\u7684\u80fd\u529b\u8fd8\u8fdc\u8fdc\u6ca1\u6709\u8fbe\u5230\u7406\u60f3\u72b6\u6001\uff0c\u79bb\u6211\u4eec\u60f3\u8c61\u4e2d\u90a3\u4e2a\u201c\u7ec8\u70b9\u201d\u8fd8\u5dee\u5f97\u633a\u8fdc\u7684\u3002\u4f46\u662f\u6211\u4eec\u4e5f\u4e0d\u80fd\u7b49\u4e0b\u4e00\u4e2a\u7248\u672c\u51fa\u73b0\uff0c\u56e0\u4e3a\u8bf4\u5b9e\u8bdd\uff0c\u4f60\u7b49\u518d\u4e45\uff0c\u5b83\u4e5f\u4e0d\u4f1a\u4e3b\u52a8\u628a\u4f60\u7684\u7528\u6237\u6570\u636e\u7eb3\u5165\u5230 Pre-train \u91cc\uff0c\u6240\u4ee5\u6211\u4eec\u4e0d\u5e94\u8be5\u505a\u6280\u672f\u7b49\u5f85\u578b\u7684\u516c\u53f8\u3002<\/p>\n<p>Claude 3.5\u51fa\u6765\uff0c\u4f34\u968f\u7740\u4e00\u4e2a\u5f88\u6709\u610f\u601d\u7684\u4ea7\u54c1\uff0cArtifacts\uff0c\u6211\u4eec\u4eca\u5929\u5c31\u770b\u5230\u4e86 lovable \u8fd9\u79cd\u9996\u5148\u627e\u5230\u4e00\u4e2a\u53d8\u73b0\u573a\u666f\u7684\u4ea7\u54c1\uff0c\u4e0d\u7ba1\u4e89\u8bae\u591a\u5927\uff0c\u7528\u6237\u91cf\u90fd\u6709\u4e86\uff0c\u524d\u7aef\u4e5f\u80fd\u5199\u7684\u5f88\u597d\u3002\u5176\u5b9e\u524d\u7aef\u8bed\u8a00\u7684\u903b\u8f91\u6027\u662f\u5f88\u5f31\u7684\uff0c\u5f88\u591a\u524d\u7aef\u4ee3\u7801\u90fd\u66b4\u9732\u5728\u516c\u7f51\uff0c\u6240\u4ee5\u8fd9\u4e9b\u90fd\u80fd\u505a\u51fa\u6765\u3002\u4f46\u662f\u6211\u4eec\u4e0d\u80fd\u62ff\u5230\u6570\u636e\u5e93\uff0c\u62ff\u5230\u540e\u7aef\u4ee3\u7801\u3002<\/p>\n<p>\u5927\u6a21\u578b\u7684\u95ee\u9898\u5728\u4e8e\uff0c\u4eca\u5929\u7684Transformer\u67b6\u6784\u5f88\u96be\u628a\u4e1a\u52a1\u7684\u957f\u94fe\u6761\u89e3\u51b3\u5f97\u5f88\u597d\uff0c\u8fd9\u662fTransformer\u672c\u8eab\u7684\u5929\u82b1\u677f\u6240\u51b3\u5b9a\u7684\uff0c\u90a3\u6211\u4eec\u5c31\u4f1a\u60f3\u53bb\u89e3\u51b3\u5176\u4e2d\u7684\u4e00\u90e8\u5206\u95ee\u9898\uff0c\u5176\u4e2d\u4e00\u4e2a\u5c31\u662f\u201c\u5e7b\u89c9\u201d\u3002\u6a21\u578b\u4e3a\u4ec0\u4e48\u4ea7\u751f\u5e7b\u89c9\uff1f\u6211\u4eec\u540e\u6765\u53cd\u590d\u7814\u7a76\uff0c\u53d1\u73b0\u5b83\u7684\u6839\u6e90\u5176\u5b9e\u8fd8\u5728\u6700\u65e9\u7684 Pre-train \u9636\u6bb5\uff0c\u7279\u522b\u662f\u53cd\u5411\u4f20\u64ad\u7684\u673a\u5236\u672c\u8eab\u5c31\u6709\u504f\u5dee\uff0c\u90a3\u6211\u4eec\u5c31\u770b\u6709\u4ec0\u4e48\u66f4\u597d\u7684\u7f51\u7edc\u7ed3\u6784\u53bb\u6539\u9020\u3002<\/p>\n<p>\u6240\u4ee5\u6211\u4eec\u81ea\u5df1\u7684\u7ed3\u8bba\u662f\uff1a\u5982\u679c\u771f\u7684\u8981\u89e3\u51b3\u95ee\u9898\uff0c\u5fc5\u987b\u4ece\u7f51\u7edc\u7ed3\u6784\u5c42\u9762\u53bb\u52a8\u5200\uff0c\u771f\u6b63\u8ba9\u6a21\u578b\u5728 Pre-train \u9636\u6bb5\u5c31\u53d8\u5f97\u66f4\u9760\u8c31\u3002\u8fd9\u624d\u662f\u80fd\u5e26\u6765\u9661\u5ced\u63d0\u5347\u7684\u5730\u65b9\u3002\u8bf4\u5b9e\u8bdd\uff0c\u4ece DeepSeek-V2 \u53d1\u5e03\u5230\u73b0\u5728\uff0c\u6211\u4eec\u770b\u5230\u6574\u4e2a\u884c\u4e1a\u5728\u8fd9\u65b9\u9762\u7684\u521b\u65b0\u8fd8\u5f88\u6709\u9650\u3002\u90a3\u6211\u4eec\u5c31\u81ea\u5df1\u60f3\u529e\u6cd5\u89e3\u51b3\u4e86\u3002<\/p>\n<p>\u9648\u77f3\uff1a\u521a\u624d\u5bbf\u6587\u8001\u5e08\u63d0\u5230\u4e86\u201c\u5e7b\u89c9\u201d\u8fd9\u4e2a\u95ee\u9898\uff0c\u6211\u4e5f\u975e\u5e38\u8ba4\u540c\uff0c\u8fd9\u662f\u5f53\u524d\u5927\u6a21\u578b\u80fd\u529b\u7684\u4e00\u4e2a\u5173\u952e\u77ed\u677f\u3002\u800c\u9664\u4e86\u5e7b\u89c9\uff0c\u53e6\u4e00\u4e2a\u666e\u904d\u5b58\u5728\u7684\u6280\u672f\u74f6\u9888\uff0c\u5c31\u662f\u4e0a\u4e0b\u6587\u7a97\u53e3\u7684\u9650\u5236\u3002\u6211\u4eec\u73b0\u5728\u770b\u5230\u5f88\u591a\u4ee3\u7801\u5e93\u5176\u5b9e\u4f53\u91cf\u90fd\u975e\u5e38\u5927\uff0c\u5f88\u5bb9\u6613\u5c31\u8d85\u8d8a\u4e86\u4e0a\u4e0b\u6587\u7a97\u53e3\u7684\u4e0a\u9650\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u53d7\u9650\u4e8e\u5f53\u524dAI\u6a21\u578b\u8bad\u7ec3\u7684\u673a\u5236\uff0c\u6a21\u578b\u8bad\u7ec3\u5b8c\u6210\u540e\u5c31\u88ab\u51bb\u4f4f\u4e86\uff0c\u5728\u8fd0\u884c\u65f6\u4e00\u822c\u4e0d\u518d\u505a\u53c2\u6570\u66f4\u65b0\u3002\u800c\u6bcf\u4e2a\u7528\u6237\u5728\u4f7f\u7528\u6a21\u578b\u7684\u65f6\u5019\uff0c\u90fd\u9700\u8981\u67d0\u79cd\u7a0b\u5ea6\u7684\u5b9a\u5236\u5316\uff0c\u6216\u8005\u8bf4\u90fd\u9700\u8981\u6709\u81ea\u5df1\u7684\u4e0a\u4e0b\u6587\u8bb0\u5fc6\uff0c\u73b0\u5728\u89e3\u51b3\u5b9a\u5236\u5316\u7684\u65b9\u6cd5\u662f\u9760\u5e94\u7528\u53bb\u5b58\u50a8\u548c\u6355\u6349\u4e0a\u4e0b\u6587\uff0c\u4ee5\u53cd\u590dPrompt\u7684\u65b9\u5f0f\u4f20\u9012\u7ed9\u6a21\u578b\u3002\u8fd9\u4e2a\u6210\u672c\u5f88\u9ad8\uff0c\u4e14\u8fd0\u884c\u65f6\u95f4\u8d8a\u957f\uff0cPrompt\u957f\u5ea6\u8d8a\u5927\uff0c\u6bcf\u4e00\u4e2a\u4ea4\u4e92\u90fd\u9700\u8981\u8d39\u5927\u91cftoken\u3002\u73b0\u5728\u867d\u7136\u50cf ChatGPT \u5f15\u5165\u4e86\u4e00\u4e9b\u201c\u8bb0\u5fc6\u529f\u80fd\u201d\uff0c\u4f46\u6211\u89c9\u5f97\u8fd8\u8fdc\u8fdc\u4e0d\u591f\u3002\u6211\u8ba4\u4e3a\u672a\u6765\u6a21\u578b\u5e94\u8be5\u53ef\u4ee5\u76f4\u63a5\u201c\u8bb0\u4f4f\u201d\u4f60\u7684\u4e0a\u4e0b\u6587\uff0c\u8ba9\u5b83\u80fd\u50cf\u4eba\u4e00\u6837\u4fdd\u6709\u957f\u671f\u8bb0\u5fc6\uff0c\u800c\u4e0d\u662f\u6bcf\u6b21\u90fd\u9760 prompt \u4e34\u65f6\u52a0\u8f7d\u3002<\/p>\n<p>\u6211\u731c\u672a\u6765\u4f1a\u6709\u4e00\u4e9b\u53d8\u5316\uff0c\u8981\u4e48\u662f\u6a21\u578b\u7ed3\u6784\u4e0a\u7684\uff0c\u5141\u8bb8\u5728\u8fd0\u884c\u9636\u6bb5\u52a8\u6001\u8c03\u6574\u53c2\u6570\uff1b\u8981\u4e48\u662f\u89e3\u51b3\u8bb0\u5fc6\u5b58\u50a8\u7684\u5b89\u5168\u4e0e\u9690\u79c1\u95ee\u9898\uff0c\u6bd4\u5982\u5982\u4f55\u4ee5\u5b89\u5168\u3001\u53ef\u63a7\u7684\u65b9\u5f0f\u628a\u7528\u6237\u6216\u4f01\u4e1a\u7684\u957f\u671f\u4e0a\u4e0b\u6587\u4ea4\u7ed9\u6a21\u578b\u6765\u5904\u7406\u3002<\/p>\n<p>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u4e9a\u98de\u603b\u600e\u4e48\u770b\u5f85\u8fd9\u4e2a\u95ee\u9898\u5462\uff1f<\/p>\n<p>\u674e\u4e9a\u98de\uff1a\u9996\u5148\u6211\u633a\u4f69\u670d\u771f\u6b63\u6562\u4e0b\u573a\u505a\u5927\u6a21\u578b\u3001\u505a Pre-train \u7684\u56e2\u961f\uff0c\u4eca\u5929\u7684\u5927\u6a21\u578b\u786e\u5b9e\u8fd8\u6709\u4e0d\u5c11\u95ee\u9898\u548c\u77ed\u677f\u9700\u8981\u89e3\u51b3\uff0c\u800c\u6211\u8ba4\u4e3a\uff0c\u5728\u5de5\u7a0b\u9886\u57df\u770b\u5f85\u8fd9\u4e9b\u95ee\u9898\uff0c\u53ef\u4ee5\u4ece\u4e24\u4e2a\u4e0d\u540c\u7684\u89c6\u89d2\u5165\u624b\u3002<\/p>\n<p>\u7b2c\u4e00\u4e2a\u89c6\u89d2\uff0c\u662f\u667a\u80fd\u6027\uff0c\u4e5f\u5c31\u662f\u5927\u5bb6\u7ecf\u5e38\u8bf4\u7684\u201c\u63a8\u7406\u80fd\u529b\u201d\u3002\u8fd9\u4e00\u5757\u73b0\u5728\u5f88\u591a\u6a21\u578b\u90fd\u5728\u7a81\u7834\uff0c\u6bd4\u5982\u9648\u77f3\u603b\u521a\u624d\u63d0\u5230\u7684\u4e0a\u4e0b\u6587\u5904\u7406\u95ee\u9898\u7684\u4e24\u79cd\u601d\u8def\uff1a\u4e00\u79cd\u662f\u76f4\u63a5\u628a\u5c3d\u53ef\u80fd\u591a\u7684\u4e0a\u4e0b\u6587\u201c\u585e\u201d\u8fdb\u6a21\u578b\u4e2d\uff0c\u53e6\u4e00\u79cd\u601d\u8def\u5219\u662f\u50cf\u4eba\u7c7b\u90a3\u6837\u901a\u8fc7\u5916\u90e8\u8bb0\u5fc6\u8fdb\u884c\u77e5\u8bc6\u8c03\u7528\u3002\u5b9e\u9645\u4e0a\u8fd9\u6ce2 Claude Code \u5c55\u73b0\u4e86\u5916\u8111\u83b7\u53d6\u77e5\u8bc6\u7684\u80fd\u529b\uff0c\u5b83\u4f1a\u81ea\u5df1\u53cd\u601d\u770b\u4ee3\u7801\uff0c\u73b0\u5728\u6211\u7684\u6d4b\u8bd5\u7ed3\u679c\u662f\uff0c\u5b83\u80fd\u628a10 \u4e07\u7ea7\u522b\u7684\u6587\u4ef6\u5904\u7406\u5f97\u4e5f\u5f88\u597d\u3002<\/p>\n<p>\u7b2c\u4e8c\u4e2a\u89c6\u89d2\uff0c\u5c31\u662f\u5e7b\u89c9\u95ee\u9898\u3002\u6211\u89c9\u5f97\u8fd9\u548c\u4eba\u7c7b\u7684\u60f3\u8c61\u529b\u7c7b\u4f3c\uff0c\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u662f\u751f\u6210\u80fd\u529b\u7684\u4e00\u90e8\u5206\uff0c\u5b83\u53ef\u80fd\u6c38\u8fdc\u65e0\u6cd5\u88ab\u5b8c\u5168\u201c\u6d88\u9664\u201d\u3002\u4f46\u5728 Coding \u9886\u57df\uff0c\u6211\u4eec\u80fd\u505a\u7684\u6700\u597d\u7684\u65b9\u5f0f\u662f\uff0c\u7ed9\u6a21\u578b\u63d0\u4f9b\u5145\u5206\u7684tools\uff0c\u8ba9\u6a21\u578b\u5177\u5907\u53cd\u601d\u80fd\u529b\u2014\u2014\u4e5f\u5c31\u662f\u8981\u80fd\u201c\u72af\u9519-\u89c9\u5bdf-\u4fee\u6b63\u201d\u3002<\/p>\n<p>\u7b2c\u4e09\u4e2a\uff0c\u6211\u89c9\u5f97\u5927\u5bb6\u7ecf\u5e38\u5ffd\u7565\u6389\u7684\uff0c\u5c31\u662f\u6211\u4eec\u8981\u7ed9\u5b83\u4e00\u4e2a\u66f4\u5f3a\u5927\u7684\u53cd\u9988\u7cfb\u7edf\u3002\u6211\u4eec\u4ece\u5de5\u7a0b\u9886\u57df\u770b\u5230\u7684\uff0c\u6bd4\u5982debug\u7c7b\u7684\u4fe1\u606f\uff0c\u6ca1\u6709\u7ed9\u5b83\u3002\u539f\u6765\u7684debug\u662f\u5355\u6b65\u5355\u70b9\uff0c\u8fd9\u662f\u7ed9\u4eba\u7c7b\u8bbe\u8ba1\u7684\u3002\u5176\u5b9eAI\u4e0d\u9700\u8981\u5355\u6b65\u5355\u70b9\uff0c\u5982\u679cAI\u7814\u7a76\u4e00\u4f1a\u513f\u770b\u4e0d\u51fa\u9519\u8bef\uff0c\u5b83\u5c31\u8ddf\u4f60\u8bf4\uff0c\u8bf7\u4f60\u628a\u8c03\u8bd5\u5668\u6253\u5f00\u628a\u90a3\u4e2a\u9519\u8bef\u7c98\u7ed9\u6211\uff0c\u7136\u540e\u6211\u624d\u80fd\u7ee7\u7eed\u3002\u4e3a\u4ec0\u4e48\u6211\u4eec\u4e0d\u80fd\u628a\u8fd9\u4e2a\u4fe1\u606f\u76f4\u63a5\u4e22\u7ed9AI\u5462\uff1f\u8fd9\u4e9b\u80fd\u529b\u52a0\u4e0a\u4e4b\u540e\uff0cAI\u7684\u80fd\u529b\u4f1a\u660e\u663e\u5730\u53d8\u5f3a\u53d8\u597d\u3002<\/p>\n<p>\u76ee\u524d\u6765\u770b\uff0cClaude 4.0 \u7684\u667a\u80fd\u6027\u5df2\u7ecf\u76f8\u5f53\u5f3a\uff0c\u4ece\u4eca\u5e74 6 \u6708\u5f00\u59cb\uff0c\u771f\u6b63\u5c5e\u4e8e Coding \u9886\u57df\u7684 Agentic \u65f6\u523b\u5df2\u7ecf\u5230\u6765\u4e86\u3002\u5269\u4e0b\u7684\u95ee\u9898\u65e0\u975e\u5c31\u662f\uff0cCli\u662f\u4e0d\u662f\u6700\u597d\u7684\u5f62\u6001\u4e86\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E5%8E%9F%E5%9E%8B%E5%81%9A%E5%BE%97%E5%BF%AB%EF%BC%8C%E7%94%9F%E4%BA%A7%E8%BF%98%E5%BE%97%E6%85%A2%E6%85%A2%E6%9D%A5\"><\/span>\u539f\u578b\u505a\u5f97\u5feb\uff0c\u751f\u4ea7\u8fd8\u5f97\u6162\u6162\u6765<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u8981\u60f3\u63d0\u5347AI\u7684\u7f16\u7a0b\u80fd\u529b\uff0c\u54ea\u4e9b\u4e1c\u897f\u662f\u6a21\u578b\u80fd\u505a\u7684\uff1f\u54ea\u4e9b\u662f\u4ea7\u54c1\u8bbe\u8ba1\u4e2d\u80fd\u505a\u7684\uff1f<\/p>\n<p>\u5bbf\u6587\uff1a\u5728\u6211\u770b\u6765\uff0c\u8fd9\u4e24\u65b9\u9762\u8fd8\u6bd4\u8f83\u96be\u62c6\u5f00\u3002\u6a21\u578b\u8fed\u4ee3\u5f97\u5f88\u5feb\uff0c\u6211\u4eec\u6838\u5fc3\u8fd8\u662f\u6784\u5efa\u6570\u636e\u98de\u8f6e\u3002\u4ea7\u54c1\u5c42\u9762\u6765\u770b\uff0c\u5de5\u7a0b\u4e5f\u662f\u5f88\u91cd\u8981\u7684\u4e00\u4ef6\u4e8b\u60c5\u3002\u6211\u4eec\u7684\u6a21\u578b\u548c\u4ea7\u54c1\u7f3a\u4e4f\u4e00\u4e2a\u8d85\u7ea7\u52a8\u6001\u89c4\u5212\uff0c\u5176\u5b9e\u5927\u5bb6\u4eca\u5929\u90fd\u9759\u6001\u5f97\u4e0d\u80fd\u518d\u9759\u6001\u4e86\u3002<\/p>\n<p>\u90a3\u6a21\u578b\u5c42\u8981\u505a\u4ec0\u4e48\u5462\uff1f\u6211\u89c9\u5f97\u6700\u6838\u5fc3\u7684\u8fd8\u662f\u6570\u636e\u98de\u8f6e\u7684\u6784\u5efa\u3002\u4e4b\u524d\u7f8e\u56fd\u7ea2\u6749\u5f00\u4f1a\u7684\u65f6\u5019\uff0c\u51e0\u4e4e\u6ca1\u6709\u4e00\u5bb6\u516c\u53f8\u7684CEO\u80fd\u8bf4\u6e05\u695a\u600e\u4e48\u6784\u5efa\u7684\u3002\u6211\u4eec\u8ba4\u4e3a\uff0c\u771f\u6b63\u6709\u6548\u7684\u6570\u636e\u98de\u8f6e\u4e00\u5b9a\u4ece Pre-train \u9636\u6bb5\u5f00\u59cb\u3002\u4f46 Pre-train \u6210\u672c\u6781\u9ad8\uff0c\u4e0d\u53ef\u80fd\u9891\u7e41\u8dd1\u3002\u6240\u4ee5\u5173\u952e\u5728\u4e8e\u600e\u4e48\u901a\u8fc7\u7f51\u7edc\u7ed3\u6784\u521b\u65b0\u6765\u652f\u6301\u201c\u589e\u91cf\u9884\u8bad\u7ec3\u201d\uff0c\u800c\u4e0d\u662f\u4f20\u7edf\u610f\u4e49\u4e0a\u7684\u589e\u91cf\u5fae\u8c03\uff08Post-train\uff09\uff0c\u4ece\u800c\u8ba9token\u7684\u6743\u91cd\u53ef\u4ee5\u5feb\u901f\u5730\u8fdb\u884c\u52a8\u6001\u8c03\u6574\u3002\u8fd9\u80af\u5b9a\u662f\u7f51\u7edc\u7ed3\u6784\u51b3\u5b9a\u7684\uff0c\u6211\u4eec\u4eca\u5929\u57fa\u672c\u4e0a\u80fd\u591f\u505a\u5230\u4e86\u3002<\/p>\n<p>\u7136\u540e\u4f60\u518d\u770b\u4e0a\u4e0b\u6587\u7684\u5904\u7406\u95ee\u9898\u3002\u53bb\u5e74\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u7ade\u4e89\uff0c\u4e00\u5ea6\u201c\u5377\u201d\u5230\u5146\u7ea7\u4e0a\u4e0b\u6587\u3002\u4f46\u90a3\u5176\u5b9e\u66f4\u591a\u662fpost-train\u5c42\u9762\u7684\u6539\u9020\uff0c\u4e0d\u662f\u771f\u6b63\u4ece Pre-train \u5c42\u89e3\u51b3\u4e0a\u4e0b\u6587\u7f16\u7801\u80fd\u529b\u7684\u95ee\u9898\u3002\u6bd4\u5982\u53bb\u5e74 Magic.dev \u7684\u63a2\u7d22\u5c31\u5f88\u6709\u4ee3\u8868\u6027\uff0c\u4ed6\u4eec\u8ba4\u4e3a\u7f16\u7a0b\u7684\u5361\u70b9\u5728\u5927\u4e0a\u4e0b\u6587\uff0c\u4e8e\u662f\u57fa\u4e8emamba\u7684\u67b6\u6784\u53bb\u505a\u4e86\uff0c\u867d\u7136\u8fc7\u7a0b\u4e0d\u987a\uff0c\u4f46\u601d\u8def\u975e\u5e38\u6709\u4ef7\u503c\u3002\u6df7\u5408\u67b6\u6784\u52a0\u4e0a\u4f4d\u7f6e\u7f16\u7801\u7684\u65b9\u5f0f\uff0c\u80fd\u4e0d\u80fd\u628a\u4e0a\u4e0b\u6587\u6269\u5c55\u5230Mb\u7ea7\u522b\uff1f\u6211\u89c9\u5f97\u662f\u53ef\u4ee5\u7684\uff0c\u90a3\u6211\u4eec\u5c31\u8fd9\u6837\u505a\u4e86\u3002<\/p>\n<p>\u800c\u4ece\u4ea7\u54c1\u5c42\u9762\uff0c\u6211\u4eec\u5173\u6ce8\u7684\u91cd\u70b9\u662f\u7528\u6237\u7684\u771f\u5b9e\u8868\u8fbe\u80fd\u529b\u3002\u4f60\u7684\u7528\u6237\u53ef\u4ee5\u662f\u7a0b\u5e8f\u5458\uff0c\u4e5f\u53ef\u4ee5\u662f\u975e\u7a0b\u5e8f\u5458\uff0c\u751a\u81f3\u662f\u5b8c\u5168\u4e0d\u61c2\u6280\u672f\u7684\u201c\u666e\u901a\u7528\u6237\u201d\u3002\u5173\u952e\u5728\u4e8e\u4f60\u80fd\u5426\u8ba9\u4ed6\u4eec\u628a\u81ea\u5df1\u7684\u9700\u6c42\u8bb2\u6e05\u695a\u3002\u800c\u8fd9\u6070\u6070\u662f\u4eca\u5929\u5bf9\u8bdd\u5f0f\u4ea4\u4e92\u91cc\u6700\u5927\u7684\u6311\u6218\u3002\u6211\u4eec\u80af\u5b9a\u53bb\u505a\u793e\u533a\uff0c\u505a\u5185\u5bb9\u6c89\u6dc0\u8ba9\u66f4\u591a\u7684\u77e5\u8bc6\u53ef\u590d\u7528\uff1b\u8fd8\u6709\u5c31\u662f\u6446\u8131\u5bf9\u8bdd\u5f0f\uff0c\u505a\u56fe\u5f62\u7684\u4ea4\u4e92\u65b9\u5f0f\u7b49\u7b49\u3002\u4ea7\u54c1\u8003\u8651\u7684\u662f\u7528\u6237\u5165\u53e3\u7684\u4e8b\uff0c\u6a21\u578b\u8003\u8651\u7684\u662f\u667a\u80fd\u8fed\u4ee3\u7684\u4e8b\u3002<\/p>\n<p>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u660e\u767d\u3002\u9648\u77f3\u603b\uff0c\u4ece\u60a8\u4f5c\u4e3a\u6295\u8d44\u4eba\u770b\u8fc7\u8fd9\u4e48\u591a\u4ea7\u54c1\u7684\u8fd9\u4e2a\u89d2\u5ea6\u6765\u770b\uff0c\u60a8\u89c9\u5f97\u5462\uff1f<\/p>\n<p>\u9648\u77f3\uff1a\u6211\u4e4b\u524d\u4e5f\u505a\u8fc7\u6280\u672f\u548c CTO\uff0c\u867d\u7136\u73b0\u5728\u79bb\u6280\u672f\u6709\u4e9b\u8fdc\u4e86\uff0c\u4f46\u5bf9\u8fd9\u4e2a\u8bdd\u9898\u8fd8\u662f\u6709\u4e00\u4e9b\u611f\u53d7\u3002AI Coding \u60f3\u8981\u5728\u672a\u6765\u771f\u6b63\u53d1\u5c55\u8d77\u6765\uff0c\u6211\u8ba4\u4e3a\u6838\u5fc3\u5728\u4e8e\u201c\u4e24\u7aef\u80fd\u529b\u201d\u7684\u534f\u540c\u63a8\u8fdb\uff1a<\/p>\n<p>\u4e00\u7aef\u662f\u6a21\u578b\u4fa7\u80fd\u529b\u7684\u6301\u7eed\u8fdb\u5316\uff0c\u5305\u62ec\u66f4\u5f3a\u7684\u903b\u8f91\u63a8\u7406\u3001\u5bf9\u4e0a\u4e0b\u6587\u7684\u7406\u89e3\u4e0e\u5904\u7406\u80fd\u529b\u3001\u4ee5\u53ca\u4e0a\u4e0b\u6587\u7a97\u53e3\u7684\u8fdb\u4e00\u6b65\u6269\u5c55\u7b49\u7b49\u3002\u8fd9\u662f\u6a21\u578b\u5c42\u9762\u7684\u4e8b\u3002\u53e6\u4e00\u7aef\u5219\u662f\u5e94\u7528\u5c42\u7684\u201c\u4e0a\u4e0b\u6587\u5de5\u7a0b\u201d\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u4ea7\u54c1\u8981\u901a\u8fc7\u5de7\u5999\u7684\u8bbe\u8ba1\u548c\u4eba\u673a\u4ea4\u4e92\u65b9\u5f0f\uff0c\u5e2e\u52a9\u7528\u6237\u6e05\u6670\u3001\u5b8c\u6574\u5730\u8868\u8fbe\u51fa\u4ed6\u4eec\u7684\u4e0a\u4e0b\u6587\u548c\u9700\u6c42\u3002<\/p>\n<p>\u6a21\u578b\u548c\u5e94\u7528\u7aef\u9762\u4e34\u7684\u6311\u6218\u5c31\u662f\uff0c\u5982\u4f55\u5e2e\u52a9\u90a3\u4e9b\u903b\u8f91\u8868\u8fbe\u4e0d\u591f\u6e05\u6670\u7684\u7528\u6237\uff0c\u628a\u4ed6\u4eec\u771f\u5b9e\u7684\u5fc3\u7406\u9700\u6c42\uff0c\u4ee5\u6e05\u6670\u7684\u65b9\u5f0f\u7528\u81ea\u7136\u8bed\u8a00\u7684\u65b9\u5f0f\u8868\u8fbe\u51fa\u6765\u3002<\/p>\n<p>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u5927\u591a\u6570\u57fa\u4e8e LLM \u7684\u7f16\u7801\u52a9\u624b AI Coding \u7684\u4ea7\u54c1\u5e76\u4e0d\u516c\u5f00\u5176\u5185\u90e8\u903b\u8f91\uff0c\u6240\u4ee5\u6211\u4eec\u5f88\u96be\u53bb\u9a8c\u8bc1\u5b83\u751f\u6210\u4ee3\u7801\u7684\u51c6\u786e\u6027\uff0c\u4e5f\u4e0d\u80fd\u591f\u53bb\u7406\u89e3\u5b83\u4e3a\u4ec0\u4e48\u4f1a\u505a\u51fa\u6765\u8fd9\u6837\u7684\u8f93\u51fa\uff0c\u5c31\u6ca1\u6709\u529e\u6cd5\u53bb\u5d4c\u5165\u5230\u771f\u5b9e\u7684\u8fd9\u4e2a\u9879\u76ee\u73af\u5883\uff0c\u4f46\u662fVibe Coding\u8fd9\u4e2a\u8bcd\u53c8\u5f88\u70ed\uff0c\u6240\u4ee5\u6211\u4eec\u5e94\u8be5\u600e\u4e48\u53bb\u770b\u5f85\u5b83\u7684\u4ef7\u503c\uff1f<\/p>\n<p>\u9648\u77f3\uff1a\u5bf9\u4e8e\u65e9\u671f\u7684\u5c1d\u8bd5\u6027\u7528\u6237\uff0c\u5982\u679c\u6709\u4e00\u4e9b\u7f16\u7a0b\u57fa\u7840\uff0c\u4ed6\u4eec\u53ef\u80fd\u89c9\u5f97\u6bd4\u8f83\u597d\u3002\u6211\u4eec\u8981\u8ba4\u8bc6\u5230Vibe Coding\u8fd8\u662f\u4e00\u4e2a\u539f\u578b\u9a8c\u8bc1\u7684\u9636\u6bb5\uff0c\u504f\u5411\u4e8e\u628a\u521b\u610f\u6fc0\u53d1\u51fa\u6765\u3002<\/p>\n<p>\u6709\u4e9b\u4eba\u53ef\u4ee5\u544a\u8bc9AI\uff0c\u4f60\u7ed9\u6211\u5199\u4e2a\u8d2a\u5403\u86c7\u6e38\u620f\uff0c\u5b83\u5c31\u5199\u51fa\u6765\u4e86\u3002\u56e0\u4e3a\u8fd9\u662f\u4e00\u4e2a\u5f88\u5bb9\u6613\u7684\u4ee3\u7801\u3002\u5982\u679c\u662f\u4e00\u4e2a\u590d\u6742\u7684\u4e1c\u897f\uff0c\u53d7\u9650\u4e8e\u4eba\u7c7b\u7684\u81ea\u7136\u8bed\u8a00\u8868\u8fbe\u80fd\u529b\uff0c\u548c\u5f53\u524d\u7684\u8bed\u8a00\u6a21\u578b\u7684\u7f16\u7a0b\u80fd\u529b\uff0c\u8fd8\u662f\u6bd4\u8f83\u96be\u7684\u3002\u6240\u4ee5\u4e0d\u8981\u628a\u5feb\u901f\u505a\u51fa\u8d2a\u5403\u86c7\u5f53\u56de\u4e8b\uff0c\u8fd9\u53ea\u662f\u4e2a\u5f88\u7b80\u5355\u7684\u529f\u80fd\uff0c\u751a\u81f3\u4e0d\u9700\u8981\u5927\u8bed\u8a00\u6a21\u578b\u3002<\/p>\n<p>\u6211\u4eec\u7684\u8bc9\u6c42\u662f\uff0c\u4ea7\u54c1\u4fa7\u5e2e\u52a9\u7528\u6237\u628a\u771f\u5b9e\u9700\u6c42\u4ee5\u89c4\u8303\u7684\u4ea7\u54c1\u6587\u6863\u65b9\u5f0f\u8868\u8fbe\u51fa\u6765\uff0c\u4ee5\u53ca\u5728\u6a21\u578b\u4fa7\u600e\u4e48\u5f62\u6210\u597d\u7684\u8f6f\u4ef6\u5de5\u7a0b\u8303\u5f0f\uff0c\u8fd9\u4e24\u6bb5\u7684\u52aa\u529b\u80fd\u591f\u8ba9Vibe Coding\u4ea7\u751f\u66f4\u5927\u7684\u4ef7\u503c\u3002<\/p>\n<p>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u5bbf\u6587\u603b\u597d\u50cf\u5bf9\u8d2a\u5403\u86c7\u8fd9\u79cd\u6e38\u620f\u7c7b\u53ef\u4ee5\u8bf4\u51e0\u53e5\u3002<\/p>\n<p>\u5bbf\u6587\uff1a\u6e38\u620f\u662f\u4e2a\u975e\u5e38\u590d\u6742\u7684\u4e8b\u60c5\u3002\u4eca\u5929\u5927\u5bb6\u770b\u5230 AI \u505a\u9a6c\u91cc\u5965\u3001\u8d2a\u5403\u86c7\u8fd9\u4e9b\u6848\u4f8b\uff0c\u786e\u5b9e\u80fd\u8dd1\u901a\uff0c\u66f4\u591a\u662f\u56e0\u4e3a\u8fd9\u4e9b\u573a\u666f\u65e9\u5df2\u6709\u5f88\u591a\u7c7b\u4f3c\u6837\u672c\uff0c\u6a21\u578b\u80fd\u201c\u89c1\u591a\u8bc6\u5e7f\u201d\uff0c\u6240\u4ee5\u6bd4\u8f83\u5bb9\u6613\u5b9e\u73b0\u3002<\/p>\n<p>\u6211\u4e0d\u592a\u559c\u6b22Vibe Coding \u8fd9\u4e2a\u8bcd\uff0c\u4f46\u662f\u4eca\u5929\u5230\u5e95\u80fd\u505a\u5230\u54ea\u4e00\u6b65\uff1f\u76ee\u524d\u5178\u578b\u4ea7\u54c1\uff0c\u6bd4\u5982lovable\u3001bolt.new \u751a\u81f3\u66f4\u65e9\u4e00\u4e9b\u7684\u5de5\u5177\uff0c\u786e\u5b9e\u5df2\u7ecf\u80fd\u505a\u5230\u505a\u51fa\u539f\u578b\uff0c\u800c\u539f\u578b\u8fd9\u4ef6\u4e8b\u5728\u5f88\u591a\u573a\u666f\u4e0b\u672c\u8eab\u5c31\u5df2\u7ecf\u5f88\u6709\u4ef7\u503c\u4e86\u3002\u5b83\u80fd\u591f\u5e2e\u52a9\u5f00\u53d1\u8005\u7701\u53bb\u5927\u91cf\u65b9\u6848\u8bbe\u8ba1\u3001\u4ea7\u54c1\u9700\u6c42\u64b0\u5199\u548c\u539f\u578b\u6784\u5efa\u7684\u5de5\u4f5c\uff0c\u6240\u4ee5\u624d\u4f1a\u6709\u90a3\u4e48\u5927\u7684\u7528\u6237\u91cf\u3002<\/p>\n<p>\u6211\u4eec\u66f4\u5173\u6ce8\u7684\u662f\u4e0b\u4e00\u6b65\uff1a\u5982\u4f55\u8fdb\u5165\u771f\u6b63\u7684\u751f\u4ea7\u73af\u5883\uff0c\u5e76\u8d62\u5f97\u7528\u6237\u4fe1\u4efb\u3002\u8fc7\u53bb\u7531\u4eba\u6765\u5199\u4ee3\u7801\uff0c\u54ea\u6015\u51fa\u9519\u4e5f\u80fd\u6eaf\u6e90\u3001\u6709\u4eba\u80cc\u9505\u3002\u4f46\u4eca\u5929\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u7684\u4ee3\u7801\u751f\u6210\uff0c\u672c\u8d28\u4e0a\u662f\u6982\u7387\u6a21\u578b\uff0c\u5929\u7136\u5e26\u6709\u4e0d\u786e\u5b9a\u6027\u3002\u5982\u4f55\u8ba9\u7528\u6237\u4fe1\u4efb\u8fd9\u79cd\u201c\u4e0d\u786e\u5b9a\u6027\u91cc\u7684\u751f\u4ea7\u529b\u201d\uff1f\u8fd9\u9700\u8981\u5206\u9636\u6bb5\u3001\u5206\u89d2\u5ea6\u6765\u63a8\u8fdb\u3002\u4ee5\u524d\u53ea\u6709\u5c11\u6570\u7a0b\u5e8f\u5458\u80fd\u591f\u505a\u7684\u9ad8\u9636\u5de5\u7a0b\uff0c\u4ee5\u540e\u4e5f\u4f1a\u4ee5token\u7684\u5f62\u5f0f\u4ea4\u4ed8\u51fa\u6765\uff0c\u8fd9\u6837\u4e00\u6b65\u4e00\u6b65\u9a8c\u8bc1\u5b83\u7684\u5b89\u5168\u6027\uff0c\u6162\u6162\u5f71\u54cd\u7528\u6237\u5fc3\u667a\uff0c\u4ece\u800c\u8fdb\u5165\u751f\u4ea7\u73af\u5883\u3002<\/p>\n<p>\u5230\u5e95\u8981\u4e0d\u8981\u653e\u5f00\u6e90\u4ee3\u7801\uff0c\u6211\u4eec\u6301\u76f8\u5bf9\u5f00\u653e\u7684\u6001\u5ea6\uff0c\u6709\u4e00\u4e2a\u95ee\u9898\u662f\uff0c\u4e00\u65e6\u653e\u5f00\uff0c\u7528\u6237\u518d\u4e00\u6539\u4ee3\u7801\uff0c\u6574\u4e2adeploy\u73af\u5883\u5c31\u4e71\u5957\u4e86\uff0c\u4e5f\u5c31\u7834\u574f\u5b8c\u6574\u7684\u6570\u636e\u95ed\u73af\u4e86\u3002<\/p>\n<p>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u4e3a\u4ec0\u4e48\u4e0d\u559c\u6b22Vibe Coding\u8fd9\u4e2a\u8bcd\uff1f<\/p>\n<p>\u5bbf\u6587\uff1a\u56fd\u5185\u6700\u4e3b\u6d41\u7684\u7ffb\u8bd1\u662f\u6c1b\u56f4\u7f16\u7a0b\uff0c\u8fd9\u611f\u89c9\u4e0d\u662f\u4e00\u4e2a\u80fd\u8fdb\u751f\u4ea7\u73af\u5883\u7684\u8bcd\u3002<\/p>\n<p>\u674e\u4e9a\u98de\uff1a\u6709\u4e00\u4e2a\u8bcd\u66f4\u5408\u9002\uff0c\u53eb\u677e\u5f1b\u7f16\u7a0b\uff0c\u5c31\u662f\u6211\u5fc3\u60c5\u6bd4\u8f83\u8f7b\u677e\uff0c\u6c1b\u56f4\u7f16\u7a0b\u5c31\u597d\u50cf\u662f\u5728\u73a9\uff0c\u778e\u641e\u3002<\/p>\n<p>\u4eca\u5929\u6211\u4eec\u5bf9\u6b64\u6709\u4e24\u4e2a\u77db\u76fe\u3002\u7b2c\u4e00\u4e2a\u77db\u76fe\u662f\uff1a\u6765\u81ea\u4e1a\u52a1\u4fa7\u7684\u201c\u5c0f\u767d\u7528\u6237\u201d\uff0c\u4ed6\u4eec\u5f88\u591a\u90fd\u662f\u975e\u5e38\u4e13\u4e1a\u7684\u5546\u4e1a\u4eba\u58eb\uff0c\u53ea\u662f\u5b8c\u5168\u4e0d\u61c2\u7f16\u7a0b\u3002\u4f46\u4ed6\u4eec\u6709\u660e\u786e\u7684\u9700\u6c42\uff0c\u60f3\u81ea\u5df1\u52a8\u624b\u505a\u4e00\u4e2a\u5e94\u7528\u3002\u7136\u800c\u73b0\u5b9e\u662f\uff0c\u54ea\u6015\u4eca\u5929\u7684\u5de5\u5177\u5df2\u7ecf\u8fdb\u6b65\u4e86\u5f88\u591a\uff0c\u8fd9\u79cd\u9700\u6c42\u548c\u80fd\u529b\u4e4b\u95f4\u8fd8\u662f\u6ca1\u6709\u5b8c\u5168\u62c9\u9f50\u3002\u6240\u4ee5 Vibe coding \u624d\u4f1a\u5728\u67d0\u4e9b\u5708\u5b50\u91cc\u88ab\u5acc\u5f03\u2014\u2014\u56e0\u4e3a\u5b83\u7ed9\u4e86\u7528\u6237\u201c\u597d\u50cf\u80fd\u641e\u5b9a\u4e00\u5207\u201d\u7684\u9519\u89c9\u3002<\/p>\n<p>\u7b2c\u4e8c\u7c7b\u77db\u76fe\u662f\uff1a\u4e13\u4e1a\u5de5\u7a0b\u5e08\u7684\u8ba4\u77e5\u6b63\u5728\u8fc5\u901f\u5206\u5316\u3002\u6211\u6700\u8fd1\u89c2\u5bdf\u5230\u4e00\u4e2a\u6709\u8da3\u7684\u73b0\u8c61\uff1a\u672c\u6765\u5c31\u662f\u201c\u5341\u500d\u6548\u7387\u201d\u7684\u9ad8\u9636\u5de5\u7a0b\u5e08\uff0c\u5728\u63a5\u5165\u201c\u677e\u5f1b\u7f16\u7a0b\u201d\u4e4b\u540e\uff0c\u6548\u7387\u80fd\u518d\u63d0\u5347\u5341\u500d\uff0c\u751a\u81f3\u8fbe\u5230\u767e\u500d\u3002\u666e\u901a\u7684\u5de5\u7a0b\u5e08\uff0c\u53ea\u8981\u7528\u5bf9\u65b9\u6cd5\uff0c\u4e5f\u80fd\u83b7\u5f97\u663e\u8457\u63d0\u5347\u3002\u8fd8\u6709\u4e00\u4e9b\u5de5\u7a0b\u5e08\u662f\u575a\u51b3\u53cd\u5bf9\u751a\u81f3\u6392\u65a5\u7684\u3002\u4f46\u8fd9\u5e76\u4e0d\u4ee3\u8868\u4ed6\u4eec\u9519\u4e86\u2014\u2014\u53ef\u80fd\u53ea\u662f\u56e0\u4e3a\u8fd8\u6ca1\u771f\u6b63\u770b\u5230\u8fd9\u4e9b\u5de5\u5177\u7684\u5a01\u529b\u3002\u6211\u81ea\u5df1\u5c31\u53cd\u590d\u6a2a\u8df3\u4e86\u4e24\u6b21\uff0c\u4f46\u662f\u5b83\u4e00\u6b21\u6b21\u6539\u53d8\u4e86\u6211\u7684\u60f3\u6cd5\u3002<\/p>\n<p>\u6211\u4eec\u73b0\u5728\u65e9\u5c31\u4e0d\u662f\u8d2a\u5403\u86c7\u53ef\u4ee5\u4e00\u952e\u751f\u6210\u7684\u65f6\u4ee3\uff0cVibe Coding\u5df2\u7ecf\u53ef\u4ee5\u505a\u5230 one-shot \u751f\u6210\u4e00\u4e2a\u5b8c\u6574\u7684\u5b98\u7f51\u9875\u9762\uff0c\u751a\u81f3\u501f\u52a9\u5b83\u505a\u70b9\u5916\u5305\u9879\u76ee\u3002\u4eca\u5929\u7684\u4e00\u4e9b\u5de5\u7a0b\u5e08\u5df2\u7ecf\u53ef\u4ee5\u901a\u8fc7\u677e\u5f1b\u53d8\u6210\u641e\u5b9a C3\u3001C4 \u590d\u6742\u5ea6\u7684\u9879\u76ee\uff0c\u5305\u62ec\u540e\u53f0\u3001\u6570\u636e\u5e93\u7b49\u5168\u5957\u7cfb\u7edf\u3002<\/p>\n<p>\u8fd9\u7c7b\u80fd\u529b\u8ddd\u79bb\u201c\u5b8c\u5168\u5c0f\u767d\u7528\u6237\u201d\u4f7f\u7528\u8fd8\u6709\u4e00\u6bb5\u8ddd\u79bb\uff0c\u5f53\u7136\uff0c\u4e5f\u53ef\u80fd\u672a\u6765\u6c38\u8fdc\u4e0d\u4f1a\u51fa\u73b0\u201c\u5b8c\u5168\u5c0f\u767d\u7528\u6237\u201d\u80fd\u72ec\u7acb\u505a\u5de5\u7a0b\u7684\u90a3\u4e00\u5929\u3002\u6bd5\u7adf\u8f6f\u4ef6\u5f00\u53d1\u672c\u8d28\u4e0a\u662f\u8f6f\u786c\u5de5\u7a0b\u7ed3\u5408\u7684\u590d\u6742\u5de5\u4f5c\u2014\u2014\u61c2\u884c\u7684\u4eba\u90fd\u77e5\u9053\u5b83\u6709\u591a\u96be\u3002\u4f46\u6709\u4e00\u70b9\u662f\u53ef\u4ee5\u80af\u5b9a\u7684\uff1a\u672a\u6765\u7684\u5f00\u53d1\u8fc7\u7a0b\u4e00\u5b9a\u662f\u201c\u677e\u5f1b\u7684\u201d\uff0c\u4ee5\u540e\u7684\u5de5\u7a0b\u5e08\u90fd\u662f\u4e1a\u52a1\u903b\u8f91\u5f0f\u7684\uff0c\u6280\u672f\u6c34\u5e73\u53ea\u9700\u8981\u4ee5\u524d\u7684\u4e09\u5206\u4e4b\u4e00\uff0c\u4f46\u662f\u4ed6\u4eec\u80fd\u634b\u6e05\u5546\u4e1a\u903b\u8f91\uff0c\u634b\u6e05\u4ea7\u54c1\u903b\u8f91\u3002<\/p>\n<p>\u5982\u679c\u4f60\u672c\u8eab\u5c31\u638c\u63e1\u4e86\u7f16\u7a0b\u6280\u80fd\uff0c\u5728 Vibe Coding \u8fd9\u4e2a\u6d6a\u6f6e\u91cc\uff0c\u4f60\u4f9d\u7136\u80fd\u591f\u505a\u5230\u6bd4\u522b\u4eba\u9ad8\u51fa\u5341\u500d\u7684\u6548\u7387\u3002<\/p>\n<p>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u4ee5\u540eVibe Coding\u4f1a\u516c\u5f00\u4ee3\u7801\u5417\uff1f<\/p>\n<p>\u674e\u4e9a\u98de\uff1a\u6211\u7684\u7b54\u6848\u662f\u5e94\u8be5\u516c\u5f00\u3002\u5b83\u7684\u672c\u8d28\u8fd8\u662f\u4ee3\u7801\uff0c\u8fd8\u662f\u8d44\u4ea7\uff0c\u8c01\u90fd\u80fd\u6765\u63a5\u7ba1\u3002\u81ea\u52a8\u9a7e\u9a76\u7684\u6c7d\u8f66\u53f8\u673a\u4e5f\u80fd\u63a5\u7ba1\uff0c \u53ea\u662f\u6ca1\u5fc5\u8981\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E2%80%9C%E5%80%92%E8%BD%A6%E5%BC%8F%E2%80%9D%E5%88%9B%E6%96%B0\"><\/span>\u201c\u5012\u8f66\u5f0f\u201d\u521b\u65b0<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u6b63\u597d\u4e5f\u8854\u63a5\u6211\u4eec\u63a5\u4e0b\u6765\u7684\u8bdd\u9898\u3002\u73b0\u5728\u5927\u5bb6\u90fd\u5728\u8ba8\u8bba\uff1a\u4e3a\u4ec0\u4e48Claude Code\u80fd\u5728\u8fd9\u4e48\u77ed\u7684\u65f6\u95f4\u91cc\u79ef\u7d2f\u8d77\u8fd9\u4e48\u5927\u7684\u58f0\u91cf\uff0c\u83b7\u5f97\u8fd9\u4e48\u591a\u7528\u6237\u7684\u8f6c\u5316\uff1f\u662f\u3001\u56e0\u4e3a\u5b83\u662fAnthropic\u7684\u4ea7\u54c1\uff1f\u8fd8\u662f\u8bf4\u5b83\u5728\u4ea7\u54c1\u5f62\u6001\u6216\u80fd\u529b\u4e0a\u771f\u505a\u51fa\u4e86\u91cd\u5927\u7a81\u7834\uff1f<\/p>\n<p>\u674e\u4e9a\u98de\uff1a\u6211\u7684\u4f53\u611f\u53ef\u80fd\u4f1a\u66f4\u5f3a\u4e00\u4e9b\u3002\u6211\u89c9\u5f97\u5b83\u5728\u5f62\u6001\u4e0a\u662f\u201c\u5f00\u4e86\u5012\u8f66\u201d\u7684\u2014\u2014\u5b83\u56de\u5230\u4e86 30 \u5e74\u524d\u547d\u4ee4\u884c\u7a0b\u5e8f\u90a3\u4e00\u5957\uff0c\u751a\u81f3\u53ef\u4ee5\u8bf4\u662f GUI \u51fa\u73b0\u4e4b\u524d\u300160 \u5e74\u4ee3\u90a3\u79cd\u6280\u672f\u5f62\u6001\u3002\u4ea7\u54c1\u5b9a\u4e49\u4e0a\u662f\u5012\u8f66\u7684\uff0c\u4f46\u662f\u7a0b\u5e8f\u5458\u662f\u76f8\u5bf9\u80fd\u63a5\u53d7\u7684\u3002<\/p>\n<p>\u5b83\u4e4b\u6240\u4ee5\u7206\u706b\uff0c\u5173\u952e\u5728\u4e8e\u5b83\u975e\u5e38\u5145\u5206\u5730\u6fc0\u53d1\u4e86 Claude 4.0 \u7684\u667a\u80fd\u80fd\u529b\u3002\u5b83\u51e0\u4e4e\u4e0d\u9700\u8981\u5f88\u957f\u7684\u4e0a\u4e0b\u6587\uff0c\u4e5f\u4e0d\u4f9d\u8d56\u592a\u591a\u7684\u4eba\u7c7b\u63d0\u793a\u6216\u201c\u8865\u4e01\u201d\uff0c\u5c31\u80fd\u4ea7\u751f\u8db3\u591f\u597d\u7684\u667a\u80fd\u6027\u3002\u6240\u4ee5\u6211\u89c9\u5f97\u8fd9\u662f\u4e00\u4e2a\u771f\u6b63\u7684 Agentic \u5de5\u5177\u3002<\/p>\n<p>\u57fa\u6a21\u5728ChatGPT3.5\u90a3\u4e2a\u65f6\u4ee3\uff0c\u5b83\u53ea\u80fd\u505a\u8865\u5168\uff0c\u800c\u4e14\u8fd8\u53ea\u662f\u4e00\u4e9b\u5c0f\u6587\u4ef6\uff0c\u6240\u4ee5\u53ea\u80fd\u505aCopilot\uff0c\u540e\u6765\u5230\u4e86Claude 3.5\uff0c\u5927\u5bb6\u53d1\u73b0\u6211\u4eec\u80fd\u8ddfAI\u6709\u4e00\u4e9b\u57fa\u672c\u7684\u5bf9\u8bdd\u4e86\uff0c\u53ef\u4ee5\u505a\u51fa\u4e00\u4e9b\u529f\u80fd\u6027\u7684\u80fd\u529b\u4e86\uff0c\u73b0\u5728\u5230\u4e86Agent\u7684\u9636\u6bb5\uff0c\u4f46\u662fAI\u4e5f\u6ca1\u5f3a\u5230\u90a3\u79cd\u7a0b\u5ea6\uff0c\u53ea\u80fd\u7b97\u662f\u521d\u4e2d\u7ea7\u5de5\u7a0b\u5e08\u3002<\/p>\n<p>\u6211\u8ba4\u4e3a CLI \u6700\u7ec8\u4e0d\u662f\u672a\u6765\uff0c\u672a\u6765\u4e00\u5b9a\u662f\u4e91\u7aef\u3001\u591a\u5de5\u534f\u4f5c\u7684\u6a21\u5f0f\u3002Agent\u5c31\u50cf\u662f\u4e00\u4e2a\u5de5\u7a0b\u5e08\uff0c\u4ee5\u540e\u96c7\u4e00\u4e2a\u5de5\u7a0b\u5e08\u4e0d\u6ee1\u610f\u7684\u8bdd\uff0c\u5c31\u96c7\u4e09\u4e2a\u3001\u4e94\u4e2a\uff0c\u591a\u5f00\u591a\u5e72\u3002<\/p>\n<p>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u6211\u89c9\u5f97\u201c\u5012\u9000\u201d\u4e5f\u672a\u5fc5\u662f\u574f\u4e8b\u3002\u5bbf\u6587\u8001\u5e08\uff0c\u60a8\u600e\u4e48\u770b\uff1f<\/p>\n<p>\u5bbf\u6587\uff1a\u8fd9\u4e2a\u95ee\u9898\u53ef\u80fd\u4e9a\u98de\u603b\u66f4\u4e13\u4e1a\u4e00\u4e9b\uff0c\u56e0\u4e3a\u6211\u81ea\u5df1\u79bb\u5f00\u5199\u4ee3\u7801\u5df2\u7ecf\u633a\u4e45\u4e86\uff0c\u4e25\u683c\u6765\u8bf4\u6211\u65e2\u4e0d\u662fClaude Code\u4e5f\u4e0d\u662f Cursor \u7684\u5178\u578b\u7528\u6237\u3002<\/p>\n<p>\u4ece\u6211\u4eec\u5185\u90e8\u7684\u89c2\u5bdf\u6765\u770b\uff0c\u771f\u6b63\u7684\u6e90\u5934\uff0c\u8fd8\u662f\u770b\u8c01\u638c\u63e1\u6a21\u578b\u3002lovable\u4e5f\u597d\u3001Cursor\u4e5f\u597d\uff0c\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u90fd\u662fClaude\u7684token\u7684\u4e8c\u9053\u8d29\u5b50\u3002\u7279\u522b\u662f\u5728\u8fd9\u6837\u4e00\u4e2a\u65e9\u671f\u4e14\u5267\u70c8\u53d8\u5316\u7684\u9636\u6bb5\uff0c\u63e1\u6709\u5e95\u5c42\u6a21\u578b\u80fd\u529b\u7684\u4e00\u65b9\u5fc5\u7136\u5360\u636e\u66f4\u591a\u4e3b\u52a8\u6743\u3002\u6211\u8ba4\u4e3a\u5f52\u6839\u7ed3\u5e95\uff0c\u4eca\u5929\u8fd8\u662f\u8c01\u63e1\u7740\u6a21\u578b\u3001\u8c01\u7684\u4e3b\u52a8\u6027\u5c31\u66f4\u5f3a\u3002<\/p>\n<p>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u9648\u77f3\u603b\u4ee5\u524d\u505a\u8fc7CTO\uff0c \u60a8\u600e\u4e48\u770bClaude Code\uff1f<\/p>\n<p>\u9648\u77f3\uff1a\u6211\u89c9\u5f97Claude Code \u4e4b\u6240\u6709\u53d7\u5230\u597d\u8bc4\uff0c\u4e3b\u8981\u539f\u56e0\u9996\u5148\u662f\u5b83\u7684\u4e0a\u4e0b\u6587\u5de5\u7a0b\u505a\u5f97\u597d\uff0c\u6bd5\u7adf\u6ca1\u6709\u4eba\u6bd4\u6a21\u578b\u5382\u5546\u66f4\u77e5\u9053\u5982\u4f55\u5168\u9762\u3001\u6709\u6548\u7387\u5730\u5411\u6a21\u578b\u63d0\u4f9b\u5b83\u5b8c\u6210\u4efb\u52a1\u9700\u8981\u7684Prompt\u3002\u5176\u6b21\u662fClaude Code\u521a\u597d\u6709\u4e9b\u53d6\u5de7\uff0c\u5b83\u5f53\u524d\u53ea\u63d0\u4f9b\u547d\u4ee4\u884c\u754c\u9762\uff08CLI\uff09\uff0c\u613f\u610f\u4e14\u6709\u80fd\u529b\u4f7f\u7528CLI\u6765\u7f16\u7a0b\u7684\u4eba\u5927\u90e8\u5206\u662f\u6709\u7ecf\u9a8c\u7684\u7a0b\u5e8f\u5458\uff0c\u800c\u8fd9\u6279\u4eba\u66f4\u6709\u80fd\u529b\u53d6\u5f97\u597d\u7684\u4f53\u9a8c\u3002<\/p>\n<p>\u636eAnthropic\u516c\u53f8\u7684\u7edf\u8ba1\uff0cClaude Code\u4e0a80%\u7684\u5de6\u53f3\u4f7f\u7528\u7684\u662fAgent\u529f\u80fd\uff0c\u800cCursor\u4e0a\u53ea\u670950%\uff0c\u8fd9\u4e5f\u662fCLI\u754c\u9762\u4e0a\u7f16\u7a0b\u5e8f\u7684\u7279\u70b9\uff0c\u5b83\u76f8\u5bf9\u4e8e\u56fe\u5f62\u754c\u9762\uff08GUI\uff09\u662f\u4e0d\u53cb\u597d\u7684\uff0c\u505a\u6df1\u5ea6\u590d\u6742\u7684\u7f16\u7a0b\u662f\u5f88\u96be\u7684\uff0c\u7a0b\u5e8f\u5458\u8981\u5728\u8fd9\u4e48\u591a\u6587\u4ef6\u4e0a\u6765\u6765\u56de\u56de\u5207\u6765\u5207\u53bb\u4e5f\u5f88\u9ebb\u70e6\uff0c\u6240\u4ee5\u5927\u5bb6\u66f4\u613f\u610f\u53bb\u7528Claude Code\u7684Agent\u529f\u80fd\uff0c\u8fd9\u4e5f\u8ba9\u5b83\u6709\u4e86\u66f4\u5927\u7684\u58f0\u91cf\u3002<\/p>\n<p>\u674e\u4e9a\u98de\uff1a\u5bf9\u4e00\u4e9b\u8001\u7a0b\u5e8f\u5458\u6765\u8bf4\uff0cCli\u505a\u5f00\u53d1\u6bd4\u8f83\u5feb\u3002<\/p>\n<p>\u9648\u77f3\uff1a\u8fd8\u6709\u6211\u89c9\u5f97\u524d\u7aef\u8fd8\u662f\u6709\u5f88\u591a\u4ef7\u503c\u7684\uff0c\u5426\u5219Google\u4e5f\u4e0d\u4f1a\u53d1\u90a3\u4e48\u591a\u94b1\u53bb\u6536\u8d2dwindsurf\uff0c\u8fd9\u53ef\u80fd\u4e5f\u662f\u6211\u4eec\u5e94\u7528\u521b\u4e1a\u7684\u4e00\u4e2a\u673a\u4f1a\u5427\u3002<\/p>\n<p>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u6211\u4e0b\u4e00\u4e2a\u95ee\u9898\u5c31\u60f3\u8bf7\u9648\u77f3\u603b\u5148\u8c08\u8c08\u2014\u2014Agent \u672a\u6765\u6709\u6ca1\u6709\u53ef\u80fd\u6210\u4e3a\u7814\u53d1\u6d41\u7a0b\u91cc\u7684\u6838\u5fc3 Controller \u6216 Planner\uff1f\u4ece\u60a8\u76ee\u524d\u7684\u89c2\u5bdf\u6765\u770b\uff0c\u8fd9\u4e2a\u8def\u5f84\u662f\u5426\u5df2\u7ecf\u6210\u4e3a\u4e1a\u754c\u7684\u5171\u8bc6\uff1f<\/p>\n<p>\u9648\u77f3\uff1a\u4ece\u8d8b\u52bf\u4e0a\u6765\u770b\uff0c\u786e\u5b9e\u6709\u8d8a\u6765\u8d8a\u591a\u521b\u4e1a\u516c\u53f8\u6d8c\u5411 Agent \u8def\u7ebf\u3002Copilot \u8fd9\u4e2a\u65b9\u5411\u73b0\u5728\u96be\u5ea6\u592a\u9ad8\u4e86\uff0c\u6d77\u5916\u5927\u5382\u90fd\u5728\u505a\uff0c\u6bd4\u5982\u5fae\u8f6f\u7684GitHub Copilot \uff0c\u6b64\u5916Cursor\u8fd9\u4e9b\u9886\u5148\u7684\u521b\u4e1a\u516c\u53f8\u4e5f\u505a\u5f97\u4e0d\u9519\u3002\u4f60\u518d\u53bb\u4ece\u5934\u505a\u4e00\u4e2a Copilot\uff0c\u51e0\u4e4e\u6ca1\u6709\u591a\u5c11\u7a7a\u95f4\u4e86\u3002\u6240\u4ee5\u5f88\u591a\u4eba\u9009\u62e9\u4e86 Agent \u8fd9\u6761\u8def\u7ebf\u3002<\/p>\n<p>Agent \u4f5c\u4e3a Controller \u548c Planner\uff0c\u867d\u7136\u5f53\u524d\u53d6\u5f97\u4e00\u4e9b\u8fdb\u6b65\uff0c\u4f46\u662f\u73b0\u5728\u8fd8\u8c08\u4e0d\u4e0a\u6210\u719f\u3002\u4f60\u8ba9\u5b83\u53bb\u505a\u4e00\u4e2a\u6df1\u5ea6\u7684\u4efb\u52a1\u89c4\u5212\uff0c\u6216\u8005\u771f\u7684\u505a\u4e00\u4e2a\u201c\u9879\u76ee\u7ecf\u7406\u201d\u89d2\u8272\uff0c\u5176\u5b9e\u8fd8\u662f\u975e\u5e38\u56f0\u96be\u7684\u3002\u4f55\u51b5\u8ba9\u5b83\u5199\u5bf9\u903b\u8f91\u6027\u548c\u4e00\u81f4\u6027\u8981\u6c42\u975e\u5e38\u9ad8\u7684\u4ee3\u7801\uff0c\u7a0d\u5fae\u590d\u6742\u4e00\u70b9\u53ef\u80fd\u8fde\u7f16\u8bd1\u90fd\u901a\u4e0d\u8fc7\u3002<\/p>\n<p>\u867d\u7136 Agent \u7684\u65b9\u5411\u662f\u5bf9\u7684\uff0c\u4f46\u8981\u8d70\u901a\u5b83\u8fd8\u9762\u4e34\u5f88\u591a\u6311\u6218\u3002\u672a\u6765\u6a21\u578b\u80fd\u529b\u4f1a\u63d0\u5347\uff0c\u8fd9\u662f\u80af\u5b9a\u7684\uff1b\u4f46\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u5fc5\u987b\u6709\u4e00\u5957\u6d41\u7a0b\u8bbe\u8ba1\uff0c\u8ba9\u4eba\u7c7b\u80fd\u591f\u53c2\u4e0e\u5176\u4e2d\uff0c\u627f\u62c5\u76d1\u7763\u548c\u53cd\u9988\u7684\u89d2\u8272\u3002\u54ea\u6015\u662f\u505a\u6807\u6ce8\u3001\u505a\u5956\u52b1\u53cd\u9988\uff0c\u53ea\u8981\u80fd\u628a\u4eba\u7c7b\u5d4c\u8fdb Agent \u7684\u5de5\u4f5c\u6d41\u4e2d\uff0cAgent \u7684\u8868\u73b0\u5c31\u4f1a\u66f4\u597d\u3002<\/p>\n<p>\u73b0\u5728\u6700\u5927\u7684\u95ee\u9898\u662f\uff0cAgent \u505a\u5b8c\u4e00\u6574\u5957\u64cd\u4f5c\u4e4b\u540e\uff0c\u5927\u90e8\u5206\u60c5\u51b5\u8981\u4e48\u5b8c\u5168\u8dd1\u4e0d\u901a\uff0c\u8981\u4e0d\u8dd1\u901a\u4f46\u4e0d\u7b26\u5408\u7528\u6237\u9700\u6c42\uff0c\u4e14\u666e\u904d\u5b58\u5728\u7528\u6237\u53cd\u9988\u6ede\u540e\u7a00\u758f\u7684\u60c5\u51b5\u3002\u8fd9\u79cd\u53cd\u9988\u7ed3\u679c\u975e\u5e38\u4e0d\u5229\u4e8e\u6a21\u578b\u505a\u5f3a\u5316\u5b66\u4e60\u3002\u6240\u4ee5\u5173\u952e\u8fd8\u662f\u6d41\u7a0b\u8bbe\u8ba1\uff1a\u8981\u8ba9\u4eba\u7c7b\u613f\u610f\u63d0\u4f9b\u9ad8\u8d28\u91cf\u7684\u53cd\u9988\uff0c\u8ba9\u6a21\u578b\u5728\u8fc7\u7a0b\u4e2d\u5c31\u80fd\u83b7\u5f97\u5956\u52b1\u4fe1\u53f7\uff0c\u8fd9\u6837\u624d\u80fd\u771f\u6b63\u8bad\u7ec3\u51fa\u4e00\u4e2a\u597d\u7528\u7684 Agent\u3002<\/p>\n<p>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u4e9a\u98de\u603b\u60a8\u600e\u4e48\u770b\uff1f\u73b0\u5728\u505a Agent \u662f\u4e0d\u662f\u5df2\u7ecf\u6210\u4e3a\u884c\u4e1a\u5171\u8bc6\uff1f<\/p>\n<p>\u674e\u4e9a\u98de\uff1a\u6211\u89c9\u5f97\u201c\u6210\u4e3a\u5171\u8bc6\u201d\u53ef\u80fd\u8fd8\u8a00\u4e4b\u5c1a\u65e9\u3002\u6211\u4eca\u5929\u6700\u5927\u7684\u4efb\u52a1\uff0c\u5c31\u662f\u60f3\u544a\u8bc9\u5927\u5bb6\u2014\u2014Agent \u5e94\u7528\uff0c\u5c24\u5176\u662f\u5728 Coding \u9886\u57df\uff0c\u5df2\u7ecf\u53ef\u4ee5\u7528\u4e86\u3002<\/p>\n<p>\u73b0\u5728\u5f88\u591a\u4eba\u8fd8\u662f\u5c06\u4fe1\u5c06\u7591\u7684\u3002\u5176\u5b9e\u90a3\u4e48\u591a\u5927\u5382\u3001\u90a3\u4e48\u591a\u56e2\u961f\uff0c\u5c31\u50cf\u5fae\u8f6f\u65e9\u65e9\u5730\u505a\u4e86 Copilot\uff0c\u7ed3\u679c\u770b\u7740Cursor\u505a\u4e86\u8d77\u6765\uff0c\u6211\u89c9\u5f97\u5176\u5b9e\u662f\u5927\u5382\u5185\u90e8\u6ca1\u6709\u90a3\u4e48\u7b03\u4fe1\u3002<\/p>\n<p>\u4f60\u770b\u4e2d\u56fd\u7684\u5927\u5382\uff0c\u8fd8\u5728\u641eIDE\u5462\uff0cCursor\u90fd\u88ab\u5f2f\u9053\u8d85\u8f66\u4e00\u4e2a\u6708\u4e86\u3002\u6709\u4e9b\u5927\u5382\u8fd8\u5e0c\u671b\u4f60\u628a\u6a21\u578b\u79c1\u6709\u5316\u8fdb\u53bb\uff0c\u505aCopilot\u3002<\/p>\n<p>\u5bbf\u6587\uff1a\u6211\u4eec\u4ece\u7b2c\u4e00\u5929\u5c31\u8ba4\u4e3a\uff0cAgent\u80af\u5b9a\u662f\u672a\u6765\uff0c\u4f46\u662f\u5c31\u6015\u5b83\u4e0d\u662f\u8fd9\u4e00\u6ce2\u6ce1\u6cab\u4e2d\u5e94\u8be5\u51fa\u73b0\u7684\u4e8b\u513f\u5462\u3002<\/p>\n<p>\u6211\u89c9\u5f97Coding Agent\u5728\u8fd9\u4e00\u6ce2\u6280\u672f\u5468\u671f\u8fd8\u662f\u80fd\u843d\u5730\u5f88\u591a\u573a\u666f\u7684\uff0c\u4f46\u662f\u73b0\u5728\u4ecd\u7136\u662f\u5b8c\u5168\u4e0d\u6210\u719f\u7684\u72b6\u6001\u3002\u6211\u4eec\u81ea\u5df1\u5185\u90e8\u8ba8\u8bba\u7684\u65f6\u5019\uff0c\u6709\u4eba\u8bf4\u8d85\u7ea7\u52a8\u6001planning\uff0c\u8981\u8ba9\u4ea7\u54c1\u5f88\u7075\u6d3b\uff0c\u6548\u679c\u53c8\u90fd\u6709\u4fdd\u969c\uff0c\u7ed3\u679c\u6211\u4eec\u53d1\u73b0\uff0c\u5e95\u5c42\u7684\u7ed9Agent\u505a\u7684infra\u662f\u5b8c\u5168\u4e0d\u5b8c\u5584\u7684\u3002\u6211\u4eec\u671f\u5f85\u4f1a\u6709\u4e00\u4e9b\u66f4\u597d\u7684Agent\u6846\u67b6\uff0c\u5982\u679c\u51fa\u73b0\u4e86\uff0c\u6211\u4eec\u5c31\u5feb\u901f\u5730\u62e5\u62b1\uff0c\u540c\u65f6\u6211\u4eec\u81ea\u5df1\u4e5f\u5728\u505a\u4e00\u4e9b\u7a81\u7834\u3002\u76ee\u524d\u6765\u770b\u8fd8\u662f\u6709\u74f6\u9888\u7684\u3002<\/p>\n<p>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u90a3\u4f60\u4eec\u6709\u54ea\u4e9b\u5c1d\u8bd5\u5462\uff1f<\/p>\n<p>\u5bbf\u6587\uff1a\u6211\u4eec\u76ee\u524d\u6700\u6838\u5fc3\u7684\u63a2\u7d22\uff0c\u5176\u5b9e\u8fd8\u662f\u805a\u7126\u5728\u201c\u5982\u4f55\u66f4\u7075\u6d3b\u5730\u6ee1\u8db3\u7528\u6237\u7684\u4e2a\u6027\u5316\u9700\u6c42\u201d\u4e0a\u3002\u56e0\u4e3a\u5982\u679c\u4f60\u8981\u63d0\u4f9b\u4e00\u4e2a\u7aef\u5230\u7aef\u7684\u65b9\u6848\uff0c\u9996\u5148\u662f\u4f60\u6574\u4e2a\u6280\u672f\u6808\u5f97\u975e\u5e38\u5b8c\u6574\uff0c\u5176\u6b21\u662f\u8981\u9762\u5bf9\u7528\u6237\u975e\u5e38\u957f\u5c3e\u5206\u6563\u7684\u9700\u6c42\u3002<\/p>\n<p>\u73b0\u5728\u4e0d\u7ba1\u662fManus\u8fd8\u662fDevin\u63d0\u51fa\u7684\u4e00\u4e9b\u4e1c\u897f\uff0c\u6211\u4eec\u90fd\u4e0d\u592a\u80fd\u591f\u501f\u9274\u5f97\u4e0a\uff0c\u6211\u4eec\u5148\u4e00\u6b65\u6b65\u5730\u505a\u81ea\u5df1\u7684\u751f\u6210\u5f0f\u8f6f\u4ef6agent\u67b6\u6784\uff0c\u672a\u6765\u7559\u5f85\u62e5\u62b1\u66f4\u591a\u7684\u7075\u6d3b\u6027\u3002<\/p>\n<p>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u786e\u5b9e\uff0cagent \u7684\u80fd\u529b\u548c\u672a\u6765\u7684\u843d\u5730\u8fd8\u5b58\u5728\u5f88\u591a\u6311\u6218\u3002\u8bf7\u9648\u77f3\u603b\u4ece\u66f4\u5b8f\u89c2\u7684\u89d2\u5ea6\u804a\u804a\uff0c\u60a8\u600e\u4e48\u770b\u5f85 AI Coding Agent \u751f\u6001\u7684\u53d1\u5c55\uff1f<\/p>\n<p>\u9648\u77f3\uff1a\u6211\u89c9\u5f97\u53ef\u4ee5\u62bd\u8c61\u4e3a\u4e24\u4e2a\u5173\u952e\u65b9\u5411\uff1a\u7b2c\u4e00\uff0c\u662f\u57fa\u7840\u8bbe\u65bd\u5c42\u9762\u7684\u7edf\u4e00\uff0c\u5c24\u5176\u662f\u8981\u4e3a agent \u6216 AI \u7279\u522b\u8bbe\u8ba1\u7684\u4e00\u6574\u5957\u57fa\u7840\u8bbe\u65bd\uff1b\u7b2c\u4e8c\uff0c\u662f\u534f\u4f5c\u4e0e\u76d1\u7763\u5de5\u5177\u7684\u5b8c\u5584\uff0c\u8ba9\u4eba\u7c7b\u548c AI \u80fd\u66f4\u9ad8\u6548\u5730\u534f\u4f5c\uff0c\u540c\u65f6\u5bf9 AI \u6709\u4e00\u5b9a\u53ef\u63a7\u6027\u3002<\/p>\n<p>\u6bd4\u5982 OpenAI \u7684 CodeX\u3001Claude Code \u6a21\u5757\u7b49\uff0c\u90fd\u4f1a\u914d\u5957\u4e00\u4e9b\u6c99\u76d2\u73af\u5883\u3002\u8fd9\u7c7b\u201c\u5b89\u5168\u53ef\u63a7\u201d\u7684\u8fd0\u884c\u73af\u5883\u975e\u5e38\u5173\u952e\uff0c\u56e0\u4e3a\u6700\u597d\u7684\u9a8c\u8bc1\u65b9\u5f0f\uff0c\u5176\u5b9e\u5c31\u662f\u8ba9 Agent \u5728\u865a\u62df\u73af\u5883\u5148\u8dd1\u4e00\u904d\uff0c\u8fd9\u7c7b\u57fa\u7840\u8bbe\u65bd\u975e\u5e38\u91cd\u8981\u3002\u6211\u89c9\u5f97\u8fd9\u4e00\u7c7b\u4ea7\u54c1\u4f1a\u6162\u6162\u6210\u4e3a\u4e00\u4e2a\u65e2\u5b89\u5168\u53c8\u80fd\u5f62\u6210\u6807\u51c6\u7684\u4e00\u4e2a\u8fd0\u884c\u73af\u5883\u3002\u8fd8\u6709\u5c31\u662f\u7528\u6237\u7aef\u7684\u957f\u671f\u8bb0\u5fc6\u548c\u4e0a\u4e0b\u6587\u5171\u4eab\u7684\u673a\u5236\uff0c\u5305\u62ecMCP\u3001\u4e00\u4e9b\u5411\u91cf\u6570\u636e\u5e93\u7b49\u7b49\u3002<\/p>\n<p>\u518d\u8bf4\u534f\u4f5c\u76d1\u7763\u5de5\u5177\u3002\u5982\u4f55\u8ba9\u4e00\u4e2a\u903b\u8f91\u80fd\u529b\u5f31\u4e00\u70b9\u7684\u7528\u6237\uff0c\u4e5f\u80fd\u628a\u9700\u6c42\u51c6\u786e\u8868\u8fbe\u51fa\u6765\uff1f\u8fd9\u4e2a\u8fc7\u7a0b\u9700\u8981\u4e00\u6574\u5957\u5f15\u5bfc\u673a\u5236\u3002<\/p>\n<p>\u8fd8\u6709\u4e00\u4e2a\u7279\u522b\u91cd\u8981\u4f46\u73b0\u5728\u7f3a\u5931\u7684\u4e1c\u897f\u662f\u53ef\u89c6\u5316\u8c03\u8bd5\u5de5\u5177\u3002\u73b0\u5728\u7684\u5927\u6a21\u578b\u50cf\u4e2a\u9ed1\u76d2\uff0c\u7528\u6237\u4e0d\u77e5\u9053\u5b83\u4e3a\u5565\u51fa\u9519\u3001\u54ea\u91cc\u9519\u4e86\uff0c\u5c31\u8ddf\u81ea\u52a8\u9a7e\u9a76\u7684 corner case \u4e00\u6837\uff0c\u4f60\u6ca1\u6709\u529e\u6cd5\u9884\u8b66\uff0c\u4e5f\u5f88\u96be\u4fee\u590d\u3002\u5982\u679c\u80fd\u6709\u50cf\u4eea\u8868\u76d8\u90a3\u6837\u7684\u53ef\u89c6\u5316\u7cfb\u7edf\uff0c\u8ba9\u4eba\u53ef\u4ee5\u5728\u9ad8\u5c42\u7ea7\u4e0a\u770b\u6e05 AI \u7684\u201c\u51b3\u7b56\u8def\u5f84\u201d\uff0c\u90a3\u4eba\u5c31\u80fd\u66f4\u6709\u6548\u5730\u201c\u6807\u6ce8\u201d agent \u7684\u884c\u4e3a\uff0c\u5f62\u6210\u4e00\u4e2a\u66f4\u5065\u5eb7\u7684\u95ed\u73af\u53cd\u9988\u7cfb\u7edf\u3002<\/p>\n<p>\u6240\u4ee5\u603b\u7ed3\u6765\u8bf4\uff0c\u57fa\u7840\u8bbe\u65bd\u7edf\u4e00\u548c\u534f\u4f5c\u76d1\u7763\u673a\u5236\uff0c\u662f agent \u751f\u6001\u76ee\u524d\u6700\u9700\u8981\u8865\u8db3\u7684\u4e24\u5927\u5757\u3002<\/p>\n<p>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u90a3\u8fd9\u4e9b\u5de5\u4f5c\u5e94\u8be5\u4e3b\u8981\u7531\u8c01\u6765\u505a\uff1f\u662f Agent \u5f00\u53d1\u8005\u3001\u5e73\u53f0\u65b9\uff0c\u8fd8\u662f\u8bf4\u8fd9\u5176\u5b9e\u662f\u5f88\u9002\u5408\u521b\u4e1a\u56e2\u961f\u5207\u5165\u7684\u673a\u4f1a\uff1f<\/p>\n<p>\u9648\u77f3\uff1a\u5173\u952e\u662f\u5224\u65ad\u54ea\u4e9b\u6a21\u5757\u662f\u9002\u5408\u505a\u5728\u5e94\u7528\u5c42\u7684\uff0c\u54ea\u4e9b\u6a21\u5757\u9002\u5408\u5728\u6a21\u578b\u5c42\u505a\u3002\u50cf\u6211\u4eec\u6295\u8d44\u7684\u505a\u4e00\u4f53\u5316 Agent \u5de5\u4f5c\u73af\u5883\u7684\u4ea7\u54c1\uff0c\u5c31\u662f\u4e00\u4e2a\u521b\u4e1a\u56e2\u961f\u5728\u505a\u3002\u4f60\u53ef\u4ee5\u4ece Infra \u5c42\u5207\u5165\uff0c\u4e5f\u53ef\u4ee5\u4ece\u5e94\u7528\u5c42\u5f80\u4e0b\u624e\u3002\u6bd4\u5982 Cursor \u672c\u8eab\u505a\u4e86\u5f88\u591a\u524d\u7aef\u4e0a\u7684\u4ea4\u4e92\u8bbe\u8ba1\uff0c\u5b83\u4e5f\u5728\u505a\u4e00\u4e9b\u8bb0\u5fc6\u673a\u5236\u3001\u4e0a\u4e0b\u6587\u4f18\u5316\uff0c\u8fd8\u6709\u6570\u636e\u6536\u96c6\u4e0e\u56de\u6eaf\u80fd\u529b\uff0c\u8fd9\u4e9b\u4e5f\u90fd\u5728\u589e\u5f3a Agent \u7684\u534f\u4f5c\u80fd\u529b\u3002\u6240\u4ee5\u8bf4\u8fd9\u4e9b\u4e8b\uff0c\u5e94\u7528\u5f00\u53d1\u8005\u548c\u5e73\u53f0\u65b9\u5176\u5b9e\u90fd\u53ef\u4ee5\u505a\u3002<\/p>\n<p>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u5bbf\u6587\u603b\uff0c\u60a8\u5728\u5e02\u573a\u4e0a\u6709\u770b\u6709\u63a5\u89e6\u8fc7\u8fd9\u6837\u7684\u516c\u53f8\uff0c\u6216\u8005\u662f\u6709\u8fd9\u4e9b\u9700\u6c42\u5417\uff1f<\/p>\n<p>\u5bbf\u6587\uff1a\u6211\u4eec\u4ece 2023 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\u5199\u51fa\u7684\u4ee3\u7801\u8d28\u91cf\u4f1a\u8d85\u8fc7\u5927\u90e8\u5206\u666e\u901a\u7a0b\u5e8f\u5458\u3002<\/p>\n<p>\u674e\u4e9a\u98de\uff1a\u5927\u5bb6\u4e3a\u4ec0\u4e48\u4f1a\u5173\u5fc3\u8fd9\u4e2a\u95ee\u9898\u5462\uff1f\u6211\u89c9\u5f97\u672c\u8d28\u4e0a\uff0c\u8f6f\u4ef6\u662f\u4e00\u79cd\u8d1f\u503a\uff0c\u751f\u4ea7\u51fa\u6765\u7684\u8f6f\u4ef6\uff0c\u4f60\u5c31\u5f97\u7ef4\u62a4\u5b83\uff0c\u4f60\u4e0d\u7ef4\u62a4\u5b83\u5c31\u50cf\u4e00\u4e2a\u751f\u547d\u4e00\u6837\u5c31\u8981\u6b7b\u6389\u4e86\u3002\u5982\u679c\u4f60\u5199\u51fa\u6765\u521a\u521a\u597d\u80fdwork\u7684\u4ee3\u7801\uff0c\u6ca1\u6709\u53ca\u65f6\u6d88\u9664\u4f60\u7684\u503a\u52a1\u7684\u8bdd\uff0c\u5b83\u5c31\u6307\u5411\u4e86\u4e00\u79cd\u6301\u7eed\u7ef4\u62a4\u7684\u6210\u672c\uff0c\u8fd9\u5c31\u6709\u4e2a\u9690\u5f62\u7684\u96f7\u3002<\/p>\n<p>\u8f6f\u4ef6\u5de5\u7a0b\u91cc\u9762\u8fd9\u4e2a\u95ee\u9898\u8fd8\u662f\u6bd4\u8f83\u4e25\u91cd\u7684\uff0c\u5fc5\u987b\u8981\u6d88\u9664\u6389\u3002\u6211\u4eec\u4e0d\u80fd\u8bf4\u8fd9\u4e00\u4ee3\u7a0b\u5e8f\u5458\u5199\u51fa\u6765\u5c31\u4e0d\u7ba1\u4e86\uff0c\u7b49\u4e0b\u4e00\u4ee3\u7a0b\u5e8f\u5458\u6765\u4e86\u63a5\u624b\u8fd9\u4e2a\u201c\u5c4e\u5751\u201d\u3002<\/p>\n<p>\u9648\u77f3\uff1a\u8fd9\u4e2a\u95ee\u9898\u6700\u7ec8\u7684\u89e3\u51b3\u4e0d\u5728\u4e8e\u4ee3\u7801\u4e0a\uff0c\u6709\u53ef\u80fd\u5c31\u5728\u4e8e\u4f60\u7684prompt\u63d0\u70bc\u51fa\u6765\u7684\u4ea7\u54c1\u89c4\u8303\u4e0a\u3002\u5982\u679c\u4ea7\u54c1\u89c4\u8303\u5b9a\u4e49\u5f97\u8db3\u591f\u4f18\u8d28\uff0c\u4e0b\u4e00\u6b21\u4f60\u6362\u4e2a\u67b6\u6784\u6216\u6362\u79cd\u7f16\u7a0b\u8bed\u8a00\u53bb\u91cd\u5199\u4e00\u904d\u4ee3\u7801\u95ee\u9898\u4e5f\u4e0d\u5927\u4e86\u3002<\/p>\n<p>\u674e\u4e9a\u98de\uff1a\u7ad9\u5728\u4ea7\u54c1\u89d2\u5ea6\uff0c\u6211\u4eec\u628a\u5b83\u53eb\u505a\u4ea7\u54c1\u67b6\u6784\uff0c\u7ad9\u5728\u6280\u672f\u89d2\u5ea6\uff0c\u6211\u4eec\u628a\u5b83\u53eb\u505a\u6280\u672f\u67b6\u6784\uff0c\u8fd9\u662f\u4e24\u4f4d\u4e00\u4f53\u7684\u4e1c\u897f\uff0c\u4e5f\u662f\u4e00\u4e2a\u597d\u4ea7\u54c1\u7684\u6838\u5fc3\u9aa8\u67b6\u3002\u53ea\u8981\u9aa8\u67b6\u8fd8\u5728\uff0c\u5916\u56f4\u7684\u4ee3\u7801\u70c2\u4e00\u70b9\u5173\u7cfb\u4e0d\u5927\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E5%A5%BD%E7%9A%84%E6%8A%80%E6%9C%AF%EF%BC%8C%E6%98%AF%E9%9C%80%E6%B1%82%E7%9A%84%E9%87%8A%E6%94%BE\"><\/span>\u597d\u7684\u6280\u672f\uff0c\u662f\u9700\u6c42\u7684\u91ca\u653e<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u6700\u540e\u4e00\u4e2a\u95ee\u9898\uff0c\u6211\u4eec\u4eca\u5929\u8ba8\u8bba\u4e86\u5f88\u591a AI Coding \u7684\u8fdb\u5c55\u3002\u90a3\u653e\u773c\u672a\u6765\uff0c\u5b83\u53ef\u80fd\u4f1a\u5f7b\u5e95\u6539\u53d8\u4eba\u7c7b\u4e0e\u4ee3\u7801\u7684\u4ea4\u4e92\u65b9\u5f0f\u3002\u4f60\u4eec\u8ba4\u4e3a\u7a0b\u5e8f\u5458\u7684\u5de5\u4f5c\u4f1a\u53d1\u751f\u4ec0\u4e48\u6837\u7684\u53d8\u5316\uff1f\u6620\u5c04\u4e00\u4e0b\u6211\u4eec\u4eca\u5929\u7684\u4e3b\u9898\uff0cAI \u98a0\u8986\u7684\u7b2c\u4e00\u4e2a\u804c\u4e1a\uff0c\u4f1a\u662f\u7a0b\u5e8f\u5458\u5417\uff1f<\/p>\n<p>\u5bbf\u6587\uff1a\u597d\u7684\u6280\u672f\u4e00\u5b9a\u662f\u901a\u8fc7\u521b\u9020\u4f9b\u7ed9\u7684\u65b9\u5f0f\uff0c\u6fc0\u53d1\u51fa\u66f4\u591a\u9700\u6c42\u3002\u5f53\u7136\uff0c\u7b2c\u4e00\u9636\u6bb5\u4e00\u5b9a\u662f\u670d\u52a1\u4e8e\u201c\u5df2\u6709\u7a0b\u5e8f\u5458\u201d\u7684\u2014\u2014\u8ba9\u4ed6\u4eec\u7528\u5f97\u66f4\u723d\u3001\u66f4\u9ad8\u6548\uff0c\u5c24\u5176\u5728\u4e00\u4e9b\u9ad8\u5ea6\u5782\u76f4\u3001\u5c01\u95ed\u7684\u573a\u666f\uff0c\u6bd4\u5982\u534a\u5bfc\u4f53\u9886\u57df\u7684 firmware \u8fd9\u5957\u8f6f\u4ef6\u7684\u5f00\u53d1\uff0c\u8fd9\u4e0d\u53ef\u80fd\u662f\u5927\u6a21\u578b\u80fd\u505a\u7684\u4e8b\u60c5\uff0c\u53cd\u800c\u662f\u8fd9\u4e9b\u7a0b\u5e8f\u5458\u53ef\u4ee5\u5229\u7528\u597d 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\u53bb\u5b8c\u6210\u4ee3\u7801\u751f\u6210\uff0c\u89e6\u53d1\u51fa\u65b0\u7684\u589e\u91cf\u5e02\u573a\u3002\u8fd9\u4e9b\u4e5f\u662f\u6211\u4eec\u7684\u5546\u4e1a\u6a21\u5f0f\u7684\u8303\u56f4\u3002<\/p>\n<p>\u65e2\u7136\u4ee5\u540e\u6240\u6709\u7684\u4ee3\u7801\u662f\u4f9d\u8d56\u4e8etoken\u5b9e\u73b0\u7684\uff0c\u90a3\u5c31\u628a\u5b83\u53d8\u6210infra\uff0c\u53d8\u6210infra\u7684\u65f6\u5019\uff0cCoding\u7684\u6536\u8d39\u903b\u8f91\u4e5f\u4f1a\u53d1\u751f\u6539\u53d8\u7684\u3002\u8fd9\u4e9b\u662f5\u5e74\u4e4b\u5185\u53ef\u4ee5\u9884\u671f\u5230\u7684\u4e8b\u60c5\u3002<\/p>\n<p>AI 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