{"id":46651,"date":"2026-08-25T16:00:53","date_gmt":"2026-08-25T08:00:53","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=46651"},"modified":"2026-08-28T14:58:40","modified_gmt":"2026-08-28T06:58:40","slug":"%e5%be%9e%e3%80%8c%e6%9c%83%e8%81%8a%e3%80%8c%e6%9c%83%e5%8b%95%e6%89%8b%e3%80%8d%ef%bc%9a%e4%bb%a3%e7%90%86%e5%bc%8fai%e5%a6%82%e4%bd%95%e9%96%8b%e5%95%9f%e6%99%ba%e6%85%a7%e7%94%9f%e6%b4%bb%e7%9a%84","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=46651","title":{"rendered":"\u5f9e\u300c\u6703\u804a\u5929\u300d\u5230\u300c\u6703\u52d5\u624b\u300d\uff1a\u4ee3\u7406\u5f0fAI\u5982\u4f55\u958b\u555f\u667a\u6167\u751f\u6d3b\u7684\u65b0\u7bc7\u7ae0"},"content":{"rendered":"<p><span style=\"color: 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style=\"color: #008000;\"><strong>\u81ea\u4e3b\u63a8\u7406\u8207\u93c8\u5f0f\u57f7\u884c\u7684\u6838\u5fc3\u908f\u8f2f<\/strong><\/span><\/h6>\n<p>\u9019\u7a2e\u8f49\u8b8a\u7684\u672c\u8cea\uff0c\u5728\u65bc\u5f9e\u6a5f\u7387\u9810\u6e2c\u9032\u5316\u70ba\u300c\u81ea\u4e3b\u63a8\u7406\u8207\u93c8\u5f0f\u57f7\u884c\u300d\u3002\u900f\u904e\u601d\u7dad\u93c8\u6280\u8853\uff0cAI\u53ef\u5c07\u8907\u96dc\u4efb\u52d9\u5206\u89e3\u70ba\u9023\u7e8c\u6b65\u9a5f\uff0c\u4e26\u4f9d\u64da\u74b0\u5883\u56de\u994b\u52d5\u614b\u4fee\u6b63\u6c7a\u7b56\u8def\u5f91\uff0c\u4f7f\u884c\u52d5\u5177\u5099\u9023\u8cab\u6027\u8207\u9069\u61c9\u6027\u3002\u9019\u5c07\u5927\u5e45\u91cb\u653e\u4eba\u985e\u751f\u7522\u529b\uff0c\u4f7f\u4eba\u985e\u9010\u6b65\u5f9e\u7e41\u7463\u6d41\u7a0b\u4e2d\u89e3\u653e\u3002\u7136\u800c\uff0c\u4ee3\u7406\u7cfb\u7d71\u7684\u884c\u52d5\u80fd\u529b\u9ad8\u5ea6\u4f9d\u8cf4\u5e95\u5c64\u57fa\u790e\u8a2d\u65bd\uff0c\u82e5\u7f3a\u4e4f\u7a69\u5065\u652f\u6490\uff0c\u5176\u667a\u6167\u5c07\u96e3\u4ee5\u843d\u5730\u3002<\/p>\n<p>&nbsp;<\/p>\n<h6><span style=\"color: #008000;\"><strong>\u652f\u6490\u667a\u6167\u884c\u52d5\u7684\u57fa\u790e\uff1a\u7db2\u8def\u3001\u6578\u64da\u8207\u5b89\u5168<\/strong><\/span><\/h6>\n<p>\u4ee3\u7406\u5f0fAI\u7684\u6709\u6548\u904b\u4f5c\uff0c\u4ef0\u8cf4\u7db2\u8def\u3001\u6578\u64da\u8207\u5b89\u5168\u4e09\u8005\u7684\u9ad8\u5ea6\u6574\u5408\u3002\u4ee3\u7406\u5728\u57f7\u884c\u8de8\u7cfb\u7d71\u4efb\u52d9\u6642\uff0c\u9700\u8981\u4f4e\u5ef6\u9072\u4e14\u7a69\u5b9a\u7684\u7db2\u8def\u4f86\u7dad\u6301\u6c7a\u7b56\u93c8\u4e0d\u4e2d\u65b7\uff0c\u540c\u6642\u4f9d\u8cf4\u6578\u64da\u5728\u6df7\u5408\u96f2\u74b0\u5883\u4e2d\u7684\u6d41\u52d5\u4ee5\u652f\u6490\u63a8\u7406\u3002\u7136\u800c\uff0c\u6578\u64da\u7684\u9ad8\u5ea6\u6d41\u52d5\u4e5f\u5e36\u4f86\u65b0\u7684\u98a8\u96aa\uff0c\u5305\u62ecAI\u9a45\u52d5\u653b\u64ca\u3001\u6578\u4f4d\u8eab\u5206\u7ba1\u7406\u8207\u8cc7\u6599\u4fdd\u8b77\u554f\u984c\u3002\u96a8\u8457\u6578\u4f4d\u5b7f\u751f\u8207\u865b\u64ec\u8a13\u7df4\u74b0\u5883\u9010\u6b65\u6210\u719f\uff0c\u4ee3\u7406\u53ef\u5728\u6a21\u64ec\u5834\u57df\u4e2d\u5b8c\u6210\u8a13\u7df4\u5f8c\u518d\u9032\u5165\u5be6\u9ad4\u61c9\u7528\uff0c\u986f\u793a\u6280\u8853\u6b63\u671d\u53ef\u898f\u6a21\u5316\u90e8\u7f72\u9081\u9032\uff0c\u800c\u7db2\u8def\u6548\u80fd\u8207\u6578\u64da\u6cbb\u7406\u5247\u6210\u70ba\u4f01\u696d\u7af6\u722d\u529b\u7684\u95dc\u9375\u3002<\/p>\n<figure id=\"attachment_46652\" aria-describedby=\"caption-attachment-46652\" style=\"width: 600px\" class=\"wp-caption aligncenter\"><img fetchpriority=\"high\" decoding=\"async\" class=\"wp-image-46652\" src=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2026\/08\/image001-1024x576.png\" alt=\"\" width=\"600\" height=\"337\" srcset=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2026\/08\/image001-1024x576.png 1024w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2026\/08\/image001-300x169.png 300w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2026\/08\/image001-768x432.png 768w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2026\/08\/image001-1536x864.png 1536w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2026\/08\/image001-2048x1152.png 2048w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><figcaption id=\"caption-attachment-46652\" class=\"wp-caption-text\">\u57161\uff1a\u4ee3\u7406\u5f0fAI\u7684\u904b\u4f5c\u9700\u8981\u4e09\u500b\u652f\u67f1\uff5c\u4f86\u6e90\uff1aThe Race to Agentic AI by Cisco (2025) By NotebookLM<\/figcaption><\/figure>\n<p>&nbsp;<\/p>\n<h6><span style=\"color: #008000;\"><strong>\u8f49\u578b\u9d3b\u6e9d\uff1a\u6280\u8853\u8207\u7d44\u7e54\u7684\u96d9\u91cd\u6311\u6230<\/strong><\/span><\/h6>\n<p>\u5118\u7ba1\u767c\u5c55\u524d\u666f\u660e\u78ba\uff0c\u591a\u6578\u4f01\u696d\u4ecd\u505c\u7559\u5728\u6982\u5ff5\u9a57\u8b49\u6216\u8a66\u9ede\u968e\u6bb5\uff0c\u4e3b\u56e0\u5728\u65bc\u6280\u8853\u8207\u7d44\u7e54\u5c64\u9762\u7684\u963b\u7919\u3002\u4ee3\u7406\u5f0fAI\u5728\u9577\u93c8\u4efb\u52d9\u4e2d\u4ecd\u5b58\u5728\u8f38\u51fa\u4e0d\u7a69\u8207\u8aa4\u5dee\u7d2f\u7a4d\u7684\u554f\u984c\uff0c\u52a0\u4e0a\u6a21\u578b\u547c\u53eb\u5ef6\u9072\u8207\u6210\u672c\u58d3\u529b\uff0c\u4ee5\u53ca\u6c7a\u7b56\u904e\u7a0b\u7f3a\u4e4f\u900f\u660e\u6027\uff0c\u4f7f\u4f01\u696d\u5c0d\u898f\u6a21\u5316\u90e8\u7f72\u4fdd\u6301\u5be9\u614e\u614b\u5ea6\u3002\u540c\u6642\uff0c\u4f01\u696d\u5167\u90e8\u6578\u64da\u54c1\u8cea\u4e0d\u8db3\u4e14\u5206\u6563\u65bc\u65e2\u6709\u7cfb\u7d71\uff0c\u4e5f\u524a\u5f31\u4e86AI\u7684\u57f7\u884c\u80fd\u529b\uff0c\u800c\u6d41\u7a0b\u518d\u9020\u7684\u963b\u529b\u8207\u4eba\u624d\u80fd\u529b\u4e0d\u8db3\uff0c\u66f4\u9032\u4e00\u6b65\u62d6\u6162\u8f49\u578b\u9032\u7a0b\u3002\u55ae\u7d14\u5c0e\u5165\u6280\u8853\u5df2\u96e3\u4ee5\u5275\u9020\u5be6\u8cea\u50f9\u503c\uff0c\u552f\u6709\u7d50\u5408\u6578\u64da\u6cbb\u7406\u8207\u8a55\u4f30\u6a5f\u5236\uff0c\u624d\u80fd\u63a8\u52d5\u4ee3\u7406\u5f0fAI\u7684\u843d\u5730\u3002<\/p>\n<p>&nbsp;<\/p>\n<h6><span style=\"color: #008000;\"><strong>\u8077\u80fd\u91cd\u69cb\uff1a\u5f9e\u57f7\u884c\u8005\u5230\u7cfb\u7d71\u6307\u63ee\u5b98<\/strong><\/span><\/h6>\n<p>\u5728\u4ee3\u7406\u5f0fAI\u6642\u4ee3\uff0c\u4eba\u985e\u89d2\u8272\u6b63\u5f9e\u4efb\u52d9\u57f7\u884c\u8005\u8f49\u5411\u7cfb\u7d71\u7684\u6307\u63ee\u8207\u76e3\u7763\u8005\uff0c\u8ca0\u8cac\u5b9a\u7fa9\u76ee\u6a19\u3001\u914d\u7f6e\u8cc7\u6e90\u4e26\u5be9\u6838AI\u7522\u51fa\u3002\u9019\u4e26\u975e\u55ae\u7d14\u7684\u8077\u4f4d\u6d88\u5931\uff0c\u800c\u662f\u8077\u80fd\u7684\u6df1\u5ea6\u8f49\u578b\u3002\u7136\u800c\uff0c\u76ee\u524d\u591a\u6578\u54e1\u5de5\u5c1a\u672a\u5177\u5099\u8207AI\u5354\u4f5c\u6240\u9700\u7684\u80fd\u529b\uff0c\u5c24\u5176\u5728\u7cfb\u7d71\u76e3\u7763\u8207\u5be9\u8a08\u65b9\u9762\u5b58\u5728\u986f\u8457\u843d\u5dee\u3002\u672a\u4f86\u7684\u6838\u5fc3\u7af6\u722d\u529b\uff0c\u5c07\u5efa\u7acb\u5728\u9818\u57df\u77e5\u8b58\u8207\u7cfb\u7d71\u601d\u7dad\u4e4b\u4e0a\uff0c\u800c\u975e\u55ae\u4e00\u5de5\u5177\u64cd\u4f5c\u80fd\u529b\u3002<\/p>\n<p>&nbsp;<\/p>\n<h6><span style=\"color: #008000;\"><strong>\u6578\u4f4d\u9670\u5f71\u4e0b\u7684\u8cc7\u5b89\u6311\u6230<\/strong><\/span><\/h6>\n<p>\u96a8\u8457\u4ee3\u7406\u5f0fAI\u7684\u666e\u53ca\uff0c\u8cc7\u5b89\u98a8\u96aa\u4ea6\u540c\u6b65\u5347\u9ad8\u3002\u672a\u53d7\u63a7\u7684\u300c\u5f71\u5b50AI\u300d\u53ef\u80fd\u5c0e\u81f4\u654f\u611f\u8cc7\u6599\u5916\u6d29\uff0c\u800c\u5177\u5099\u8de8\u7cfb\u7d71\u64cd\u4f5c\u80fd\u529b\u7684\u4ee3\u7406\uff0c\u82e5\u7f3a\u4e4f\u56b4\u683c\u7684\u6b0a\u9650\u63a7\u7ba1\uff0c\u5c07\u53ef\u80fd\u8b80\u53d6\u6a5f\u5bc6\u8cc7\u8a0a\u6216\u57f7\u884c\u9ad8\u98a8\u96aa\u6307\u4ee4\u3002\u4f01\u696d\u5fc5\u9808\u5c07AI\u884c\u70ba\u5168\u9762\u7d0d\u5165\u65e2\u6709\u8cc7\u5b89\u9ad4\u7cfb\uff0c\u5f37\u5316\u76e3\u63a7\u8207\u5be9\u8a08\u6a5f\u5236\uff0c\u4e26\u843d\u5be6\u6700\u5c0f\u6b0a\u9650\u539f\u5247\uff0c\u4ee5\u78ba\u4fdd\u8cc7\u6599\u4e3b\u6b0a\u8207\u7cfb\u7d71\u5b89\u5168\u3002<\/p>\n<p>&nbsp;<\/p>\n<h6><span style=\"color: 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