{"id":9907,"date":"2025-10-07T20:53:13","date_gmt":"2025-10-07T12:53:13","guid":{"rendered":"https:\/\/aict.nkust.edu.tw\/digitrans\/?p=9907"},"modified":"2025-10-07T20:53:14","modified_gmt":"2025-10-07T12:53:14","slug":"ai-%e5%b9%bb%e8%a6%ba%e9%a2%a8%e6%9a%b4%e4%ba%8c%ef%bc%9aai-%e8%aa%aa%e8%ac%8a%e4%bb%a3%e5%83%b9%e5%a4%9a%e5%a4%a7%ef%bc%9f%e7%95%b6-llm-%e5%a4%b1%e9%9d%88%ef%bc%8cslm-%e6%88%90%e7%82%ba%e4%bc%81","status":"publish","type":"post","link":"https:\/\/aict.nkust.edu.tw\/digitrans\/?p=9907","title":{"rendered":"AI \u5e7b\u89ba\u98a8\u66b4\u4e8c\uff1aAI \u8aaa\u8b0a\u4ee3\u50f9\u591a\u5927\uff1f\u7576 LLM \u5931\u9748\uff0cSLM \u6210\u70ba\u4f01\u696d\u7684 ROI \u89e3\u85e5"},"content":{"rendered":"\n<p>\u7576 2024 \u5230 2025 \u5e74\u6210\u70ba\u751f\u6210\u5f0f AI\u300c\u5e7b\u89ba\u4e4b\u5e74\u300d\uff0c\u4f01\u696d\u6b63\u4ed8\u51fa\u771f\u91d1\u767d\u9280\u7684\u4ee3\u50f9\u3002\u6b64\u7bc7\u6587\u7ae0\u3008\u7528\u5c0f\u4e0d\u7528\u5927\u66f4\u5212\u7b97\uff1aNVIDIA 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class=\"wp-block-list\">\n<li>\u7f8e\u570b\u62bc\u6ce8\u5275\u65b0\u901f\u5ea6\uff0c\u5e7b\u89ba\u707d\u60c5\u983b\u767c\uff1b<\/li>\n\n\n\n<li>\u6b50\u6d32\u5805\u5b88\u98a8\u96aa\u9632\u7dda\uff0c\u4f46\u5275\u65b0\u901f\u5ea6\u53d7\u9650\uff1b<\/li>\n\n\n\n<li>\u4e9e\u6d32\u4f9d\u9760\u570b\u5bb6\u69d3\u687f\uff0c\u5728\u56b4\u683c\u63a7\u7ba1\u4e0b\u63db\u53d6\u5236\u5ea6\u53ef\u63a7\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u6587\u7ae0\u4e5f\u5c07\u9019\u4e9b\u4e8b\u6545\u6b78\u7d0d\u70ba\u56db\u7a2e\u516c\u5171\u640d\u5931\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li>\u6cd5\u5f8b\u8207\u8ce0\u511f\u98a8\u96aa\u2014\u2014\u4f01\u696d\u88ab\u8feb\u70ba AI 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\u4e26\u4e0d\u662f\u842c\u80fd\u89e3\u6cd5\uff0c\u6709\u6642\u751a\u81f3\u5371\u96aa\u3002\u300d\u9019\u53e5\u8a71\u9053\u51fa\u5e02\u5834\u7684\u7406\u6027\u56de\u6b78\u3002<\/p>\n\n\n\n<p>\u7576\u5168\u4e16\u754c\u4ecd\u9677\u65bc LLM \u8ecd\u5099\u7af6\u8cfd\u4e4b\u4e2d\uff0cNVIDIA \u7684\u6700\u65b0\u8ad6\u6587\u3008Small Language Models are the Future of Agentic AI\u3009\u63d0\u51fa\u4e86\u985b\u8986\u6027\u7684\u4e3b\u5f35\u2014\u2014\u300c\u5c0f\u6a21\u578b\u624d\u662f\u672a\u4f86\u300d\u3002<br>\u672c\u6587\u8a73\u7d30\u89e3\u6790 NVIDIA \u7684\u56db\u5927\u8ad6\u9ede\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li>SLM \u64c1\u6709\u6210\u672c\u8207\u5b89\u5168\u7684\u300c\u4e0d\u5c0d\u7a31\u512a\u52e2\u300d\uff1a\u4fbf\u5b9c 10\u201330 \u500d\uff0c\u53ef\u5728\u908a\u7de3\u88dd\u7f6e\u90e8\u7f72\uff0c\u6e1b\u5c11\u8cc7\u6599\u5916\u6d29\u98a8\u96aa\u3002<\/li>\n\n\n\n<li>\u4efb\u52d9\u5339\u914d\u5ea6\u66f4\u9ad8\uff1a\u4f01\u696d\u4efb\u52d9\u591a\u5c6c\u7d50\u69cb\u5316\u8207\u91cd\u8907\u6027\uff0c\u7528\u300c\u7a4d\u6728\u5f0f SLM\u300d\u5206\u5de5\u9060\u52dd\u300c\u842c\u80fd\u5927\u8166\u300dLLM\u3002<\/li>\n\n\n\n<li>\u5be6\u8b49\u986f\u793a 60\u201370% \u4efb\u52d9\u53ef\u88ab\u53d6\u4ee3\uff1a\u5728 MetaGPT\u3001Cradle \u7b49\u6846\u67b6\u4e2d\uff0c\u5c0f\u6a21\u578b\u6210\u529f\u63a5\u7ba1\u5927\u90e8\u5206\u4efb\u52d9\u3002<\/li>\n\n\n\n<li>\u5e7b\u89ba\u66f4\u5c11\u3001\u66f4\u53ef\u63a7\uff1a\u56e0\u4efb\u52d9\u908a\u754c\u6e05\u6670\uff0c\u4e14\u53ef\u5efa\u7acb\u300c\u5347\u7d1a\u8def\u7531\u300d\u6a5f\u5236\uff0c\u8b93\u9ad8\u98a8\u96aa\u8acb\u6c42\u81ea\u52d5\u8f49\u4ea4 LLM \u6216\u4eba\u5de5\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u6b63\u5982 NVIDIA \u5728\u8ad6\u6587\u4e2d\u6240\u8a00\uff1a\u300cLLM \u5728\u4ee3\u7406\u5f0f\u8a2d\u8a08\u4e2d\u7684\u4e3b\u5c0e\u5730\u4f4d\uff0c\u4e0d\u50c5\u904e\u5ea6\uff0c\u4e14\u8207\u591a\u6578\u4efb\u52d9\u9700\u6c42\u4e0d\u7b26\u3002\u300d\u9019\u4ee3\u8868 AI \u7684\u7126\u9ede\u6b63\u5728\u5f9e\u300c\u66f4\u5927\u300d\u8f49\u5411\u300c\u66f4\u5c0d\u300d\u3002<\/p>\n\n\n\n<p>\u6700\u5f8c\u6587\u7ae0\u5f37\u8abf\uff0c\u4f01\u696d\u6b63\u9032\u5165\u4e00\u500b\u300c\u7528\u7a4d\u6728\u89e3\u771f\u4e8b\u300d\u7684\u65b0\u6642\u4ee3\u3002<br>\u4ee5\u5f80\uff0c\u6295\u8cc7 AI 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