{"id":2186,"date":"2026-02-26T15:00:12","date_gmt":"2026-02-26T07:00:12","guid":{"rendered":"https:\/\/1ow.top\/index.php\/2026\/02\/26\/karpathy%ef%bc%9aai%e7%bc%96%e7%a8%8b%e5%b7%b2%e8%b4%a8%e5%8f%98%ef%bc%8c%e5%b0%b1%e4%bb%8e%e5%8e%bb%e5%b9%b412%e6%9c%88%e5%bc%80%e5%a7%8b\/"},"modified":"2026-02-26T15:00:12","modified_gmt":"2026-02-26T07:00:12","slug":"karpathy%ef%bc%9aai%e7%bc%96%e7%a8%8b%e5%b7%b2%e8%b4%a8%e5%8f%98%ef%bc%8c%e5%b0%b1%e4%bb%8e%e5%8e%bb%e5%b9%b412%e6%9c%88%e5%bc%80%e5%a7%8b","status":"publish","type":"post","link":"https:\/\/1ow.top\/index.php\/2026\/02\/26\/karpathy%ef%bc%9aai%e7%bc%96%e7%a8%8b%e5%b7%b2%e8%b4%a8%e5%8f%98%ef%bc%8c%e5%b0%b1%e4%bb%8e%e5%8e%bb%e5%b9%b412%e6%9c%88%e5%bc%80%e5%a7%8b\/","title":{"rendered":"Karpathy\uff1aAI\u7f16\u7a0b\u5df2\u8d28\u53d8\uff0c\u5c31\u4ece\u53bb\u5e7412\u6708\u5f00\u59cb"},"content":{"rendered":"
\"Karpathy\uff1aAI\u7f16\u7a0b\u5df2\u8d28\u53d8\uff0c\u5c31\u4ece\u53bb\u5e7412\u6708\u5f00\u59cb\"\/<\/div><\/figure>\n
\"Karpathy\uff1aAI\u7f16\u7a0b\u5df2\u8d28\u53d8\uff0c\u5c31\u4ece\u53bb\u5e7412\u6708\u5f00\u59cb\"\/<\/div><\/figure>\n
\"Karpathy\uff1aAI\u7f16\u7a0b\u5df2\u8d28\u53d8\uff0c\u5c31\u4ece\u53bb\u5e7412\u6708\u5f00\u59cb\"\/<\/div><\/figure>\n
\"Karpathy\uff1aAI\u7f16\u7a0b\u5df2\u8d28\u53d8\uff0c\u5c31\u4ece\u53bb\u5e7412\u6708\u5f00\u59cb\"\/<\/div><\/figure>\n

\u9c7c\u7f8a \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n

2025\u5e7412\u6708\u4ee5\u524d\u7684AI\u7f16\u7a0b\uff0c\u8ddf12\u6708\u4ee5\u540e\u7684AI\u7f16\u7a0b\u5b8c\u5168\u662f\u4e24\u7801\u4e8b\u4e86\u3002<\/p>\n

\u8fd9\u4e00\u6700\u65b0\u5224\u65ad\uff0c\u6765\u81eaVibe Coding\u7684\u63d0\u51fa\u8005Karpathy\u3002<\/p>\n

\u5f88\u96be\u8bf4\u6e05\u695a\u8fc7\u53bb\u4e24\u4e2a\u6708\u91cc\uff0c\u7f16\u7a0b\u8fd9\u4ef6\u4e8b\u56e0AI\u8d77\u4e86\u591a\u5927\u53d8\u5316\u3002\u8fd9\u79cd\u53d8\u5316\u4e0d\u662f\u9010\u6b65\u53d1\u751f\u7684\uff0c\u800c\u662f\u5728\u53bb\u5e7412\u6708\u53d1\u751f\u7684\u7a81\u53d8\u3002<\/p>\n

\u4f5c\u4e3a\u6700\u79ef\u6781\u62e5\u62b1AI Coding\u7684\u7a0b\u5e8f\u5458\u4ee3\u8868\u4eba\u7269\u4e4b\u4e00\uff0cKarpathy\u751a\u81f3\u5766\u627f\uff1a\u5728\u53bb\u5e7412\u6708\u4e4b\u524d\uff0cCoding Agent\u867d\u8bf4\u4e5f\u6709\u4eae\u773c\u8868\u73b0\uff0c\u4f46\u5b9e\u9645\u4e0a\u201c\u57fa\u672c\u6ca1\u5565\u7528\u201d\u3002<\/p>\n

\u4e0d\u8fc712\u6708\u4ee5\u540e\uff0c\u4e00\u5207\u90fd\u53d8\u4e86\uff1a\u6a21\u578b\u8d28\u91cf\u663e\u8457\u63d0\u5347\uff0c\u5177\u5907\u66f4\u5f3a\u7684\u957f\u671f\u4e00\u81f4\u6027\u548c\u97e7\u6027\uff0c\u80fd\u591f\u5b8c\u6210\u5927\u578b\u7684\u3001\u8017\u65f6\u7684\u4efb\u52a1\u3002\u53ef\u4ee5\u8bf4\uff0c\u8fd9\u79cd\u53d8\u5316\u5df2\u7ecf\u8db3\u4ee5\u98a0\u8986\u4f20\u7edf\u7684\u7f16\u7a0b\u5de5\u4f5c\u6d41\u3002<\/p>\n

\u6b64\u8a00\u4e00\u51fa\uff0c\u518d\u6b21\u8bf4\u5230\u4e86\u4e00\u4f17\u7a0b\u5e8f\u5458\u7684\u5fc3\u574e\u4e0a\uff0c\u5e16\u5b50\u6d41\u91cf\u63a5\u8fd1100\u4e07+\u7684\u540c\u65f6\uff0c\u5927\u5bb6\u7eb7\u7eb7\u8868\u793a\uff1a\u5b8c\u5168\u540c\u610f\u3002<\/p>\n

\u8457\u540d\u7a0b\u5e8f\u5458\u3001Ruby on Rails\u4f5c\u8005David Heinemeier Hansson\u5c31\u8d5e\u540c\u9053\uff1a<\/p>\n

\u8fd9\u662f\u621140\u5e74\u73a9\u8ba1\u7b97\u673a\u7684\u5386\u7a0b\u4e2d\uff0c\u89c1\u8fc7\u7684\u6700\u5927\u3001\u6700\u5feb\u7684\u53d8\u5316\uff0c\u4e5f\u662f\u6700\u6709\u8da3\u7684\u7684\u53d8\u5316\u3002<\/p>\n

\u800cKarpathy\u81ea\u5df1\u5728\u4e0a\u4e2a\u6708\u53d1\u8868\u7684\u4e00\u4e2a\u89c2\u70b9\u4e5f\u88ab\u5927\u91cf\u5f15\u7528\uff1a<\/p>\n

\u73b0\u5728\uff0c\u6700\u70ed\u95e8\u7684\u65b0\u7f16\u7a0b\u8bed\u8a00\u662f\u82f1\u8bed\u3002<\/p>\n

Karpathy\u4e3e\u4e86\u4ed6\u81ea\u5df1\u7684\u4e00\u4e2a\u4f8b\u5b50\u6765\u8bf4\u660e\u8fd9\u79cd\u53d8\u5316\u3002<\/p>\n

\u5468\u672b\u4ed6\u60f3\u5728\u5bb6\u91cc\u642d\u4e00\u4e2a\u5206\u6790\u76d1\u63a7\u89c6\u9891\u7684\u4eea\u8868\u76d8\uff0c\u4e8e\u662f\u4ed6\u544a\u8bc9Coding Agent\uff1a<\/p>\n

\u8fd9\u662f\u6211\u7684DGX Spark\u7684\u672c\u5730IP\u548c\u7528\u6237\u540d\/\u5bc6\u7801\u3002\u767b\u5f55\u540e\uff0c\u8bbe\u7f6eSSH\u5bc6\u94a5\uff0c\u5b89\u88c5vLLM\uff0c\u4e0b\u8f7d\u5e76\u6d4b\u8bd5Qwen3-VL\uff0c\u8bbe\u7f6e\u4e00\u4e2a\u7528\u4e8e\u89c6\u9891\u63a8\u7406\u7684\u670d\u52a1\u5668\u7aef\u70b9\uff0c\u521b\u5efa\u4e00\u4e2a\u57fa\u7840Web UI\u4eea\u8868\u76d8\uff0c\u6d4b\u8bd5\u6240\u6709\u529f\u80fd\uff0c\u7528systemd\u914d\u7f6e\u670d\u52a1\uff0c\u8bb0\u5f55\u5185\u5b58\u4f7f\u7528\u7684\u76f8\u5173\u7b14\u8bb0\uff0c\u5e76\u4e3a\u6211\u5199\u4e00\u4efdMarkdown\u683c\u5f0f\u7684\u62a5\u544a\u3002<\/p>\n

\u63a5\u4e0b\u6765\uff0c\u4ed6\u5c31\u653e\u624b\u8ba9Agent\u81ea\u5df1\u5e72\u4e86\u3002<\/p>\n

\u7ed3\u679cAgent\u8fd8\u771f\u6ca1\u8ba9\u4ed6\u591a\u63d2\u624b\uff1a30\u5206\u949f\uff0c\u4ece\u5199\u4ee3\u7801\uff0c\u5230\u6d4b\u8bd5\u8c03\u8bd5\uff0c\u5230\u8bbe\u7f6e\u670d\u52a1\uff0c\u518d\u5230\u5199\u62a5\u544a\uff0c\u5168\u90fd\u641e\u5b9a\u4e86\u3002<\/p>\n

\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\uff0cAgent\u5f53\u7136\u4e5f\u4e0d\u662f\u6ca1\u9047\u5230\u95ee\u9898\uff0c\u4f46\u5b83\u5168\u90fd\u81ea\u5df1\u4e0a\u7f51\u4e00\u4e2a\u4e00\u4e2a\u7814\u7a76\u89e3\u51b3\u4e86\u3002<\/p>\n

\u8fd9\u4e9b\u5de5\u4f5c\u653e\u5230\u4e09\u4e2a\u6708\u524d\uff0c\u5e38\u5e38\u9700\u8981\u82b1\u8d39\u6211\u4e00\u6574\u4e2a\u5468\u672b\u7684\u65f6\u95f4\u3002\u4f46\u73b0\u5728\uff0c\u6211\u53ea\u9700\u8981\u542f\u52a8\u4efb\u52a1\uff0c\u653e\u4e0b\u5b83\u53bb\u505a\u522b\u7684\u4e8b\uff0c30\u5206\u949f\u540e\u56de\u6765\u63a5\u6536\u6210\u679c\u3002<\/p>\n

Karpathy\u603b\u7ed3\u8bf4\uff1a<\/p>\n

\u7f16\u7a0b\u6b63\u5728\u88ab\u91cd\u6784\u3002\u5728\u7f16\u8f91\u5668\u91cc\u8f93\u5165\u8ba1\u7b97\u673a\u4ee3\u7801\u7684\u65f6\u4ee3\u5df2\u7ecf\u7ed3\u675f\u3002\u73b0\u5728\uff0c\u4f60\u8981\u505a\u7684\u662f\u542f\u52a8AI Agents\uff0c\u7ed9\u5b83\u4eec\u4e0b\u8fbe\u4efb\u52a1\uff0c\u5e76\u540c\u65f6\u7ba1\u7406\u548c\u5ba1\u6838\u5b83\u4eec\u7684\u5de5\u4f5c\u3002\u6700\u9700\u8981\u505a\u7684\u662f\u5f04\u6e05\u695a\u5982\u4f55\u4e0d\u65ad\u63d0\u5347\u62bd\u8c61\u5c42\u7ea7\uff0c\u642d\u5efa\u957f\u671f\u8fd0\u884c\u7684Claws\uff0c\u4e3a\u5176\u914d\u5907\u6b63\u786e\u7684\u5de5\u5177\u3001\u8bb0\u5fc6\u548c\u6307\u4ee4\uff0c\u4ece\u800c\u9ad8\u6548\u5730\u7ba1\u7406\u591a\u4e2a\u5e76\u884c\u7684Code\u5b9e\u4f8b\u3002\u9876\u7ea7\u201cagentic engineering\u201d\u80fd\u5b9e\u73b0\u7684\u6760\u6746\u6548\u5e94\u76ee\u524d\u975e\u5e38\u9ad8\u3002<\/p>\n

Karpathy\u4e5f\u5e76\u4e0d\u5426\u8ba4\uff0cCoding Agents\u73b0\u5728\u5e76\u4e0d\u5b8c\u7f8e\uff0c\u8fd8\u9700\u8981\u7a0b\u5e8f\u5458\u4e3a\u5b83\u4eec\u6070\u5f53\u5730\u5206\u89e3\u4efb\u52a1\uff0c\u5728\u8fb9\u7f18\u90e8\u5206\u63d0\u4f9b\u5e2e\u52a9\u3002\u4f46\u5728\u4ed6\u770b\u6765\uff0c\u201c\u8f6f\u4ef6\u884c\u4e1a\u2018\u7167\u5e38\u8425\u4e1a\u2019\u7684\u65f6\u671f\u5df2\u7ecf\u7ed3\u675f\u4e86\u201d\uff0c\u8f6f\u4ef6\u5f00\u53d1\u7684\u91cd\u6784\u65f6\u523b\u5df2\u7ecf\u5230\u6765\u3002<\/p>\n

\u25b3AI\u751f\u6210<\/p>\n

\u90a3\u4e48\uff0c\u4e00\u4e2a\u8001\u95ee\u9898\u6765\u4e86\uff1a\u65b0\u65f6\u4ee3\u5df2\u7ecf\u5230\u6765\uff0c\u8f6f\u4ef6\u5de5\u7a0b\u5e08\u4eec\u8be5\u4f55\u53bb\u4f55\u4ece\uff1f<\/p>\n

Karpathy\u4e5f\u548c\u7f51\u53cb\u4eec\u8ba8\u8bba\u4e86\u8fd9\u4e2a\u95ee\u9898\u3002\u5728\u4ed6\u770b\u6765\uff0c\u6280\u672f\u6df1\u539a\u7684\u7a0b\u5e8f\u5458\u5e76\u4e0d\u4f1a\u88ab\u6dd8\u6c70\uff0c\u76f8\u53cd\uff0c\u7a0b\u5e8f\u5458\u4eec\u7684\u6280\u672f\u80fd\u529b\u8fd8\u53ef\u80fd\u5b9e\u73b0\u201c\u500d\u589e\u201d\u6548\u679c\u3002<\/p>\n

\u6709\u7f51\u53cb\u5bf9\u6b64\u8865\u5145\u8bf4\uff0c\u5728\u4eba\u5de5\u667a\u80fd\u65f6\u4ee3\uff0c\u4f18\u79c0\u7a0b\u5e8f\u5458\u7684\u6279\u5224\u6027\u601d\u7ef4\u548c\u5ba1\u7f8e\u54c1\u5473\u4f1a\u53d8\u5f97\u66f4\u52a0\u5b9d\u8d35\u3002<\/p>\n

\u4e3a\u4e86\u65b9\u4fbf\u5927\u5bb6\u505a\u7b14\u8bb0\uff0c\u4ee5\u4e0b\u9644\u4e0aKarpathy\u539f\u63a8\u5168\u6587\u7ffb\u8bd1\uff1a<\/p>\n

\u5f88\u96be\u8bf4\u6e05\u695a\u8fc7\u53bb\u4e24\u4e2a\u6708\u91cc\uff0c\u7f16\u7a0b\u8fd9\u4ef6\u4e8b\u56e0AI\u8d77\u4e86\u591a\u5927\u53d8\u5316\uff1a\u8fd9\u5e76\u4e0d\u662f\u201c\u50cf\u5f80\u5e38\u4e00\u6837\u9010\u6b65\u8fdb\u5c55\u201d\u5f0f\u7684\u6162\u6162\u6539\u53d8\uff0c\u800c\u662f\u5728\u53bb\u5e7412\u6708\u53d1\u751f\u7684\u7a81\u53d8\u3002\u867d\u7136\u6709\u4e00\u4e9b\u503c\u5f97\u6ce8\u610f\u7684\u8fdb\u5c55\uff0c\u4f46\u5728\u6211\u770b\u6765\uff0cCoding Agents\u5728\u53bb\u5e7412\u6708\u4e4b\u524d\u57fa\u672c\u4e0a\u662f\u65e0\u6cd5\u771f\u6b63\u5de5\u4f5c\u7684\uff0c\u4f4612\u6708\u4ee5\u540e\u60c5\u51b5\u53d8\u4e86\u2014\u2014\u6a21\u578b\u7684\u8d28\u91cf\u663e\u8457\u63d0\u9ad8\uff0c\u5177\u6709\u66f4\u5f3a\u7684\u957f\u671f\u4e00\u81f4\u6027\u548c\u97e7\u6027\uff0c\u80fd\u591f\u5b8c\u6210\u5927\u578b\u4e14\u8017\u65f6\u7684\u4efb\u52a1\u3002\u8fd9\u79cd\u53d8\u5316\u7684\u5267\u70c8\u7a0b\u5ea6\uff0c\u5df2\u7ecf\u8db3\u4ee5\u98a0\u8986\u4f20\u7edf\u7684\u7f16\u7a0b\u5de5\u4f5c\u6d41\u3002<\/p>\n

\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u4e0a\u5468\u672b\u6211\u6253\u7b97\u5728\u5bb6\u91cc\u642d\u4e00\u4e2a\u5206\u6790\u76d1\u63a7\u89c6\u9891\u7684\u4eea\u8868\u76d8\uff0c\u6240\u4ee5\u6211\u5199\u4e0b\u4e86\u8fd9\u6837\u7684\u6307\u4ee4\uff1a\u201c\u8fd9\u662f\u6211\u7684DGX Spark\u7684\u672c\u5730IP\u548c\u7528\u6237\u540d\/\u5bc6\u7801\u3002\u767b\u5f55\u540e\uff0c\u8bbe\u7f6eSSH\u5bc6\u94a5\uff0c\u5b89\u88c5vLLM\uff0c\u4e0b\u8f7d\u5e76\u6d4b\u8bd5Qwen3-VL\uff0c\u8bbe\u7f6e\u4e00\u4e2a\u7528\u4e8e\u89c6\u9891\u63a8\u7406\u7684\u670d\u52a1\u5668\u7aef\u70b9\uff0c\u521b\u5efa\u4e00\u4e2a\u57fa\u7840\u7684Web UI\u4eea\u8868\u76d8\uff0c\u6d4b\u8bd5\u6240\u6709\u529f\u80fd\uff0c\u7528systemd\u914d\u7f6e\u670d\u52a1\uff0c\u8bb0\u5f55\u5185\u5b58\u4f7f\u7528\u7684\u76f8\u5173\u7b14\u8bb0\uff0c\u5e76\u4e3a\u6211\u5199\u4e00\u4efdMarkdown\u683c\u5f0f\u7684\u62a5\u544a\u3002\u201d<\/p>\n

Agent\u968f\u540e\u5f00\u59cb\u6267\u884c\u4efb\u52a1\uff0c\u82b1\u4e86\u5927\u7ea630\u5206\u949f\u3002\u671f\u95f4\u5b83\u9047\u5230\u4e86\u591a\u4e2a\u95ee\u9898\uff0c\u90fd\u81ea\u884c\u5728\u7f51\u4e0a\u7814\u7a76\u89e3\u51b3\u65b9\u6848\u3001\u4e00\u4e2a\u63a5\u4e00\u4e2a\u5730\u89e3\u51b3\u4e86\u3002\u5b83\u5199\u4e86\u4ee3\u7801\u3001\u6d4b\u8bd5\u3001\u8c03\u8bd5\u3001\u8bbe\u7f6e\u670d\u52a1\uff0c\u6700\u540e\u5e26\u7740\u62a5\u544a\u56de\u6765\uff0c\u641e\u5b9a\u4e00\u5207\uff0c\u800c\u6211\u5b8c\u5168\u6ca1\u6709\u63d2\u624b\u3002\u8fd9\u4e9b\u5de5\u4f5c\u5728\u4e09\u4e2a\u6708\u524d\u5f88\u5bb9\u6613\u5c31\u4f1a\u662f\u4e00\u4e2a\u9700\u8981\u6574\u4e2a\u5468\u672b\u624d\u80fd\u5b8c\u6210\u7684\u9879\u76ee\uff0c\u4f46\u4eca\u5929\uff0c\u53ea\u9700\u8981\u542f\u52a8\u4efb\u52a1\uff0c\u7136\u540e\u5fd8\u8bb0\u5b8330\u5206\u949f\uff0c\u4e00\u5207\u5c31\u641e\u5b9a\u4e86\u3002<\/p>\n

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2025\u5e7411\u670819\u65e5\uff0c\u8c37\u6b4cGemini 3\u7cfb\u5217\u53d1\u5e03\u3002<\/p>\n

2025\u5e7411\u670825\u65e5\uff0cClaude Opus 4.5\u53d1\u5e03\uff0c\u4e3b\u6253\u7f16\u7801\u3001Agent\u548ccomputer use\u3002\u5e76\u4e14\u4ec5\u4ec52\u4e2a\u6708\u540e\uff0c\u5728\u4eca\u5e742\u6708\u521d\uff0cClaude Opus 4.6\u4e5f\u6765\u4e86\u3002<\/p>\n

2025\u5e7412\u670812\u65e5\uff0cGPT-5.2\u7cfb\u5217\u53d1\u5e03\uff0c\u540c\u6837\u5f3a\u8c03\u201c\u4ee3\u7801\u80fd\u529b\u5237\u65b0\u7eaa\u5f55\u201d\u3002Opus 4.6\u53d1\u5e03\u5f53\u5929\uff0cOpenAI\u4ec5\u752815\u5206\u949f\u5feb\u901f\u56de\u5e94\uff1a\u63a8\u51faGPT-5.3-Codex\u3002<\/p>\n

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\u25b3AI\u751f\u6210<\/p>\n

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\u53c2\u8003\u94fe\u63a5\uff1ahttps:\/\/x.com\/karpathy\/status\/2026731645169185220<\/p>\n

\n

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2025\u5e7412\u6708\u4ee5\u524d\u7684AI\u7f16\u7a0b\uff0c\u8ddf12\u6708\u4ee5\u540e\u7684AI\u7f16\u7a0b\u5b8c\u5168\u662f\u4e24\u7801\u4e8b\u4e86\u3002<\/p>\n

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