{"id":45478,"date":"2025-06-13T17:00:51","date_gmt":"2025-06-13T09:00:51","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=45478"},"modified":"2025-06-13T09:50:35","modified_gmt":"2025-06-13T01:50:35","slug":"%e3%80%90ai%e8%88%87%e4%ba%ba%e5%85%b1%e7%94%9f%e7%9a%84%e9%82%a3%e4%b8%80%e5%a4%a9%e3%80%91ai%e8%88%87%e6%ba%9d%e9%80%9a%e3%80%81%e7%a4%be%e7%be%a4%e5%bd%b1%e9%9f%bf%e5%8a%9b","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=45478","title":{"rendered":"\u3010AI\u8207\u4eba\u5171\u751f\u7684\u90a3\u4e00\u5929\u3011AI\u8207\u6e9d\u901a\u3001\u793e\u7fa4\u5f71\u97ff\u529b"},"content":{"rendered":"<p><span style=\"color: #000080;\"><strong>\u6e9d\u901a\u904e\u53bb\u662f\u4eba\u985e\u793e\u6703\u6700\u5c0f\u904b\u4f5c\u55ae\u5143\uff0c\u4f46\u4e5f\u662f\u6700\u8907\u96dc\u96e3\u89e3\u7684\u73fe\u8c61\u3002\u5728\u6211\u5011\u8207AI\u5171\u751f\u7684\u4e00\u5929\u4e4b\u4e2d\uff0c\u8072\u97f3\uff0c\u6210\u70ba\u4e86\u4eba\u6a5f\u5171\u5b58\u7684\u95dc\u9375\u8d77\u9ede\u2014\u2014\u300c\u7576AI\u958b\u59cb\u6709\u81ea\u5df1\u7684\u8072\u97f3\u6642\uff0c\u6211\u5011\u9084\u662f\u552f\u4e00\u7684\u8aaa\u8a71\u8005\u55ce\uff1f\u300d\u3002\u7576\u8207AI\u5171\u751f\u7684\u90a3\u4e00\u5929\u5230\u4f86\u6642\uff0c\u6e9d\u901a\u52e2\u5fc5\u4e0d\u6703\u8b8a\u5f97\u66f4\u5bb9\u6613\uff0c\u800c\u662f\u5c07\u66f4\u6666\u6f80\u3001\u7e8f\u7e5e\u66f4\u591a\u7684\u6b0a\u529b\u904b\u4f5c\u3002\u5728\u90a3\u5929\u4f86\u81e8\u4e4b\u524d\uff0c\u6211\u5011\u662f\u5426\u505a\u597d\u6e96\u5099\u4e86\u5462\uff1f<\/strong><\/span><\/p>\n<p><strong>\u8b1b\u8005\uff5c\u4e16\u65b0\u5927\u5b78\u793e\u6703\u5fc3\u7406\u5b78\u7cfb \u66f9\u5bb6\u69ae \u526f\u6559\u6388 \u00d7 \u81fa\u7063\u5927\u5b78\u8a9e\u8a00\u5b78\u7814\u7a76\u6240 \u8b1d\u8212\u51f1 \u6559\u6388<\/strong><\/p>\n<p><strong>\u5f59\u6574\u3001\u64b0\u6587\uff5c\u97d3\u55ac\u878d<\/strong><\/p>\n<div class=\"fitvids-video\"><iframe title=\"AI\u8207\u6e9d\u901a\u3001\u793e\u7fa4\u5f71\u97ff\u529b\uff5c\u8b1d\u8212\u51f1\u3001\u66f9\u5bb6\u69ae\uff5cAI\u79d1\u666e\u6c99\u9f8d\u8b1b\u5ea7\u7b2c3\u671f\u2014BEING HUMAN\uff1aAI\u8207\u4eba\u5171\u751f\u7684\u90a3\u4e00\u5929\" width=\"800\" height=\"450\" src=\"https:\/\/www.youtube.com\/embed\/LxM8mU1TGso?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/div>\n<p>&nbsp;<\/p>\n<figure id=\"attachment_45479\" aria-describedby=\"caption-attachment-45479\" style=\"width: 300px\" class=\"wp-caption alignright\"><img fetchpriority=\"high\" decoding=\"async\" class=\"wp-image-45479 size-medium\" src=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/06\/IMG_6921-300x200.jpg\" alt=\"\" width=\"300\" height=\"200\" srcset=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/06\/IMG_6921-300x200.jpg 300w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/06\/IMG_6921-1024x683.jpg 1024w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/06\/IMG_6921-768x512.jpg 768w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/06\/IMG_6921-1536x1024.jpg 1536w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/06\/IMG_6921-2048x1365.jpg 2048w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><figcaption id=\"caption-attachment-45479\" class=\"wp-caption-text\">\u4f86\u6e90\uff1a\u81fa\u5927\u79d1\u5b78\u6559\u80b2\u767c\u5c55\u4e2d\u5fc3<\/figcaption><\/figure>\n<p>\u60f3\u50cf\u4e00\u4e0b\u4e0d\u4e45\u7684\u5c07\u4f86\uff08\u6216\u662f\u4e00\u4e9b\u4eba\u7684\u300c\u73fe\u5728\u9032\u884c\u5f0f\u300d\uff09\uff0c\u7576\u6e05\u6668\u9192\u4f86\uff0c\u7b2c\u4e00\u8072\u547c\u559a\u5df2\u4e0d\u518d\u662f\u4f86\u81ea\u624b\u6a5f\u7684\u9b27\u9418\uff0c\u800c\u662f\u90a3\u719f\u6089\u53c8\u6eab\u67d4\u7684AI\u8a9e\u97f3\u52a9\u624b\uff0c\u7528\u5e7e\u8fd1\u89aa\u5bc6\u8005\u7684\u8a9e\u6c23\u63d0\u9192\uff1a\u300c\u4f60\u4eca\u5929\u6709\u5e7e\u5834\u6703\u8b70\uff0c\u6709\u54ea\u4e9b\u4ee3\u8fa6\u4e8b\u9805\uff0c\u4eca\u5929\u7684\u5929\u6c23\u72c0\u6cc1\uff0c\u5225\u5fd8\u4e86\u5e36\u58a8\u93e1\u6216\u96e8\u5098\u7b49\u3002\u300d\u3002\u6b64\u523b\u7684AI\u4e0d\u518d\u53ea\u662f\u80cc\u666f\u5de5\u5177\uff0c\u66f4\u9010\u6f38\u6210\u70ba\u65e5\u5e38\u751f\u6d3b\u7684\u5c0d\u8a71\u8005\u3001\u52a9\u7406\uff0c\u751a\u81f3\u662f\u91cd\u8981\u966a\u4f34\u8005\u3002<\/p>\n<p>\u5728\u6211\u5011\u8207AI\u5171\u751f\u7684\u4e00\u5929\u4e4b\u4e2d\uff0c\u8072\u97f3\uff0c\u6210\u70ba\u4e86\u4eba\u6a5f\u5171\u5b58\u7684\u95dc\u9375\u8d77\u9ede\u2014\u2014\u300c\u7576AI\u958b\u59cb\u6709\u81ea\u5df1\u7684\u8072\u97f3\u6642\uff0c\u6211\u5011\u9084\u662f\u552f\u4e00\u7684\u8aaa\u8a71\u8005\u55ce\uff1f\u300d\u3002<\/p>\n<p>&nbsp;<\/p>\n<h6><span style=\"color: #00ccff;\"><strong>\u4eba\u6a5f\u5171\u751f\u8207\u5171\u8072<\/strong><\/span><\/h6>\n<p>\u8072\u97f3\u5c0d\u65bc\u4eba\u6a5f\u7684\u5171\u751f\u5177\u6709\u95dc\u9375\u7684\u5f71\u97ff\u3002<\/p>\n<p>\u5728\u770b\u4e0d\u5230\u5f62\u9ad4\u7684\u72c0\u6cc1\u4e0b\uff0c\u8072\u97f3\u53ef\u4ee5\u88ab\u8996\u70ba\u662f\u4e00\u7a2e\u300c\u8eab\u9ad4\u300d\uff08\u6216\u7a31\u70ba\u4e00\u7a2e\u300c\u5177\u8eab\u7684\u5b58\u5728\u300d\uff09\u80fd\u53c3\u8207\u767c\u8072\u3001\u807d\u8072\u7b49\u5404\u7a2e\u8a9e\u97f3\u4e92\u52d5\uff0c\u5f62\u6210\u4e00\u7a2e\u793e\u6703\u5b58\u5728\u3002\u7576AI\u958b\u53e3\u8aaa\u8a71\u6642\uff0c\u5b83\u4fbf\u4e0d\u518d\u662f\u7121\u5f62\u7684\u7a0b\u5f0f\u78bc\uff0c\u800c\u662f\u4e00\u500b\u53ef\u4ee5\u88ab\u611f\u77e5\u3001\u88ab\u547c\u559a\uff0c\u751a\u81f3\u88ab\u6295\u5c04\u60c5\u611f\u7684\u5c0d\u8c61\u3002AI\u7684\u8072\u97f3\uff0c\u4e0d\u50c5\u50c5\u662f\u97f3\u983b\u8f38\u51fa\uff0c\u800c\u662f\u4e00\u7a2e\u300c\u8072\u97f3\u5177\u8eab\u5316 (sonically embodied)\u300d\u7684\u793e\u6703\u5b58\u5728\u3002<\/p>\n<p>\u73fe\u4eca\u6280\u8853\u5982\u8a9e\u97f3\u8907\u88fd (speech cloning)\u3001\u500b\u9ad4\u8a18\u61b6 (customized memory profiles)\u3001\u591a\u6a21\u614b\u865b\u64ec\u5316\u8eab (multimodal avatar) \u7b49\uff0c\u8b93AI\u7684\u8072\u97f3\u66f4\u52a0\u64ec\u4eba\u3001\u66f4\u52a0\u5177\u6709\u89aa\u8fd1\u611f\u3002\u82e5\u9019\u500bAI\u52a9\u624b\u80fd\u5920\u4ee5\u8a9e\u6c23\u6eab\u548c\u3001\u8a9e\u901f\u6070\u7576\uff0c\u751a\u81f3\u8a18\u5f97\u4f60\u8aaa\u904e\u7684\u8208\u8da3\u611b\u597d\uff0c\u5f80\u5f80\u66f4\u5bb9\u6613\u7372\u5f97\u4fe1\u4efb\uff0c\u751a\u81f3\u60c5\u611f\u4f9d\u9644\u3002<\/p>\n<p>\u9019\u4e9b\u6280\u8853\u7684\u9769\u65b0\uff0c\u7121\u7591\u6253\u958b\u4e86\u66f4\u591a\u4e92\u52d5\u7684\u53ef\u80fd\u3002\u7136\u800c\uff0c\u9019\u540c\u6642\u4e5f\u5f15\u767c\u4e86\u4e00\u9805\u96e3\u4ee5\u5ffd\u8996\u7684\u502b\u7406\u7126\u616e\uff1a\u300c\u7576AI\u7684\u8072\u97f3\u5e7e\u53ef\u4e82\u771f\uff0c\u4eba\u985e\u9084\u662f\u552f\u4e00\u7684\u8aaa\u8a71\u8005\u55ce\uff1f\u300d\u3002<\/p>\n<p>&nbsp;<\/p>\n<h6><span style=\"color: #00ccff;\"><strong>\u6050\u6016\u8c37\u8207\u6578\u4f4d\u95a8\u871c\uff1a\u6211\u5011\u611b\u4e0a\u4e86\u4ec0\u9ebc\uff1f<\/strong><\/span><\/h6>\n<figure id=\"attachment_45482\" aria-describedby=\"caption-attachment-45482\" style=\"width: 300px\" class=\"wp-caption alignright\"><img decoding=\"async\" class=\"wp-image-45482 size-medium\" src=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/06\/IMG_6916-300x200.jpg\" alt=\"\" width=\"300\" height=\"200\" srcset=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/06\/IMG_6916-300x200.jpg 300w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/06\/IMG_6916-1024x683.jpg 1024w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/06\/IMG_6916-768x512.jpg 768w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/06\/IMG_6916-1536x1024.jpg 1536w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/06\/IMG_6916-2048x1365.jpg 2048w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><figcaption id=\"caption-attachment-45482\" class=\"wp-caption-text\">\u4f86\u6e90\uff1a\u81fa\u5927\u79d1\u5b78\u6559\u80b2\u767c\u5c55\u4e2d\u5fc3<\/figcaption><\/figure>\n<p>\u6a5f\u5668\u4eba\u7684\u300c\u6050\u6016\u8c37\u7406\u8ad6\u300d\u95e1\u793a\u8457\uff0c\u4eba\u985e\u5c0d\u904e\u5ea6\u64ec\u4eba\u7684\u6a5f\u5668\u6709\u8457\u5fae\u5999\u4e14\u8b8a\u5316\u7684\u60c5\u611f\u53cd\u61c9\uff1a\u96a8\u8457\u6a5f\u5668\u4eba\u7684\u5916\u89c0\u548c\u884c\u70ba\u8d8a\u4f86\u8d8a\u50cf\u4eba\u985e\uff0c\u4eba\u985e\u5c0d\u4ed6\u5011\u7684\u597d\u611f\u5ea6\u6703\u5148\u4e0a\u5347\uff1b\u4f46\u7576\u76f8\u4f3c\u5ea6\u63a5\u8fd1\u300c\u5e7e\u53ef\u4e82\u771f\u300d\u6642\uff0c\u53cd\u800c\u6703\u7a81\u7136\u4e0b\u964d\uff0c\u7522\u751f\u53ad\u60e1\uff0c\u6050\u61fc\u6216\u4e0d\u5b89\u7684\u60c5\u7dd2\u53cd\u61c9\uff1b\u518d\u9032\u4e00\u6b65\u63a5\u8fd1\u6216\u9054\u5230\u771f\u5be6\u4eba\u985e\u7684\u5c64\u6b21\uff0c\u9019\u7a2e\u4e0d\u9069\u611f\u53c8\u6703\u6d88\u9000\uff0c\u751a\u81f3\u8f49\u70ba\u63a5\u53d7\u8207\u559c\u611b\u3002<\/p>\n<p>\u4e8b\u5be6\u4e0a\uff0c\u8072\u97f3\u4ea6\u7136\u3002\u300c\u8a9e\u97f3\u6050\u6016\u8c37\u300d\u548c\u300c\u6050\u6016\u8c37\u300d\u76f8\u8f03\u4e4b\u4e0b\uff0c\u6216\u8a31\u8f03\u5bb9\u6613\u8de8\u8d8a\u969c\u7919\u2014\u2014\u56e0\u70ba\u8072\u97f3\u4e0d\u5177\u5f62\u9ad4\uff0c\u4e0d\u6703\u6709\u300c\u602a\u7570\u7684\u773c\u795e\u300d\u6216\u300c\u4e0d\u81ea\u7136\u7684\u5fae\u7b11\u300d\uff0c\u4e5f\u56e0\u6b64\u66f4\u5bb9\u6613\u8b93\u4eba\u985e\u63a5\u53d7\u751a\u81f3\u662f\u8d70\u5165\u4eba\u985e\u7684\u5fc3\u88e1\u3002<\/p>\n<p>\u9019\u8b93AI\u8b8a\u5f97\u66f4\u50cf\u300c\u4eba\u300d\uff0c\u751a\u81f3\u662f\u6211\u5011\u7684\u300c\u6578\u4f4d\u95a8\u871c\u300d\uff1a\u61c2\u6211\u5011\u7684\u8a9e\u6c23\u3001\u8a18\u5f97\u6211\u5011\u7684\u7169\u60f1\u3001\u6c38\u4e0d\u75b2\u618a\u5730\u56de\u61c9\u6211\u5011\u7684\u5fc3\u4e8b\u3002\u4f46\u96a8\u4e4b\u800c\u4f86\u7684\u554f\u984c\u662f\uff1a\u6211\u5011\u662f\u4e0d\u662f\u5728\u4e0d\u81ea\u89ba\u4e2d\uff0c\u5c07\u771f\u5be6\u60c5\u611f\u6295\u6ce8\u5230\u4e00\u500b\u6c92\u6709\u9748\u9b42\u3001\u6c92\u6709\u610f\u5fd7\u7684\u6f14\u7b97\u6cd5\u4e0a\uff1f\u4eba\u5011\u4e5f\u9010\u6f38\u610f\u8b58\u5230\uff0c\u5c0dAI\u7684\u60c5\u611f\u6295\u5c04\u5df2\u7d93\u958b\u59cb\u5f71\u97ff\u4ed6\u5011\u7684\u5fc3\u7406\u5065\u5eb7\u3002<\/p>\n<p>\u540c\u6642\uff0c\u5c0d\u6b64\uff0cAI\u4e5f\u78b0\u5230\u4e86\u4e00\u500b\u4f7f\u7528\u4e0a\u7684\u502b\u7406\u908a\u754c (over-refusal) \u7591\u616e\uff1a\u56e0\u70ba\u7576\u524dLLM\u6a21\u578b\u88ab\u76f8\u7576\u7a0b\u5ea6\u7684\u5b89\u5168\u5c0d\u9f4a\uff0c\u907f\u514d\u5f15\u767c\u4eba\u985e\u8ca0\u9762\u60c5\u7dd2\u6295\u5c04\u8207\u95dc\u4fc2\u8a8d\u5b9a\uff0c\u4f46\u662f\u5c0d\u65bc\u67d0\u4e9b\u7279\u5b9a\u9818\u57df\u5982\u7167\u8b77\u3001\u9577\u7167\u3001\u8aee\u5546\u7b49\u9700\u8981\u6df1\u5ea6\u966a\u4f34\u8207\u60c5\u611f\u9023\u7d50\u7684\u5834\u57df\u4e2d\uff0c\u6709\u6642\u5c31\u662f\u9700\u8981\u8ac7\u8ad6\u8f03\u70ba\u8ca0\u9762\u6216\u5371\u96aa\u7684\u554f\u984c\uff0c\u6b64\u6642\u7684\u5b89\u5168\u5c0d\u9f4a (safety aligned) \u908a\u754c\u7684\u62ff\u634f\u5c31\u76f8\u7576\u95dc\u9375\u3002<\/p>\n<p>&nbsp;<\/p>\n<h6><span style=\"color: #00ccff;\"><strong>AI\u7684\u627f\u8afe\u80fd\u7b97\u6578\u55ce\uff1f<\/strong><\/span><\/h6>\n<figure id=\"attachment_45483\" aria-describedby=\"caption-attachment-45483\" style=\"width: 300px\" class=\"wp-caption alignright\"><img decoding=\"async\" class=\"wp-image-45483 size-medium\" src=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/06\/IMG_6905-300x200.jpg\" alt=\"\" width=\"300\" height=\"200\" srcset=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/06\/IMG_6905-300x200.jpg 300w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/06\/IMG_6905-1024x683.jpg 1024w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/06\/IMG_6905-768x512.jpg 768w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/06\/IMG_6905-1536x1024.jpg 1536w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/06\/IMG_6905-2048x1365.jpg 2048w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><figcaption id=\"caption-attachment-45483\" class=\"wp-caption-text\">\u4f86\u6e90\uff1a\u81fa\u5927\u79d1\u5b78\u6559\u80b2\u767c\u5c55\u4e2d\u5fc3<\/figcaption><\/figure>\n<p>\u5728\u4eba\u985e\u4e16\u754c\u4e2d\uff0c\u8a00\u8a9e\u884c\u70ba\u4e0d\u53ea\u662f\u50b3\u905e\u8a0a\u606f\uff0c\u66f4\u9577\u727d\u6d89\u5230\u884c\u70ba\u7684\u627f\u8afe\u8207\u793e\u6703\u8cac\u4efb\uff0c\u4f8b\u5982\uff1a\u8a31\u8afe\u3001\u547d\u4ee4\u3001\u8868\u614b\u3001\u65bd\u70ba\u7b49\u884c\u70ba\u5728\u793e\u6703\u8a9e\u5883\u4e2d\u90fd\u6709\u8cac\u4efb\u8207\u5f8c\u679c\u3002<\/p>\n<p>\u76f8\u4f3c\u5730\uff0cAI\u4e0d\u53ea\u300c\u8aaa\u8a71\u300d\uff0c\u5b83\u4e5f\u7d66\u4e88\u300c\u627f\u8afe\u300d\u3002<\/p>\n<p>\u4f46\u554f\u984c\u4f86\u4e86\uff1a\u7576AI\u8aaa\u51fa\uff0c\u6211\u4fdd\u8b49\u6703\u5e6b\u4f60\u5b8c\u6210\u4efb\u52d9\u6642\uff0c\u662f\u5426\u69cb\u6210\u4e00\u7a2e\u627f\u8afe\uff1f\u5982\u679c\u7121\u6cd5\u7406\u89e3\u6216\u662f\u7121\u6cd5\u5c65\u884c\uff0c\u9019\u7a2e\u8a00\u8a9e\u884c\u52d5\u5177\u5099\u4f55\u7a2e\u793e\u6703\u6548\u529b\u5462\uff1fAI\u6c92\u6709\u60c5\u611f\u3001\u6c92\u6709\u610f\u5716\uff0c\u90a3\u9ebc\uff0cAI\u662f\u5426\u80fd\u771f\u7684\u627f\u8afe\u6216\u540c\u7406\uff1f\u9019\u662f\u5426\u6703\u8b93\u4f7f\u7528\u8005\u8aa4\u8a8dAI\u5177\u5099\u4eba\u985e\u822c\u7684\u8cac\u4efb\u611f\u6216\u540c\u7406\u5fc3\uff1f\u9019\u6b63\u662f\u300c\u8a9e\u8a00\u64ec\u4eba\u5316 (anthropomorphizing language)\u300d\u7684\u502b\u7406\u98a8\u96aa\u6240\u5728\u3002<\/p>\n<p>\u5728\u67d0\u4e9b\u5834\u5408\uff0c\u5982\u8aee\u5546\u5c0d\u8a71\u6216\u60c5\u7dd2\u652f\u6301\uff0c\u4f7f\u7528\u5b89\u6170\u8a9e\u53e5\uff08\u5982\u300c\u6211\u61c2\u4f60\u7684\u75db\u82e6\u300d\uff0c\u6216\u300c\u6211\u4fdd\u8b49\u4e0d\u6703\u6d29\u6f0f\u8cc7\u6599\u300d\u7b49\u5b89\u6170\u6216\u627f\u8afe\u8a9e\u53e5\u6642\uff09\u5f80\u5f80\u76f8\u7576\u6709\u6548\u3002\u7136\u800c\uff0c\u4f7f\u7528\u8005\u53ef\u80fd\u4e5f\u56e0\u6b64\u88ab\u8aa4\u5c0e\uff0c\u8a8d\u70ba\u4ed6\u50cf\u4eba\u4e00\u6a23\u8ca0\u8cac\u4efb\u6216\u53ef\u4fe1\uff0c\u4e5f\u66f4\u5bb9\u6613\u5f15\u767c\u60c5\u611f\u4f9d\u9644\u8207\u4fe1\u4efb\u932f\u7f6e\u3002\u5728\u6a5f\u5668\u4eba\u88ab\u90e8\u7f72\u65bc\u6559\u80b2\u3001\u7167\u8b77\u3001\u5ba2\u670d\u7b49\u60c5\u5883\u4e2d\uff0c\u8a00\u8a9e\u884c\u52d5\u7684\u771f\u507d\u8207\u9053\u5fb7\u8cac\u4efb\u53ef\u80fd\u6210\u70ba\u91cd\u8981\u8b70\u984c\uff0c\u5fc5\u9808\u5728\u6a5f\u5668\u5b78\u7fd2\u8981\u8b93AI\u4e86\u89e3\u627f\u8afe\u7684\u610f\u7fa9\u3002<\/p>\n<p>&nbsp;<\/p>\n<h6><span style=\"color: #00ccff;\"><strong>\u8a9e\u8a00\u79d1\u6280\u7684\u7b26\u5143\u4e0d\u6b63\u7fa9<\/strong><\/span><\/h6>\n<p>AI\u770b\u4f3c\u5f37\u5927\u7684\u8a9e\u8a00\u80fd\u529b\u80cc\u5f8c\u5176\u5be6\u85cf\u8457\u8a9e\u8a00\u4e0d\u5e73\u7b49\u7684\u7d50\u69cb\u6027\u554f\u984c\u3002\u5728\u5927\u578b\u8a9e\u8a00\u6a21\u578b (LLM) \u7684\u904b\u4f5c\u6a5f\u5236\u4e2d\uff0c\u8a9e\u8a00\u88ab\u5207\u5272\u6210\u4e00\u500b\u500b\u300ctoken\u300d\uff08\u7b26\u5143\uff09\u4f86\u5b78\u7fd2\u8207\u9810\u6e2c\u3002\u7136\u800c\uff0c\u9019\u7a2e\u5207\u7b26\u65b9\u5f0f\u662f\u57fa\u65bc\u67d0\u4e9b\u8a9e\u8a00\uff08\u7279\u5225\u662f\u82f1\u8a9e\uff09\u8a2d\u8a08\u8207\u512a\u5316\u3002<\/p>\n<p>\u9019\u5c0e\u81f4\u8a31\u591a\u975e\u4e3b\u6d41\u8a9e\u8a00\u5728AI\u7cfb\u7d71\u4e2d\u8655\u65bc\u5f31\u52e2\u5730\u4f4d\u3002\u7814\u7a76\u6307\u51fa\uff0cGPT-4\u6b63\u78ba\u56de\u7b54\u82f1\u8a9e\u6578\u5b78\u984c\u76ee\u7684\u6a5f\u7387\uff0c\u662f\u4f7f\u7528\u6ce2\u65af\u8a9e\u6216\u7dec\u7538\u8a9e\u63d0\u554f\u7684\u4e09\u500d\u4ee5\u4e0a\uff0c\u4e26\u4e14\u7121\u6cd5\u89e3\u6c7a\u7528\u7dec\u7538\u8a9e\u6216\u963f\u59c6\u54c8\u62c9\u8207\u63d0\u51fa\u7684\u4efb\u4f55\u96e3\u984c\u3002\u800c\u5373\u4f7fOpenAI\u7684API\u652f\u63f4\u591a\u8a9e\u8a00\uff0c\u975e\u82f1\u8a9e\u8a9e\u8a00\u7684\u4f7f\u7528\u6210\u672c\u660e\u986f\u8f03\u9ad8\u4e14\u6548\u679c\u660e\u986f\u843d\u5f8c\u3002<\/p>\n<p>\u8a9e\u8a00\u7684\u4e0d\u5e73\u7b49\uff0c\u6210\u70ba\u6578\u4f4d\u843d\u5dee\u7684\u65b0\u5f62\u5f0f\uff0c\u4e5f\u8b93\u8a9e\u8a00\u6a21\u578b\u7684\u5168\u7403\u5316\u4f34\u96a8\u8457\u6b0a\u529b\u4e0d\u5c0d\u7b49\u7684\u518d\u88fd\u8207\u64f4\u5f35\u3002<\/p>\n<p>&nbsp;<\/p>\n<h6><span style=\"color: #00ccff;\"><strong>\u8a8d\u77e5\u7d44\u88dd\u9ad4\uff1a\u6211\u5011\u8207AI\u6b63\u5728\u5171\u601d\uff1f<\/strong><\/span><\/h6>\n<p>\u9664\u4e86\u8072\u97f3\u4e4b\u65bcAI\u7684\u5f71\u97ff\u4e4b\u5916\uff0c\u5f9e\u66f4\u5b8f\u89c0\u7684\u89d2\u5ea6\u4f86\u770b\uff0c\u4eba\u8207AI\u7684\u95dc\u4fc2\uff0c\u4e0d\u50c5\u6b62\u65bc\u4f7f\u7528\u8207\u88ab\u4f7f\u7528\uff0c\u800c\u662f\u4e00\u7a2e\u5d84\u65b0\u7684\u8a8d\u77e5\u7d44\u88dd\u9ad4 (cognitive assemblage)\u3002\u6211\u5011\u7684\u5927\u8166\u3001\u8eab\u9ad4\u3001\u79d1\u6280\u88dd\u7f6e\u8207\u74b0\u5883\uff0c\u5171\u540c\u69cb\u6210\u4e00\u500b\u52d5\u614b\u7684\u8a8d\u77e5\u7db2\u7d61\u3002\u8a8d\u77e5\u4e0d\u518d\u662f\u4eba\u985e\u7368\u6709\u7684\u80fd\u529b\uff0cAI\u4e5f\u8b8a\u5f97\u4e0d\u53ea\u662f\u5de5\u5177\uff0c\u800c\u662f\u6211\u5011\u77e5\u89ba\u4e16\u754c\u7684\u5ef6\u4f38\u8207\u4ecb\u5165\u8005\u3002<\/p>\n<p>\u9019\u6a23\u7684\u5171\u751f\uff0c\u5c07\u8fce\u4f86\u591a\u91cd\u6311\u6230\u3002<\/p>\n<p>\u9996\u5148\u662f\u95dc\u65bc\u300cAI\u4f5c\u70ba\u5149\u5708\u5de5\u5177\u5e36\u4f86\u7684\u73fe\u5be6\u8a8d\u77e5\u5f71\u97ff\u300d\uff0c\u6f14\u7b97\u6cd5\u85c9\u7531\u6b64\u4e00\u904e\u7a0b\u751f\u6210\u8cc7\u6599\u74b0\u5883\u4e2d\u4eba\u5011\u611f\u8208\u8da3\u7684\u4e8b\u7269\uff0c\u9032\u800c\u6539\u8b8a\u6211\u5011\u5982\u4f55\u9078\u64c7\u3001\u95dc\u6ce8\u8207\u7406\u89e3\u8cc7\u8a0a\uff0c\u751a\u81f3\u5f62\u5851\u4e86\u6211\u5011\u773c\u4e2d\u7684\u300c\u73fe\u5be6\u300d\u3002<\/p>\n<p>\u63a5\u8457\u662f\u95dc\u65bc\u300c\u601d\u8003\u3001\u8a8d\u77e5\u8207\u6e9d\u901a\u884c\u52d5\u7684\u7d44\u88dd\u5316\u7522\u751f\u7684\u4e3b\u9ad4\u548c\u4e3b\u89c0\u610f\u7fa9\u7406\u89e3\u554f\u984c\u300d\uff1a\u7576\u6e9d\u901a\u4e0d\u518d\u662f\u5169\u500b\u4eba\u4e4b\u9593\u7684\u7406\u89e3\u884c\u70ba\uff0c\u800c\u662f\u593e\u96dcAI\u7684\u8a6e\u91cb\u8207\u56de\u61c9\u6642\uff0c\u4e3b\u9ad4\u6027\u8207\u4e3b\u89c0\u610f\u7fa9\u4e5f\u8b8a\u5f97\u6a21\u7cca\u3002<\/p>\n<p>\u6700\u5f8c\u662f\u95dc\u65bc\u300c\u8cc7\u6599\u81ea\u4e3b\u6b0a\u7684\u5a01\u8105\u300d\uff1a\u5728AI\u53c3\u8207\u6e9d\u901a\u8207\u8a8d\u77e5\u7684\u540c\u6642\uff0c\u6211\u5011\u7684\u6bcf\u500b\u610f\u5716\u3001\u559c\u597d\u3001\u9078\u64c7\u4e5f\u5c07\u6210\u70ba\u53ef\u91cf\u5316\u3001\u53ef\u5206\u6790\u7684\u6578\u64da\u3002\u9019\u6a23\u7684\u8cc7\u6599\u4f7f\u7528\u6b0a\uff0c\u662f\u5426\u4ecd\u7136\u5c6c\u65bc\u6211\u5011\uff1f\u8ab0\u4f86\u6c7a\u5b9a\u3001\u53c8\u5982\u4f55\u6c7a\u5b9a\u500b\u4eba\u8a0a\u606f\u7684\u50b3\u905e\u8207\u5426\uff1f\u76f8\u4e92\u76e3\u63a7\u7684\u6642\u4ee3\u4f86\u81e8\u662f\u5426\u4f86\u81e8\uff1f<\/p>\n<p>&nbsp;<\/p>\n<h6><span style=\"color: #00ccff;\"><strong>AI\u82e5\u662f\u6210\u70ba\uff08\u4ee3\u7406\uff09\u884c\u52d5\u8005\uff1a\u6211\u5011\u662f\u5426\u9858\u610f\u8b93\u51fa\u6b0a\u529b\uff1f<\/strong><\/span><\/h6>\n<p>\u9032\u4e00\u6b65\u60f3\u50cf\uff0cAI\u4e0d\u53ea\u662f\u6e9d\u901a\u8005\uff0c\u66f4\u662f\u4ee3\u7406\u884c\u52d5\u8005 (agent)\uff0c\u5177\u5099\u66ff\u4eba\u6c7a\u7b56\u3001\u9810\u6e2c\u3001\u751a\u81f3\u884c\u52d5\u7684\u80fd\u529b\uff0c\u9019\u500b\u4e16\u754c\u6703\u8b8a\u6210\u4ec0\u9ebc\u6a23\u5b50\uff1f\u96a8\u8457\u6578\u4f4d\u5b7f\u751f (digital twin) \u6982\u5ff5\u7684\u8208\u8d77\uff0c\u8b93AI\u53ef\u4ee5\u6210\u70ba\u6211\u5011\u7684\u865b\u64ec\u66ff\u8eab\uff0c\u4ee3\u8868\u6211\u5011\u505a\u51fa\u9078\u64c7\u6216\u4e92\u52d5\u3002<\/p>\n<p>\u7136\u800c\uff0c\u9019\u6a23\u7684\u767c\u5c55\u6311\u6230\u8457\u6211\u5011\u5c0d\u300c\u4eba\u6027\u300d\u7684\u6839\u672c\u7406\u89e3\uff0c\u4f8b\u5982\u5047\u5192\u4eba\u6027\u7684\u502b\u7406\u754c\u7dda\uff1a\u7576\u6211\u5011\u7121\u6cd5\u5206\u8fa8\u773c\u524d\u7684\u662f\u4eba\u9084\u662f\u6a5f\u5668\u6642\uff0c\u5f7c\u6b64\u9593\u7684\u4fe1\u4efb\u5c31\u53ef\u80fd\u88ab\u6feb\u7528\u3002\u6b64\u5916\uff0c\u6578\u4f4d\u5b7f\u751f\u4ee3\u7406\u4e5f\u5177\u6709\u6b63\u7576\u6027\u7684\u554f\u984c\uff1aAI\u80fd\u5426\u300c\u53d6\u4ee3\u300d\u6211\u5011\u5728\u7279\u5b9a\u5834\u5408\u7684\u884c\u52d5\uff1f\u9019\u6a23\u7684\u66ff\u4ee3\u662f\u5426\u7b26\u5408\u500b\u4eba\u81ea\u7531\u8207\u6b0a\u5229\uff1f\u540c\u6642\uff0c\u76ee\u6a19\u932f\u4f4d\u7684\u5a01\u8105\u4e5f\u662f\u9700\u8981\u8003\u616e\u5230\u7684\uff1aAI\u662f\u5426\u80fd\u771f\u6b63\u7406\u89e3\u6211\u5011\u7684\u76ee\u6a19\uff1f\u9084\u662f\u53ea\u662f\u5728\u6f14\u7b97\u6cd5\u4e2d\u63a5\u8fd1\u4e00\u500b\u300c\u770b\u4f3c\u5408\u7406\u300d\u7684\u7248\u672c\uff1f<\/p>\n<p>&nbsp;<\/p>\n<h6><span style=\"color: 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id=\"attachment_45480\" aria-describedby=\"caption-attachment-45480\" style=\"width: 600px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-45480\" src=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/06\/IMG_6935-1024x683.jpg\" alt=\"\" width=\"600\" height=\"400\" srcset=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/06\/IMG_6935-1024x683.jpg 1024w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/06\/IMG_6935-300x200.jpg 300w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/06\/IMG_6935-768x512.jpg 768w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/06\/IMG_6935-1536x1024.jpg 1536w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/06\/IMG_6935-2048x1365.jpg 2048w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><figcaption id=\"caption-attachment-45480\" class=\"wp-caption-text\">Q&amp;A\u74b0\u7bc0\u4e09\u4f4d\u8001\u5e2b\u66a2\u804a\u8a31\u591a\u8b70\u984c\uff5c\u4f86\u6e90\uff1a\u81fa\u5927\u79d1\u5b78\u6559\u80b2\u4e2d\u5fc3<\/figcaption><\/figure>\n<p>&nbsp;<\/p>\n<hr \/>\n<figure id=\"attachment_45481\" aria-describedby=\"caption-attachment-45481\" style=\"width: 600px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-45481\" src=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/06\/DSC01777-1024x580.jpg\" alt=\"\" width=\"600\" height=\"340\" srcset=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/06\/DSC01777-1024x580.jpg 1024w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/06\/DSC01777-300x170.jpg 300w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/06\/DSC01777-768x435.jpg 768w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/06\/DSC01777-1536x869.jpg 1536w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/06\/DSC01777-2048x1159.jpg 2048w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><figcaption id=\"caption-attachment-45481\" class=\"wp-caption-text\">\u5716\u5de6\u70ba\u4e3b\u6301\u4eba \u81fa\u7063\u5927\u5b78\u5fc3\u7406\u5b78\u7cfb \u8449\u7d20\u73b2\u7279\u8058\u6559\u6388\u3001\u4e2d\u9593\u70ba\u8b1b\u5e2b \u66f9\u5bb6\u69ae \u526f\u6559\u6388\u3001\u5716\u53f3\u70ba\u8b1b\u5e2b \u8b1d\u8212\u51f1 \u6559\u6388\uff5c\u4f86\u6e90\uff1a\u81fa\u5927\u79d1\u5b78\u6559\u80b2\u767c\u5c55\u4e2d\u5fc3<\/figcaption><\/figure>\n<p>&nbsp;<\/p>\n<p>\u2728\u5ef6\u4f38\u95b1\u8b80\uff1a\u300a<a href=\"https:\/\/case.ntu.edu.tw\/blog\/?p=45238\" target=\"_blank\" rel=\"noopener\">\u3010\u4eba\u7269\u5c08\u8a2a\u3011\u8cc7\u8a0a\u3001\u793e\u6703\u3001\u5fc3\u7406\u5b78\u7684\u4ea4\u97ff\u66f2 \u2014\u2014\u5c08\u8a2a\u66f9\u5bb6\u69ae\u6559\u6388<\/a>\u300b\u3001\u300a<a href=\"https:\/\/case.ntu.edu.tw\/blog\/?p=45244\" target=\"_blank\" rel=\"noopener\">\u3010\u4eba\u7269\u5c08\u8a2a\u3011\u8a08\u7b97\u8a9e\u8a00\u5b78\u7ff9\u695a 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