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\"\u8001\u9ec4\u579220\u5e74\u7684CUDA\u62a4\u57ce\u6cb3\uff0cAI\u521a\u521a\u752810\u5c0f\u65f6\u51ff\u5f00\u4e86\"\/<\/div><\/figure>\n
\"\u8001\u9ec4\u579220\u5e74\u7684CUDA\u62a4\u57ce\u6cb3\uff0cAI\u521a\u521a\u752810\u5c0f\u65f6\u51ff\u5f00\u4e86\"\/<\/div><\/figure>\n
\"\u8001\u9ec4\u579220\u5e74\u7684CUDA\u62a4\u57ce\u6cb3\uff0cAI\u521a\u521a\u752810\u5c0f\u65f6\u51ff\u5f00\u4e86\"\/<\/div><\/figure>\n
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CUDA\u53c8\u5371\u4e86\uff1f<\/p>\n

CUDA\u53c8\u53cc\u53d2\u53d5\u88ab\u521b\u4e86\u2026<\/p>\n

\u8fd9\u56de\u52a8\u624b\u7684\uff0c\u8fd8\u662f\u82f1\u4f1f\u8fbe\u4eb2\u624b\u5582\u5927\u7684AI\u3002<\/p>\n

\u4e00\u5bb6\u6210\u7acb\u4ec5\u4e00\u5e74\u7684\u5c0f\u516c\u53f8\uff0c\u7528AI\u7f16\u7a0bAgent\uff0c\u53ea\u82b110\u5c0f\u65f6\uff0c\u5c31\u642d\u51fa\u4e86\u4e00\u5957\u300c\u7c7bCUDA\u8f6f\u4ef6\u300d\u3002<\/p>\n

\u505c\u505c\u505c\u3002<\/p>\n

\u4f60\u662f\u8bf4\u8fd9\u5957\u82f1\u4f1f\u8fbe\u82b1\u4e86\u8fd120\u5e74\u642d\u8d77\u6765\u7684\u8f6f\u4ef6\u5e1d\u56fd\uff0c\u5c31\u8fd9\u4e48\u88ab\u590d\u523b\u4e86\uff1f\uff1f<\/p>\n

\u4e0d\u6b62\u5982\u6b64\u3002DeepSeek\u4e5f\u5728\u5c1d\u8bd5\u5c11\u5199\u4e00\u70b9\u5e95\u5c42CUDA\u3002<\/p>\n

\u4ed6\u4eec\u5df2\u7ecf\u5f00\u6e90\u4e86\u4e00\u5957\u540d\u4e3aTileKernels\u7684GPU\u7b97\u5b50\u5e93\uff0c\u7528TileLang\u6765\u7f16\u5199\uff0c\u7701\u53bb\u4e86\u5927\u91cf\u624b\u5199\u5e95\u5c42CUDA\u4ee3\u7801\u7684\u5de5\u4f5c\u3002<\/p>\n

\u4e0d\u8fc7\u7c7b\u4f3c\u7684\u300cCUDA\u5371\u673a\u300d\uff0c\u54b1\u4e5f\u4e0d\u662f\u7b2c\u4e00\u6b21\u542c\u4e86\u3002<\/p>\n

\u6bcf\u9694\u4e00\u6bb5\u65f6\u95f4\uff0cCUDA\u90fd\u8981\u88ab\u62ce\u51fa\u6765\u97ad\u6253\u4e00\u756a\uff0c\u52a8\u8f84\u66ff\u4ee3\u4e86\u3001\u51fb\u7a7f\u4e86\u3001\u62a4\u57ce\u6cb3\u53c8\u88ab\u98a0\u8986\u4e86\u2026<\/p>\n

\u771f\u7684\u662f\u8fd9\u6837\u4e48\uff1f<\/p>\n

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H100\u3001Blackwell\u3001Rubin\uff0c\u9760\u7740\u4e00\u4ee3\u4ee3\u6027\u80fd\u66f4\u5f3a\u7684\u82af\u7247\uff0c\u82f1\u4f1f\u8fbe\u5403\u4e0b\u4e86\u8fd9\u4e00\u8f6eAI\u6d6a\u6f6e\u7684\u6700\u5927\u7ea2\u5229\u3002<\/p>\n

\u4f46\u82f1\u4f1f\u8fbe\u771f\u6b63\u96be\u4ee5\u64bc\u52a8\u7684\u4f18\u52bf\uff0c\u5176\u5b9e\u4e0d\u662f\u786c\u4ef6\uff0c\u800c\u662f\u8f6f\u4ef6\u3002<\/p>\n

\u82af\u7247\u53ef\u4ee5\u4e70\uff0c\u53c2\u6570\u53ef\u4ee5\u8ffd\uff0c\u5236\u7a0b\u4e5f\u4f1a\u8fed\u4ee3\u3002\u771f\u6b63\u8ba9\u5ba2\u6237\u7528\u4e86\u82f1\u4f1f\u8fbe\u4e4b\u540e\u5f88\u96be\u518d\u6362\u8d70\u7684\uff0c\u662f\u56f4\u7ed5GPU\u5efa\u7acb\u8d77\u6765\u7684\u6574\u5957\u8f6f\u4ef6\u751f\u6001\u3002<\/p>\n

\u800cCUDA\uff0c\u5c31\u662f\u8fd9\u5957\u8f6f\u4ef6\u5e1d\u56fd\u7684\u6838\u5fc3\u3002<\/p>\n

CUDA\u5168\u79f0Compute Unified Device Architecture\uff0c\u7531\u82f1\u4f1f\u8fbe\u9ad8\u7ba1Ian Buck\u5e26\u961f\uff0c\u82b1\u4e86\u8fd120\u5e74\u6253\u9020\u3002<\/p>\n

\u5b83\u5e38\u88ab\u53eb\u4f5c\u7f16\u7a0b\u8bed\u8a00\uff0c\u4f46\u66f4\u51c6\u786e\u5730\u8bf4\uff0cCUDA\u662f\u4e00\u6574\u5957\u56f4\u7ed5\u82f1\u4f1f\u8fbeGPU\u5efa\u7acb\u7684\u8f6f\u4ef6\u5e73\u53f0\u3002<\/p>\n

\u5982\u679c\u7b80\u5355\u62c6\u6210\u4e09\u5c42\uff0c\u6700\u5e95\u4e0b\u662f\u5185\u6838\u5c42\uff0c\u76f4\u63a5\u8ba9\u82af\u7247\u5e72\u6d3b\u7684Kernel\u3001\u7f16\u8bd1\u5668\u548c\u8fd0\u884c\u65f6\u3002<\/p>\n

\u4e2d\u95f4\u662f\u5e93\u5c42\u2014\u2014cuBLAS\u3001cuDNN\u7b49\u7ecf\u8fc7\u9ad8\u5ea6\u4f18\u5316\u7684\u8ba1\u7b97\u5e93\uff0c\u4ee5\u53ca\u8c03\u8bd5\u3001\u9a8c\u8bc1\u548c\u6027\u80fd\u5206\u6790\u5de5\u5177\u3002<\/p>\n

\u6700\u4e0a\u9762\uff0c\u5219\u662fPyTorch\u3001TensorFlow\u7b49\u5f00\u53d1\u6846\u67b6\uff0c\u4f01\u4e1a\u79ef\u7d2f\u7684\u6d77\u91cf\u4ee3\u7801\u548c\u5de5\u4f5c\u6d41\uff0c\u4ee5\u53ca\u56f4\u7ed5CUDA\u6210\u957f\u8d77\u6765\u7684\u5f00\u53d1\u8005\u751f\u6001\u3002<\/p>\n

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

\u8fd9\u4e48\u8bf4\u53ef\u80fd\u6709\u70b9\u62bd\u8c61\uff0c\u4f46\u4f60\u53ef\u4ee5\u628a\u82f1\u4f1f\u8fbeGPU\u60f3\u8c61\u6210\u4e00\u5bb6\u5de5\u5382\u3002<\/p>\n

CUDA\u6700\u5e95\u5c42\u8d1f\u8d23\u544a\u8bc9\u673a\u5668\u6bcf\u4e00\u6b65\u600e\u4e48\u5e72\uff0c\u4e2d\u95f4\u5c42\u63d0\u4f9b\u73b0\u6210\u7684\u751f\u4ea7\u5de5\u5177\uff0c\u6700\u4e0a\u5c42\u5219\u662f\u4e00\u6574\u5957\u5df2\u7ecf\u8fd0\u8f6c\u591a\u5e74\u7684\u751f\u4ea7\u4f53\u7cfb\u3002<\/p>\n

\u6240\u4ee5\uff0c\u5bf9\u5ba2\u6237\u6765\u8bf4\uff0c\u4e70\u5230\u7684\u4e0d\u53ea\u662f\u82f1\u4f1f\u8fbe\u7684\u4e00\u5757\u5361\uff0c\u800c\u662f\u4e00\u5ea7\u5f00\u7bb1\u5373\u7528\u7684\u5de5\u5382\u3002<\/p>\n

\u73b0\u5728\uff0c\u4e00\u4f4d\u540d\u53ebJeremy Nixon\u7684\u8001\u54e5\uff0c\u5e26\u7740AI Agent\u6765\u4e86\u3002<\/p>\n

Nixon\u662fAI\u8f6f\u4ef6\u521d\u521b\u516c\u53f8Infinity\u7684\u521b\u59cb\u4eba\uff0c\u6b64\u524d\u4e5f\u5728Google Brain\u5f53\u7814\u7a76\u5458\u3002<\/p>\n

\u4ed6\u7684\u56e2\u961f\u5f00\u53d1\u4e86\u4e00\u5957\u540d\u4e3aIgnition\u7684AI\u7814\u7a76Agent\uff0c\u4e13\u95e8\u7ed9\u4e0d\u540cAI\u82af\u7247\u7f16\u5199\u5e95\u5c42\u8f6f\u4ef6\u3002<\/p>\n

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\u4eba\u7c7b\u5de5\u7a0b\u5e08\u8d1f\u8d23\u7ed9\u51fa\u9ad8\u5c42\u65b9\u5411\uff0c\u5269\u4e0b\u90a3\u4e9b\u7410\u788e\u53c8\u8d39\u8111\u5b50\u7684\u5de5\u4f5c\uff0c\u5c31\u4ea4\u7ed9Agent\u53cd\u590d\u5faa\u73af\u3002<\/p>\n

\u5c31\u8fd9\u6837\uff0cInfinity\u7528Ignition\u4e3aAI\u82af\u7247\u521d\u521b\u516c\u53f8d-Matrix\u642d\u5efa\u4e86\u4e00\u5957\u7c7bCUDA\u8f6f\u4ef6\u3002<\/p>\n

\u53ea\u82b1\u4e8610\u5c0f\u65f6\u3002<\/p>\n

\u554a\uff1f\uff1f<\/p>\n

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\u8fd8\u771f\u4e0d\u80fd\u8bf4\u5b8c\u5168\u662f\u7092\u4f5c\u3002<\/p>\n

AI Agent\u786e\u5b9e\u5f88\u9002\u5408\u8fd9\u79cd\u5177\u6709\u660e\u786e\u53cd\u9988\u7684\u7f16\u7a0b\u4efb\u52a1\u3002<\/p>\n

\u4ee3\u7801\u80fd\u4e0d\u80fd\u7f16\u8bd1\uff0c\u7ed3\u679c\u7b97\u5f97\u5bf9\u4e0d\u5bf9\uff0c\u6027\u80fd\u6709\u6ca1\u6709\u63d0\u9ad8\uff0c\u90fd\u53ef\u4ee5\u901a\u8fc7\u5b9e\u9645\u8fd0\u884c\u5f97\u5230\u7b54\u6848\u3002<\/p>\n

\u4e8e\u662f\uff0cAgent\u80fd\u591f\u5f62\u6210\u4e00\u4e2a\u5b8c\u6574\u95ed\u73af\uff1a<\/p>\n

\u5199\u4ee3\u7801\u2192\u7f16\u8bd1\u2192\u8fd0\u884c\u2192\u6d4b\u8bd5\u6b63\u786e\u6027\u548c\u6027\u80fd\u2192\u6839\u636e\u53cd\u9988\u7ee7\u7eed\u4fee\u6539<\/p>\n

\u4e0d\u8fc7\uff0cInfinity\u4e3b\u8981\u653b\u5165\u7684\u662fCUDA\u7684\u7b2c\u4e00\u5c42\uff1a\u4e3a\u4e0d\u540c\u82af\u7247\u751f\u6210\u548c\u4f18\u5316\u63a8\u7406Kernel\uff0c\u5e76\u56f4\u7ed5\u8fd9\u4e9bKernel\u642d\u5efa\u5e95\u5c42\u8f6f\u4ef6\u80fd\u529b\u3002<\/p>\n

\u5b83\u6b63\u5728\u5f00\u53d1\u4e00\u5957\u9762\u5411\u591a\u79cd\u82af\u7247\u7684\u901a\u7528\u63a8\u7406\u5e93\uff0c\u4f46\u8fd9\u4e0d\u7b49\u4e8e\u5b83\u572810\u5c0f\u65f6\u5185\u590d\u5236\u4e86CUDA\u8fd120\u5e74\u79ef\u7d2f\u7684\u5b8c\u6574\u751f\u6001\u3002<\/p>\n

\u4f46\u662f\u2026<\/p>\n

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\u5982\u679c\u8bf4AI Agent\u662f\u653b\u57ce\u7684\u6b66\u5668\uff0c\u90a3\u63a8\u7406\u5e02\u573a\u5c31\u662f\u57ce\u5899\u4e0a\u7684\u7f3a\u53e3\u3002<\/p>\n

\u5927\u6a21\u578b\u7684\u8ba1\u7b97\u4e3b\u8981\u5206\u6210\u4e24\u6bb5\uff1a<\/p>\n

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\u4f46\u5728\u63a8\u7406\u4fa7\uff0c\u6e38\u620f\u89c4\u5219\u53d8\u4e86\u3002<\/p>\n

\u97e9\u56fdAI\u82af\u7247\u516c\u53f8Rebellions\u9996\u5e2d\u5546\u52a1\u5b98Marshall Choy\u5c31\u8ba4\u4e3a\uff1a<\/p>\n

\u5728\u63a8\u7406\u4fa7\uff0cCUDA\u4e0d\u518d\u662f\u51b3\u5b9a\u56e0\u7d20\u3002\u8fd9\u5c06\u662f\u4e00\u573a\u5f00\u6e90\u8f6f\u4ef6\u7684\u7ade\u4e89\u3002<\/p>\n

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\u8bad\u7ec3\u9700\u8981\u4e0a\u4e07\u5757\u5361\u534f\u540c\uff0c\u63a8\u7406\u53ef\u4ee5\u62c6\u5206\u5230\u5c0f\u96c6\u7fa4\u751a\u81f3\u5355\u5361\uff1b\u8bad\u7ec3\u4e0d\u6562\u6362\u82af\u7247\uff0c\u4f46\u63a8\u7406\u53ef\u4ee5\u3002<\/p>\n

\u53cd\u6b63\u53ea\u8981\u80fd\u8dd1\u3001\u4fbf\u5b9c\uff0c\u5ba2\u6237\u5c31\u613f\u610f\u8bd5\u3002<\/p>\n

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CUDA\u6700\u5927\u7684\u9501\u5b9a\u6548\u5e94\uff0c\u5c31\u6b64\u5931\u6548\u3002<\/p>\n

\u8fd9\u5c31\u7ed9\u4e13\u7528\u63a8\u7406\u82af\u7247\u7559\u4e0b\u4e86\u673a\u4f1a\u3002<\/p>\n

\u63a8\u7406\u4efb\u52a1\u5e76\u4e0d\u90fd\u9700\u8981CUDA\u4ece\u8bad\u7ec3\u5230\u96c6\u7fa4\u534f\u540c\u7684\u5168\u90e8\u80fd\u529b\u3002\u9488\u5bf9\u7279\u5b9a\u6a21\u578b\u3001\u7279\u5b9a\u573a\u666f\u91cd\u65b0\u8bbe\u8ba1\u7684\u82af\u7247\uff0c\u53ea\u8981\u80fd\u591f\u8dd1\u5f97\u66f4\u5feb\u3001\u66f4\u4fbf\u5b9c\u6216\u8005\u66f4\u7701\u7535\uff0c\u5c31\u6709\u673a\u4f1a\u4ece\u82f1\u4f1f\u8fbe\u624b\u91cc\u5207\u4e0b\u4e00\u5757\u5e02\u573a\u3002<\/p>\n

\u6bd4\u5982d-Matrix\uff0c\u672c\u8eab\u5c31\u662f\u4e00\u5bb6\u4e3b\u6253\u63a8\u7406\u7684\u82af\u7247\u516c\u53f8\u3002<\/p>\n

\u8fd9\u5bb6\u516c\u53f8\u6210\u7acb\u4e8e2019\u5e74\uff0c\u4e3b\u653b\u751f\u6210\u5f0fAI\u63a8\u7406\u82af\u7247\u3002<\/p>\n

\u8054\u5408\u521b\u59cb\u4eba\u517cCEOSid Sheth\u66fe\u56de\u5fc6\uff0c\u4ed6\u4eec\u5f88\u65e9\u4fbf\u5224\u65ad\uff0cAI\u63a8\u7406\u5e26\u6765\u7684\u673a\u4f1a\u6700\u7ec8\u4f1a\u8d85\u8fc7\u8bad\u7ec3\u3002<\/p>\n

Infinity\u7528AI Agent\u82b110\u5c0f\u65f6\u642d\u5efa\u7684\u7c7bCUDA\u8f6f\u4ef6\uff0c\u670d\u52a1\u7684\u6b63\u662fd-Matrix\u7684\u63a8\u7406\u82af\u7247\u3002<\/p>\n

\u4e8e\u662f\uff0c\u300c10\u5c0f\u65f6\u4e8b\u4ef6\u300d\u7684\u5b8c\u6574\u6545\u4e8b\u5c31\u8fde\u8d77\u6765\u4e86\uff1a<\/p>\n

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Sid\u8fd8\u660e\u7740\u653e\u8bdd\uff1a<\/p>\n

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\u76ef\u4e0a\u8fd9\u4e2a\u7f3a\u53e3\u7684\uff0c\u4e5f\u4e0d\u6b62d-Matrix\u4e00\u5bb6\u3002<\/p>\n

\u4e3b\u653b\u63a8\u7406\u7684Rebellions\u3001d-Matrix\uff0c\u62bc\u6ce8\u6676\u5706\u7ea7\u82af\u7247\u7684Cerebras\uff0c\u4e9a\u9a6c\u900a\u7684Inferentia\u3001\u8c37\u6b4c\u7684TPU\u3001AMD\u7684MI300X\u2026\u2026<\/p>\n

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\u8fd9\u5c31\u8db3\u591f\u4e86\u3002<\/p>\n

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INT21\u521b\u59cb\u4ebaBing Xu\uff0c\u4e0a\u4e00\u5bb6AI\u82af\u7247\u8f6f\u4ef6\u516c\u53f8HippoML\u88ab\u82f1\u4f1f\u8fbe\u6536\u8d2d\uff0c\u4ed6\u672c\u4eba\u4eca\u5e744\u6708\u624d\u79bb\u5f00\u82f1\u4f1f\u8fbe\u3002<\/p>\n

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AI\u751f\u6210\u4e00\u4e07\u884c\u4ee3\u7801\u5f88\u5feb\uff0c\u4f46\u300c\u8bc1\u660e\u8fd9\u4e00\u4e07\u884c\u5728\u5404\u79cd\u8fb9\u754c\u60c5\u51b5\u4e0b\u90fd\u7b97\u5f97\u5bf9\u3001\u8dd1\u5f97\u7a33\u300d\u6781\u6162\u3002<\/p>\n

CUDA\u6700\u6df1\u7684\u8d44\u4ea7\u6070\u6070\u662f\u5b83\u7684\u9a8c\u8bc1\u5de5\u5177\u94fe\u2014\u2014\u6240\u4ee5\u4ed6\u8ba4\u4e3a\uff0cAgent\u65f6\u4ee3\uff0c\u9a8c\u8bc1\u751f\u6001\u4f1a\u6210\u4e3aCUDA\u7684\u4e0b\u4e00\u9053\u62a4\u57ce\u6cb3\u3002<\/p>\n

Modular\u8054\u5408\u521b\u59cb\u4eba\u517cCEOChris Lattner\uff0c\u4e5f\u6cfc\u4e86\u76c6\u51b7\u6c34\u3002<\/p>\n

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Bing Xu\u603b\u7ed3\u4e0b\u6765\uff1a\u8fd9\u573a\u4ed7\u7684\u80dc\u8d1f\uff0c\u53d6\u51b3\u4e8e\u7ade\u4e89\u5bf9\u624b\u8ffd\u8d76\u82f1\u4f1f\u8fbe\u7684\u901f\u5ea6\uff0c\u80fd\u5426\u5feb\u8fc7\u82f1\u4f1f\u8fbe\u81ea\u6211\u8fed\u4ee3\u7684\u901f\u5ea6\u3002<\/p>\n

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\u603b\u7684\u6765\u8bf4\uff0c\u77ed\u671f\u5185\u82f1\u4f1f\u8fbe\u7684\u62a4\u57ce\u6cb3\u5b89\u7136\u65e0\u6059\uff0c\u4f46\u53d8\u5316\u4f1a\u5148\u5728\u63a8\u7406\u4fa7\u6084\u6084\u53d1\u751f\u3002<\/p>\n

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\u53c2\u8003\u94fe\u63a5\uff1a[1]https:\/\/www.businessinsider.com\/nvidia-cuda-new-threats-ai-coding-agents-2026-8<\/p>\n

\n

\u7248\u6743\u58f0\u660e\uff1a<\/strong><\/p>\n

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CUDA\u53c8\u5371\u4e86\uff1f<\/p>\n

CUDA\u53c8\u53cc\u53d2\u53d5\u88ab\u521b\u4e86\u2026<\/p>\n

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\u505c\u505c\u505c\u3002<\/p>\n

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