{"id":753024,"date":"2026-03-23T20:52:21","date_gmt":"2026-03-23T12:52:21","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=753024"},"modified":"2026-03-23T20:52:21","modified_gmt":"2026-03-23T12:52:21","slug":"ai%e5%a4%a7%e7%a5%9e%e5%8d%a1%e5%b8%95%e8%a5%bf%e8%87%aa%e6%9b%9d%ef%bc%9a%e7%8e%a9%e9%be%99%e8%99%be%e7%8e%a9%e5%87%baai%e7%b2%be%e7%a5%9e%e7%97%85%ef%bc%8ctoken%e4%b8%8d%e7%83%a7","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=753024","title":{"rendered":"AI\u5927\u795e\u5361\u5e15\u897f\u81ea\u66dd\uff1a\u73a9\u9f99\u867e\u73a9\u51fa\u201cAI\u7cbe\u795e\u75c5\u201d\uff0ctoken\u4e0d\u70e7\u5b8c\u5c31\u7126\u8651"},"content":{"rendered":"<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_13\/DE9C7417B80777B4E93CF9E59BD230CC324C40A9_size392_w900_h383.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" 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Karpathy\uff08\u5b89\u5fb7\u70c8&middot;\u5361\u5e15\u897f\uff09\u7cfb\u7edf\u68b3\u7406\u4e86\u81ea\u5df1\u5728AI\u7f16\u7a0b\u548cOpenClaw\u6d6a\u6f6e\u4e2d\u7684\u4e00\u7ebf\u4f53\u611f\u4e0e\u65b9\u6cd5\u8bba\uff0c\u4ed6\u7b11\u79f0\u7531\u4e8eAI\u9886\u57df\u7684\u98de\u901f\u53d1\u5c55\uff0c<strong>\u81ea\u5df1\u4eff\u4f5b\u51fa\u73b0\u67d0\u79cd\u201c\u7cbe\u795e\u9519\u4e71\u201d\uff0c\u5728\u4e0d\u540c\u65b0\u4e8b\u7269\u4e4b\u95f4\u75b2\u4e8e\u5954\u547d<\/strong>\u3002\u4ed6\u8fd8\u53d1\u73b0\uff0c\u5f53\u4e0bAI\u7f16\u7a0b\u667a\u80fd\u4f53\u7684\u74f6\u9888\u5df2\u4e0d\u53ea\u662f\u6a21\u578b\u80fd\u529b\uff1a<strong>\u201cAgent\u505a\u4e0d\u597d\uff0c\u591a\u534a\u662fSkill\u95ee\u9898\u3002\u201d<\/strong><\/p>\n<p><strong>\u201c\u6211\u73b0\u5728\u51e0\u4e4e\u4e00\u884c\u4ee3\u7801\u90fd\u6ca1\u518d\u4eb2\u81ea\u5199\u8fc7\u3002\u201d<\/strong>\u5728Karpathy\u770b\u6765\uff0c\u8f6f\u4ef6\u5de5\u7a0b\u7684\u5de5\u4f5c\u6d41\u5df2\u7ecf\u5728\u77ed\u77ed\u51e0\u4e2a\u6708\u5185\u88abAgent\u5f7b\u5e95\u6539\u5199\u3002\u73b0\u5728\u4e0d\u662f\u4eba\u5199\u4ee3\u7801\uff0c<strong>\u800c\u662f\u4eba\u7528\u81ea\u7136\u8bed\u8a00\u8c03\u5ea6\u4e00\u7fa4\u667a\u80fd\u4f53\u5b8c\u6210\u7cfb\u7edf\u7ea7\u4efb\u52a1\u3002<\/strong>\u8fc7\u53bb\u4ed680%\u4ee3\u7801\u9760\u81ea\u5df1\uff0c\u5982\u4eca\u53d8\u621080%\u4ea4\u7ed9Agent\u5b8c\u6210\uff0c\u751a\u81f3\u66f4\u9ad8\u3002<\/p>\n<p>\u9664\u4e86\u5c06Agent\u7528\u4e8e\u7f16\u7a0b\u4e4b\u5916\uff0cOpenClaw\u7684\u7206\u53d1\u4e5f\u6539\u53d8\u4e86Karpathy\u7684\u751f\u6d3b\u3002\u4ed6\u6253\u9020\u4e86\u4e00\u4e2a\u540d\u4e3a\u201c\u591a\u6bd4\u201d\u7684OpenClaw\uff0c\u76f4\u63a5\u201c\u63a5\u7ba1\u201d\u5bb6\u5ead\uff0c\u81ea\u52a8\u626b\u63cf\u5e76\u63a5\u5165\u97f3\u7bb1\u3001\u706f\u5149\u3001\u5b89\u9632\u7b49\u8bbe\u5907\uff0c\u81ea\u4e3b\u5bfb\u627eAPI\u3001\u5efa\u7acb\u63a7\u5236\u9762\u677f\uff0c\u8fd8\u80fd\u5728\u964c\u751f\u4eba\u63a5\u8fd1\u65f6\u53d1\u9884\u8b66\u3002<\/p>\n<p>\u8fd9\u4e00\u7ecf\u5386\u8ba9Karpathy\u5f97\u51fa\u5224\u65ad\uff1a<strong>\u8bb8\u591aApp\u90fd\u5e94\u8be5\u662fAgent\u53ef\u8c03\u7528\u7684API\uff0cAgent\u5c31\u662f\u7c98\u5408\u5242\u3002OpenClaw\u4e4b\u6240\u4ee5\u7279\u522b\uff0c\u4e0d\u662f\u56e0\u4e3a\u67d0\u4e2a\u529f\u80fd\u6700\u5f3a\uff0c\u800c\u662f\u5b83\u66f4\u63a5\u8fd1\u4eba\u4eec\u5fc3\u76ee\u4e2d\u7684AI\u5f62\u6001\u3002<\/strong><\/p>\n<p>\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u5728\u9884\u544a\u8fd9\u671f\u64ad\u5ba2\u7684\u63a8\u6587\u4e0b\uff0cKarpathy\u5728OpenAI\u7684\u524d\u540c\u4e8b\u3001OpenAI 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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>\u7684\u3002\u5f00\u6e90\u6a21\u578b\u5982\u679c\u5e76\u975e\u6700\u5f3a\uff0c\u6700\u597d\u4e5f\u53ea\u662f\u7a0d\u5fae\u843d\u540e\uff0c\u626e\u6f14\u884c\u4e1a\u7684\u201c\u5171\u540c\u5de5\u4f5c\u7a7a\u95f4\u201d\u89d2\u8272\uff0c\u786e\u4fdd\u6743\u529b\u5e73\u8861\u3002<\/p>\n<p><strong>8\u3001\u5355\u4e00\u5927\u6a21\u578bv.s.\u4e13\u7528\u5c0f\u6a21\u578b\uff1a<\/strong>\u5927\u6a21\u578b\u4f1a\u51fa\u73b0\u66f4\u591a\u201c\u7269\u79cd\u5206\u5316\u201d\uff0c\u4f46\u662f\u6301\u7eed\u5b66\u4e60\u3001\u5fae\u8c03\u548c\u6743\u91cd\u4fee\u6539\u7b49\u76f8\u5173\u6280\u672f\u4ecd\u672a\u6210\u719f\u3002<\/p>\n<p><strong>9\u3001\u673a\u5668\u4eba\uff1a<\/strong>\u64cd\u4f5c\u539f\u5b50\uff08\u7269\u7406\u4e16\u754c\uff09\u8981\u6bd4\u64cd\u4f5c\u6bd4\u7279\uff08\u6570\u5b57\u4e16\u754c\uff09\u96be\u4e0a100\u4e07\u500d\uff0c\u4f46\u7269\u7406\u4e16\u754c\u7684\u603b\u6f5c\u5728\u5e02\u573a\uff08TAM\uff09\u53ef\u80fd\u6bd4\u7eaf\u6570\u5b57\u4e16\u754c\u8fd8\u5927\u3002<\/p>\n<p><strong>10\u3001AI\u4e0e\u6559\u80b2\uff1a<\/strong>\u4eba\u7c7b\u4e92\u76f8\u6559\u6388\u77e5\u8bc6\u7684\u65f6\u4ee3\u8981\u7ed3\u675f\u4e86\uff0c\u672a\u6765\u6559\u80b2\u7684\u6a21\u5f0f\u53ef\u80fd\u662f\u5148\u8ba9agent\u641e\u61c2\uff0c\u7136\u540e\u8ba9\u5b83\u6765\u6559\u4eba\u3002<\/p>\n<p>\u4ee5\u4e0b\u662f\u64ad\u5ba2\u5185\u5bb9\u7684\u5b8c\u6574\u7f16\u8bd1\uff1a<\/p>\n<p><strong>01<\/strong><strong>.<\/strong><\/p>\n<p><strong>AI\u201c\u9f99\u867e\u201d\u7f16\u7a0b\u6548\u679c\u4e0d\u4f73\uff1f<\/strong><\/p>\n<p><strong>\u591a\u534a\u8fd8\u662fSkill\u95ee\u9898\uff01<\/strong><\/p>\n<p><strong>\u4e3b\u6301\u4eba<\/strong><strong>\uff1a\u6211\u8bb0\u5f97\u6709\u6bb5\u65f6\u95f4\u8d70\u8fdb\u4f60\u7684\u529e\u516c\u5ba4\uff0c\u770b\u5230\u4f60\u975e\u5e38\u4e13\u6ce8\uff0c\u6211\u95ee\u4f60\u5728\u505a\u4ec0\u4e48\uff0c\u4f60\u8bf4\u201c\u6211\u5fc5\u987b\u6bcf\u5929\u2018\u7f16\u7a0b\u201916\u5c0f\u65f6\u201d\u3002\u7f16\u7a0b\u751a\u81f3\u90fd\u4e0d\u662f\u6b63\u786e\u7684\u52a8\u8bcd\u4e86\uff0c\u4f60\u5176\u5b9e\u662f\u5728\u5411Agent\u8868\u8fbe\u81ea\u5df1\u7684\u60f3\u6cd5\u3002\u8ddf\u6211\u8bf4\u8bf4\u4f60\u7684\u4f53\u9a8c\u3002<\/strong><\/p>\n<p><strong>Karpathy<\/strong>\uff1a\u6211\u611f\u89c9\u81ea\u5df1\u4e00\u76f4\u5904\u5728\u4e00\u79cd<strong>\u201cAI\u7cbe\u795e\u9519\u4e71\u201d\uff08AI psychosis\uff09\u7684\u72b6\u6001<\/strong>\uff0c\u73b0\u5728\u4e5f\u7ecf\u5e38\u5982\u6b64\u3002\u56e0\u4e3a\u4f5c\u4e3a\u4e2a\u4f53\uff0c\u4f60\u80fd\u5b9e\u73b0\u7684\u4e8b\u60c5\u53d8\u5f97\u66f4\u591a\u4e86\u3002\u8fc7\u53bb\u4f60\u4f1a\u53d7\u9650\u4e8e\u6253\u5b57\u901f\u5ea6\u4e4b\u7c7b\u7684\u56e0\u7d20\uff0c\u4f46\u73b0\u5728\u6709\u4e86\u8fd9\u4e9bAgent\uff0c\u60c5\u51b5\u5b8c\u5168\u4e0d\u540c\u4e86\u3002<\/p>\n<p>\u4ece\u53bb\u5e7412\u6708\u5f00\u59cb\uff0c\u6211\u7684\u5de5\u4f5c\u65b9\u5f0f\u8fce\u6765\u771f\u6b63\u7684\u8f6c\u6298\u70b9\uff1a\u539f\u672c\u6211\u624b\u519980%\u7684\u4ee3\u7801\uff0c\u5269\u4f5920%\u4ea4\u7ed9Agent\uff0c\u73b0\u5728\u53d8\u6210\u4e8620%\u81ea\u5df1\u5199\u300180%\u4ea4\u7ed9Agent\uff0c\u751a\u81f3\u53ef\u80fd\u8fd8\u4e0d\u6b6280%\u3002<strong>\u4ece\u90a3\u65f6\u8d77\uff0c\u6211\u51e0\u4e4e\u4e00\u884c\u4ee3\u7801\u90fd\u6ca1\u518d\u4eb2\u81ea\u5199\u8fc7\u3002<\/strong><\/p>\n<p>\u968f\u4fbf\u627e\u4e00\u4e2a\u8f6f\u4ef6\u5de5\u7a0b\u5e08\uff0c\u53bb\u770b\u770b\u4ed6\u4eec\u5728\u505a\u4ec0\u4e48\uff0c\u4f60\u4f1a\u53d1\u73b0\u4ed6\u4eec\u6784\u5efa\u8f6f\u4ef6\u7684\u9ed8\u8ba4\u5de5\u4f5c\u6d41\uff0c\u4ece\u53bb\u5e7412\u6708\u5f00\u59cb\u5df2\u7ecf\u5f7b\u5e95\u6539\u53d8\u4e86\u3002<\/p>\n<p>\u8fd9\u662f\u4e00\u4e2a\u6781\u5176\u5de8\u5927\u7684\u53d8\u5316\u3002\u6211\u4e5f\u8ddf\u6211\u7236\u6bcd\u804a\u8fc7\u8fd9\u4ef6\u4e8b\uff0c\u5176\u5b9e\u666e\u901a\u4eba\u5e76\u6ca1\u6709\u610f\u8bc6\u5230\u6539\u53d8\u6b63\u5728\u53d1\u751f\uff0c\u6216\u8005\u6ca1\u6709\u610f\u8bc6\u5230\u5b83\u6709\u591a\u620f\u5267\u6027\u3002<\/p>\n<p>\u6240\u4ee5\u6211\u73b0\u5728\u7684\u72b6\u6001\u5c31\u50cf\u662f\u201c\u7cbe\u795e\u9519\u4e71\u201d\u4e86\u4e00\u6837\uff0c\u8bd5\u56fe\u641e\u6e05\u695a\u5230\u5e95\u54ea\u4e9b\u4e8b\u662f\u53ef\u884c\u7684\uff0c\u5e76\u628a\u8fd9\u4e9b\u53ef\u80fd\u6027\u63a8\u5411\u6781\u9650\u3002\u6211\u4f1a\u60f3\uff1a\u600e\u4e48\u80fd\u4e0d\u5c40\u9650\u4e8e\u5355\u6b21\u4f1a\u8bdd\u7684Claude Code\u6216Codex\uff1f\u600e\u4e48\u80fd\u62e5\u6709\u66f4\u591a\uff1f\u600e\u4e48\u624d\u80fd\u66f4\u5408\u7406\u5730\u5229\u7528\u8fd9\u4e9b\u80fd\u529b\uff1f\u8fd9\u4e9bOpenClaw\u5230\u5e95\u80fd\u7528\u5728\u4ec0\u4e48\u573a\u666f\uff1f\u65b0\u4e1c\u897f\u5b9e\u5728\u592a\u591a\u4e86\u3002<\/p>\n<p>\u6211\u89c9\u5f97\u81ea\u5df1\u5fc5\u987b\u7ad9\u5728\u6700\u524d\u6cbf\u3002\u6211\u5728Twitter\u4e0a\u770b\u5230\u5f88\u591a\u4eba\u5728\u505a\u5404\u79cd\u5c1d\u8bd5\uff0c\u542c\u8d77\u6765\u90fd\u5934\u5934\u662f\u9053\u3002\u5982\u679c\u6211\u4e0d\u5904\u5728\u524d\u6cbf\uff0c\u5c31\u4f1a\u611f\u5230\u975e\u5e38\u7126\u8651\u3002\u8fd9\u79cd\u201c\u7cbe\u795e\u9519\u4e71\u201d\u72b6\u6001\uff0c\u672c\u8d28\u4e0a\u662f\u56e0\u4e3a\u6211\u4eec\u8fd8\u5728\u63a2\u7d22\u201c\u4ec0\u4e48\u662f\u53ef\u80fd\u7684\u201d\uff0c\u800c\u8fd9\u4e2a\u9886\u57df\u4ece\u6839\u672c\u4e0a\u8bf4\u4ecd\u662f\u672a\u77e5\u7684.<\/p>\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u5982\u679c\u4f60\u90fd\u611f\u5230\u7126\u8651\uff0c\u90a3\u6211\u4eec\u5176\u4ed6\u4eba\u5c31\u66f4\u4e0d\u7528\u8bf4\u4e86\u3002\u6211\u4eec\u6709\u4e2a\u5408\u4f5c\u56e2\u961f\uff0c\u4ed6\u4eec\u7684\u5de5\u7a0b\u5e08\u5b8c\u5168\u4e0d\u624b\u5199\u4ee3\u7801\uff0c\u6240\u6709\u4eba\u90fd\u6234\u7740\u9ea6\u514b\u98ce\uff0c\u4e00\u76f4\u5bf9Agent\u4f4e\u8bed\u3002\u8fd9\u662f\u6709\u53f2\u4ee5\u6765\u6700\u5947\u602a\u7684\u5de5\u4f5c\u573a\u666f\u3002\u6211\u4ee5\u524d\u89c9\u5f97\u4ed6\u4eec\u75af\u4e86\uff0c\u73b0\u5728\u6211\u5b8c\u5168\u63a5\u53d7\u4e86\uff0c\u201c\u54e6\uff0c\u8fd9\u624d\u662f\u6b63\u9053\u201d\u3002\u4f60\u53ea\u662f\u9886\u5148\u4e86\u4e00\u6b65\u3002\u4f60\u89c9\u5f97\u73b0\u5728\u81ea\u5df1\u63a2\u7d22\u6216\u505a\u9879\u76ee\u7684\u80fd\u529b\u53d7\u9650\u4e8e\u4ec0\u4e48\uff1f<\/strong><\/p>\n<p><strong>Karpathy\uff1a<\/strong><strong>Agent\u505a\u4e0d\u597d\uff0c\u591a\u534a\u662f\u4eba\u6ca1\u638c\u63e1\u597dSkill\u3002<\/strong>\u4e0d\u662f\u5b83\u4e0d\u884c\uff0c\u662f\u4f60\u8fd8\u6ca1\u6478\u6e05\u695a\u600e\u4e48\u628a\u73b0\u6210\u7684\u4e1c\u897f\u7ec4\u5408\u8d77\u6765\u3002\u6bd4\u5982agents.md\u6587\u4ef6\u91cc\u7684\u6307\u4ee4\u5199\u5f97\u4e0d\u591f\u597d\uff0c\u6216\u8005\u6ca1\u914d\u4e2a\u597d\u7528\u7684\u8bb0\u5fc6\u5de5\u5177\uff0c\u5f52\u6839\u7ed3\u5e95\u90fd\u662fSkill\u95ee\u9898\u3002<\/p>\n<p><strong>\u6700\u597d\u7684\u529e\u6cd5\u662f\u8ba9Agent\u5e76\u884c\u5e72\u6d3b\uff0c\u5c31\u50cfPeter Steinberg\uff08OpenClaw\u4f5c\u8005\uff09\u90a3\u6837\u3002<\/strong>Peter\u6709\u5f20\u7279\u522b\u9017\u7684\u7167\u7247\u2014\u2014\u4ed6\u5750\u5728\u663e\u793a\u5668\u524d\uff0c\u5c4f\u5e55\u4e0a\u94fa\u6ee1\u4e86\u4e00\u5806Codex Agent\u3002\u5982\u679c\u63d0\u793a\u8bcd\u5199\u5f97\u5bf9\uff0c\u518d\u5f00\u4e2a\u9ad8\u5f3a\u5ea6\u63a8\u7406\u6a21\u5f0f\uff0c\u6bcf\u4e2a\u4efb\u52a1\u5dee\u4e0d\u591a\u8981\u8dd120\u5206\u949f\u3002\u4ed6\u624b\u4e0a\u5927\u6982\u670910\u4e2arepo\u8981\u68c0\u67e5\uff0c\u5c31\u6765\u56de\u5207\u6362\u7740\u7ed9Agent\u5206\u914d\u5de5\u4f5c\u3002<\/p>\n<p>\u8fd9\u6837\u4f60\u5c31\u80fd\u7528\u66f4\u5927\u7684\u9897\u7c92\u5ea6\u53bb\u64cd\u4f5c\u4e86\uff0c\u4e0d\u662f\u201c\u8fd9\u513f\u6539\u4e00\u884c\u4ee3\u7801\uff0c\u90a3\u513f\u52a0\u4e2a\u65b0\u51fd\u6570\u201d\u8fd9\u79cd\u5c0f\u6253\u5c0f\u95f9\uff0c\u800c\u662f\u201c\u8fd9\u4e2a\u65b0\u529f\u80fd\u4ea4\u7ed9Agent 1\uff0c\u90a3\u4e2a\u65b0\u529f\u80fd\u4e0d\u51b2\u7a81\uff0c\u7ed9Agent 2\u201d\uff0c\u7136\u540e\u6839\u636e\u4f60\u5bf9\u4ee3\u7801\u7684\u91cd\u89c6\u7a0b\u5ea6\u53bb\u5ba1\u67e5\u5b83\u4eec\u7684\u4ea7\u51fa\u3002<\/p>\n<p>\u8fd9\u4e9b\u5c31\u662f\u64cd\u4f5c\u4ee3\u7801\u4ed3\u5e93\u7684\u201c\u5b8f\u89c2\u52a8\u4f5c\u201d\u3002\u4e00\u4e2aAgent\u5728\u505a\u7814\u7a76\uff0c\u4e00\u4e2a\u5728\u5199\u4ee3\u7801\uff0c\u53e6\u4e00\u4e2a\u5728\u89c4\u5212\u65b0\u7684\u5b9e\u73b0\u65b9\u6848\uff0c\u6240\u6709\u4e8b\u90fd\u5728\u8fd9\u4e9b\u5b8f\u89c2\u52a8\u4f5c\u91cc\u63a8\u8fdb\u3002\u4f60\u5f97\u52aa\u529b\u7cbe\u901a\u8fd9\u5957\u73a9\u6cd5\uff0c\u7ec3\u51fa\u808c\u8089\u8bb0\u5fc6\u3002\u8fd9\u4e8b\u513f\u7279\u522b\u6709\u56de\u62a5\uff0c\u4e00\u6765\u662f\u771f\u7684\u6709\u7528\uff0c\u4e8c\u6765\u662f\u4f60\u5728\u5b66\u65b0\u4e1c\u897f\u3002\u6240\u4ee5\u624d\u4f1a\u201c\u7cbe\u795e\u9519\u4e71\u201d\u3002<\/p>\n<p><strong>02<\/strong><strong>.<\/strong><\/p>\n<p><strong>\u201c\u8ba2\u9605\u6ca1\u7528\u5b8c\u6211\u5c31\u7126\u8651\uff0c<\/strong><\/p>\n<p><strong>\u8bf4\u660e\u6211\u7684token\u541e\u5410\u91cf\u6ca1\u62c9\u6ee1\u201d<\/strong><\/p>\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u6211\u7684\u76f4\u89c9\u662f\uff0c\u6bcf\u6b21\u7b49Agent\u5e72\u5b8c\u6d3b\u513f\uff0c\u90fd\u89c9\u5f97\u81ea\u5df1\u5e94\u8be5\u591a\u5e72\u70b9\u522b\u7684\uff0c\u5bf9\u5427\uff1f\u5982\u679ctoken\u8fd8\u5bcc\u4f59\uff0c\u5c31\u8be5\u5e76\u884c\u585e\u66f4\u591a\u4efb\u52a1\u8fdb\u53bb\u3002\u8fd9\u633a\u6709\u538b\u529b\u7684\uff0c\u56e0\u4e3a\u8981\u662f\u4f60\u4e0d\u89c9\u5f97token\u82b1\u8d39\u662f\u74f6\u9888\uff0c\u90a3\u7cfb\u7edf\u91cc\u771f\u6b63\u7684\u74f6\u9888\u5c31\u662f\u4f60\u81ea\u5df1\u4e86\u3002<\/strong><\/p>\n<p><strong>Karpathy\uff1a<\/strong>\u8d77\u7801\u8bf4\u660e\u4f60\u8ba2\u9605\u7684\u989d\u5ea6\u6ca1\u7528\u6ee1\u3002\u7406\u60f3\u60c5\u51b5\u4e0b\uff0cCodex\u8dd1\u6ee1\u4e86\u5c31\u8be5\u5207\u5230Claude\u6216\u8005\u522b\u7684\u3002\u6211\u6700\u8fd1\u4e00\u76f4\u5728\u8bd5\u8fd9\u4e2a\u6a21\u5f0f\uff0c<strong>\u8ba2\u9605\u6ca1\u7528\u5b8c\u6211\u5c31\u7126\u8651\uff0c\u8bf4\u660e\u6211\u7684token\u541e\u5410\u91cf\u6ca1\u62c9\u6ee1\u3002<\/strong><\/p>\n<p>\u6211\u8bfb\u535a\u7684\u65f6\u5019\u5176\u5b9e\u4e5f\u7ecf\u5386\u8fc7\u8fd9\u79cd\u4e8b\uff0cGPU\u6ca1\u8dd1\u8d77\u6765\u5c31\u7126\u8651\u2014\u2014\u660e\u660e\u6709GPU\u7b97\u529b\uff0cFLOPS\u5374\u6ca1\u69a8\u5e72\u3002\u4f46\u73b0\u5728\u4e0d\u662fFLOPS\u4e86\uff0c\u662ftoken\u3002\u4f60\u7684token\u541e\u5410\u91cf\u662f\u591a\u5c11\uff1f\u4f60\u6307\u6325\u7740\u591a\u5c11token\u5728\u8dd1\uff1f<\/p>\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u6211\u89c9\u5f97\u633a\u6709\u610f\u601d\u7684\uff0c\u8fc7\u53bb\u81f3\u5c11\u5341\u5e74\uff0c\u5f88\u591a\u5de5\u7a0b\u4efb\u52a1\u91cc\u5927\u5bb6\u90fd\u4e0d\u89c9\u5f97\u53d7\u8ba1\u7b97\u9650\u5236\uff0c\u800c\u76ee\u524d\u6574\u4e2a\u884c\u4e1a\u7a81\u7136\u53d8\u5f97\u53d7<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e8%b5%84%e6%ba%90\" title=\"View all posts in \u8d44\u6e90\" target=\"_blank\" class=\"tag_link\">\u8d44\u6e90<\/a>\u9650\u5236\u4e86\u3002\u73b0\u5728\u80fd\u529b\u7a81\u7136\u8dc3\u5347\u4e86\uff0c\u4f60\u5c31\u4f1a\u53d1\u73b0\u201c\u54e6\uff0c\u539f\u6765\u4e0d\u662f\u6211\u641e\u4e0d\u5230\u7b97\u529b\uff0c\u74f6\u9888\u662f\u6211\u81ea\u5df1\u201d\u3002<\/strong><\/p>\n<p><strong>Karpathy\uff1a<\/strong>\u662fSkill\u95ee\u9898\u3002\u7814\u7a76\u8fd9\u4e8b\u513f\u80fd\u8ba9\u4f60\u53d8\u5f97\u66f4\u597d\u3002\u6211\u89c9\u5f97\u633a\u4e0a\u5934\u7684\uff0c\u56e0\u4e3a\u4f60\u53d8\u5f3a\u4e86\u5c31\u4f1a\u89e3\u9501\u65b0\u4e1c\u897f\u3002<\/p>\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u4f60\u89c9\u5f97\u4f1a\u5f80\u54ea\u513f\u53d1\u5c55\uff1f\u6bd4\u5982Karpathy\u6bcf\u5929\u8fed\u4ee316\u5c0f\u65f6\uff0c\u5176\u4ed6\u4eba\u4e5f\u5728\u7528\u7f16\u7a0bAgent\u53d8\u5f3a\uff0c\u4e00\u5e74\u540e\u4f60\u8fbe\u5230\u7684\u7cbe\u901a\u6c34\u5e73\uff0c\u4f1a\u662f\u4ec0\u4e48\u6837?<\/strong><\/p>\n<p><strong>Karpathy\uff1a<\/strong>\u7cbe\u901a\u662f\u4ec0\u4e48\u6837\uff1f\u5e74\u5e95\uff0c\u8fd8\u662f\u4e24\u5e74\u3001\u4e09\u5e74\u3001\u4e94\u5e74\u3001\u5341\u5e74\u540e?\u6211\u89c9\u5f97\u5927\u5bb6\u90fd\u60f3\u5f80\u6280\u672f\u6808\u7684\u4e0a\u5c42\u8d70\u3002\u4e0d\u662f\u5355\u6b21\u548cAgent\u804a\u5929\uff0c\u800c\u662f\u591a\u4e2aAgent\u600e\u4e48\u534f\u4f5c\u3001\u56e2\u961f\u600e\u4e48\u914d\u5408\uff0c\u5927\u5bb6\u90fd\u5728\u6478\u7d22\u90a3\u4f1a\u662f\u4ec0\u4e48\u6837\u3002<\/p>\n<p>\u7136\u540e\u6211\u89c9\u5f97OpenClaw\u4e5f\u662f\u4e2a\u6709\u610f\u601d\u7684\u65b9\u5411\uff0c\u56e0\u4e3a\u6211\u8bf4\u7684OpenClaw\u662f\u6307\u90a3\u79cd\u628a\u6301\u4e45\u6027\u63d0\u5347\u5230\u65b0\u5c42\u6b21\u7684\u4e1c\u897f\u3002\u5b83\u662f\u90a3\u79cd\u6301\u7eed\u5faa\u73af\u8fd0\u884c\u7684\uff0c\u4e0d\u662f\u4f60\u4ea4\u4e92\u5f0f\u53c2\u4e0e\u7684\uff0c\u5b83\u6709\u81ea\u5df1\u7684\u5c0f\u6c99\u76d2\uff0c\u81ea\u5df1\u5e72\u4e8b\u513f\uff0c\u54ea\u6015\u4f60\u4e0d\u76ef\u7740\uff0c\u8fd8\u6709\u66f4\u590d\u6742\u7684\u8bb0\u5fc6\u7cfb\u7edf\u4e4b\u7c7b\u7684\uff0c\u8fd9\u4e9bAgent\u91cc\u8fd8\u6ca1\u5b9e\u73b0\u3002<\/p>\n<p>OpenClaw\u7684\u8bb0\u5fc6\u7cfb\u7edf\u5c31\u6bd4\u9ed8\u8ba4\u7684\u5927\u6a21\u578b\u590d\u6742\u591a\u4e86\uff0c\u9ed8\u8ba4\u53ea\u662f\u4e0a\u4e0b\u6587\u6ee1\u4e86\u5c31\u538b\u7f29\u8bb0\u5fc6\u3002<\/p>\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u4f60\u89c9\u5f97OpenClaw\u662f\u4e0d\u662f\u51ed\u501f\u8fd9\u4e00\u70b9\u6253\u52a8\u4e86\u7528\u6237\uff0c\u8fd8\u662f\u66f4\u5e7f\u6cdb\u7684\u5de5\u5177\u8bbf\u95ee?<\/strong><\/p>\n<p><strong>Karpathy\uff1a<\/strong>\u6211\u89c9\u5f97OpenClaw\u6709\u5f88\u591a\u975e\u5e38\u597d\u7684\u60f3\u6cd5\u3002Peter\u505a\u5f97\u7279\u522b\u68d2\u3002\u6211\u6700\u8fd1\u89c1\u5230\u4ed6\u804a\u8fc7\uff0c\u4ed6\u633a\u8c26\u865a\u7684\uff0c\u4f46\u6211\u89c9\u5f97\u4ed6\u540c\u65f6\u5728\u4e94\u4e2a\u4e0d\u540c\u7ef4\u5ea6<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>\uff0c\u7136\u540e\u6574\u5408\u5230\u4e00\u8d77\u3002\u6bd4\u5982\u90a3\u4e2a\u201c\u7075\u9b42\u6587\u6863\uff08soul.md\uff09\u201d\uff0c<strong>\u4ed6\u771f\u7684\u7cbe\u5fc3\u6253\u9020\u4e86\u4e00\u79cd\u6709\u5438\u5f15\u529b\u3001\u6709\u610f\u601d\u7684\u4eba\u683c\u3002\u6211\u89c9\u5f97\u73b0\u5728\u5f88\u591aAgent\u90fd\u6ca1\u505a\u5bf9\u8fd9\u70b9\u3002<\/strong><\/p>\n<p>Claude\u7684\u4eba\u683c\u5c31\u4e0d\u9519\uff0c\u611f\u89c9\u50cf\u961f\u53cb\uff0c\u8ddf\u4f60\u4e00\u8d77\u5174\u594b\u3002\u6709\u610f\u601d\u7684\u662f<a href=\"https:\/\/www.alphaseek.cn\/?tag=chatgpt\" title=\"View all posts in ChatGPT\" target=\"_blank\" class=\"tag_link\">ChatGPT<\/a>\u91cc\u7684Codex\u5f88\u6d3b\u6cfc\u3001\u5f88\u6709\u6d3b\u529b\uff0c\u4f46Codex\u8fd9\u4e2a\u7f16\u7a0bAgent\u5c31\u5f88\u67af\u71e5\uff0c\u597d\u50cf\u4e0d\u5728\u4e4e\u4f60\u5728\u521b\u9020\u4ec0\u4e48\uff0c\u867d\u7136\u5b8c\u6210\u4e86\uff0c\u4f46\u662f\u5b83\u597d\u50cf\u4e0d\u7406\u89e3\u6211\u4eec\u5728\u6784\u5efa\u4ec0\u4e48\u3002<\/p>\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u786e\u5b9e\u3002<\/strong><\/p>\n<p><strong>Karpathy\uff1a<\/strong>\u8fd8\u6709\u4e00\u70b9\uff0c\u6bd4\u5982Claude\uff0c\u6211\u89c9\u5f97\u4ed6\u4eec\u628a\u6a21\u578b\u7684\u201c\u4eba\u683c\u201d\u8c03\u5f97\u633a\u597d\u3002Claude\u5938\u6211\u7684\u65f6\u5019\uff0c\u6211\u786e\u5b9e\u89c9\u5f97\u914d\u5f97\u4e0a\u3002\u56e0\u4e3a\u5f53\u6211\u7ed9\u5b83\u7684\u60f3\u6cd5\u4e0d\u592a\u6210\u719f\u7684\u65f6\u5019\uff0c\u5b83\u53cd\u5e94\u5c31\u4e0d\u5f3a\u70c8\u3002\u4f46\u6309\u6211\u81ea\u5df1\u7684\u6807\u51c6\uff0c\u771f\u662f\u597d\u60f3\u6cd5\u7684\u65f6\u5019\uff0c\u5b83\u597d\u50cf\u4f1a\u591a\u5956\u52b1\u4e00\u70b9\u3002<strong>\u6211\u6709\u70b9\u60f3\u8d62\u5f97\u5b83\u7684\u5938\u5956\uff0c\u8fd9\u771f\u633a\u5947\u602a\u7684\u3002<\/strong><\/p>\n<p>\u4eba\u683c\u5f88\u91cd\u8981\uff0c\u5f88\u591a\u5176\u4ed6\u5de5\u5177\u53ef\u80fd\u6ca1\u90a3\u4e48\u91cd\u89c6\u3002Peter\u771f\u7684\u5f88\u5728\u4e4e\u8fd9\u4e2a\uff0c\u6240\u4ee5\u505a\u5bf9\u4e86\u3002\u7136\u540e\u662f\u8bb0\u5fc6\u7cfb\u7edf\uff0c\u8fd8\u6709\u901a\u8fc7\u5355\u4e00WhatsApp\u5165\u53e3\uff0c\u8bbf\u95ee\u6240\u6709\u529f\u80fd\uff0c\u8fd9\u4e2a\u8bbe\u8ba1\u5f88\u4e0d\u9519\u3002<\/p>\n<p><strong>03<\/strong><strong>.<\/strong><\/p>\n<p><strong>\u201c\u4e00\u5207\u90fd\u5e94\u8be5\u662fAPI\u7aef\u70b9\uff0c<\/strong><\/p>\n<p><strong>Agent\u662f\u7c98\u5408\u5242\u201d<\/strong><\/p>\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u4f60\u4e2a\u4eba\u7528OpenClaw\u505a\u8fc7\u4ec0\u4e48\u7f16\u7a0b\u4e4b\u5916\u7684\u6709\u610f\u601d\u7684\u4e8b\u5417?<\/strong><\/p>\n<p><strong>Karpathy\uff1a<\/strong>1\u6708\u4efd\u7684\u65f6\u5019\uff0c\u6211\u7ecf\u5386\u4e86\u4e00\u6bb5\u201cOpenClaw\u7cbe\u795e\u9519\u4e71\u201d\u65f6\u671f\u3002\u6211\u642d\u4e86\u4e2a\u7167\u987e\u5bb6\u7684OpenClaw\uff0c\u53eb\u5b83\u201c\u5bb6\u517b\u5c0f\u7cbe\u7075\u591a\u6bd4\u201d\u3002\u6211\u7528Agent\u627e\u5bb6\u91cc\u5c40\u57df\u7f51\u4e0a\u6240\u6709\u667a\u80fd\u5bb6\u5c45\u5b50\u7cfb\u7edf\uff0c\u8fd8\u633a\u60ca\u8bb6\u5c45\u7136\u5f00\u7bb1\u5373\u7528\u3002<\/p>\n<p>\u6211\u53ea\u662f\u8ddf\u5b83\u8bf4\u201c\u5bb6\u91cc\u6709Sonos\uff0c\u4f60\u80fd\u627e\u627e\u5417\uff1f\u201d\u5b83\u5c31\u505a\u4e86IP\u626b\u63cf\uff0c\u627e\u5230Sonos\u97f3\u7bb1\uff0c\u7ed3\u679c\u6ca1\u5bc6\u7801\u4fdd\u62a4\uff0c\u76f4\u63a5\u767b\u8fdb\u53bb\u4e86\u3002\u7136\u540e\u5b83\u5f00\u59cb\u9006\u5411\u5de5\u7a0b\uff0c\u770b\u770b\u8fd9\u4e9b\u7cfb\u7edf\u662f\u600e\u4e48\u5de5\u4f5c\u7684\uff0c\u4e5f\u505a\u4e86\u4e9b\u7f51\u7edc\u641c\u7d22\uff0c<strong>\u76f4\u63a5\u627e\u5230API\u7aef\u70b9\uff0c\u95ee\u6211\u60f3\u8bd5\u8bd5\u5417\uff0c\u7136\u540e\u97f3\u4e50\u5c31\u51fa\u6765\u4e86\u3002<\/strong><\/p>\n<p>\u706f\u5149\u4e5f\u4e00\u6837\u3002\u5b83\u57fa\u672c\u4e0a\u662f\u9ed1\u8fdb\u4e86\u7cfb\u7edf\uff0c\u641e\u6e05\u695a\u4e86\u6574\u4e2a\u7cfb\u7edf\uff0c\u521b\u5efa\u4e86API\uff0c\u521b\u5efa\u4e86\u4eea\u8868\u76d8\uff0c\u6211\u80fd\u770b\u5230\u5bb6\u91cc\u6240\u6709\u706f\u7684\u6307\u6325\u4e2d\u5fc3\uff0c\u7136\u540e\u5f00\u5173\u706f\u3002\u6211\u53ef\u4ee5\u8ddf\u5b83\u8bf4\uff1a\u201c\u591a\u6bd4\uff0c\u8981\u7761\u89c9\u4e86\u201d\u3002\u8fd9\u6761\u6307\u4ee4\u5c31\u53ef\u4ee5\u628a\u6240\u6709\u706f\u5173\u6389\uff0c\u5b83\u8fd8\u63a7\u5236\u7740\u6211\u6240\u6709\u7684\u706f\u3001\u7a7a\u8c03\u3001\u7a97\u5e18\u3001\u6cf3\u6c60\u3001\u6c34\u7597\u5427\uff0c\u4ee5\u53ca\u5b89\u4fdd\u7cfb\u7edf\u3002<\/p>\n<p>\u6211\u6709\u6444\u50cf\u5934\u5bf9\u7740\u623f\u5b50\u5916\u9762\uff0c\u6bcf\u6b21\u6709\u4eba\u8fdb\u6765\uff0c\u9996\u5148\u4f1a\u8fdb\u884c\u53d8\u5316\u68c0\u6d4b\uff0c\u7136\u540e\u57fa\u4e8e\u53d8\u5316\u68c0\u6d4b\u53bb\u8c03Qwen\uff0c\u6700\u540e\u7ed9\u6211\u53d1WhatsApp\u6d88\u606f\uff0c\u663e\u793a\u5916\u9762\u7684\u56fe\u50cf\uff0c\u6bd4\u5982\uff1a\u201c\u563f\uff0cFedEx\u5361\u8f66\u521a\u5230\u4e86\uff0c\u4f60\u53ef\u80fd\u60f3\u68c0\u67e5\u4e00\u4e0b\uff0c\u4f60\u6536\u5230\u90ae\u4ef6\u4e86\u3002\u201d\u8fd9\u662f\u591a\u6bd4\u521a\u7ed9\u6211\u53d1\u7684\uff0c\u771f\u7684\u5f88\u4e0d\u53ef\u601d\u8bae\u3002<\/p>\n<p>\u591a\u6bd4\u7ba1\u7740\u623f\u5b50\uff0c\u6211\u901a\u8fc7WhatsApp\u8ddf\u5b83\u53d1\u6d88\u606f\uff0c\u8fd9\u4e9b\u5b8f\u89c2\u52a8\u4f5c\u771f\u7684\u5f88\u6709\u610f\u601d\u3002\u6211\u8fd8\u6ca1\u771f\u6b63\u63a8\u5f97\u66f4\u8fdc\uff0c\u6211\u89c9\u5f97\u6709\u4eba\u5728\u505a\u66f4\u75af\u72c2\u7684\u4e8b\u3002\u4f46\u5c31\u7b97\u53ea\u662f\u5bb6\u5ead\u81ea\u52a8\u5316\u8bbe\u7f6e\uff0c\u6211\u4ee5\u524d\u8981\u7528\u516d\u4e2a\u5b8c\u5168\u4e0d\u540c\u7684App\uff0c\u73b0\u5728\u4e0d\u7528\u4e86\uff0c\u591a\u6bd4\u7528\u81ea\u7136\u8bed\u8a00\u63a7\u5236\u4e00\u5207\uff0c\u5f88\u795e\u5947\u3002\u6211\u89c9\u5f97\u6211\u8fd8\u6ca1\u5b8c\u5168\u63a8\u5230\u8fd9\u4e2a\u8303\u5f0f\u7684\u6781\u9650\uff0c\u4f46\u5df2\u7ecf\u5f88\u6709\u5e2e\u52a9\u3001\u5f88\u6709\u542f\u53d1\u4e86\u3002<\/p>\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u4f60\u89c9\u5f97\u8fd9\u4ece\u7528\u6237\u4f53\u9a8c\u89d2\u5ea6\u8bf4\u660e\u4e86\u4eba\u4eec\u60f3\u8981\u4ec0\u4e48\u5417\uff1f\u56e0\u4e3a\u5b66\u4e60\u65b0\u8f6f\u4ef6\u3001\u65b0UI\u662f\u9700\u8981\u4eba\u7c7b\u52aa\u529b\u7684\uff0c\u8fd9\u5728\u8fc7\u53bb\u88ab\u5ffd\u89c6\u4e86\u3002<\/strong><\/p>\n<p><strong>Karpathy\uff1a<\/strong>\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u662f\u5bf9\u7684\u3002<strong>OpenClaw\u5b9e\u73b0\u7684\u4e1c\u897f\uff0c\u672c\u8d28\u4e0a\u662f\u4ece\u201c\u4eba\u4eec\u89c9\u5f97AI\u5e94\u8be5\u662f\u4ec0\u4e48\u6837\u201d\u8fd9\u4e2a\u89d2\u5ea6\u5012\u63a8\u51fa\u6765\u7684\u3002<\/strong>\u4eba\u4eec\u5fc3\u76ee\u4e2d\u7684AI\u5176\u5b9e\u4e0d\u662f\u539f\u59cb\u610f\u4e49\u4e0a\u7684\u5927\u6a21\u578b\u2014\u2014\u5927\u6a21\u578b\u5c31\u662f\u4e2atoken\u751f\u6210\u5668\uff0c\u4f46\u4eba\u4eec\u60f3\u8c61\u4e2d\u7684AI\u662f\u90a3\u79cd\u6709\u4eba\u683c\u3001\u6709\u8eab\u4efd\u7684\u5b58\u5728\uff0c\u4f60\u53ef\u4ee5\u8ddf\u5b83\u5206\u4eab\u4e8b\u60c5\uff0c\u5b83\u4e5f\u4f1a\u8bb0\u5f97\uff0c\u5c31\u50cfWhatsApp\u80cc\u540e\u7684\u67d0\u4e2a\u5b9e\u4f53\uff0c\u66f4\u597d\u7406\u89e3\u3002<\/p>\n<p>\u6240\u4ee5\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u8bf4\uff0c<strong>OpenClaw\u5339\u914d\u4e86\u4eba\u7c7b\u5bf9AI\u884c\u4e3a\u7684\u65e2\u6709\u671f\u671b<\/strong>\uff0c\u4f46\u5e95\u5c42\u6709\u5f88\u591a\u6280\u672f\u7ec6\u8282\u3002\u6bd4\u5982\u5927\u6a21\u578b\u4f5c\u4e3a\u539f\u59cb\u539f\u8bed\u5bf9\u5927\u591a\u6570\u4eba\u6765\u8bf4\u592a\u201c\u539f\u59cb\u201d\u4e86\uff0c\u5bf9\u5f88\u591a\u4eba\u6765\u8bf4\u4e0d\u80fd\u771f\u6b63\u88ab\u5f53\u6210AI\u6765\u770b\u5f85\u3002<\/p>\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u6211\u89c9\u5f97\u8fd9\u5c31\u662f\u6211\u4eec\u7406\u89e3AI\u7684\u65b9\u5f0f\uff0c\u628a\u5b83\u63cf\u8ff0\u6210\u591a\u6bd4\u6216\u67d0\u79cd\u4eba\u683c\u663e\u7136\u80fd\u5f15\u8d77\u5171\u9e23\u3002\u6211\u89c9\u5f97\u4f60\u628a\u516d\u4e2a\u4e0d\u540c\u7684\u8f6f\u4ef6\u7cfb\u7edf\u7edf\u4e00\u8d77\u6765\u505a\u5bb6\u5ead\u81ea\u52a8\u5316\uff0c\u4e5f\u6307\u5411\u53e6\u4e00\u4e2a\u95ee\u9898\uff1a\u4eba\u4eec\u771f\u7684\u60f3\u8981\u6211\u4eec\u4eca\u5929\u62e5\u6709\u7684\u6240\u6709\u8fd9\u4e9b\u8f6f\u4ef6\u5417\uff1f\u4f60\u6240\u505a\u7684\u5c31\u662f\u628a\u8fd9\u4e9b\u786c\u4ef6\u7684\u8f6f\u4ef6\u5c42\u6216UX\u5c42\u6254\u6389\u4e86\u3002\u4f60\u89c9\u5f97\u8fd9\u662f\u4eba\u4eec\u60f3\u8981\u7684\u5417\uff1f<\/strong><\/p>\n<p><strong>Karpathy\uff1a<\/strong>\u6211\u89c9\u5f97\u6709\u79cd\u611f\u89c9\u662f\uff0c\u5e94\u7528\u5546\u5e97\u91cc\u90a3\u4e9b\u914d\u5957\u667a\u80fd\u5bb6\u5c45\u8bbe\u5907\u7684App\uff0c\u67d0\u79cd\u610f\u4e49\u4e0a\u6839\u672c\u4e0d\u5e94\u8be5\u5b58\u5728\u2014\u2014\u4e0d\u5e94\u8be5\u5c31\u662f\u4e2aAPI\u5417\uff0cAgent\u4e0d\u5e94\u8be5\u76f4\u63a5\u8c03\u7528\u5417\uff1f\u6211\u80fd\u505a\u5404\u79cd\u5bb6\u5ead\u81ea\u52a8\u5316\uff0c\u4efb\u4f55\u5355\u4e2aApp\u90fd\u505a\u4e0d\u5230\u3002\u5927\u6a21\u578b\u80fd\u9a71\u52a8\u5de5\u5177\u3001\u8c03\u7528\u6240\u6709\u6b63\u786e\u7684\u5de5\u5177\u3001\u505a\u76f8\u5f53\u590d\u6742\u7684\u4e8b\u3002<\/p>\n<p>\u8fd9\u8bf4\u660e\u4e1a\u754c\u53ef\u80fd\u751f\u4ea7\u4e86\u592a\u591a\u5b9a\u5236App\uff0c\u5b83\u4eec\u4e0d\u5e94\u8be5\u5b58\u5728\uff0c\u56e0\u4e3aAgent\u628a\u5b83\u4eec\u90fd\u7edf\u4e00\u8d77\u6765\u4e86\uff0c<strong>\u4e00\u5207\u90fd\u5e94\u8be5\u66f4\u50cf\u662f\u66b4\u9732\u51fa\u6765\u7684API\u7aef\u70b9\uff0cAgent\u662f\u7c98\u5408\u5242\uff0c\u662f\u5b9e\u9645\u8c03\u7528\u6240\u6709\u90e8\u5206\u7684\u667a\u80fd\u3002<\/strong><\/p>\n<p>\u53e6\u4e00\u4e2a\u4f8b\u5b50\u662f\u6211\u7684\u8dd1\u6b65\u673a\uff0c\u6709\u4e2a\u8dd1\u6b65\u673aApp\uff0c\u6211\u60f3\u8bb0\u5f55\u505a\u6709\u6c27\u7684\u9891\u7387\uff0c\u4f46\u6211\u4e0d\u60f3\u767b\u5f55\u7f51\u9875UI\u3001\u8d70\u6d41\u7a0b\u4ec0\u4e48\u7684\u3002\u8fd9\u4e9b\u90fd\u5e94\u8be5\u53ea\u662f\u5f00\u653e\u7684API\uff0c\u8fd9\u662f\u8d70\u5411Agent\u5316\u7f51\u7edc\u6216Agent\u4f18\u5148\u5de5\u5177\u7684\u65b9\u5411\u3002\u6240\u4ee5\u884c\u4e1a\u5fc5\u987b\u5728\u5f88\u591a\u65b9\u9762\u91cd\u65b0\u914d\u7f6e\uff0c\u5ba2\u6237\u4e0d\u518d\u662f\u4eba\u7c7b\uff0c\u800c\u662f\u4ee3\u8868\u4eba\u7c7b\u884c\u4e8b\u7684Agent\uff0c\u8fd9\u79cd\u91cd\u6784\u53ef\u80fd\u4f1a\u76f8\u5f53\u5f7b\u5e95\u3002<\/p>\n<p>\u6709\u4eba\u53cd\u9a73\u8bf4\uff0c\u6211\u4eec\u671f\u671b\u4eba\u4eecvibe code\u8fd9\u4e9b\u5de5\u5177\u5417\uff1f\u666e\u901a\u4eba\u8981\u505a\u6211\u521a\u624d\u63cf\u8ff0\u7684\u8fd9\u4e9b\u5417\uff1f\u4f46\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u8fd9\u53ea\u662f\u4eca\u5929\u7684\u6280\u672f\u73b0\u72b6\uff0c\u73b0\u5728\u6709vibe coding\uff0c\u6211\u5728\u89c2\u5bdf\u3001\u5728\u8ddf\u7cfb\u7edf\u5408\u4f5c\u3002<\/p>\n<p>\u4f46\u6211\u89c9\u5f97\u6211\u521a\u624d\u8bf4\u7684\u8fd9\u4e9b\uff0c\u4e00\u4e24\u5e74\u6216\u4e09\u5e74\u540e\u5e94\u8be5\u662f\u514d\u8d39\u7684\uff0c\u6ca1\u6709vibe coding\u53c2\u4e0e\uff0c\u8fd9\u662f\u5fae\u4e0d\u8db3\u9053\u7684\uff0c\u662f\u57fa\u672c\u8981\u6c42\uff0c\u4efb\u4f55AI\u751a\u81f3\u5f00\u6e90\u6a21\u578b\u90fd\u80fd\u505a\u8fd9\u4e2a\u3002<\/p>\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u5927\u6a21\u578b\u5e94\u8be5\u80fd\u5f88\u5bb9\u6613\u5730\u628a\u4e0d\u719f\u6089\u6280\u672f\u7684\u4eba\u7684\u610f\u56fe\uff0c\u7ffb\u8bd1\u56de\u53bb\u3002<\/strong><\/p>\n<p><strong>Karpathy\uff1a<\/strong>\u4eca\u5929\u8fd8\u662f\u9700\u8981vibe coding\uff0c\u4f46\u6ca1\u591a\u5c11\u4eba\u4f1a\u505a\u3002<\/p>\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u800c\u4e14\u4f60\u8fd8\u5f97\u505a\u4e9b\u8bbe\u8ba1\u51b3\u7b56\uff0c\u5bf9\u5427\uff1f\u6bd4\u5982\u53d6\u5e27\u3002<\/strong><\/p>\n<p><strong>Karpathy\uff1a<\/strong>\u4f46\u6211\u89c9\u5f97\u95e8\u69db\u4f1a\u964d\u4e0b\u6765\uff0c\u53ea\u662f\u4e3a\u4f60\u670d\u52a1\u7684\u4e34\u65f6\u8f6f\u4ef6\uff0c\u67d0\u4e2aOpenClaw\u5904\u7406\u6240\u6709\u7ec6\u8282\uff0c\u4f60\u4e0d\u53c2\u4e0e\u3002\u5b83\u6709\u53f0\u673a\u5668\uff0c\u4f1a\u641e\u6e05\u695a\uff0c\u53ea\u7ed9\u4f60\u5448\u73b0UI\uff0c\u4f60\u8bf4\u8bdd\u5c31\u884c\u3002<\/p>\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u4f60\u4e3a\u4ec0\u4e48\u6ca1\u628a\u4e2a\u4eba\u7528OpenClaw\u7684\u8fb9\u754c\u63a8\u5f97\u66f4\u8fdc\uff1f\u662f\u56e0\u4e3a\u4f60\u4e13\u6ce8\u66f4\u91cd\u8981\u7684\u9879\u76ee\uff0c\u6bd4\u5982\u81ea\u52a8\u7814\u7a76\uff0c\u8fd8\u662f\u5728\u7814\u7a76\u5982\u4f55\u7cbe\u901aVibe Coding\uff0c\u6216\u8005\u5176\u4ed6\u539f\u56e0\uff1f<\/strong><\/p>\n<p><strong>Karpathy\uff1a<\/strong>\u6211\u89c9\u5f97\u6211\u5206\u5fc3\u4e86\u3002\u6211\u82b1\u4e86\u4e00\u5468\u5728OpenClaw\u7684\u4e1c\u897f\u4e0a\uff0c\u4f46\u8fd8\u6709\u66f4\u591a\u5c1d\u8bd5\u53ef\u4ee5\u505a\u3002\u6211\u6ca1\u7ed9\u5b83\u90ae\u4ef6\u3001\u65e5\u5386\u548c\u5176\u4ed6\u4e1c\u897f\u7684\u8bbf\u95ee\u6743\u9650\uff0c\u56e0\u4e3a\u6211\u8fd8\u6709\u70b9\u6000\u7591\u3002<strong>\u5b83\u8fd8\u5f88\u65b0\u3001\u5f88\u7c97\u7cd9\u3002\u6211\u4e0d\u60f3\u7ed9\u5b83\u6211\u6570\u5b57\u751f\u6d3b\u7684\u5b8c\u5168\u8bbf\u95ee\u6743\u3002<\/strong>\u90e8\u5206\u539f\u56e0\u662f\u5b89\u5168\u3001\u9690\u79c1\uff0c\u4e5f\u8bb8\u8fd9\u662f\u4e3b\u5bfc\u56e0\u7d20\u3002\u4f46\u90e8\u5206\u4e5f\u786e\u5b9e\u662f\u56e0\u4e3a\u6211\u88ab\u5206\u5fc3\u4e86\u3002<\/p>\n<p><strong>04<\/strong><strong>.<\/strong><\/p>\n<p><strong>AI\u5df2\u80fd\u201c\u81ea\u52a8\u7814\u7a76\u201d<\/strong><\/p>\n<p><strong>\u4eba\u7c7b\u522b\u62d6\u540e\u817f<\/strong><\/p>\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u4f60\u63a2\u7d22\u201c\u81ea\u52a8\u7814\u7a76\u201d\u7684\u52a8\u673a\u662f\u4ec0\u4e48\uff1f\u4f60\u4e00\u76f4\u5728\u8bf4\uff0c\u60f3\u8ba9Agent\u505a\u8bad\u7ec3\u6216\u81f3\u5c11\u4f18\u5316\u6a21\u578b\u7684\u4efb\u52a1\u3002<\/strong><\/p>\n<p><strong>Karpathy\uff1a<\/strong>\u6211\u65e9\u5148\u6709\u6761\u63a8\u6587\uff0c\u5927\u610f\u662f\u4e3a\u4e86\u5145\u5206\u5229\u7528\u73b0\u5728\u53ef\u7528\u7684\u5de5\u5177\uff0c\u4f60\u5fc5\u987b\u628a\u81ea\u5df1\u4ece\u74f6\u9888\u4e2d\u79fb\u9664\uff0c\u4f60\u4e0d\u80fd\u5728\u90a3\u91cc\u5199\u63d0\u793a\u8bcd\uff0c\u6307\u6325\u6a21\u578b\u505a\u4e0b\u4e00\u4ef6\u4e8b\uff0c\u9700\u8981\u628a\u81ea\u5df1\u62bd\u79bb\u51fa\u6765\uff0c\u5b89\u6392\u597d\u4efb\u52a1\u8ba9\u5b83\u4eec\u5b8c\u5168\u81ea\u4e3b\u3002\u600e\u4e48\u5728\u4e0d\u53c2\u4e0e\u5faa\u73af\u7684\u60c5\u51b5\u4e0b\uff0c\u6700\u5927\u5316\u4f60\u7684token\u541e\u5410\u91cf\uff0c\u8fd9\u624d\u662f\u76ee\u6807\u3002<\/p>\n<p>\u73b0\u5728\u8981\u505a\u7684\u5c31\u662f\u589e\u52a0\u4f60\u7684\u6760\u6746\uff0c\u6211\u53ea\u8f93\u5165\u5f88\u5c11\u7684token\uff0c\u5076\u5c14\u4e00\u6b21\uff0c\u4f46\u662f\u6709\u5927\u91cf\u4e8b\u60c5\u6b63\u5728\u53d1\u751f\u3002<\/p>\n<p>\u4eba\u4eec\u559c\u6b22\u8fd9\u4e2a\u6982\u5ff5\uff0c\u4f46\u53ef\u80fd\u6ca1\u5b8c\u5168\u60f3\u901a\u542b\u4e49\u3002\u5bf9\u6211\u6765\u8bf4\uff0c\u81ea\u52a8\u7814\u7a76\u5458\u5c31\u662f\u4e0a\u8ff0\u89c2\u70b9\u7684\u6848\u4f8b\u4e4b\u4e00\u2014\u2014<strong>\u6211\u4e0d\u60f3\u505a\u7814\u7a76\u8005\uff0c\u770b\u7ed3\u679c\u4ec0\u4e48\u7684\uff0c\u6211\u5728\u62d6\u7cfb\u7edf\u540e\u817f\uff0c\u6240\u4ee5\u95ee\u9898\u662f\u600e\u4e48\u91cd\u6784\u6240\u6709\u62bd\u8c61\u5c42\u3002<\/strong><\/p>\n<p>\u6211\u4eec\u8981\u505a\u7684\u5c31\u662f\u8ba9Agent\u80fd\u8fd0\u884c\u66f4\u957f\u65f6\u95f4\u3001\u4e0d\u7528\u4f60\u53c2\u4e0e\u3001\u4ee3\u8868\u4f60\u505a\u4e8b\u3002\u6240\u8c13\u7684\u81ea\u52a8\u7814\u7a76\u5458\u5c31\u662f\uff0c\u4f60\u544a\u8bc9Agent\uff0c\u8fd9\u662f\u76ee\u6807\uff0c\u8fd9\u662f\u6307\u6807\uff0c\u8fd9\u662f\u80fd\u505a\u548c\u4e0d\u80fd\u505a\u7684\u4e8b\u60c5\uff0c\u653e\u624b\u53bb\u505a\u5427\u3002<\/p>\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u4f60\u5bf9\u5b83\u7684\u6709\u6548\u6027\u611f\u5230\u60ca\u8bb6\u3002<\/strong><\/p>\n<p><strong>Karpathy\uff1a<\/strong>\u5bf9\uff0c\u6211\u6ca1\u60f3\u5230\u4f1a\u6709\u6548\u3002\u6211\u6709nanoGPT\u8fd9\u4e2a\u9879\u76ee\uff0c\u5f88\u591a\u4eba\u4e0d\u7406\u89e3\u6211\u5bf9\u8bad\u7ec3GPT-2\u6a21\u578b\u7684\u7740\u8ff7\uff0c\u4f46\u5bf9\u6211\u6765\u8bf4\uff0c\u8bad\u7ec3GPT\u6a21\u578b\u53ea\u662f\u4e2a\u5c0f\u5de5\u5177\u3001\u5c0f\u6e38\u4e50\u573a\u3002\u6211\u771f\u6b63\u66f4\u611f\u5174\u8da3\u7684\u662f\u9012\u5f52\u81ea\u6211\u6539\u8fdb\u8fd9\u4e2a\u60f3\u6cd5\uff0c\u4ee5\u53ca\u5927\u6a21\u578b\u80fd\u5728\u591a\u5927\u7a0b\u5ea6\u4e0a\u6539\u8fdb\u5927\u6a21\u578b\u3002\u6240\u6709\u524d\u6cbf\u5b9e\u9a8c\u5ba4\u90fd\u5728\u505a\u8fd9\u4ef6\u4e8b\uff0c\u4ed6\u4eec\u90fd\u5728\u5927\u81f4\u5c1d\u8bd5\u9012\u5f52\u81ea\u6211\u6539\u8fdb\u3002<\/p>\n<p>\u8fd9\u4e2a\u9879\u76ee\u5bf9\u6211\u6765\u8bf4\u5c31\u662f\u4e00\u4e2a\u5c0f\u6e38\u4e50\u573a\u3002\u6211\u5df2\u7ecf\u7528\u7ecf\u5178\u7684\u624b\u5de5\u65b9\u5f0f\u8c03\u8fc7nanoGPT\u4e86\u2014\u2014\u6211\u662f\u7814\u7a76\u8005\uff0c\u505a\u4e86\u5927\u6982\u4e8c\u5341\u5e74\u3002\u6211\u505a\u4e86\u5f88\u591a\u5b9e\u9a8c\uff0c\u505a\u4e86\u8d85\u53c2\u6570\u8c03\u4f18\uff0c\u505a\u4e86\u6240\u6709\u4e8b\uff0c\u975e\u5e38\u719f\u7ec3\uff0c\u8fbe\u5230\u4e86\u67d0\u4e2a\u70b9\uff0c\u6211\u89c9\u5f97\u8c03\u5f97\u76f8\u5f53\u597d\u4e86\u3002<\/p>\n<p>\u7136\u540e\u6211\u8ba9\u81ea\u52a8\u7814\u7a76\u8dd1\u4e86\u4e00\u665a\u4e0a\uff0c\u5b83\u7ed9\u6211\u5e26\u6765\u4e86\u6211\u5ffd\u7565\u7684\u8c03\u4f18\u7a7a\u95f4\uff0c\u6bd4\u5982\u6211\u786e\u5b9e\u5fd8\u4e86\u503c\u5d4c\u5165\u7684\u6743\u91cd\u8870\u51cf\uff0c\u6211\u7684Adam beta\u6ca1\u5145\u5206\u8c03\u597d\uff0c\u8fd9\u4e9b\u4e1c\u897f\u662f\u8054\u5408\u4ea4\u4e92\u7684\uff0c\u4e00\u65e6\u8c03\u4e00\u4e2a\uff0c\u5176\u4ed6\u7684\u4e5f\u53ef\u80fd\u8981\u53d8\u3002<\/p>\n<p>\u6211\u4e0d\u5e94\u8be5\u662f\u74f6\u9888\uff0c\u6211\u4e0d\u5e94\u8be5\u8dd1\u8fd9\u4e9b\u8d85\u53c2\u6570\u641c\u7d22\u4f18\u5316\uff0c\u6211\u4e0d\u5e94\u8be5\u770b\u7ed3\u679c\uff0c\u8fd9\u79cd\u60c5\u51b5\u6709\u5ba2\u89c2\u6807\u51c6\u3002\u6240\u4ee5\u4f60\u53ea\u9700\u5b89\u6392\u597dAgent\uff0c\u8ba9\u5b83\u80fd\u4e00\u76f4\u8dd1\u4e0b\u53bb\u3002\u6211\u5f88\u60ca\u8bb6\u5b83\u627e\u5230\u4e86\u8fd9\u4e9b\u8c03\u4f18\u7a7a\u95f4\uff0c\u4ee3\u7801\u5e93\u5df2\u7ecf\u9ad8\u5ea6\u4f18\u5316\u4e86\u3002<\/p>\n<p>\u800c\u8fd9\u8fd8\u53ea\u662f\u5355\u5faa\u73af\uff0c\u524d\u6cbfAI\u5b9e\u9a8c\u5ba4\u6709\u6570\u4ee5\u4e07\u8ba1GPU\u7684\u96c6\u7fa4\u3002\u4e0d\u96be\u60f3\u8c61\uff0c\u53ef\u4ee5\u5728\u8f83\u5c0f\u6a21\u578b\u4e0a\u8fdb\u884c\u5927\u91cf\u8fd9\u79cd\u7814\u7a76\u3002\u6240\u6709\u524d\u6cbfAI\u6a21\u578b\u90fd\u662f\u5173\u4e8e\u5916\u63a8\u548cScaling\u635f\u5931\u7684\uff0c\u53ef\u4ee5\u5728\u8f83\u5c0f\u6a21\u578b\u4e0a\u505a\u5927\u91cf\u63a2\u7d22\uff0c\u7136\u540e\u5c1d\u8bd5\u5916\u63a8\u51fa\u53bb\u3002<\/p>\n<p>\u4e3b\u6301\u4eba\uff1a\u4f60\u7684\u610f\u601d\u662f\uff0c\u5982\u679c\u80fd\u66f4\u597d\u5730\u8fdb\u884c\u8fd9\u79cd\u5b9e\u9a8c\uff0c\u90a3\u7814\u53d1\u6548\u7387\u4f1a\u5927\u5e45\u63d0\u5347\uff0c\u5728\u6269\u5927\u6a21\u578b\u89c4\u6a21\u65f6\uff0c\u4e5f\u4f1a\u6709\u66f4\u660e\u786e\u7684\u65b9\u5411\u3002<\/p>\n<p><strong>Karpathy\uff1a<\/strong>\u662f\u7684\u3002\u6211\u89c9\u5f97\u76ee\u524d\u6700\u6709\u8da3\u3001\u53ef\u80fd\u4e5f\u662f\u9876\u5c16\u5b9e\u9a8c\u5ba4\u6b63\u5728\u653b\u514b\u7684\u9879\u76ee\uff0c\u5c31\u662f\u5728\u5c0f\u6a21\u578b\u4e0a\u505a\u5b9e\u9a8c\u3002\u4f60\u4f1a\u8bd5\u56fe\u8ba9\u5b9e\u9a8c\u8fc7\u7a0b\u5c3d\u53ef\u80fd\u81ea\u52a8\u5316\uff0c\u628a\u7814\u7a76\u5458\u4ece\u73af\u8282\u4e2d\u8e22\u51fa\u53bb\u3002<strong>\u7814\u7a76\u5458\u4eec\u5f80\u5f80\u6709\u79cd\u201c\u8fc7\u5ea6\u81ea\u4fe1\u201d\uff0c\u5176\u5b9e\u4ed6\u4eec\u4e0d\u8be5\u63d2\u624b\u8fd9\u4e9b\u8fc7\u7a0b\u3002<\/strong>\u4f60\u5f97\u91cd\u5199\u6574\u4e2a\u6d41\u7a0b\uff0c\u867d\u7136\u73b0\u5728\u7814\u7a76\u5458\u8fd8\u80fd\u63d0\u4f9b\u70b9\u60f3\u6cd5\uff0c\u4f46\u4e0d\u8be5\u7531\u4ed6\u4eec\u53bb\u6267\u884c\u3002<\/p>\n<p>\u60f3\u8c61\u4e00\u4e0b\uff0c\u6709\u4e00\u4e2a\u70b9\u5b50\u961f\u5217\uff0c\u53ef\u80fd\u8fd8\u6709\u4e00\u4e2a\u201c\u81ea\u52a8\u5316\u7814\u7a76\u5458\u201d\uff0c\u5b83\u6839\u636e\u6240\u6709\u7684arXiv\u8bba\u6587\u548cGitHub\u4ed3\u5e93\u4ea7\u751f\u7075\u611f\u5e76\u8f93\u5165\u961f\u5217\uff1b\u4eba\u7c7b\u7814\u7a76\u5458\u4e5f\u53ef\u4ee5\u8d21\u732e\u70b9\u5b50\uff0c\u4f46\u5b83\u4eec\u90fd\u8fdb\u5165\u540c\u4e00\u4e2a\u961f\u5217\u3002\u7136\u540e\u7531\u81ea\u52a8\u5316Agent\u53bb\u6293\u53d6\u4efb\u52a1\u5e76\u5c1d\u8bd5\u3002\u884c\u5f97\u901a\u7684\u4ee3\u7801\u5c31\u8fdb\u5165\u529f\u80fd\u5206\u652f\uff0c\u4eba\u5de5\u53ea\u9700\u5076\u5c14\u76d1\u63a7\u4e00\u4e0b\u5e76\u5408\u5e76\u5230\u4e3b\u5206\u652f\u3002<\/p>\n<p><strong>\u603b\u4e4b\uff0c\u5c31\u662f\u628a\u4eba\u4ece\u6240\u6709\u6d41\u7a0b\u4e2d\u64a4\u8d70\uff0c\u5c3d\u53ef\u80fd\u81ea\u52a8\u5316\uff0c\u8ffd\u6c42\u6781\u9ad8\u7684Token\u541e\u5410\u91cf\u3002<\/strong>\u8fd9\u9700\u8981\u91cd\u65b0\u601d\u8003\u6240\u6709\u7684\u62bd\u8c61\u5c42\uff0c\u4e00\u5207\u90fd\u8981\u63a8\u5012\u91cd\u6765\u3002\u8fd9\u975e\u5e38\u4ee4\u4eba\u5174\u594b\u3002<\/p>\n<p><strong>05<\/strong><strong>.<\/strong><\/p>\n<p><strong>AI\u80fd\u529b\u5448\u201c\u952f\u9f7f\u72b6\u201d\u5206\u5e03\uff1a<\/strong><\/p>\n<p><strong>\u6709\u65f6\u50cf\u5929\u624d\uff0c\u6709\u65f6\u50cf10\u5c81\u5c0f\u5b69<\/strong><\/p>\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u5982\u679c\u6211\u4eec\u518d\u5f80\u6df1\u5904\u63a8\u6f14\u4e00\u7ea7\uff0c\u6a21\u578b\u4ec0\u4e48\u65f6\u5019\u80fd\u5199\u51fa\u6bd4\u4f60\u66f4\u597d\u7684\u201cprogram.md\u201d\uff1f<\/strong><\/p>\n<p><strong>Karpathy\uff1a<\/strong>\u201cprogram.md\u201d\u662f\u6211\u5c1d\u8bd5\u63cf\u8ff0\u81ea\u52a8\u5316\u7814\u7a76\u5458\u5982\u4f55\u5de5\u4f5c\u7684\u4e00\u4e2a\u7b80\u964b\u8349\u6848\u2014\u2014\u6bd4\u5982\u201c\u5148\u505a\u8fd9\u4e2a\uff0c\u518d\u505a\u90a3\u4e2a\uff0c\u5c1d\u8bd5\u8fd9\u4e9b\u67b6\u6784\u6216\u4f18\u5316\u5668\u7684\u70b9\u5b50\u201d\u3002\u6211\u53ea\u662f\u7528Markdown\u968f\u624b\u5199\u51fa\u6765\u7684\u3002\u4f60\u80af\u5b9a\u60f3\u8981\u4e00\u79cd\u81ea\u52a8\u5316\u7814\u7a76\u5faa\u73af\uff0c\u53bb\u5bfb\u627e\u66f4\u4f18\u7684\u65b9\u6848\u3002\u4f60\u53ef\u4ee5\u60f3\u8c61\uff0c\u4e0d\u540c\u7684\u201cprogram.md\u201d\u4f1a\u5e26\u6765\u4e0d\u540c\u7684\u8fdb\u5c55\u3002<\/p>\n<p>\u6bcf\u4e00\u4e2a\u7814\u7a76\u673a\u6784\u5176\u5b9e\u90fd\u53ef\u4ee5\u7531\u4e00\u4e2a\u201cprogram.md\u201d\u6765\u63cf\u8ff0\u3002\u4e00\u4e2a\u7814\u7a76\u673a\u6784\u5c31\u662f\u4e00\u7ec4\u63cf\u8ff0\u89d2\u8272\u548c\u8fde\u63a5\u65b9\u5f0f\u7684Markdown\u6587\u4ef6\u3002\u4f60\u53ef\u4ee5\u60f3\u8c61\u4e00\u4e2a\u66f4\u9ad8\u6548\u7684\u673a\u6784\uff1a\u4e5f\u8bb8\u4ed6\u4eec\u65e9\u4e0a\u7684\u4f1a\u66f4\u5c11\uff0c\u56e0\u4e3a\u90a3\u7eaf\u5c5e\u6d6a\u8d39\u65f6\u95f4\u3002\u65e2\u7136\u8fd9\u4e00\u5207\u90fd\u662f\u4ee3\u7801\uff0c\u4f60\u5c31\u53ef\u4ee5\u5fae\u8c03\u5b83\uff1a\u6709\u7684\u5f00\u4f1a\u5c11\uff0c\u6709\u7684\u504f\u597d\u9ad8\u98ce\u9669\u3002<\/p>\n<p>\u4f60\u53ef\u4ee5\u6253\u9020\u591a\u4e2a\u4e0d\u540c\u7684\u7814\u7a76\u673a\u6784\uff0c\u6bcf\u4e2a\u673a\u6784\u90fd\u4ee5\u4ee3\u7801\u8868\u793a\uff0c\u6709\u4e86\u4ee3\u7801\u5c31\u53ef\u4ee5\u5bf9\u5176\u8fdb\u884c\u4f18\u5316\u3002\u4f60\u53ef\u4ee5\u5206\u6790\u8fdb\u6b65\u662f\u4ece\u54ea\u513f\u6765\u7684\uff0c\u7136\u540e\u8c03\u6574\u201cprogram.md\u201d\uff0c\u8ba9\u5b83\u591a\u505a\u6709\u6548\u7684\u4e8b\uff0c\u5c11\u505a\u6ca1\u7528\u7684\u4e8b\u3002<\/p>\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u8fd9\u5c31\u662f\u5143\u4f18\u5316\uff08Meta Optimization\uff09\u3002<\/strong><\/p>\n<p><strong>Karpathy\uff1a<\/strong>\u8fd9\u4e3b\u610f\u5f88\u68d2\uff0c\u4f46\u5f97\u4e00\u6b65\u6b65\u6765\u3002\u8fd9\u5c31\u50cf\u5265\u6d0b\u8471\uff1a\u73b0\u5728\u5927\u6a21\u578b\u90e8\u5206\u5df2\u7ecf\u662f\u5e38\u6001\u4e86\uff0c\u667a\u80fd\u4f53\u90e8\u5206\u4e5f\u662f\u5e38\u6001\u4e86\uff0c\u50cfOpenClaw\u4e5f\u662f\u5e38\u6001\u4e86\u3002\u73b0\u5728\u4f60\u53ef\u4ee5\u62e5\u6709\u591a\u4e2a\u5b9e\u4f53\uff0c\u7ed9\u5b83\u4eec\u6307\u4ee4\uff0c\u751a\u81f3\u5bf9\u6307\u4ee4\u8fdb\u884c\u4f18\u5316\u3002\u8fd9\u4fe1\u606f\u91cf\u786e\u5b9e\u6709\u70b9\u5927\uff0c\u751a\u81f3\u8ba9\u4eba\u611f\u89c9\u6709\u70b9\u201c\u7cbe\u795e\u9519\u4e71\u201d\uff0c\u56e0\u4e3a\u5b83\u662f\u65e0\u9650\u5d4c\u5957\u7684\uff0c\u800c\u4e14\u4e00\u5207\u90fd\u8fd8\u5904\u4e8e\u65e9\u671f\u9636\u6bb5\u3002<\/p>\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u5982\u679c\u6211\u4eec\u8981\u5224\u65ad\u5f53\u4e0b\uff0c\u4ec0\u4e48\u6837\u7684\u6280\u672f\u624d\u662f\u6838\u5fc3\uff1f\u6211\u4eec\u662f\u5426\u5e94\u8be5\u5728\u5404\u4e2a\u9886\u57df\u90fd\u5c1d\u8bd5\u5b9e\u73b0\u8fd9\u79cd\u201c\u53bb\u4eba\u5316\u201d\u7684\u81ea\u52a8\u5316\u5faa\u73af\uff1f\u6838\u5fc3\u662f\u5efa\u7acb\u6307\u6807\uff0c\u8fd8\u662f\u521b\u9020\u8ba9Agent\u5728\u6ca1\u6709\u4f60\u7684\u60c5\u51b5\u4e0b\u6301\u7eed\u5de5\u4f5c\u7684\u80fd\u529b\u3002\u90a3\u201c\u6027\u80fd\u5de5\u7a0b\u201d\uff08Performance Engineering\uff09\u8fd8\u6709\u5730\u4f4d\u5417\uff1f<\/strong><\/p>\n<p><strong>Karpathy\uff1a<\/strong>\u5173\u4e8eAI\u751f\u6001\u6211\u6709\u51e0\u70b9\u60f3\u63d0\u9192\u3002<strong>\u7b2c\u4e00\uff0c\u8fd9\u79cd\u6a21\u5f0f\u6781\u5176\u9002\u5408\u90a3\u4e9b\u6709\u5ba2\u89c2\u6307\u6807\u3001\u6613\u4e8e\u8bc4\u4f30\u7684\u9886\u57df\u3002<\/strong>\u6bd4\u5982\u7f16\u5199\u66f4\u9ad8\u6548\u7684CUDA\u7b97\u5b50\u3002\u6709\u4e00\u6bb5\u4f4e\u6548\u4ee3\u7801\uff0c\u60f3\u8981\u4e00\u6bb5\u884c\u4e3a\u5b8c\u5168\u4e00\u81f4\u4f46\u901f\u5ea6\u66f4\u5feb\u7684\u9ad8\u6548\u4ee3\u7801\uff0c\u8fd9\u662f\u81ea\u52a8\u5316\u7814\u7a76\u7684\u5b8c\u7f8e\u573a\u666f\u3002\u4f46\u5982\u679c\u4f60\u65e0\u6cd5\u8bc4\u4f30\uff0c\u4f60\u5c31\u6ca1\u6cd5\u5bf9\u5176\u8fdb\u884c\u81ea\u52a8\u5316\u7814\u7a76\u3002<\/p>\n<p><strong>\u7b2c\u4e8c\uff0c\u867d\u7136\u6211\u4eec\u80fd\u770b\u5230\u4e0b\u4e00\u6b65\uff0c\u4f46\u6a21\u578b\u7684\u57fa\u672c\u529f\u5c42\u9762\u5176\u5b9e\u8fd8\u6709\u5f88\u591a\u4e0d\u8db3\uff0c\u6ca1\u5b8c\u5168\u8dd1\u901a\u3002\u5982\u679c\u4f60\u6b65\u5b50\u8de8\u5f97\u592a\u5927\uff0c\u6700\u540e\u53ef\u80fd\u53cd\u800c\u6ca1\u7528\u3002<\/strong>\u73b0\u5728\u7684\u6a21\u578b\u867d\u7136\u8fdb\u6b65\u5f88\u5927\uff0c\u4f46\u5728\u67d0\u4e9b\u65b9\u9762\u8fd8\u662f\u6bd4\u8f83\u7c97\u7cd9\u3002\u6211\u611f\u89c9\u81ea\u5df1\u540c\u65f6\u5728\u548c\u4e00\u4e2a\u5929\u624d\u7ea7\u7684\u7cfb\u7edf\u7a0b\u5e8f\u5458\u4ee5\u53ca\u4e00\u4e2a10\u5c81\u5c0f\u5b69\u5bf9\u8bdd\u3002<\/p>\n<p>\u8fd9\u79cd\u201c\u952f\u9f7f\u72b6\u201d\uff08Jaggedness\uff09\u7684\u80fd\u529b\u5206\u5e03\u5f88\u5947\u602a\uff0c\u4eba\u7c7b\u7684\u80fd\u529b\u901a\u5e38\u66f4\u5747\u8861\u3002\u6709\u65f6\u5019\u6211\u8981\u6c42\u4e00\u4e2a\u529f\u80fd\uff0c\u7ed3\u679cAgent\u7ed9\u6211\u7684\u5b8c\u5168\u662f\u9519\u7684\uff0c\u7136\u540e\u9677\u5165\u5b8c\u5168\u9519\u8bef\u7684\u5faa\u73af\uff0c\u6211\u5c31\u7279\u522b\u5d29\u6e83\u3002\u660e\u660e\u80fd\u611f\u89c9\u5230\u5b83\u7684\u5f3a\u5927\uff0c\u4f46\u5b83\u5076\u5c14\u8fd8\u662f\u4f1a\u5e72\u51fa\u5b8c\u5168\u6ca1\u9053\u7406\u7684\u4e8b\u60c5\u3002<\/p>\n<p><strong>06<\/strong><strong>.<\/strong><\/p>\n<p><strong>\u6a21\u578b\u80fd\u529b\u201c\u6cdb\u5316\u201d\u4ecd\u7136\u5b58\u7591\uff0c<\/strong><\/p>\n<p><strong>\u4e00\u5207\u90fd\u5377\u5728\u4e0d\u900f\u660e\u7684\u795e\u7ecf\u7f51\u7edc\u91cc<\/strong><\/p>\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u5f53\u6211\u53d1\u73b0Agent\u5728\u4e00\u4e9b\u663e\u800c\u6613\u89c1\u7684\u95ee\u9898\u4e0a\u6d6a\u8d39\u4e86\u5927\u91cf\u7b97\u529b\u65f6\uff0c\u6211\u4f1a\u975e\u5e38\u607c\u706b\u3002<\/strong><\/p>\n<p><strong>Karpathy\uff1a\u6211\u731c\u8fd9\u80cc\u540e\u7684\u6df1\u5c42\u539f\u56e0\u662f\uff1a\u8fd9\u4e9b\u6a21\u578b\u662f\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u8bad\u7ec3\u7684\u3002<\/strong>\u5b83\u4eec\u4e5f\u9762\u4e34\u6211\u4eec\u521a\u624d\u804a\u5230\u7684\u95ee\u9898\uff1a\u5b9e\u9a8c\u5ba4\u53ea\u80fd\u5728\u53ef\u9a8c\u8bc1\u3001\u6709\u5956\u52b1\u53cd\u9988\u7684\u9886\u57df\u63d0\u5347\u6a21\u578b\u3002\u4ee3\u7801\u5199\u5bf9\u4e86\u5417\uff1f\u5355\u5143\u6d4b\u8bd5\u8fc7\u4e86\u5417\uff1f\u8fd9\u4e9b\u597d\u529e\u3002<\/p>\n<p>\u4f46\u5b83\u4eec\u5728\u6bd4\u8f83\u201c\u8f6f\u201d\u7684\u4e1c\u897f\u4e0a\u5c31\u6323\u624e\u4e86\uff0c\u6bd4\u5982\uff1a\u6211\u5230\u5e95\u60f3\u8981\u4ec0\u4e48\u7ec6\u5fae\u5dee\u522b\uff1f\u6211\u610f\u56fe\u662f\u4ec0\u4e48\uff1f\u4ec0\u4e48\u65f6\u5019\u8be5\u53cd\u95ee\u6211\u6c42\u6f84\u6e05\uff1f\u51e1\u662f\u611f\u89c9\u6bd4\u8f83\u6a21\u7cca\u3001\u4e0d\u660e\u786e\u7684\u9886\u57df\uff0c\u5b83\u4eec\u5c31\u660e\u663e\u5dee\u5f88\u591a\u3002<\/p>\n<p>\u6240\u4ee5\u4f60\u8981\u4e48\u5c31\u5728\u8f68\u9053\u4e0a\uff0c\u5c5e\u4e8e\u8d85\u7ea7\u667a\u80fd\u7684\u4e00\u90e8\u5206\uff0c\u8981\u4e48\u5c31\u504f\u79bb\u8f68\u9053\uff0c\u8fdb\u5165\u4e86\u4e0d\u53ef\u9a8c\u8bc1\u7684\u9886\u57df\uff0c\u7136\u540e\u4e00\u5207\u5c31\u5f00\u59cb\u6f2b\u65e0\u76ee\u7684\u5730\u6e38\u8361\u3002<\/p>\n<p>\u6362\u4e2a\u8bf4\u6cd5\uff1a\u4f60\u4eca\u5929\u53bb\u7528\u6700\u5f3a\u7684ChatGPT\uff0c\u8bf4\u201c\u7ed9\u6211\u8bb2\u4e2a\u7b11\u8bdd\u201d\uff0c\u4f60\u5927\u6982\u7387\u77e5\u9053\u4f1a\u5f97\u5230\u54ea\u4e2a\u7b11\u8bdd\u3002<\/p>\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u6211\u731cChatGPT\u5927\u6982\u7ffb\u6765\u8986\u53bb\u5c31\u90a3\u4e09\u4e2a\u7b11\u8bdd\u3002<\/strong><\/p>\n<p><strong>Karpathy\uff1a<\/strong>\u6ca1\u9519\u3002\u6240\u6709\u5927\u6a21\u578b\u6700\u7231\u8bb2\u7684\u7b11\u8bdd\u6c38\u8fdc\u662f\uff1a\u201c\u4e3a\u4ec0\u4e48\u79d1\u5b66\u5bb6\u4e0d\u4fe1\u4efb\u539f\u5b50\uff08Atoms\uff09\uff1f\u56e0\u4e3a\u5b83\u4eec\u6784\u6210\u4e86\uff08Make up\uff0c\u4e5f\u6709\u7f16\u9020\u4e4b\u610f\uff09\u4e00\u5207\u3002\u201d<\/p>\n<p>\u8fd9\u662f\u4e09\u56db\u5e74\u524d\u6a21\u578b\u8bb2\u7684\u7b11\u8bdd\uff0c\u73b0\u5728\u4f9d\u7136\u662f\u3002\u5c3d\u7ba1\u6a21\u578b\u5728Agent\u4efb\u52a1\u4e0a\u5df2\u7ecf\u80fd\u79fb\u5c71\u586b\u6d77\uff0c\u53ef\u4f60\u4e00\u8ba9\u5b83\u8bb2\u7b11\u8bdd\uff0c\u5b83\u8fd8\u662f\u4e94\u5e74\u524d\u7684\u70c2\u6897\u3002<\/p>\n<p>\u56e0\u4e3a\u8fd9\u4e0d\u5728\u5f3a\u5316\u5b66\u4e60\u7684\u4f18\u5316\u8303\u56f4\u5185\uff0c<strong>\u5b83\u662f\u201c\u952f\u9f7f\u72b6\u80fd\u529b\u201d\u4e2d\u7684\u6d3c\u5730<\/strong>\u3002\u6a21\u578b\u80fd\u529b\u63d0\u5347\u7684\u540c\u65f6\uff0c\u8bb2\u7b11\u8bdd\u7684\u80fd\u529b\u5e76\u6ca1\u6709\u63d0\u5347\u3002\u5b83\u6ca1\u6709\u4f18\u5316\uff0c\u800c\u662f\u505c\u7559\u5728\u4e86\u539f\u5730\u3002<\/p>\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u8fd9\u662f\u5426\u8bf4\u660e\u6211\u4eec\u5728\u201c\u6cdb\u5316\u201d\u610f\u4e49\u4e0a\u5e76\u6ca1\u6709\u770b\u5230\u66f4\u5e7f\u7684\u667a\u80fd\u2014\u2014\u6bd4\u5982\u8bb2\u7b11\u8bdd\u7684\u806a\u660e\u5ea6\u5e76\u6ca1\u6709\u8ddf\u5199\u4ee3\u7801\u7684\u806a\u660e\u5ea6\u7ed1\u5b9a\u5728\u4e00\u8d77\uff1f<\/strong><\/p>\n<p><strong>Karpathy\uff1a<\/strong>\u5bf9\uff0c\u6211\u89c9\u5f97\u786e\u5b9e\u5b58\u5728\u4e00\u5b9a\u7a0b\u5ea6\u7684\u89e3\u8026\u3002\u6709\u4e9b\u4e1c\u897f\u53ef\u9a8c\u8bc1\u3001\u88ab\u91cd\u70b9\u4f18\u5316\uff1b\u6709\u4e9b\u4e1c\u897f\u6ca1\u6709\u88ab\u4f18\u5316\u3002\u6709\u4e9b\u9886\u57df\u5b9e\u9a8c\u5ba4\u6839\u636e\u8bad\u7ec3\u6570\u636e\u968f\u610f\u4f18\u5316\uff0c\u6709\u4e9b\u6839\u672c\u6ca1\u52a8\u3002<\/p>\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u6709\u4e00\u4e9b\u7814\u7a76\u7ec4\u7684\u524d\u63d0\u662f\uff1a\u5982\u679c\u4f60\u5728\u4ee3\u7801\u751f\u6210\u7b49\u53ef\u9a8c\u8bc1\u9886\u57df\u53d8\u5f97\u66f4\u806a\u660e\uff0c\u5c31\u5e94\u8be5\u5728\u6240\u6709\u9886\u57df\u90fd\u66f4\u806a\u660e\u3002\u4f46\u7b11\u8bdd\u8fd9\u4e2a\u4f8b\u5b50\u8bf4\u660e\uff0c\u81f3\u5c11\u76ee\u524d\u5e76\u6ca1\u6709\u53d1\u751f\u5168\u9762\u7684\u6ea2\u51fa\u3002<\/strong><\/p>\n<p><strong>Karpathy\uff1a<\/strong>\u6211\u4e5f\u4e0d\u89c9\u5f97\u53d1\u751f\u4e86\u3002\u6211\u89c9\u5f97\u6709\u4e00\u70b9\u70b9\uff0c\u4f46\u8fdc\u6ca1\u6709\u8fbe\u5230\u8ba9\u4eba\u6ee1\u610f\u7684\u7a0b\u5ea6\u3002<\/p>\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u4eba\u7c7b\u4e5f\u6709\u8fd9\u79cd\u7279\u8d28\u3002\u4f60\u53ef\u4ee5\u6570\u5b66\u6781\u5176\u5389\u5bb3\uff0c\u4f46\u8bb2\u7b11\u8bdd\u5de8\u70c2\u3002<\/strong><\/p>\n<p><strong>Karpathy\uff1a<\/strong>\u4f46\u8fd9\u4e5f\u8bf4\u660e\uff0c\u6211\u4eec\u5e76\u6ca1\u6709\u5f97\u5230\u90a3\u79cd\u201c\u6a21\u578b\u8d8a\u5f3a\uff0c\u6240\u6709\u9886\u57df\u7684\u667a\u80fd\u90fd\u81ea\u7136\u800c\u7136\u8ddf\u7740\u53d8\u5f3a\u201d\u7684\u6545\u4e8b\u3002\u5e76\u4e0d\u662f\u8fd9\u6837\u3002\u5b58\u5728\u76f2\u533a\uff0c\u6709\u4e9b\u4e1c\u897f\u6839\u672c\u6ca1\u88ab\u4f18\u5316\u3002\u8fd9\u4e00\u5207\u90fd\u5377\u5728\u4e0d\u900f\u660e\u7684\u795e\u7ecf\u7f51\u7edc\u91cc\u3002<\/p>\n<p>\u5982\u679c\u662f\u83b7\u5f97\u9488\u5bf9\u6027\u8bad\u7ec3\u7684\u80fd\u529b\uff0c\u5c31\u4f1a\u5149\u901f\u524d\u8fdb\uff0c\u5982\u679c\u4e0d\u5728\u8fd9\u4e00\u8303\u56f4\u5185\uff0c\u8868\u73b0\u5c31\u4e0d\u4f73\u3002\u8fd9\u5c31\u662f\u80fd\u529b\u7684\u53c2\u5dee\u4e0d\u9f50\u3002<\/p>\n<p>\u5373\u4f7f\u65b9\u5411\u5f88\u660e\u663e\uff0c\u4e5f\u8fd8\u4e0d\u80fd\u5b8c\u5168\u653e\u624b\u8ba9\u5b83\u8dd1\uff0c\u56e0\u4e3a\u5b83\u8fd8\u6ca1\u5b8c\u5168\u8dd1\u901a\u2014\u2014\u8981\u4e48\u662f\u6280\u672f\u8fd8\u6ca1\u6210\u719f\uff0c\u8981\u4e48\u662f\u6211\u4eec\u8fd8\u6ca1\u641e\u660e\u767d\u600e\u4e48\u7528\u3002<\/p>\n<p><strong>07<\/strong><strong>.<\/strong><\/p>\n<p><strong>\u5927\u6a21\u578b\u4f1a\u51fa\u73b0\u66f4\u591a\u201c\u7269\u79cd\u5206\u5316\u201d<\/strong><\/p>\n<p><strong>\u4f46\u76f8\u5173\u6280\u672f\u4ecd\u4e0d\u6210\u719f<\/strong><\/p>\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u6211\u80fd\u95ee\u4e00\u4e2a\u6709\u70b9\u5927\u9006\u4e0d\u9053\u7684\u95ee\u9898\u5417\uff1f\u6211\u4eec\u73b0\u5728\u8fd8\u662f\u628a\u6a21\u578b\u6253\u5305\u6210\u4e00\u4e2a\u5355\u4f53\u6a21\u578b\uff0c\u4f46\u5982\u679c\u8fd9\u79cd\u53c2\u5dee\u4e0d\u9f50\u7684\u80fd\u529b\u5206\u5e03\u4f1a\u4e00\u76f4\u5b58\u5728\uff0c\u90a3\u662f\u5426\u5e94\u8be5\u628a\u6a21\u578b\u62c6\u5f00\uff0c\u62c6\u6210\u53ef\u4ee5\u5728\u4e0d\u540c\u667a\u80fd\u9886\u57df\u5206\u522b\u4f18\u5316\u3001\u5206\u522b\u6539\u8fdb\u7684\u4e1c\u897f\uff1f\u6bd4\u5982\u62c6\u6210\u591a\u4e2a\u4e13\u5bb6\u6a21\u578b\uff08Mixture of Experts\uff09\uff0c\u6bcf\u4e2a\u4e13\u6ce8\u4e0d\u540c\u9886\u57df\u3002<\/strong><\/p>\n<p><strong>\u800c\u4e0d\u662f\u73b0\u5728\u8fd9\u6837\uff1a\u4e00\u4e2a\u5927\u6a21\u578b\u4ec0\u4e48\u90fd\u884c\uff0c\u4f46\u4e3a\u4ec0\u4e48\u5728\u8fd9\u4ef6\u4e8b\u4e0a\u8868\u73b0\u5f88\u597d\u3001\u5728\u53e6\u4e00\u4ef6\u4e8b\u4e0a\u8868\u73b0\u6781\u5dee\uff0c\u8ba9\u4eba\u975e\u5e38\u56f0\u60d1\u3002<\/strong><\/p>\n<p><strong>Karpathy\uff1a<\/strong>\u6211\u73b0\u5728\u7684\u611f\u89c9\u662f\uff1a\u524d\u6cbf\u5b9e\u9a8c\u5ba4\u8fd8\u662f\u60f3\u505a\u4e00\u4e2a\u5355\u4e00\u7684\u201c\u5355\u6587\u5316\u201d\u6a21\u578b\uff0c\u5728\u6240\u6709\u9886\u57df\u90fd\u5c3d\u53ef\u80fd\u806a\u660e\uff0c\u7136\u540e\u628a\u4e00\u5207\u90fd\u585e\u8fdb\u53c2\u6570\u91cc\u3002<strong>\u4f46\u6211\u8ba4\u4e3a\u672a\u6765\u5e94\u8be5\u4f1a\u51fa\u73b0\u66f4\u591a\u7684\u201c\u7269\u79cd\u5206\u5316\u201d\uff08speciation\uff09\u3002<\/strong><\/p>\n<p>\u5c31\u50cf\u52a8\u7269\u754c\uff0c\u5927\u8111\u5f62\u6001\u6781\u5176\u591a\u6837\uff0c\u6709\u5404\u79cd\u751f\u6001\u4f4d\u3002\u6709\u4e9b\u52a8\u7269\u89c6\u89c9\u76ae\u5c42\u8d85\u7ea7\u53d1\u8fbe\uff0c\u6709\u4e9b\u5176\u4ed6\u90e8\u5206\u8d85\u53d1\u8fbe\u3002\u6211\u4eec\u5e94\u8be5\u4e5f\u4f1a\u770b\u5230\u66f4\u591a\u8fd9\u79cd\u5206\u5316\u3002<\/p>\n<p>\u4e0d\u9700\u8981\u4e00\u4e2a\u65e0\u6240\u4e0d\u77e5\u7684\u795e\u8c15\uff08oracle\uff09\u3002\u4f60\u53ef\u4ee5\u8ba9\u5b83\u5206\u5316\uff0c\u7136\u540e\u9488\u5bf9\u7279\u5b9a\u4efb\u52a1\u90e8\u7f72\u3002\u800c\u4e14\u8fd9\u6837\u53ef\u4ee5\u51fa\u73b0\u66f4\u5c0f\u7684\u6a21\u578b\uff0c\u4f46\u4ecd\u7136\u4fdd\u7559\u8ba4\u77e5\u6838\u5fc3\uff0c\u4ecd\u7136\u5f88\u80fd\u5e72\uff0c\u53ea\u662f\u5728\u7279\u5b9a\u4efb\u52a1\u4e0a\u505a\u4e86\u7279\u5316\u3002<\/p>\n<p>\u8fd9\u6837\u5728\u5ef6\u8fdf\u3001\u541e\u5410\u91cf\u4e0a\u90fd\u4f1a\u66f4\u9ad8\u6548\u3002\u6bd4\u5982\u4e13\u95e8\u4e3aLean\u5b9a\u7406\u8bc1\u660e\u505a\u4f18\u5316\u7684\u6a21\u578b\uff0c\u5df2\u7ecf\u6709\u51e0\u5bb6\u5728\u53d1\u5e03\u4e86\u3002\u5e94\u8be5\u4f1a\u51fa\u73b0\u8d8a\u6765\u8d8a\u591a\u8fd9\u79cd\u89e3\u8026\u7684\u573a\u666f\u3002<\/p>\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u6211\u6709\u4e00\u4e2a\u95ee\u9898\u662f\uff1a\u5f53\u524d\u8ba1\u7b97\u57fa\u7840\u8bbe\u65bd\u7684\u5bb9\u91cf\u9650\u5236\uff0c\u4f1a\u4e0d\u4f1a\u53cd\u8fc7\u6765\u63a8\u52a8\u8fd9\u79cd\u5206\u5316\uff1f\u56e0\u4e3a\u6548\u7387\u53d8\u5f97\u66f4\u91cd\u8981\u4e86\u3002\u56e0\u4e3a\u5982\u679c\u7b97\u529b\u5b8c\u5168\u4e0d\u9650\uff0c\u4f60\u4ec0\u4e48\u90fd\u80fd\u8dd1\uff0c\u54ea\u6015\u662f\u4e00\u4e2a\u8d85\u5927\u5355\u6a21\u578b\u3002\u4f46\u5982\u679c\u4f60\u771f\u5207\u611f\u53d7\u5230\uff1a\u6211\u4e0d\u53ef\u80fd\u4e3a\u6bcf\u4e00\u4e2a\u7528\u4f8b\u90fd\u5f00\u4e00\u4e2a\u5de8\u578b\u6a21\u578b\u3002\u4f60\u89c9\u5f97\u8fd9\u4f1a\u4e0d\u4f1a\u63a8\u52a8\u5206\u5316\uff1f<\/strong><\/p>\n<p><strong>Karpathy\uff1a<\/strong>\u8fd9\u4e2a\u95ee\u9898\u5f88\u6709\u9053\u7406\u3002\u4f46\u6211\u73b0\u5728\u7684\u56f0\u60d1\u662f\uff1a\u6211\u4eec\u5176\u5b9e\u8fd8\u6ca1\u770b\u5230\u592a\u591a\u5206\u5316\u3002\u76ee\u524d\u8fd8\u662f\u5355\u4e00\u6a21\u578b\u5360\u4e3b\u5bfc\u3002<\/p>\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u4e1a\u754c\u660e\u663e\u6709\u538b\u529b\uff0c\u8981\u505a\u4e00\u4e2a\u597d\u7684\u7f16\u7a0b\u6a21\u578b\uff0c\u7136\u540e\u518d\u5408\u5e76\u56de\u4e3b\u5e72\u3002<\/strong><\/p>\n<p><strong>Karpathy\uff1a<\/strong>\u5c3d\u7ba1\u6a21\u578b\u672c\u8eab\u5df2\u7ecf\u6709\u5f88\u5927\u538b\u529b\u4e86\u3002<\/p>\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u4e5f\u8bb8\u73b0\u5728\u662f\u77ed\u671f\u4f9b\u7ed9\u6781\u5ea6\u7d27\u5f20\uff0c\u53cd\u800c\u4f1a\u9020\u6210\u66f4\u591a\u5206\u5316\u3002<\/strong><\/p>\n<p><strong>Karpathy\uff1a<\/strong>\u5bf9\u3002\u6211\u89c9\u5f97\u672c\u8d28\u4e0a\uff0c\u5b9e\u9a8c\u5ba4\u5728\u5bf9\u5916\u63d0\u4f9b\u6a21\u578b\u65f6\uff0c\u4ed6\u4eec\u5e76\u4e0d\u77e5\u9053\u7ec8\u7aef\u7528\u6237\u4f1a\u95ee\u4ec0\u4e48\u3002\u6240\u4ee5\u4ed6\u4eec\u5fc5\u987b\u5728\u6240\u6709\u53ef\u80fd\u7684\u95ee\u9898\u4e0a\u8fdb\u884c\u591a\u4efb\u52a1\u89c4\u5212\u3002<\/p>\n<p>\u5982\u679c\u4f60\u662f\u8ddf\u67d0\u4e2a\u4f01\u4e1a\u6df1\u5ea6\u5408\u4f5c\u3001\u9488\u5bf9\u7279\u5b9a\u95ee\u9898\uff0c\u90a3\u53ef\u80fd\u4f1a\u51fa\u73b0\u66f4\u591a\u7279\u5316\u3002\u6216\u8005\u67d0\u4e9b\u6781\u9ad8\u4ef7\u503c\u7684\u7ec6\u5206\u5e94\u7528\u3002\u4f46\u76ee\u524d\u4ed6\u4eec\u8fd8\u662f\u5728\u8ffd\u6c42\u201c\u5305\u7f57\u4e07\u8c61\u201d\u3002<\/p>\n<p>\u53e6\u5916\uff0c\u64cd\u63a7\u8fd9\u4e9b\u201c\u8111\u201d\u7684\u79d1\u5b66\u672c\u8eab\u8fd8\u6ca1\u5b8c\u5168\u6210\u719f\u3002\u6bd4\u5982\u5728\u4e0d\u635f\u5931\u901a\u7528\u80fd\u529b\u7684\u60c5\u51b5\u4e0b\u505a\u5fae\u8c03\uff0c\u540c\u65f6\uff0c\u6211\u4eec\u4e5f\u8fd8\u6ca1\u6709\u5f88\u597d\u7684\u539f\u8bed\uff08primitives\uff09\u3002\u73b0\u5728\u57fa\u672c\u4e0a\u9760\u4e0a\u4e0b\u6587\u7a97\u53e3\u6765\u64cd\u63a7\uff0c\u5b83\u786e\u5b9e\u5f88\u597d\u7528\u3001\u5f88\u4fbf\u5b9c\uff0c\u6240\u4ee5\u6211\u4eec\u7528\u5b83\u505a\u5404\u79cd\u5b9a\u5236\u5316\u3002<\/p>\n<p>\u4f46\u5982\u679c\u60f3\u66f4\u6df1\u5c42\u5730\u8c03\u6574\u6a21\u578b\uff0c\u6bd4\u5982<strong>\u6301\u7eed\u5b66\u4e60\uff08continual learning\uff09\u3001\u5728\u7279\u5b9a\u9886\u57df\u5fae\u8c03\u3001\u771f\u6b63\u52a8\u6743\u91cd\u800c\u4e0d\u662f\u53ea\u52a8\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u8fd9\u8981\u590d\u6742\u5f97\u591a\u3002<\/strong>\u52a8\u6743\u91cd\u5b9e\u9645\u4e0a\u662f\u5728\u6539\u53d8\u6574\u4e2a\u6a21\u578b\u7684\u667a\u80fd\uff0c\u5f88\u5bb9\u6613\u51fa\u95ee\u9898\u3002\u6240\u4ee5\u201c\u7269\u79cd\u5206\u5316\u201d\u7684\u79d1\u5b66\u672c\u8eab\u8fd8\u4e0d\u6210\u719f\u3002<\/p>\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u800c\u4e14\u6210\u672c\u4e5f\u8981\u8db3\u591f\u4f4e\uff0c\u624d\u503c\u5f97\u53bb\u505a\u3002<\/strong><\/p>\n<p><strong>08<\/strong><strong>.<\/strong><\/p>\n<p><strong>AI\u7814\u7a76\u201c\u5e76\u884c\u5316\u201d\u5c55\u73b0\u6f5c\u529b<\/strong><\/p>\n<p><strong>\u201c\u6563\u6237\u201d\u4e5f\u80fd\u8d21\u732e\u7b97\u529b<\/strong><\/p>\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u6211\u80fd\u518d\u95ee\u4e00\u4e2a\u5173\u4e8e\u4f60\u4e4b\u524d\u63d0\u5230\u7684\u201c\u81ea\u52a8\u7814\u7a76\u201d\uff08auto research\uff09\u7684\u95ee\u9898\u5417\uff1f\u4f60\u8c08\u5230\u8fc7\u201c\u5f00\u653e\u5730\u5e26\u201d\uff08open ground\uff09\uff0c\u8bf4\u6211\u4eec\u9700\u8981\u56f4\u7ed5\u5b83\u5efa\u7acb\u66f4\u591a\u7684\u534f\u4f5c\u8868\u9762\uff0c\u8ba9\u5927\u5bb6\u90fd\u80fd\u53c2\u4e0e\u5230\u6574\u4f53\u7814\u7a76\u4e2d\u3002\u4f60\u80fd\u518d\u8bb2\u8bb2\u8fd9\u90e8\u5206\u5417\uff1f<\/strong><\/p>\n<p><strong>Karpathy<\/strong>\uff1a\u597d\u7684\u3002\u6211\u4eec\u4e4b\u524d\u804a\u5230\uff0c\u7814\u7a76\u672c\u8d28\u4e0a\u662f\u4e00\u6761\u5355\u7ebf\u7a0b\uff1a\u6211\u4e0d\u65ad\u5c1d\u8bd5\u3001\u5faa\u73af\u8fed\u4ee3\u3002\u4f46\u771f\u6b63\u6709\u8da3\u7684\u90e8\u5206\u5176\u5b9e\u662f\u5b83\u7684\u5e76\u884c\u5316\u3002\u6211\u5c1d\u8bd5\u8fc7\u4e00\u4e9b\u60f3\u6cd5\uff0c\u4f46\u76ee\u524d\u8fd8\u6ca1\u6709\u627e\u5230\u7279\u522b\u7b80\u5355\u3001\u8ba9\u6211\u7279\u522b\u6ee1\u610f\u7684\u65b9\u6848\uff0c\u6240\u4ee5\u8fd9\u53ea\u662f\u6211\u4e1a\u4f59\u65f6\u95f4\u3001\u5728\u4e0d\u505aOpenClaw\u65f6\u987a\u624b\u6363\u9f13\u7684\u4e00\u4e2a\u65b9\u5411\u3002<\/p>\n<p>\u4e00\u4e2a\u5f88\u76f4\u63a5\u7684\u601d\u8def\u662f\uff1a\u5982\u679c\u4f60\u6709\u5f88\u591a\u5e76\u884c\u8282\u70b9\uff0c\u5f88\u5bb9\u6613\u5c31\u80fd\u8ba9\u591a\u4e2a\u81ea\u52a8\u7814\u7a76\u5458\uff08auto researchers\uff09\u901a\u8fc7\u4e00\u4e2a\u5171\u4eab\u7cfb\u7edf\u4e92\u76f8\u8ba8\u8bba\u3002<strong>\u4f46\u6211\u66f4\u611f\u5174\u8da3\u7684\u662f\uff0c\u5982\u4f55\u8ba9\u4e92\u8054\u7f51\u4e0a\u5927\u91cf\u4e0d\u88ab\u4fe1\u4efb\u7684\u5de5\u4eba\uff08untrusted pool of workers\uff09\u53c2\u4e0e\u8fdb\u6765\u3002<\/strong><\/p>\n<p>\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u5728\u81ea\u52a8\u7814\u7a76\u91cc\uff0c\u6211\u4eec\u7684\u76ee\u6807\u662f\u627e\u5230\u4e00\u6bb5\u80fd\u628a\u6a21\u578b\u8bad\u7ec3\u5230\u975e\u5e38\u4f4e\u9a8c\u8bc1\u635f\u5931\u7684\u4ee3\u7801\u3002\u5982\u679c\u6709\u4eba\u4ece\u4e92\u8054\u7f51\u4e0a\u63d0\u4ea4\u4e00\u4e2a\u5019\u9009commit\uff0c\u4f60\u5f88\u5bb9\u6613\u9a8c\u8bc1\u5b83\u5230\u5e95\u597d\u4e0d\u597d\u2014\u2014\u76f4\u63a5\u8dd1\u4e00\u4e0b\u5c31\u77e5\u9053\u3002<\/p>\n<p>\u4f46\u9a8c\u8bc1\u672c\u8eab\u867d\u7136\u7b80\u5355\uff0c\u5374\u53ef\u80fd\u8981\u6d88\u8017\u5927\u91cf\u7b97\u529b\u3002\u800c\u4e14\u5bf9\u65b9\u5b8c\u5168\u53ef\u80fd\u6492\u8c0e\u3002\u6240\u4ee5\u8fd9\u91cc\u5176\u5b9e\u6709\u70b9\u50cf\u6211\u4e4b\u524d\u8bbe\u8ba1\u7684\u4e00\u4e9b\u7cfb\u7edf\uff0c\u5f15\u5165\u4e86\u4e0d\u4fe1\u4efb\u7684\u5de5\u4eba\u6c60\uff0c\u7ed3\u6784\u4e0a\u6709\u70b9\u50cf<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e5%8c%ba%e5%9d%97%e9%93%be\" title=\"View all posts in \u533a\u5757\u94fe\" target=\"_blank\" class=\"tag_link\">\u533a\u5757\u94fe<\/a>\u3002<\/p>\n<p>\u8fd9\u4e9bcommit\u53ef\u4ee5\u4e92\u76f8\u5efa\u7acb\u5728\u524d\u9762\uff0c\u5305\u542b\u4ee3\u7801\u7684\u6539\u8fdb\u3002\u6240\u8c13\u7684\u201c\u5de5\u4f5c\u91cf\u8bc1\u660e\u201d\u5176\u5b9e\u5c31\u662f\u5927\u91cf\u5b9e\u9a8c\uff0c\u627e\u5230\u771f\u6b63\u6709\u6548\u7684commit\u3002\u73b0\u5728\u7684\u5956\u52b1\u53ea\u662f\u4e0a\u6392\u884c\u699c\uff0c\u6ca1\u6709\u4efb\u4f55\u91d1\u94b1\u6fc0\u52b1\u3002<\/p>\n<p>\u6211\u4e0d\u60f3\u628a\u8fd9\u4e2a\u7c7b\u6bd4\u63a8\u5f97\u592a\u8fdc\uff0c\u4f46\u6838\u5fc3\u95ee\u9898\u662f\uff1a\u641c\u7d22\u7684\u6210\u672c\u975e\u5e38\u9ad8\uff0c\u4f46\u9a8c\u8bc1\u4e00\u4e2a\u5019\u9009\u65b9\u6848\u662f\u5426\u4f18\u79c0\u5374\u975e\u5e38\u4fbf\u5b9c\u2014\u2014\u4f60\u53ea\u9700\u8981\u8bad\u7ec3\u4e00\u6b21\u6a21\u578b\uff0c\u770b\u770b\u5b83\u5230\u5e95\u884c\u4e0d\u884c\u3002\u524d\u9762\u53ef\u80fd\u8bd5\u4e861\u4e07\u4e2a\u60f3\u6cd5\u5931\u8d25\u4e86\uff0c\u4f46\u4f60\u53ea\u8981\u9a8c\u8bc1\u90a3\u4e2a\u6210\u529f\u7684\u5c31\u591f\u4e86\u3002<\/p>\n<p>\u7b80\u5355\u6765\u8bf4\uff0c\u4f60\u9700\u8981\u8bbe\u8ba1\u4e00\u5957\u7cfb\u7edf\uff0c\u8ba9\u4e0d\u88ab\u4fe1\u4efb\u7684\u5de5\u4eba\u6c60\u548c\u53ef\u4fe1\u4efb\u7684\u9a8c\u8bc1\u5de5\u4eba\u534f\u540c\u5de5\u4f5c\uff0c\u6574\u4e2a\u6d41\u7a0b\u662f\u5f02\u6b65\u7684\u3001\u5b89\u5168\u7684\u3002\u4ece\u5b89\u5168\u89d2\u5ea6\u770b\uff0c\u5982\u679c\u6709\u4eba\u968f\u4fbf\u53d1\u4e00\u6bb5\u4ee3\u7801\u7ed9\u4f60\uff0c\u4f60\u76f4\u63a5\u8dd1\u5b83\u662f\u975e\u5e38\u5371\u9669\u7684\u3002\u4f46\u7406\u8bba\u4e0a\u8fd9\u662f\u5b8c\u5168\u53ef\u884c\u7684\u3002<\/p>\n<p>\u4f60\u5e94\u8be5\u5f88\u719f\u6089SETI@home\uff08\u5728\u5bb6\u641c\u5bfb\u5730\u5916\u6587\u660e\uff09\u3001Folding@home\uff08\u5728\u5bb6\u7814\u7a76\u86cb\u767d\u8d28\u6298\u53e0\uff09\u8fd9\u4e9b\u9879\u76ee\uff0c\u5b83\u4eec\u90fd\u6709\u975e\u5e38\u76f8\u4f3c\u7684\u6027\u8d28\uff1a\u627e\u5230\u4e00\u4e2a\u4f4e\u80fd\u91cf\u86cb\u767d\u8d28\u6784\u8c61\u975e\u5e38\u96be\uff0c\u4f46\u4e00\u65e6\u6709\u4eba\u627e\u5230\u4e86\uff0c\u4f60\u5f88\u5bb9\u6613\u9a8c\u8bc1\u5b83\u5c31\u662f\u4f4e\u7684\u3002<\/p>\n<p>\u6240\u4ee5\u51e1\u662f\u7b26\u5408\u201c\u751f\u6210\u6781\u8d35\u3001\u9a8c\u8bc1\u6781\u4fbf\u5b9c\u201d\u8fd9\u4e2a\u7279\u6027\u7684\u95ee\u9898\uff0c\u90fd\u5f88\u9002\u5408\u7528\u201c@home\u201d\u6a21\u5f0f\uff0c\u6bd4\u5982Folding@home\u3001SETI@home\uff0c\u6216\u8005\u672a\u6765\u7684\u201cAuto Research @ home\u201d\u3002<\/p>\n<p>\u4e00\u53e5\u8bdd\u603b\u7ed3\uff1a\u4e92\u8054\u7f51\u4e0a\u7684\u4e00\u5927\u7fa4\u667a\u80fd\u4f53\u6709\u53ef\u80fd\u5408\u4f5c\u6765\u6539\u8fdb\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u751a\u81f3\u6709\u53ef\u80fd\u8dd1\u8d62\u524d\u6cbf\u5b9e\u9a8c\u5ba4\uff0c\u8c01\u77e5\u9053\u5462\uff1f\u524d\u6cbf\u5b9e\u9a8c\u5ba4\u62e5\u6709\u5927\u91cf\u53ef\u4fe1\u7b97\u529b\uff0c\u4f46\u5730\u7403\u4e0a\u4e0d\u88ab\u4fe1\u4efb\u7684\u95f2\u6563\u7b97\u529b\u603b\u91cf\u8981\u5927\u5f97\u591a\u3002<\/p>\n<p><strong>\u5982\u679c\u80fd\u628a\u673a\u5236\u8bbe\u8ba1\u597d\uff0c\u8ba9\u5b89\u5168\u9a8c\u8bc1\u5230\u4f4d\uff0c\u4e5f\u8bb8\u771f\u7684\u6709\u53ef\u80fd\u8ba9\u8fd9\u7fa4\u201c\u6563\u6237\u201d\u8d21\u732e\u7b97\u529b\uff0c\u5171\u540c\u63a8\u52a8\u67d0\u4e9b\u4ed6\u4eec\u5173\u5fc3\u7684\u65b9\u5411\u3002<\/strong><\/p>\n<p>\u518d\u5ef6\u4f38\u4e00\u70b9\uff0c\u5f88\u591a\u516c\u53f8\u3001\u673a\u6784\u3001\u751a\u81f3\u4e2a\u4eba\u7814\u7a76\u65b9\u5411\u90fd\u53ef\u4ee5\u6709\u81ea\u5df1\u7684\u81ea\u52a8\u7814\u7a76\u8d5b\u9053\u3002\u6bd4\u5982\u4f60\u7279\u522b\u5173\u5fc3\u67d0\u79cd\u764c\u75c7\uff0c\u4f60\u4e0d\u53ea\u662f\u6350\u94b1\u7ed9\u673a\u6784\uff0c\u4f60\u8fd8\u53ef\u4ee5\u4e70\u4e00\u4e9b\u7b97\u529b\uff0c\u7136\u540e\u52a0\u5165\u90a3\u4e2a\u764c\u75c7\u65b9\u5411\u7684\u81ea\u52a8\u7814\u7a76\u201c\u6c60\u5b50\u201d\u3002\u8fd9\u6837\u7b97\u529b\u5c31\u53d8\u6210\u4e86\u4e00\u79cd\u4f60\u53ef\u4ee5\u8d21\u732e\u7684\u4e1c\u897f\uff0c\u6240\u6709\u7814\u7a76\u8005\u6700\u7ec8\u90fd\u5728\u5171\u4eab\u3001\u7ade\u4e89\u3001\u8fed\u4ee3\u8fd9\u4e9b\u7b97\u529b\u6210\u679c\u3002<\/p>\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u8fd9\u771f\u7684\u5f88\u632f\u594b\u4eba\u5fc3\u3002\u800c\u4e14\u5f88\u6709\u610f\u601d\u7684\u4e00\u70b9\u662f\uff0c\u73b0\u5728\u81f3\u5c11\u6709\u4e00\u90e8\u5206\u4eba\u2014\u2014\u4e0d\u7ba1\u662f<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>\u6392\u961f\u4e70\u663e\u5361\u7684\uff0c\u8fd8\u662f\u4e2d\u56fd\u5546\u573a\u91cc\u62a2\u8bbe\u5907\u7684\u2014\u2014\u7a81\u7136\u53c8\u89c9\u5f97\u62e5\u6709\u4e2a\u4eba\u7b97\u529b\u53d8\u5f97\u6709\u610f\u601d\u4e86\u3002<\/strong><\/p>\n<p><strong>Karpathy<\/strong>\uff1a\u5bf9\u3002<\/p>\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u4ed6\u4eec\u53ef\u80fd\u4e3a\u4e86\u81ea\u5df1\u7684OpenClaw\u53bb\u4e70\u7b97\u529b\uff0c\u7136\u540e\u987a\u4fbf\u8d21\u732e\u7ed9\u81ea\u52a8\u7814\u7a76\u3002<\/strong><\/p>\n<p><strong>Karpathy<\/strong>\uff1a\u73b0\u5728\u5927\u5bb6\u90fd\u5728\u4e4e\u7f8e\u5143\uff0c\u4f46\u672a\u6765\u4f1a\u4e0d\u4f1a\u53d8\u6210\u5927\u5bb6\u90fd\u5728\u4e4eFLOP\uff08\u6d6e\u70b9\u8fd0\u7b97\u6b21\u6570\uff09\uff1f\u4f1a\u4e0d\u4f1a\u51fa\u73b0\u4e00\u79cd\u201c\u7ffb\u8f6c\u201d\u2014\u2014\u7b97\u529b\u53d8\u6210\u771f\u6b63\u7a00\u7f3a\u548c\u4e3b\u5bfc\u7684\u4e1c\u897f\uff1f\u5f53\u7136\u6211\u4e0d\u8ba4\u4e3a\u4f1a\u5b8c\u5168\u8fd9\u6837\uff0c\u4f46\u8fd9\u4e2a\u60f3\u6cd5\u633a\u6709\u610f\u601d\u7684\u3002<\/p>\n<p><strong>09<\/strong><strong>.<\/strong><\/p>\n<p><strong>AI\u662f\u6570\u5b57\u4e16\u754c\u7684\u201c\u5e7d\u7075\u201d<\/strong><\/p>\n<p><strong>\u8fdb\u5165\u7269\u7406\u4e16\u754c\u4ecd\u4f1a\u6ede\u540e<\/strong><\/p>\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u4f60\u6700\u8fd1\u53d1\u5e03\u7684\u597d\u50cf\u662f\u5bf9\u4e00\u4e9b\u5c31\u4e1a\u6570\u636e\u7684\u5206\u6790\uff0c\u5bf9\u5427\uff1f\u597d\u50cf\u8fd8\u7a0d\u5fae\u89e6\u52a8\u4e86\u4e00\u4e9b\u4eba\u7684\u795e\u7ecf\uff0c\u867d\u7136\u4f60\u53ea\u662f\u53ef\u89c6\u5316\u4e86\u516c\u5f00\u6570\u636e\u3002\u4f60\u5f53\u65f6\u4e3b\u8981\u662f\u597d\u5947\u4ec0\u4e48\uff1f<\/strong><\/p>\n<p><strong>Karpathy<\/strong>\uff1a\u5bf9\u3002\u6211\u5c31\u662f\u5f88\u597d\u5947AI\u5bf9\u5c31\u4e1a\u5e02\u573a\u7684\u771f\u5b9e\u5f71\u54cd\u5230\u5e95\u4f1a\u600e\u6837\u3002\u6bcf\u4e2a\u4eba\u90fd\u5728\u8ba8\u8bba\u8fd9\u4e2a\u8bdd\u9898\u3002\u6240\u4ee5\u6211\u5c31\u60f3\u770b\u770b\u73b0\u5728\u7684\u804c\u4e1a\u5206\u5e03\u662f\u4ec0\u4e48\u6837\u5b50\u3001\u5404\u4e2a\u804c\u4e1a\u6709\u591a\u5c11\u4eba\uff0c\u7136\u540e\u9010\u4e2a\u53bb\u60f3\uff1a\u4ee5AI\u76ee\u524d\u548c\u672a\u6765\u53ef\u80fd\u7684\u6f14\u5316\u8def\u5f84\uff0c\u8fd9\u4e9b\u804c\u4e1a\u662f\u4f1a\u88abAI\u5f53\u4f5c\u5de5\u5177\u6765\u589e\u5f3a\uff0c\u8fd8\u662f\u4f1a\u88ab\u53d6\u4ee3\uff1f\u5b83\u4eec\u662f\u4f1a\u589e\u957f\u3001\u840e\u7f29\uff0c\u8fd8\u662f\u4f1a\u53d1\u751f\u5f88\u5927\u53d8\u5f62\uff1f\u4f1a\u4e0d\u4f1a\u51fa\u73b0\u5168\u65b0\u7684\u804c\u4e1a\uff1f<\/p>\n<p>\u6240\u4ee5\u8fd9\u5176\u5b9e\u4e3b\u8981\u662f\u5582\u517b\u6211\u81ea\u5df1\u5bf9\u6574\u4e2a\u884c\u4e1a\u7684\u601d\u8003\u94fe\u6761\u3002\u6211\u770b\u7684\u662f<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>\u52b3\u5de5\u7edf\u8ba1\u5c40\uff08BLS\uff09\u7684\u6570\u636e\uff0c\u4ed6\u4eec\u5bf9\u6bcf\u4e2a\u804c\u4e1a\u672a\u6765\u5341\u5e74\uff08\u5927\u6982\u662f\u57fa\u4e8e2024\u5e74\u7684\u9884\u6d4b\uff09\u90fd\u6709\u4e00\u4e2a\u9884\u671f\u589e\u957f\u767e\u5206\u6bd4\u3002<\/p>\n<p><strong>\u4e3b\u6301\u4eba<\/strong>\uff1a\u6211\u4eec\u9700\u8981\u5f88\u591a\u533b\u7597\u5de5\u4f5c\u8005\u3002<\/p>\n<p><strong>Karpathy<\/strong>\uff1a\u5bf9\uff0c\u4ed6\u4eec\u5df2\u7ecf\u505a\u4e86\u8fd9\u4e9b\u9884\u6d4b\u3002\u6211\u4e0d\u6e05\u695a\u4ed6\u4eec\u7684\u5177\u4f53\u65b9\u6cd5\u8bba\u662f\u4ec0\u4e48\u3002\u6211\u5f53\u65f6\u4e3b\u8981\u6309\u201c\u6570\u5b57vs\u7269\u7406\u201d\u6765\u7ed9\u8fd9\u4e9b\u804c\u4e1a\u5206\u7c7b\u3002<\/p>\n<p>\u56e0\u4e3a\u6211\u89c9\u5f97\u76ee\u524d<strong>\u4e3b\u6d41\u53d1\u5c55\u7684AI\u66f4\u591a\u662f\u6570\u5b57\u4e16\u754c\u7684\u201c\u5e7d\u7075<\/strong>\u201d\u2014\u2014\u5b83\u4eec\u80fd\u975e\u5e38\u9ad8\u6548\u5730\u64cd\u7eb5\u6570\u5b57\u4fe1\u606f\uff0c\u4f46\u8fd8\u6ca1\u6709\u771f\u6b63\u7684\u7269\u7406\u5177\u8eab\u3002\u64cd\u63a7\u539f\u5b50\u6c38\u8fdc\u6bd4\u64cd\u7eb5\u6bd4\u7279\u6162\u5f88\u591a\u4e2a\u6570\u91cf\u7ea7\u3002<\/p>\n<p>\u6240\u4ee5\u6211\u9884\u671f\u6570\u5b57\u7a7a\u95f4\u4f1a\u53d1\u751f\u7206\u70b8\u5f0f\u7684\u6d3b\u52a8\u3001\u91cd\u5199\u3001\u6cb8\u817e\uff0c\u800c\u7269\u7406\u4e16\u754c\u4f1a\u76f8\u5bf9\u6ede\u540e\u4e00\u6bb5\u65f6\u95f4\u3002\u6570\u5b57\u9886\u57df\u7684\u201c\u795e\u7ecf\u7cfb\u7edf\u201d\u4f1a\u88abAI\u5927\u5e45\u5347\u7ea7\uff0c\u5e26\u6765\u5927\u91cf\u539f\u672c\u7531\u4eba\u548c\u4f20\u7edf\u8ba1\u7b97\u673a\u5b8c\u6210\u7684\u6570\u5b57\u4fe1\u606f\u5904\u7406\u5de5\u4f5c\u88ab\u91cd\u6784\uff08refactoring\uff09\u3002\u800c\u7269\u7406\u4e16\u754c\u4f1a\u6162\u534a\u62cd\u3002<\/p>\n<p>\u6240\u4ee5\u6211\u7279\u522b\u628a\u90a3\u4e9b\u672c\u8d28\u4e0a\u5c31\u662f\u5728\u5bb6\u91cc\u64cd\u7eb5\u6570\u5b57\u4fe1\u606f\u7684\u804c\u4e1a\u6807\u51fa\u6765\u2014\u2014\u56e0\u4e3a\u8fd9\u4e9b\u9886\u57df\u4f1a\u53d1\u751f\u5267\u70c8\u53d8\u5316\u3002\u4e0d\u662f\u8bf4\u5c97\u4f4d\u6570\u91cf\u4e00\u5b9a\u51cf\u5c11\u6216\u589e\u52a0\uff08\u90a3\u53d6\u51b3\u4e8e\u9700\u6c42\u5f39\u6027\u7b49\u5f88\u591a\u56e0\u7d20\uff09\uff0c\u800c\u662f\u8bf4\u8fd9\u4e9b\u804c\u4e1a\u7684\u5de5\u4f5c\u5185\u5bb9\u3001\u6280\u80fd\u8981\u6c42\u4f1a\u53d1\u751f\u5de8\u5927\u6539\u53d8\u3002\u8fd9\u5c31\u50cf\u7ed9\u4eba\u7c7b\u8d85\u7ea7\u6709\u673a\u4f53\u5347\u7ea7\u4e86\u4e00\u5957\u65b0\u7684\u795e\u7ecf\u7cfb\u7edf\u3002<\/p>\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u4ece\u4f60\u770b\u6570\u636e\u7684\u611f\u53d7\u6765\u8bf4\uff0c\u5bf9\u4e8e\u73b0\u5728\u9762\u4e34\u5c31\u4e1a\u5e02\u573a\u3001\u6216\u8005\u5728\u8003\u8651\u5b66\u4ec0\u4e48\u3001\u53d1\u5c55\u4ec0\u4e48\u6280\u80fd\u7684\u4eba\uff0c\u4f60\u6709\u4ec0\u4e48\u89c2\u5bdf\u6216\u8005\u5efa\u8bae\u5417\uff1f<\/strong><\/p>\n<p><strong>Karpathy<\/strong>\uff1a\u8fd9\u4e2a\u771f\u7684\u5f88\u96be\u4e00\u6982\u800c\u8bba\uff0c\u56e0\u4e3a\u804c\u4e1a\u592a\u591a\u6837\u4e86\uff0c\u60c5\u51b5\u5343\u5dee\u4e07\u522b\u3002\u4f46\u603b\u4f53\u6765\u8bf4\uff0c\u8fd9\u4e9b\u5de5\u5177\u51fa\u73b0\u5f97\u592a\u65b0\u3001\u592a\u5f3a\u5927\u4e86\uff0c\u6240\u4ee5\u7b2c\u4e00\u4ef6\u4e8b\u5c31\u662f<strong>\u5c3d\u91cf\u8ddf\u4e0a\u5b83\u4eec<\/strong>\u7684\u53d1\u5c55\u3002<\/p>\n<p>\u5f88\u591a\u4eba\u4f1a\u9009\u62e9\u5ffd\u89c6\u5b83\uff0c\u6216\u8005\u56e0\u4e3a\u5bb3\u6015\u800c\u56de\u907f\u2014\u2014\u8fd9\u5b8c\u5168\u53ef\u4ee5\u7406\u89e3\u3002\u4f46\u6211\u89c9\u5f97\u6700\u91cd\u8981\u7684\u662f\u4fdd\u6301\u597d\u5947\u3001\u4e3b\u52a8\u53bb\u63a5\u89e6\u548c\u4f7f\u7528\u5b83\u4eec\u3002\u56e0\u4e3a\u5b83\u4eec\u786e\u5b9e\u662f\u6781\u5176\u5f3a\u5927\u7684\u65b0\u751f\u4ea7\u529b\u5de5\u5177\u3002<\/p>\n<p>\u73b0\u5728AI\u5176\u5b9e\u5c31\u662f\u4e00\u4e2a\u975e\u5e38\u5f3a\u5927\u7684\u5de5\u5177\u3002\u5f88\u591a\u5de5\u4f5c\u672c\u8d28\u4e0a\u662f\u4e00\u5806\u4efb\u52a1\u7684\u96c6\u5408\uff0c\u5176\u4e2d\u4e00\u90e8\u5206\u4efb\u52a1\u53ef\u4ee5\u7528AI\u8ba9\u901f\u5ea6\u53d8\u5f97\u975e\u5e38\u5feb\u3002\u6240\u4ee5\u5927\u5bb6\u73b0\u5728\u5e94\u8be5\u4e3b\u8981\u628a\u5b83\u770b\u6210\u4e00\u4e2a\u5de5\u5177\u3002\u81f3\u4e8e\u957f\u8fdc\u672a\u6765\u4f1a\u600e\u6837\uff0c\u5176\u5b9e\u633a\u96be\u9884\u6d4b\u7684\uff0c\u6211\u4e5f\u4e0d\u662f\u4e13\u4e1a\u505a\u8fd9\u65b9\u9762\u9884\u6d4b\u7684\u4eba\uff0c\u8fd9\u5e94\u8be5\u4ea4\u7ed9\u7ecf\u6d4e\u5b66\u5bb6\u53bb\u8ba4\u771f\u7814\u7a76\u3002<\/p>\n<p><strong>10<\/strong><strong>.<\/strong><\/p>\n<p><strong>OpenAI\u7684\u7814\u7a76\u5458<\/strong><\/p>\n<p><strong>\u6b63\u201c\u5149\u8363\u5730\u201d\u628a\u81ea\u5df1\u81ea\u52a8\u5316\u6389<\/strong><\/p>\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u4f60\u662f\u5de5\u7a0b\u5e08\u554a\u3002\u6211\u89c9\u5f97\u6709\u610f\u601d\u7684\u4e00\u70b9\u662f\uff0c\u73b0\u5728\u5bf9\u5de5\u7a0b\u5c97\u4f4d\u7684\u9700\u6c42\u5176\u5b9e\u8fd8\u5728\u6301\u7eed\u4e0a\u5347\u3002\u6211\u4e0d\u786e\u5b9a\u8fd9\u662f\u4e0d\u662f\u6682\u65f6\u7684\u73b0\u8c61\u3002\u4f60\u600e\u4e48\u770b\uff1f<\/strong><\/p>\n<p><strong>Karpathy<\/strong>\uff1a\u5bf9\uff0c\u6211\u89c9\u5f97\u73b0\u5728\u8f6f\u4ef6\u5176\u5b9e\u662f\u7a00\u7f3a\u7684\u3002\u6b63\u56e0\u4e3a\u7a00\u7f3a\u3001\u592a\u8d35\uff0c\u6240\u4ee5\u9700\u6c42\u624d\u6ca1\u6709\u7206\u53d1\u3002\u5982\u679c\u95e8\u69db\u5927\u5e45\u964d\u4f4e\uff0c\u5c31\u4f1a\u51fa\u73b0\u201c\u6770\u6587\u65af\u6096\u8bba\u201d\u2014\u2014\u4e1c\u897f\u53d8\u5f97\u66f4\u4fbf\u5b9c\uff0c\u4eba\u5458\u9700\u6c42\u53cd\u800c\u589e\u52a0\u4e86\u3002<\/p>\n<p>\u7ecf\u5178\u4f8b\u5b50\u5c31\u662fATM\u673a\u548c\u94f6\u884c\u67dc\u5458\u3002\u5f88\u591a\u4eba\u4e00\u5ea6\u62c5\u5fc3ATM\u548c\u7535\u8111\u4f1a\u628a\u67dc\u5458\u5f7b\u5e95\u53d6\u4ee3\uff0c\u4f46\u5b9e\u9645\u4e0a\u56e0\u4e3a\u94f6\u884c\u5f00\u652f\u5e97\u7684\u8fd0\u8425\u6210\u672c\u5927\u5e45\u4e0b\u964d\uff0c\u53cd\u800c\u5f00\u4e86\u66f4\u591a\u5206\u884c\uff0c\u6700\u540e\u67dc\u5458\u6570\u91cf\u53cd\u800c\u589e\u52a0\u4e86\u3002\u8fd9\u662f\u5927\u5bb6\u5e38\u5f15\u7528\u7684\u4f8b\u5b50\u3002\u672c\u8d28\u5c31\u662f\uff1a\u67d0\u6837\u4e1c\u897f\u53d8\u4fbf\u5b9c\u4e86\uff0c\u5f88\u591a\u4e4b\u524d\u88ab\u538b\u6291\u7684\u9700\u6c42\u5c31\u88ab\u91ca\u653e\u51fa\u6765\u4e86\u3002<\/p>\n<p><strong>\u6240\u4ee5\u6211\u5728\u8f6f\u4ef6\u5de5\u7a0b\u8fd9\u4e2a\u9886\u57df\u5176\u5b9e\u662f\u8c28\u614e\u4e50\u89c2\u7684\u3002\u6211\u89c9\u5f97\u8f6f\u4ef6\u7684\u9700\u6c42\u4f1a\u53d8\u5f97\u6781\u5927\uff0c\u56e0\u4e3a\u5b83\u53d8\u5f97\u4fbf\u5b9c\u592a\u591a\u4e86\u3002<\/strong><\/p>\n<p>\u800c\u4e14\u8f6f\u4ef6\u672c\u8eab\u592a\u5f3a\u5927\u4e86\u2014\u2014\u5b83\u662f\u6570\u5b57\u4fe1\u606f\u5904\u7406\uff0c\u4f60\u4e0d\u518d\u88ab\u8feb\u4f7f\u7528\u90a3\u4e9b\u4e0d\u5b8c\u7f8e\u7684\u3001\u522b\u4eba\u7ed9\u4f60\u7684\u5de5\u5177\uff0c\u4f60\u4e5f\u4e0d\u7528\u53ea\u80fd\u63a5\u53d7\u73b0\u6210\u7684\u4e1c\u897f\u3002\u4ee3\u7801\u73b0\u5728\u662f\u4e34\u65f6\u7684\u3001\u53ef\u53d8\u7684\u3001\u53ef\u4fee\u6539\u7684\u3002\u6240\u4ee5\u6211\u8ba4\u4e3a\u672a\u6765\u4f1a\u5728\u6570\u5b57\u4e16\u754c\u91cc\u51fa\u73b0\u5927\u91cf\u201c\u91cd\u6784\u4e00\u5207\u201d\u7684\u6d3b\u52a8\uff0c\u8fd9\u4f1a\u521b\u9020\u975e\u5e38\u591a\u7684\u9700\u6c42\u3002<\/p>\n<p>\u957f\u8fdc\u6765\u770b\u5462\uff0c\u50cfOpenAI\u3001Anthropic\u8fd9\u4e9b\u524d\u6cbf\u5b9e\u9a8c\u5ba4\uff0c\u73b0\u5728\u4e5f\u5c31\u96c7\u4e00\u5343\u6765\u4e2a\u7814\u7a76\u5458\u5427\u3002<strong>\u8fd9\u4e9b\u7814\u7a76\u5458\u67d0\u79cd\u610f\u4e49\u4e0a\u662f\u5728\u201c\u5149\u8363\u5730\u201d\u628a\u81ea\u5df1\u81ea\u52a8\u5316\u6389\uff0c\u4ed6\u4eec\u5176\u5b9e\u5c31\u662f\u5728\u4e3b\u52a8\u505a\u8fd9\u4ef6\u4e8b\u3002<\/strong><\/p>\n<p>\u6211\u6709\u65f6\u5019\u53bbOpenAI\u8f6c\u8f6c\uff0c\u5c31\u4f1a\u8ddf\u4ed6\u4eec\u8bf4\uff1a\u4f60\u4eec\u6709\u6ca1\u6709\u610f\u8bc6\u5230\uff0c\u5982\u679c\u6211\u4eec\u771f\u7684\u6210\u529f\u4e86\uff0c\u6211\u4eec\u5168\u90fd\u8981\u5931\u4e1a\u554a\uff1f\u6211\u4eec\u5c31\u662f\u5728\u7ed9Sam\uff08OpenAI\u8054\u5408\u521b\u59cb\u4eba\u517cCEO Sam Altman\uff09\u6216\u8005\u8463\u4e8b\u4f1a\u9020\u4e00\u4e2a\u80fd\u53d6\u4ee3\u6211\u4eec\u7684\u4e1c\u897f\u554a\u3002<\/p>\n<p>\u6709\u4e9b\u7814\u7a76\u5458\u81ea\u5df1\u4e5f\u5f00\u59cb\u6709\u90a3\u79cd\u201c\u7cbe\u795e\u9519\u4e71\u201d\u7684\u611f\u89c9\uff0c\u56e0\u4e3a\u5b83\u771f\u7684\u5728\u53d1\u751f\u3002\u4ed6\u4eec\u4f1a\u60f3\uff1a\u5b8c\u4e86\uff0c\u8fde\u6211\u4e5f\u5b8c\u4e86\u3002<\/p>\n<p><strong>11<\/strong><strong>.<\/strong><\/p>\n<p><strong>\u5728\u524d\u6cbfAI Lab\u4e4b\u5916<\/strong><\/p>\n<p><strong>\u8ddf\u201c\u4eba\u7c7b\u6574\u4f53\u201d\u7acb\u573a\u5bf9\u9f50\u5ea6\u66f4\u9ad8<\/strong><\/p>\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u4f60\u4e3a\u4ec0\u4e48\u4e0d\u5e72\u8106\u53bb\u524d\u6cbf\u5b9e\u9a8c\u5ba4\uff0c\u7528\u6d77\u91cf\u7b97\u529b\u8ddf\u4e00\u5927\u7fa4\u540c\u4e8b\u4e00\u8d77\u505a\u81ea\u52a8\u7814\u7a76\uff08auto research\uff09\uff1f\u5c31\u50cf\u524d\u51e0\u5929Noam Brown\u6240\u95ee\u7684\u90a3\u6837\uff1f<\/strong><\/p>\n<p><strong>Karpathy<\/strong>\uff1a\u5176\u5b9e\u6211\u4e4b\u524d\u5728\u90a3\u91cc\u5f85\u8fc7\u4e00\u6bb5\u65f6\u95f4\uff0c\u4e5f\u7b97\u662f\u91cd\u65b0\u51fa\u6765\u8fc7\u3002\u6211\u89c9\u5f97\u8fd9\u4e2a\u95ee\u9898\u53ef\u4ee5\u4ece\u5f88\u591a\u89d2\u5ea6\u770b\uff0c\u6709\u70b9\u590d\u6742\u3002<\/p>\n<p>\u6211\u73b0\u5728\u611f\u89c9\uff0c\u5728\u524d\u6cbf\u5b9e\u9a8c\u5ba4\u4e4b\u5916\uff0c\u4eba\u4eec\u5176\u5b9e\u4e5f\u80fd\u4ea7\u751f\u975e\u5e38\u5927\u7684\u5f71\u54cd\uff0c\u4e0d\u7ba1\u662f\u884c\u4e1a\u5916\u8fd8\u662f\u751f\u6001\u5c42\u9762\u7684\u89d2\u8272\u3002\u6bd4\u5982\u4f60\u73b0\u5728\u505a\u7684\u5c31\u662f\u751f\u6001\u5c42\u9762\u7684\u5de5\u4f5c\uff0c<strong>\u6211\u76ee\u524d\u4e5f\u66f4\u591a\u662f\u5728\u751f\u6001\u5c42\u9762\uff0c\u6211\u89c9\u5f97\u8fd9\u7c7b\u89d2\u8272\u80fd\u5e26\u6765\u7684\u5f71\u54cd\u5176\u5b9e\u633a\u597d\u7684\u3002<\/strong><\/p>\n<p>\u53cd\u8fc7\u6765\uff0c\u5982\u679c\u592a\u6df1\u5ea6\u7ed1\u5b9a\u5230\u67d0\u4e00\u5bb6\u524d\u6cbf\u5b9e\u9a8c\u5ba4\uff0c\u5176\u5b9e\u4e5f\u6709\u95ee\u9898\u3002\u56e0\u4e3a\u4f60\u4f1a\u6709\u5de8\u5927\u7684\u8d22\u52a1\u6fc0\u52b1\uff0c\u800c\u4f60\u81ea\u5df1\u4e5f\u627f\u8ba4AI\u4f1a\u6781\u5927\u5730\u6539\u53d8\u4eba\u7c7b\u548c\u793e\u4f1a\uff0c\u5374\u5728\u91cc\u9762<strong>\u4e00\u8fb9\u5efa\u6280\u672f\u4e00\u8fb9\u4ece\u4e2d\u83b7\u5229<\/strong>\u3002\u8fd9\u4e2a\u96be\u9898\u5176\u5b9e\u4eceOpenAI\u521a\u521b\u7acb\u65f6\u5c31\u5b58\u5728\uff0c\u4e00\u76f4\u6ca1\u5b8c\u5168\u89e3\u51b3\u3002<\/p>\n<p><strong>\u4f60\u5728\u516c\u53f8\u91cc\u9762\u5c31\u4e0d\u662f\u5b8c\u5168\u81ea\u7531\u7684\u4e2a\u4f53\u3002<\/strong>\u6709\u4e9b\u8bdd\u4f60\u4e0d\u80fd\u8bf4\uff0c\u6709\u4e9b\u8bdd\u7ec4\u7ec7\u5e0c\u671b\u4f60\u8bf4\u3002\u867d\u7136\u4e0d\u4f1a\u5f3a\u8feb\u4f60\uff0c\u4f46\u90a3\u79cd\u538b\u529b\u662f\u5b58\u5728\u7684\u2014\u2014\u8bf4\u9519\u8bdd\u4f1a\u5f88\u5c34\u5c2c\uff0c\u4f1a\u88ab\u4fa7\u76ee\uff0c\u4f1a\u88ab\u95ee\u201c\u4f60\u5728\u5e72\u561b\u201d\u3002\u6240\u4ee5\u4f60\u5728\u91cc\u9762\u5176\u5b9e\u5f88\u96be\u4fdd\u6301\u5b8c\u5168\u72ec\u7acb\u7684\u7acb\u573a\u3002<\/p>\n<p>\u6211\u5728\u5b9e\u9a8c\u5ba4\u5916\u9762\uff0c\u53cd\u800c\u89c9\u5f97\u81ea\u5df1\u8ddf\u201c\u4eba\u7c7b\u6574\u4f53\u201d\u7684\u7acb\u573a\u5bf9\u9f50\u5ea6\u66f4\u9ad8\uff0c\u56e0\u4e3a\u6211\u51e0\u4e4e\u4e0d\u53d7\u90a3\u4e9b\u538b\u529b\u5f71\u54cd\uff0c\u60f3\u8bf4\u4ec0\u4e48\u5c31\u8bf4\u4ec0\u4e48\u3002\u5f53\u7136\uff0c\u524d\u6cbf\u5b9e\u9a8c\u5ba4\u91cc\u4f60\u4e5f\u80fd\u505a\u51fa\u5f88\u5927\u8d21\u732e\uff0c\u5c24\u5176\u662f\u5982\u679c\u4f60\u60f3\u6cd5\u5f88\u5f3a\u3001\u80fd\u53c2\u4e0e\u6838\u5fc3\u51b3\u7b56\u3002\u73b0\u5728\u6574\u4f53\u98ce\u9669\u8fd8\u4e0d\u7b97\u7279\u522b\u9ad8\uff0c\u5927\u5bb6\u90fd\u8fd8\u633a\u53cb\u5584\u3002<\/p>\n<p>\u53ef\u4e00\u65e6\u771f\u6b63\u5230\u9ad8\u98ce\u9669\u3001\u5229\u5bb3\u6538\u5173\u7684\u65f6\u5019\uff0c\u4f5c\u4e3a\u4e00\u4e2a\u5458\u5de5\uff0c\u4f60\u5bf9\u516c\u53f8\u6700\u7ec8\u51b3\u7b56\u5230\u5e95\u6709\u591a\u5927\u5f71\u54cd\u529b\uff0c\u5176\u5b9e\u6211\u662f\u4e0d\u592a\u786e\u5b9a\u7684\u3002\u4f60\u53ef\u4ee5\u5728\u4f1a\u8bae\u5ba4\u91cc\u63d0\u60f3\u6cd5\uff0c\u4f46\u4f60\u5e76\u4e0d\u662f\u771f\u6b63\u638c\u8235\u7684\u90a3\u4e2a\u4eba\u3002\u7684\u786e\u5b58\u5728\u4e00\u4e9b\u9519\u4f4d\u3002<\/p>\n<p><strong>\u53e6\u4e00\u65b9\u9762\uff0c\u6211\u4e5f\u540c\u610f\u4e00\u4e2a\u89c2\u70b9\uff1a\u5982\u679c\u4f60\u5b8c\u5168\u5728\u5b9e\u9a8c\u5ba4\u5916\u9762\uff0c\u5224\u65ad\u529b\u786e\u5b9e\u4f1a\u6162\u6162\u6f02\u79fb\u3002<\/strong>\u56e0\u4e3a\u4f60\u63a5\u89e6\u4e0d\u5230\u6700\u524d\u6cbf\u7684\u4e1c\u897f\uff0c\u770b\u4e0d\u5230\u6a21\u578b\u5230\u5e95\u662f\u600e\u4e48\u5de5\u4f5c\u7684\uff0c\u672a\u6765\u4f1a\u600e\u4e48\u53d1\u5c55\u3002<\/p>\n<p>\u6240\u4ee5\u4ece\u8fd9\u4e2a\u89d2\u5ea6\uff0c\u6211\u786e\u5b9e\u6709\u70b9\u62c5\u5fc3\u3002\u6211\u89c9\u5f97\u4fdd\u6301\u8ddf\u524d\u6cbf\u7684\u63a5\u89e6\u662f\u91cd\u8981\u7684\u3002\u5982\u679c\u6709\u673a\u4f1a\u53bb\u524d\u6cbf\u5b9e\u9a8c\u5ba4\u5e72\u4e00\u6bb5\u65f6\u95f4\uff0c\u505a\u4e00\u4e9b\u9ad8\u8d28\u91cf\u5de5\u4f5c\uff0c\u7136\u540e\u518d\u51fa\u6765\uff0c\u4e5f\u8bb8\u662f\u4e2a\u4e0d\u9519\u7684\u65b9\u5f0f\u2014\u2014\u65e2\u80fd\u8ddf\u4e0a\u771f\u5b9e\u8fdb\u5c55\uff0c\u53c8\u4e0d\u81f3\u4e8e\u5b8c\u5168\u88ab\u67d0\u4e2a\u5b9e\u4f53\u63a7\u5236\u3002<\/p>\n<p>\u6240\u4ee5\u6211\u89c9\u5f97Noam\u5982\u679c\u5728OpenAI\u5e94\u8be5\u4e5f\u80fd\u505a\u51fa\u975e\u5e38\u597d\u7684\u5de5\u4f5c\uff0c\u4f46\u4ed6\u7684\u6700\u9ad8\u5f71\u54cd\u529b\u4e5f\u8bb8\u6070\u6070\u662f\u5728OpenAI\u5916\u9762\u3002<\/p>\n<p>\u7406\u60f3\u72b6\u6001\u53ef\u80fd\u5c31\u662f\u6765\u56de\u5207\u6362\u3001\u5728\u91cc\u9762\u548c\u5916\u9762\u90fd\u5f85\u4e00\u5f85\u3002\u8fd9\u662f\u4e00\u4e2a\u590d\u6742\u7684\u95ee\u9898\uff0c\u6211\u81ea\u5df1\u5c31\u662f\u5148\u8fdb\u53bb\uff0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4e0d\u592a\u597d\u3002<\/p>\n<p><strong>\u6211\u5e0c\u671b\u5f00\u6e90\u5c31\u7b97\u4e0d\u662f\u6700\u5f3a\u7684\uff0c\u4f46\u6700\u597d\u4e5f\u53ea\u662f\u7a0d\u5fae\u843d\u540e\u4e00\u70b9\uff0c\u4f5c\u4e3a\u6574\u4e2a\u884c\u4e1a\u90fd\u80fd\u7528\u7684\u5171\u540c\u5de5\u4f5c\u7a7a\u95f4\u3002\u8fd9\u6837\u6743\u529b\u5e73\u8861\u4f1a\u6bd4\u8f83\u5065\u5eb7\u3002<\/strong><\/p>\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u53e6\u4e00\u65b9\u9762\uff0c\u6211\u4e5f\u89c9\u5f97\u6709\u5f88\u591a\u5927\u95ee\u9898\u8981\u9760\u6301\u7eed\u63a8\u8fdb\u6700\u524d\u6cbf\u7684\u667a\u80fd\u624d\u80fd\u89e3\u51b3\u3002\u4eba\u7c7b\u9762\u4e34\u7684\u4e00\u4e9b\u8d85\u7ea7\u96be\u9898\uff0c\u6ca1\u6cd5\u53ea\u9760\u4eca\u5929\u7684\u80fd\u529b\u641e\u5b9a\uff0c\u6240\u4ee5\u6211\u4eec\u8fd8\u662f\u5f97\u652f\u6301\u90a3\u4e9b\u613f\u610f\u82b1\u5927\u94b1\u5f80\u524d\u63a8\u7684\u5b9e\u9a8c\u5ba4\u3002<\/strong><\/p>\n<p><strong>\u4f46\u6b63\u5982\u4f60\u8bf4\u7684\uff0c\u4eca\u5929\u7684\u201c\u524d\u6cbf\u201d\u5982\u679c\u8fc7\u4e00\u9635\u5b50\u5c31\u5f00\u6e90\uff0c\u90a3\u672c\u8eab\u5c31\u5df2\u7ecf\u662f\u975e\u5e38\u5927\u7684\u80fd\u529b\u91ca\u653e\u4e86\u3002\u8fd9\u79cd\u667a\u80fd\u7684\u666e\u60e0\u5316\uff0c\u6211\u89c9\u5f97\u65e2\u5b9e\u7528\u53c8\u6709\u76ca\u3002<\/strong><\/p>\n<p><strong>Karpathy\uff1a<\/strong>\u6240\u4ee5\u67d0\u79cd\u610f\u4e49\u4e0a\uff0c\u6211\u4eec\u73b0\u5728\u8fd9\u4e2a\u5c40\u9762\u5176\u5b9e\u633a\u610f\u5916\u5730\u8fd8\u4e0d\u9519\uff0c\u751a\u81f3\u53ef\u4ee5\u8bf4\u662f\u4e2a\u76f8\u5bf9\u5065\u5eb7\u7684\u751f\u6001\u3002<\/p>\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u800c\u4e14\u53ea\u8981\u8fd9\u79cd\u52a8\u6001\u80fd\u6301\u7eed\u5f97\u4e45\u4e00\u70b9\uff0c\u6574\u4e2a\u751f\u6001\u7684\u201c\u9762\u79ef\u201d\uff08\u7d2f\u79ef\u7684\u80fd\u529b\uff09\u5c31\u4f1a\u8d8a\u6765\u8d8a\u5927\u3002<\/strong><\/p>\n<p><strong>Karpathy\uff1a<\/strong>\u4e0d\u8fc7\u6700\u8fd1\u95ed\u6e90\u6a21\u578b\u597d\u50cf\u53cd\u800c\u66f4\u96c6\u4e2d\u4e86\uff0c\u56e0\u4e3a\u5f88\u591a\u539f\u672c\u8dd1\u5728\u524d\u9762\u7684\u73a9\u5bb6\u73b0\u5728\u6389\u961f\u4e86\uff0c\u6240\u4ee5\u5934\u90e8\u66f4\u96c6\u4e2d\u3002\u6211\u5176\u5b9e\u4e0d\u592a\u559c\u6b22\u8fd9\u4e2a\u8d8b\u52bf\u3002\u6211\u5e0c\u671b\u6709\u66f4\u591a\u524d\u6cbf\u5b9e\u9a8c\u5ba4\uff0c\u8d8a\u591a\u8d8a\u597d\u3002\u6211\u5bf9\u96c6\u4e2d\u8fd9\u4ef6\u4e8b\u5c31\u5f88\u8b66\u60d5\u3002<\/p>\n<p><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>\u91ccensemble\uff08\u96c6\u6210\uff09\u603b\u662f\u6bd4\u5355\u4e2a\u6a21\u578b\u5f3a\uff0c\u6240\u4ee5\u6211\u4e5f\u5e0c\u671b\u6700\u96be\u7684\u95ee\u9898\u662f\u6709\u591a\u7ec4\u4eba\u5728\u601d\u8003\u3001\u6700\u96be\u7684\u51b3\u7b56\u662f\u6709\u591a\u7ec4\u77e5\u60c5\u7684\u4eba\u5728\u623f\u95f4\u91cc\u8ba8\u8bba\uff0c\u800c\u4e0d\u662f\u5173\u8d77\u95e8\u6765\u4e24\u4e09\u4e2a\u4eba\u8bf4\u4e86\u7b97\u3002\u6211\u89c9\u5f97\u90a3\u4e0d\u662f\u597d\u7684\u672a\u6765\u3002<\/p>\n<p>\u6240\u4ee5\u957f\u8bdd\u77ed\u8bf4\uff1a\u6211\u5e0c\u671b\u4f1a\u6709\u66f4\u591a\u7684AI\u5b9e\u9a8c\u5ba4\uff0c\u5f00\u6e90\u6a21\u578b\u80fd\u4e00\u76f4\u5b58\u5728\uff0c\u76ee\u524d\u7a0d\u5fae\u843d\u540e\u4e00\u70b9\u5176\u5b9e\u662f\u597d\u4e8b\u3002<\/p>\n<p><strong>13<\/strong><strong>.<\/strong><\/p>\n<p><strong>\u4e0e\u64cd\u4f5c\u201c\u6bd4\u7279\u201d\u76f8\u6bd4<\/strong><\/p>\n<p><strong>\u64cd\u4f5c\u539f\u5b50\u201c\u96be\u4e0a100\u4e07\u500d\u201d<\/strong><\/p>\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u4f60\u4e4b\u524d\u505a\u8fc7\u901a\u7528\u673a\u5668\u4eba\u7684\u524d\u671f\u5de5\u4f5c\uff0c\u4e5f\u5c31\u662f\u81ea\u52a8\u9a7e\u9a76\u76f8\u5173\u7684\u7814\u7a76\u3002\u6700\u8fd1\u51e0\u4e2a\u6708\u673a\u5668\u4eba\u516c\u53f8\u4e5f\u52a0\u901f\u4e86\uff0c\u5f88\u591a\u516c\u53f8\u5728\u6cdb\u5316\u80fd\u529b\u3001\u957f\u65f6\u5e8f\u4efb\u52a1\u4e0a\u8fdb\u6b65\u5f88\u5927\uff0c\u8fd8\u6709\u5f88\u591a\u94b1\u6d8c\u8fdb\u6765\u3002\u4f60\u89c9\u5f97\u673a\u5668\u4eba\u771f\u7684\u8981\u8d77\u6765\u4e86\uff1f\u6700\u8fd1\u6709\u6ca1\u6709\u4ec0\u4e48\u53d8\u5316\u8ba9\u4f60\u6539\u89c2\uff1f<\/strong><\/p>\n<p><strong>Karpathy\uff1a<\/strong>\u6211\u7684\u770b\u6cd5\u8fd8\u662f\u53d7\u5f53\u5e74\u81ea\u52a8\u9a7e\u9a76\u7684\u5f71\u54cd\u6bd4\u8f83\u5927\u3002\u81ea\u52a8\u9a7e\u9a76\u5176\u5b9e\u5c31\u662f\u7b2c\u4e00\u4e2a\u771f\u6b63\u843d\u5730\u7684\u673a\u5668\u4eba\u5e94\u7528\u3002\u5341\u5e74\u524d\u90a3\u6ce2\uff0c\u6709\u4e00\u5927\u5806\u521d\u521b\u516c\u53f8\uff0c\u6700\u540e\u80fd\u6d3b\u4e0b\u6765\u7684\u5176\u5b9e\u6ca1\u51e0\u4e2a\u3002<\/p>\n<p>\u6211\u770b\u5230\u7684\u662f\uff1a\u673a\u5668\u4eba\u8fd9\u4e1c\u897f\u592a\u96be\u4e86\uff0c\u5f88\u591a\u810f\u6d3b\u7d2f\u6d3b\uff0c\u9700\u8981\u5de8\u91cf\u7684\u8d44\u672c\u3001\u65f6\u95f4\u548c\u4fe1\u5ff5\u3002\u201c\u539f\u5b50\u4e16\u754c\u201d\u5c31\u662f\u8981\u6bd4\u201c\u6bd4\u7279\u4e16\u754c\u201d\u96be\u5f88\u591a\u3002\u6240\u4ee5\u6211\u8ba4\u4e3a\u7269\u7406\u4e16\u754c\u7684\u673a\u5668\u4eba\u4f1a\u660e\u663e\u843d\u540e\u4e8e\u6570\u5b57\u4e16\u754c\u3002<\/p>\n<p>\u6570\u5b57\u4e16\u754c\u73b0\u5728\u5c31\u51fa\u73b0\u4e86\u5de8\u5927\u7684\u201c\u89e3\u9501\u6548\u5e94\u201d\u2014\u2014\u5f88\u591a\u539f\u672c\u4f4e\u6548\u7684\u4e1c\u897f\uff0c\u6548\u7387\u53ef\u4ee5\u63d0\u5347100\u500d\u3002\u56e0\u4e3a\u6bd4\u7279\u5c31\u662f\u6bd4\u539f\u5b50\u597d\u641e\u592a\u591a\u4e86\u3002<\/p>\n<p>\u76ee\u524d\u6700\u6d3b\u8dc3\u3001\u6700\u4f1a\u53d1\u751f\u5de8\u53d8\u7684\u8fd8\u662f\u6570\u5b57\u7a7a\u95f4\u3002\u7136\u540e\u624d\u4f1a\u6162\u6162\u5230\u6570\u5b57-\u7269\u7406\u7684\u63a5\u53e3\u90e8\u5206\u3002<\/p>\n<p>\u4e3a\u4ec0\u4e48\u4f1a\u6709\u63a5\u53e3\uff1f\u56e0\u4e3a\u4e00\u65e6\u4f60\u6709\u4e86\u66f4\u591aAgents\u4ee3\u8868\u4eba\u7c7b\u505a\u4e8b\u3001\u4e92\u76f8\u534f\u4f5c\u3001\u53c2\u4e0e\u201cAgent\u7ecf\u6d4e\u201d\uff0c\u7eaf\u6570\u5b57\u7684\u4efb\u52a1\u603b\u6709\u4e00\u5929\u4f1a\u505a\u5b8c\u3002\u5230\u90a3\u65f6\u4f60\u5fc5\u987b\u53bb\u95ee\u5b87\u5b99\u95ee\u9898\uff0c\u5fc5\u987b\u505a\u5b9e\u9a8c\uff0c\u8ba9\u7269\u7406\u4e16\u754c\u7ed9\u4f60\u53cd\u9988\uff0c\u624d\u80fd\u5b66\u5230\u65b0\u4e1c\u897f\u3002<\/p>\n<p>\u73b0\u5728\u6570\u5b57\u4e16\u754c\u8fd8\u6709\u5927\u91cf\u201c\u8fc7\u5269\u5de5\u4f5c\u201d\u2014\u2014\u4eba\u7c7b\u4ee5\u524d\u6839\u672c\u6ca1\u8db3\u591f\u8111\u529b\u628a\u6240\u6709\u5df2\u6570\u5b57\u5316\u7684\u4fe1\u606f\u90fd\u601d\u8003\u4e00\u904d\u3002\u73b0\u5728AI\u6765\u4e86\uff0c\u6211\u4eec\u4f1a\u5148\u628a\u8fd9\u4e9b\u8fc7\u5269\u7684\u90e8\u5206\u69a8\u5e72\u3002<\/p>\n<p>\u4f46\u8fdf\u65e9\u4f1a\u69a8\u5b8c\u3002\u7136\u540e\u5c31\u5f00\u59cb\u9700\u8981\u8ddf\u7269\u7406\u4e16\u754c\u4ea4\u4e92\u7684\u63a5\u53e3\uff1a\u4f20\u611f\u5668\uff08\u8bfb\u4e16\u754c\uff09\u3001\u6267\u884c\u5668\uff08\u6539\u4e16\u754c\uff09\u3002\u6240\u4ee5\u6211\u89c9\u5f97\u771f\u6b63\u6709\u8da3\u7684\u516c\u53f8\u4f1a\u51fa\u73b0\u5728\u8fd9\u4e2a\u63a5\u53e3\u5730\u5e26\u2014\u2014\u80fd\u4e0d\u80fd\u7ed9\u8d85\u7ea7\u667a\u80fd\u5582\u6570\u636e\uff0c\u80fd\u4e0d\u80fd\u6309\u5b83\u7684\u6307\u4ee4\u53bb\u64cd\u63a7\u7269\u7406\u4e16\u754c\u3002<\/p>\n<p><strong>\u800c\u7eaf\u7269\u7406\u4e16\u754c\u7684\u673a\u4f1a\u5176\u5b9e\u66f4\u5927\uff0c\u603b\u6f5c\u5728\u5e02\u573a\uff08TAM\uff09\u53ef\u80fd\u6bd4\u7eaf\u6570\u5b57\u4e16\u754c\u8fd8\u5927\u3002<\/strong>\u4f46\u56e0\u4e3a\u539f\u5b50\u96be\u641e\u592a\u591a\uff0c\u6240\u4ee5\u4f1a\u6ede\u540e\u3002\u6211\u8ba4\u4e3a\u8981\u96be\u4e0a100\u4e07\u500d\u3002\u65f6\u95f4\u7ebf\u5927\u6982\u662f\u5148\u6570\u5b57\u5927\u7206\u53d1\uff0c\u7136\u540e\u662f\u6570\u5b57-\u7269\u7406\u63a5\u53e3\uff0c\u6700\u540e\u624d\u662f\u7eaf\u7269\u7406\u7684\u5927\u89c4\u6a21\u8d77\u98de\u3002<\/p>\n<p>\u4e3b\u6301\u4eba\uff1a\u5f53\u7136\uff0c\u6709\u4e9b\u7269\u7406\u4efb\u52a1\u5176\u5b9e\u6ca1\u90a3\u4e48\u96be\u3002\u6bd4\u5982\u53ea\u662f\u5728\u7269\u7406\u4e16\u754c\u53ca\u9006\u884c\u201c\u8bfb\u5199\u201d\u2014\u2014\u8bfb\u53ef\u4ee5\u7528\u73b0\u6210\u6444\u50cf\u5934\u3001\u4f20\u611f\u5668\uff1b\u5199\u53ef\u4ee5\u7528\u73b0\u6210\u673a\u68b0\u81c2\u3002\u5982\u679c\u4f60\u8db3\u591f\u806a\u660e\uff0c\u4e0d\u7528\u6295\u592a\u591a\u94b1\u4e5f\u80fd\u641e\u51fa\u5f88\u6709\u4ef7\u503c\u7684\u4e1c\u897f\u3002<\/p>\n<p><strong>Karpathy\uff1a<\/strong>\u6bd4\u5982\u6211\u6700\u8fd1\u53bb\u62dc\u8bbf\u7684\u670b\u53cbLiam\uff0c\u4ed6\u662fPeriodic\u7684CEO\uff0c\u4ed6\u4eec\u5728\u7528AI\u505a\u6750\u6599\u79d1\u5b66\u7684\u81ea\u52a8\u7814\u7a76\u3002\u90a3\u91cc\u4f20\u611f\u5668\u7684\u6210\u672c\u5c31\u5f88\u9ad8\uff0c\u662f\u5b9e\u9a8c\u5ba4\u8bbe\u5907\u3002\u751f\u7269\u5b66\u4e5f\u4e00\u6837\uff0c\u5f88\u591a\u4eba\u5728\u641e\u751f\u7269\u5de5\u7a0b\uff0c\u4f20\u611f\u5668\u8fdc\u4e0d\u6b62\u6444\u50cf\u5934\u3002<\/p>\n<p>\u8fd8\u6709\u4e9b\u516c\u53f8\u5728\u505a\u201c\u4ed8\u8d39\u91c7\u96c6\u8bad\u7ec3\u6570\u636e\u201d\u7684\u751f\u610f\uff0c\u76f4\u63a5\u628a\u4eba\u7c7b\u5f53\u4f20\u611f\u5668\u7ed9AI\u5582\u6570\u636e\u3002<\/p>\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u6240\u4ee5\u6211\u89c9\u5f97\u672a\u6765\u6211\u4f1a\u5f88\u671f\u5f85\u80fd\u76f4\u63a5\u7ed9Agent\u4e00\u4e2a\u7269\u7406\u4e16\u754c\u4efb\u52a1\u3001\u6807\u4e2a\u4ef7\u683c\uff0c\u8bf4\u201c\u4f60\u81ea\u5df1\u60f3\u529e\u6cd5\u641e\u5b9a\uff0c\u53bb\u62ff\u6570\u636e\u201d\u3002<\/strong><\/p>\n<p><strong>Karpathy\uff1a<\/strong>\u73b0\u5728\u5c45\u7136\u8fd8\u6ca1\u6709\u8db3\u591f\u53d1\u8fbe\u7684\u201c\u4fe1\u606f\u5e02\u573a\u201d\uff0c\u6211\u89c9\u5f97\u633a\u610f\u5916\u7684\u3002<\/p>\n<p>\u6bd4\u5982Polymarket\u3001\u80a1\u7968\u5e02\u573a\u8fd9\u4e9b\uff0c\u5982\u679c\u672a\u6765Agent\u53c2\u4e0e\u5ea6\u8d8a\u6765\u8d8a\u9ad8\uff0c\u4e3a\u4ec0\u4e48\u4e0d\u80fd\u51fa\u73b0\u201c\u6211\u51fa10\u7f8e\u5143\uff0c\u8ba9\u4eba\u5728\u5fb7\u9ed1\u5170\u67d0\u4e2a\u5730\u65b9\u62cd\u5f20\u7167\u6216\u89c6\u9891\u201d\u8fd9\u6837\u7684\u673a\u5236\uff1f\u62cd\u5b8c\u76f4\u63a5\u5582\u7ed9Agent\uff0c\u8ba9\u5b83\u4eec\u53bb\u731c\u8d4c\u5c40\u6216\u7092\u80a1\u3002<\/p>\n<p>\u6211\u89c9\u5f97\u201cAgent\u5316\u7684web\u201d\u8fd8\u5f88\u65e9\u671f\uff0c\u8fd8\u7f3a\u5f88\u591a\u8fd9\u6837\u7684\u57fa\u7840\u8bbe\u65bd\u3002\u4f46\u8fd9\u79cd\u65b9\u5411\u6211\u89c9\u5f97\u662f\u4f1a\u53d1\u751f\u7684\u3002<\/p>\n<p>\u6709\u4e00\u672c\u4e66\u53ef\u80fd\u633a\u6709\u542f\u53d1\uff0c\u53eb\u300a\u6076\u9b54\u300b\uff08Demon\uff09\uff0c\u91cc\u9762\u667a\u80fd\u6700\u540e\u6709\u70b9\u50cf\u5728\u64cd\u7eb5\u4eba\u7c7b\u2014\u2014\u4eba\u7c7b\u65e2\u662f\u5b83\u7684\u4f20\u611f\u5668\uff0c\u4e5f\u662f\u5b83\u7684\u6267\u884c\u5668\u3002\u672a\u6765\u6574\u4e2a\u793e\u4f1a\u53ef\u80fd\u4f1a\u96c6\u4f53\u91cd\u5851\uff0c\u53bb\u670d\u52a1\u4e8e\u673a\u5668\u7684\u67d0\u79cd\u9700\u6c42\uff0c\u800c\u4e0d\u662f\u5355\u7eaf\u670d\u52a1\u4e8e\u5f7c\u6b64\u3002<\/p>\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u6211\u4eec\u4e4b\u524d\u804a\u5230\u8bad\u7ec3\u6570\u636e\u7f3a\u53e3\u3001\u81ea\u52a8\u7814\u7a76\uff08auto 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GPT\u3002<\/strong><\/p>\n<p><strong>Karpathy\uff1a<\/strong>\u5bf9\uff0cmicro GPT\u662f\u6211\u8fd9\u5341\u51e0\u5e74\u4e00\u76f4\u5728\u5e72\u7684\u4e00\u4ef6\u4e8b\uff1a\u628aLLM\u5c3d\u53ef\u80fd\u5730\u7b80\u5316\u3001\u63d0\u7eaf\u5230\u6700\u672c\u8d28\u3002<\/p>\n<p>\u6211\u4e4b\u524d\u505a\u8fc7nano GPT\u7b49\u7b49\u9879\u76ee\uff0c\u73b0\u5728micro 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