{"id":46163,"date":"2026-02-24T17:00:52","date_gmt":"2026-02-24T09:00:52","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=46163"},"modified":"2026-02-24T10:16:09","modified_gmt":"2026-02-24T02:16:09","slug":"ai%e6%92%9e%e4%b8%8a%e8%90%ac%e6%9c%89%e5%bc%95%e5%8a%9b%ef%bc%9a%e9%bb%83%e4%bb%81%e5%8b%b3%e7%9a%84%e7%89%a9%e7%90%86%e5%bf%83%e6%99%ba%e5%af%a6%e9%a9%97","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=46163","title":{"rendered":"AI\u649e\u4e0a\u842c\u6709\u5f15\u529b\uff1a\u9ec3\u4ec1\u52f3\u7684\u7269\u7406\u5fc3\u667a\u5be6\u9a57"},"content":{"rendered":"

\u672c\u6587\u6df1\u5ea6\u89e3\u6790\u9ec3\u4ec1\u52f3\u65bc2026 CES\u6f14\u8b1b\u63ed\u793a\u7684\u300c\u8a08\u7b97\u91cd\u751f\u300d\u9858\u666f\uff0c\u5256\u6790\u8a08\u7b97\u67b6\u69cb\u5f9eCPU\u7de8\u5beb\u8f49\u5411GPU\u8a13\u7df4\u768415\u5e74\u5927\u9031\u671f\u3002\u6587\u4e2d\u63a2\u8a0e\u4e86\u5177\u5099\u63a8\u7406\u80fd\u529b\u7684Agentic AI\u53ca\u5176\u300c\u667a\u80fd\u8def\u7531\u5668\u300d\u67b6\u69cb\uff0c\u4e26\u89e3\u6790Cosmos\u4e16\u754c\u6a21\u578b\u5982\u4f55\u7d50\u5408\u6578\u4f4d\u5b7f\u751f\uff0c\u89e3\u6c7a\u5de5\u696dAI\u7684\u6578\u64da\u7a00\u7f3a\u6311\u6230\u3002\u6700\u5f8c\u91dd\u5c0d\u81fa\u7063\u7522\u696d\u63d0\u51fa\u89c0\u9ede\uff1a\u5728NVIDIA\u5efa\u7acb\u300c\u667a\u529b\u96fb\u7db2\u300d\u7684\u9589\u74b0\u751f\u614b\u4e0b\uff0c\u81fa\u7063\u61c9\u5229\u7528\u9818\u57df\u6578\u64da\u512a\u52e2\uff0c\u5f9e\u786c\u9ad4\u4ee3\u5de5\u52a0\u901f\u8f49\u578b\u70ba\u5782\u76f4\u9818\u57dfAI\u4ee3\u7406\u958b\u767c\u8005\uff0c\u638c\u63e1\u7269\u7406AI\u6d6a\u6f6e\u7684\u4e3b\u52d5\u6b0a\u3002<\/strong><\/span><\/p>\n

\u64b0\u6587\uff5c\u4e2d\u6280\u793e\u79d1\u6280\u66a8\u5de5\u7a0b\u7814\u7a76\u4e2d\u5fc3\u4e3b\u4efb \u82ae\u5609\u744b \u535a\u58eb<\/strong><\/p>\n

\u8a08\u7b97\u7684\u91cd\u751f\uff1a\u5f9e\u300c\u7de8\u5beb\u6307\u4ee4\u300d\u5230\u300c\u8a13\u7df4\u76f4\u89ba\u300d<\/strong><\/span><\/h6>\n

\u8a08\u7b97\u6a5f\u79d1\u5b78\u6b63\u8fce\u4f86\u6bcf\u5341\u4e94\u5e74\u4e00\u6b21\u7684\u5927\u91cd\u7f6e\u3002\u904e\u53bb\u534a\u500b\u4e16\u7d00\uff0c\u4eba\u985e\u626e\u6f14\u8457\u300c\u4e0a\u5e1d\u300d\u7684\u89d2\u8272\uff0c\u7528\u7cbe\u78ba\u7684\u6307\u4ee4 (Code) \u544a\u8a34CPU\u5982\u4f55\u904b\u4f5c\u3002\u7136\u800c\uff0c\u9ec3\u4ec1\u52f3\u6307\u51fa\uff0c\u6211\u5011\u6b63\u9032\u5165\u4e00\u500b\u5168\u65b0\u7684\u5e73\u81fa\u8f49\u8b8a\uff1a\u8edf\u9ad4\u4e0d\u518d\u662f\u88ab\u300c\u7de8\u5beb\u300d\u51fa\u4f86\u7684\uff0c\u800c\u662f\u88ab\u300c\u8a13\u7df4\u300d\u51fa\u4f86\u7684\u3002\u9019\u5834\u8b8a\u9769\u7684\u6838\u5fc3\uff0c\u662f\u5168\u7403\u50f9\u503c\u5341\u842c\u5104\u7f8e\u5143\u7684\u57fa\u790e\u8a2d\u65bd\u6b63\u5f9eCPU\u8f49\u5411GPU\u52a0\u901f\u8a08\u7b97\u3002\u5c0d\u79d1\u5b78\u754c\u800c\u8a00\uff0c\u9019\u610f\u5473\u8457\u6211\u5011\u4e0d\u518d\u53ea\u662f\u6a21\u64ec (Simulation)\uff0c\u800c\u662f\u5728\u5275\u9020\u5177\u5099\u300c\u751f\u6210\u5f0f\u8a08\u7b97\u300d\u80fd\u529b\u7684\u667a\u529b\u9ad4\u3002\u7576AI\u5177\u5099\u4e86\u751f\u6210\u80fd\u529b\uff0c\u5b83\u5c07\u5e36\u52d5\u5168\u7403\u7522\u503c\u7684\u9ad8\u901f\u8f49\u578b\uff0c\u5c07\u6578\u4f4d\u908f\u8f2f\u8f49\u5316\u70ba\u89e3\u6c7a\u73fe\u5be6\u554f\u984c\u7684\u52de\u52d5\u529b\u3002<\/p>\n

 <\/p>\n

\u4ee3\u7406\u7cfb\u7d71 (Agentic AI)<\/strong>\uff1a\u667a\u80fd\u8def\u7531\u5668\u9a45\u52d5\u7684\u6578\u4f4d\u52de\u52d5\u529b<\/strong><\/span><\/h6>\n

\u6f14\u8b1b\u4e2d\u63d0\u5230\u7684\u300c\u4ee3\u7406\u7cfb\u7d71 (Agentic AI)\u300d\u6a19\u8a8c\u8457AI\u5f9e\u55ae\u7d14\u7684\u804a\u5929\u6a5f\u5668\u4eba\uff0c\u9032\u5316\u70ba\u5177\u5099\u63a8\u7406\u3001\u898f\u5283\u8207\u5de5\u5177\u8abf\u7528\u80fd\u529b\u7684\u6578\u4f4d\u5be6\u9ad4\u3002\u5c0d\u7522\u696d\u6700\u5177\u5f71\u97ff\u529b\u7684\u6280\u8853\u7d30\u7bc0\u5728\u65bc\u300c\u667a\u80fd\u8def\u7531\u5668 (Intelligent Router)\u300d\u3002\u9019\u662f\u4e00\u5957\u65b0\u7684\u61c9\u7528\u6846\u67b6\uff0cAI\u4ee3\u7406\u4e0d\u518d\u53d7\u9650\u65bc\u55ae\u4e00\u6a21\u578b\uff0c\u800c\u662f\u80fd\u6839\u64da\u4efb\u52d9\u7684\u8907\u96dc\u5ea6\u8207\u5ef6\u9072\u9700\u6c42\uff0c\u52d5\u614b\u8abf\u914d\u8cc7\u6e90\u3002\u4f8b\u5982\uff0c\u7c21\u55ae\u7684\u6587\u5b57\u8655\u7406\u53ef\u4ea4\u7531\u672c\u5730\u7aef\u6a21\u578b (Local Model) \u8655\u7406\uff0c\u800c\u6d89\u53ca\u8907\u96dc\u908f\u8f2f\u6216\u6d77\u91cf\u6578\u64da\u7684\u7814\u7a76\u4efb\u52d9\uff0c\u5247\u900f\u904e\u667a\u80fd\u8def\u7531\u5668\u5c0e\u5411\u96f2\u7aef\u7684\u9ad8\u968e\u5927\u6a21\u578b\u3002\u9019\u7a2e\u300c\u591a\u6a21\u578b\u3001\u591a\u96f2\u300d\u7684\u5f48\u6027\u67b6\u69cb\uff0c\u5c07\u4f7f\u4f01\u696d\u80fd\u66f4\u6709\u6548\u5730\u5e73\u8861\u7b97\u529b\u6210\u672c\u8207\u904b\u4f5c\u6548\u7387\u3002<\/p>\n

 <\/p>\n

Cosmos<\/strong>\u4e16\u754c\u6a21\u578b\uff1aAI<\/strong>\u7d42\u65bc\u8b80\u61c2\u4e86\u842c\u6709\u5f15\u529b<\/strong><\/span><\/h6>\n

\u5982\u679c\u8aaa\u8a9e\u8a00\u6a21\u578b (LLM) \u662f\u8b93AI\u95b1\u8b80\u4eba\u985e\u7684\u9748\u9b42\uff0c\u90a3\u9ebcNVIDIA Cosmos\u5247\u662f\u8b93AI\u95b1\u8b80\u5927\u5730\u7684\u6cd5\u5247\u3002\u9019\u5c0d\u79d1\u5b78\u6a21\u64ec\u8207\u5de5\u696d\u6578\u4f4d\u5b7f\u751f (Digital Twin) \u5177\u6709\u9769\u547d\u6027\u7684\u610f\u7fa9\u3002\u9577\u671f\u4ee5\u4f86\uff0cAI\u6700\u96e3\u8de8\u8d8a\u7684\u9580\u6abb\u5c31\u662f\u7406\u89e3\u300c\u56e0\u679c\u5f8b\u300d\u8207\u300c\u7269\u7406\u5e38\u6578\u300d\u3002Cosmos\u4f5c\u70ba\u4e00\u500b\u5b78\u7fd2\u4e86\u300c\u4e16\u754c\u7d71\u4e00\u8868\u5fb5\u300d\u7684\u6a21\u578b\uff0c\u80fd\u5c07\u8a9e\u8a00\u3001\u5716\u50cf\u30013D\u7a7a\u9593\u8207\u7269\u7406\u884c\u52d5\u9032\u884c\u5c0d\u9f4a\u3002\u6700\u95dc\u9375\u7684\u61c9\u7528\u5728\u65bc\u300c\u5408\u6210\u6578\u64da (Synthetic Data)\u300d\u3002\u5728\u7269\u7406\u6b63\u78ba\u7684\u865b\u64ec\u74b0\u5883\u4e2d\uff0cCosmos\u80fd\u751f\u6210\u771f\u5be6\u3001\u9023\u8cab\u4e14\u7b26\u5408\u725b\u9813\u529b\u5b78\u898f\u5f8b\u7684\u6a21\u64ec\u5f71\u7247\u3002\u9019\u610f\u5473\u8457\u6a5f\u5668\u4eba\u4e0d\u9700\u8981\u5728\u73fe\u5be6\u4e2d\u6454\u5012\u4e00\u842c\u6b21\uff0c\u800c\u662f\u5728\u865b\u64ec\u5be6\u9a57\u5ba4\u4e2d\u5b8c\u6210\u6578\u5341\u5104\u6b21\u7684\u300c\u601d\u60f3\u5be6\u9a57\u300d\uff0c\u5927\u5e45\u7e2e\u77ed\u4e86\u5f9e\u8a2d\u8a08\u5230\u61c9\u7528\u7684\u79d1\u5b78\u9031\u671f\u3002<\/p>\n

\"\"
\u57161\uff1aCosmos\u80fd\u5f9e\u7c21\u55ae\u7684\u4ea4\u901a\u6a21\u64ec\u5668\u8f38\u5165\u4e2d\u751f\u6210\u7269\u7406\u4e0a\u771f\u5be6\u3001\u9023\u8cab\u4e14\u7b26\u5408\u7269\u7406\u898f\u5f8b\u7684\u74b0\u7e5e\u8996\u983b\uff5c\u4f86\u6e90\uff1aNotebookLM<\/figcaption><\/figure>\n

 <\/p>\n

Alpamo<\/strong>\uff1a\u9996\u500b\u5177\u5099\u300c\u76f4\u89ba\u63a8\u7406\u300d\u7684\u7269\u7406AI<\/strong><\/span><\/h6>\n

\u5728\u4ea4\u901a\u9818\u57df\uff0cNVIDIA\u63a8\u51fa\u4e86Alpamo\u3002\u9019\u4e0d\u53ea\u662f\u81ea\u52d5\u99d5\u99db\u7684\u5347\u7d1a\uff0c\u800c\u662f\u7b2c\u4e00\u500b\u6703\u300c\u601d\u8003\u300d\u5176\u7269\u7406\u884c\u52d5\u7684AI\u3002\u50b3\u7d71\u81ea\u52d5\u99d5\u99db\u4f9d\u8cf4\u6b7b\u677f\u7684\u898f\u5247\u786c\u78bc\uff0c\u800cAlpamo\u5247\u5177\u5099\u4e86\u985e\u4f3c\u4eba\u985e\u7684\u300c\u99d5\u99db\u76f4\u89ba\u300d\u3002\u5b83\u63a1\u7528\u7aef\u5230\u7aef (End-to-End) \u7684\u8a13\u7df4\u6a21\u5f0f\uff0c\u7d50\u5408\u4e86\u73fe\u5be6\u6578\u64da\u8207Cosmos\u751f\u6210\u7684\u7269\u7406\u6578\u64da\u3002\u5f71\u7247\u5c55\u793a\u4e86Alpamo\u7684\u300c\u53ef\u89e3\u91cb\u6027\u300d\uff1a\u7576\u5b83\u9810\u6e2c\u884c\u4eba\u8def\u5f91\u6642\uff0c\u5b83\u80fd\u89e3\u91cb\u5176\u6e1b\u901f\u7684\u7269\u7406\u908f\u8f2f\u8207\u9810\u6e2c\u8ecc\u8de1\u3002\u9019\u7a2e\u63a8\u7406\u80fd\u529b\u662f\u89e3\u6c7a\u79d1\u5b78\u754c\u6240\u8b02\u300c\u9577\u5c3e\u554f\u984c\u300d\u2014\u2014\u5373\u90a3\u4e9b\u7f55\u898b\u4f46\u81f4\u547d\u7684\u610f\u5916\u72c0\u6cc1\u2014\u2014\u7684\u95dc\u9375\u9470\u5319\u3002<\/p>\n

 <\/p>\n

\u89c0\u9ede\uff1a\u81fa\u7063\u7522\u696d\u5728\u300cAI<\/strong>\u570b\u5ea6\u96fb\u7db2\u300d\u4e2d\u7684\u65b0\u5ea7\u6a19<\/strong><\/span><\/h6>\n

\u6f14\u8b1b\u6700\u5f8c\uff0c\u9ec3\u4ec1\u52f3\u5c55\u793a\u4e86\u8017\u6642\u516b\u5e74\u6253\u9020\u7684\u5b8c\u6574\u5782\u76f4\u6574\u5408\u5806\u758a\u3002\u9019\u63ed\u793a\u4e86\u4e00\u500b\u5b8f\u5927\u7684\u7d42\u5c40\uff1aNVIDIA\u6b63\u5728\u5efa\u9020\u4e00\u5957\u8986\u84cb\u5168\u7403\u7684\u300c\u667a\u529b\u96fb\u7db2\u300d\u3002\u5c0d\u81fa\u7063\u7522\u696d\u800c\u8a00\uff0c\u9019\u65e2\u662f\u79d1\u5b78\u6280\u8853\u7684\u6d17\u79ae\uff0c\u4e5f\u662f\u751f\u5b58\u6230\u7565\u7684\u6311\u6230\u3002\u6211\u5011\u9577\u671f\u8eab\u8655\u786c\u9ad4\u88fd\u9020\u7684\u6838\u5fc3\uff0c\u4f46\u7576AI\u958b\u59cb\u5177\u5099\u7269\u7406\u5fc3\u667a\uff0c\u55ae\u7d14\u7684\u4ee3\u5de5\u5c07\u5931\u53bb\u7af6\u722d\u529b\u3002\u7b46\u8005\u7684\u89c0\u9ede\u662f\uff1a\u81fa\u7063\u61c9\u5f9e\u300c\u4ee3\u5de5\u300d\u8f49\u5411\u300c\u9818\u57dfAI\u4ee3\u7406\u300d\u7684\u958b\u767c\u3002\u5229\u7528\u6211\u5011\u5728\u534a\u5c0e\u9ad4\u88fd\u9020\u3001\u7cbe\u5bc6\u91ab\u7642\u7b49\u9818\u57df\u7d2f\u7a4d\u7684\u539a\u5be6\u6578\u64da\uff0c\u5c07\u9019\u4e9b\u300c\u7269\u7406\u76f4\u89ba\u300d\u8f49\u5316\u70ba\u5c08\u5c6c\u7684AI\u6a21\u578b\u3002\u5728AI\u649e\u4e0a\u842c\u6709\u5f15\u529b\u7684\u9019\u4e00\u523b\uff0c\u6211\u5011\u4e0d\u61c9\u53ea\u505a\u96fb\u7db2\u7684\u96f6\u4ef6\u4f9b\u61c9\u5546\uff0c\u800c\u61c9\u6210\u70ba\u5b9a\u7fa9\u300c\u7269\u7406AI\u61c9\u7528\u300d\u7684\u9818\u822a\u8005\u3002\u9019\u5834\u8a08\u7b97\u67b6\u69cb\u7684\u91cd\u7f6e\u624d\u525b\u958b\u59cb\uff0c\u800c\u4eba\u985e\u8207AI\u5171\u540c\u63a2\u7d22\u7269\u7406\u6cd5\u5247\u7684\u65b0\u7d00\u5143\uff0c\u6b63\u96a8\u4e4b\u5c55\u958b\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

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