{"id":2574,"date":"2025-11-17T10:24:17","date_gmt":"2025-11-17T02:24:17","guid":{"rendered":"https:\/\/www.iaao.ntnu.edu.tw\/?p=2574"},"modified":"2025-12-05T15:08:16","modified_gmt":"2025-12-05T07:08:16","slug":"114111701","status":"publish","type":"post","link":"https:\/\/www.iaao.ntnu.edu.tw\/?p=2574","title":{"rendered":"\u3010\u6d3b\u52d5\u7d00\u5be6\u3011\u8de8\u9818\u57df\u8b1b\u5ea7\u805a\u7126\u8a9e\u8a00\u9ed1\u79d1\u6280 AI\u6642\u4ee3\u66f4\u9700\u6574\u5408\u7406\u89e3\u8207\u601d\u8fa8\u529b"},"content":{"rendered":"\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" src=\"https:\/\/www.iaao.ntnu.edu.tw\/wp-content\/uploads\/20251104-2-1024x768.jpg\" alt=\"\u570b\u7acb\u81fa\u7063\u5927\u5b78\u8a9e\u8a00\u5b78\u7814\u7a76\u6240\u6559\u6388\u66a8\u6587\u5b78\u9662\u526f\u9662\u9577\u8b1d\u8212\u51f1\u6559\u6388\u849e\u81e8\u5206\u4eab\u8de8\u9818\u57df\u7cfb\u5217\u8b1b\u5ea7(\u4e8c)\u3010\u6dfa\u8ac7\u8a9e\u8a00\u9ed1\u79d1\u6280\uff1a\u8de8\u9818\u57df\u5b78\u7fd2\u7684\u79d8\u5bc6\u6b66\u5668\u3011\" class=\"wp-image-2575\" srcset=\"https:\/\/www.iaao.ntnu.edu.tw\/wp-content\/uploads\/20251104-2-1024x768.jpg 1024w, https:\/\/www.iaao.ntnu.edu.tw\/wp-content\/uploads\/20251104-2-300x225.jpg 300w, https:\/\/www.iaao.ntnu.edu.tw\/wp-content\/uploads\/20251104-2-768x576.jpg 768w, https:\/\/www.iaao.ntnu.edu.tw\/wp-content\/uploads\/20251104-2-1536x1152.jpg 1536w, https:\/\/www.iaao.ntnu.edu.tw\/wp-content\/uploads\/20251104-2-2048x1536.jpg 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><strong>\u570b\u7acb\u81fa\u7063\u5927\u5b78\u8a9e\u8a00\u5b78\u7814\u7a76\u6240\u6559\u6388\u66a8\u6587\u5b78\u9662\u526f\u9662\u9577\u8b1d\u8212\u51f1\u6559\u6388\u849e\u81e8\u5206\u4eab\u8de8\u9818\u57df\u7cfb\u5217\u8b1b\u5ea7(\u4e8c)\u3010\u6dfa\u8ac7\u8a9e\u8a00\u9ed1\u79d1\u6280\uff1a\u8de8\u9818\u57df\u5b78\u7fd2\u7684\u79d8\u5bc6\u6b66\u5668\u3011<\/strong><\/figcaption><\/figure>\n\n\n\n<div style=\"height:43px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p 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class=\"has-medium-font-size\">\u8b1d\u8212\u51f1\u6559\u6388\u5f9e\u81ea\u8eab\u6c42\u5b78\u8207\u8077\u6daf\u8ac7\u8d77\uff0c\u4ee5\u8a9e\u8a00\u5b78\u70ba\u5c08\u696d\uff0c\u4e5f\u5fc5\u9808\u8de8\u5165\u4e0d\u540c\u9818\u57df\u9032\u884c\u7814\u7a76\uff1b\u671f\u9593\u4ea6\u6d89\u7375\u54f2\u5b78\u3001\u6cd5\u5f8b\u8207\u571f\u5730\u4ee3\u66f8\u7b49\u9818\u57df\u4e26\u8003\u53d6\u8b49\u7167\u3002\u4ed6\u7b11\u8a00\uff0c\u904e\u53bb\u81ea\u89ba\u8f9b\u82e6\u7684\u8de8\u9818\u57df\u6b77\u7a0b\uff0c\u5982\u4eca\u56de\u982d\u770b\uff0c\u6b63\u662f\u7d2f\u7a4d\u7814\u7a76\u539a\u5ea6\u7684\u95dc\u9375\u990a\u5206\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u9762\u5c0d\u300c\u8de8\u9818\u57df\u300d\uff0c\u4e0d\u5c11\u4eba\u7b2c\u4e00\u53cd\u61c9\u5c31\u662f\u89ba\u5f97\u5fc3\u597d\u7d2f\uff1b\u8b1d\u6559\u6388\u900f\u904eAI\u6a21\u7d44\u904b\u7b97\u51fa\u7684\u4e16\u754c\u4e8b\u4ef6\u9810\u6e2c\u6298\u7dda\u5716\uff0c\u7c21\u8981\u8aaa\u660eAI\u8207\u4eba\u985e\u5728\u7d44\u6210\u7d50\u69cb\u3001\u5b78\u7fd2\u65b9\u5f0f\u8207\u901f\u5ea6\u7684\u6839\u672c\u5dee\u7570\uff0c\u751a\u81f3\u53ef\u80fd\u56e0\u7406\u89e3\u7dad\u5ea6\u76f8\u8ddd\u751a\u9060\uff0c\u800c\u7522\u751f\u300cNON-NON\uff08\u4e0d\u77e5\u9053\u81ea\u5df1\u4e0d\u77e5\u9053\uff09\u300d\u7684\u73fe\u8c61\u3002\u4ed6\u5f15\u7528AI\u6559\u7236 Geoffrey Hinton \u7684\u540d\u8a00\uff1a\u300cIt is better to be a plumber in this AI era than to be a mundane intellectual labor\u300d\uff0c\u4ee5\u6b64\u63d0\u9192\u5927\u5bb6AI\u6b63\u5728\u885d\u64ca\u793e\u6703\u73fe\u6cc1\u8207\u7522\u696d\u7d50\u69cb\u3002\u7576\u77e5\u8b58\u5bc6\u96c6\u7684\u8077\u696d\u8b8a\u5f97\u66f4\u5bb9\u6613\u88ab\u53d6\u4ee3\uff0c\u5074\u91cd\u6280\u8853\u8207\u7d93\u9a57\u7684\u5de5\u4f5c\u5728\u672a\u4f86\u6216\u8a31\u66f4\u5177\u524d\u666f\u3002\u540c\u7406\uff0c\u76f8\u8f03\u65bc\u7406\u5de5\u9818\u57df\uff0c\u90a3\u4e9b\u91cd\u8996\u60c5\u7dd2\u3001\u751f\u547d\u7d93\u9a57\u8207\u4eba\u969b\u4e92\u52d5\u7684\u6587\u79d1\u9818\u57df\uff0c\u6216\u8a31\u6703\u6210\u70ba\u610f\u60f3\u4e0d\u5230\u7684\u73cd\u8cb4\u8cc7\u7522\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\"><strong>\u63a2\u7d22\u6280\u8853 \u7784\u6e96\u6838\u5fc3\uff5c\u7406\u89e3\u9ed1\u79d1\u6280<\/strong><\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u8b1d\u6559\u6388\u6307\u51fa\uff0c\u7576\u4ee3\u8a9e\u8a00\u9ed1\u79d1\u6280\u7684\u6838\u5fc3\u662f\u300c\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u300d\uff0c\u5728\u4f7f\u7528\u8207\u6f14\u5316\u904e\u7a0b\u4e2d\u5e36\u4f86\u8a31\u591a\u503c\u5f97\u6df1\u601d\u7684\u8b70\u984c\u3002\u4ed6\u4ee5\u4e00\u5f35\u8c61\u5fb5\u7b26\u78bc\u4e16\u754c\u8207\u6b21\u7b26\u78bc\u4e16\u754c\u7684\u51b0\u5c71\u5716\uff0c\u5354\u52a9\u807d\u773e\u7406\u89e3AI\u8a9e\u8a00\u7cfb\u7d71\u7684\u6df1\u5c64\u67b6\u69cb\u8207\u8907\u96dc\u5ea6\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u300c\u5982\u679c\u5b8c\u5168\u4e0d\u4e86\u89e3\u539f\u7406\uff0c\u5c31\u5bb9\u6613\u9677\u5165\u6975\u5316\u7684\u614b\u5ea6\u3002\u300d\u8b1d\u6559\u6388\u63d0\u9192\u3002\u7121\u8ad6\u662f\u904e\u5ea6\u4f9d\u8cf4\u3001\u7522\u751f\u8a8d\u77e5\u50b5\u52d9\uff0c\u6216\u662f\u8996AI\u70ba\u5e7b\u89ba\u3001\u9677\u5165\u65b0\u76e7\u5fb7\u4e3b\u7fa9\uff0c\u90fd\u4f86\u81ea\u65bc\u7f3a\u4e4f\u7406\u89e3\u3002\u5728\u65e5\u5e38\u4e2d\uff0c\u4f7f\u7528\u8005\u53ef\u4ee5\u8a13\u7df4\u81ea\u5df1\u5982\u4f55\u554f\u554f\u984c\uff0c\u7df4\u7fd2\u5982\u4f55\u767c\u554f\u3001\u5982\u4f55\u8a0e\u8ad6\uff0c\u7df4\u7fd2\u4e0d\u540c\u500b\u9ad4\u9593\u7684\u4e92\u52d5\u5c0d\u8a71\uff1b\u900f\u904e\u9019\u4e9b\u7df4\u7fd2\uff0c\u53ef\u4ee5\u5927\u5e45\u63d0\u5347\u4eba\u5011\u8207AI\u7684\u4e92\u52d5\u80fd\u529b\u8207\u8cc7\u8a0a\u8b58\u8b80\u80fd\u529b\u3002\u53e6\u5916\uff0c\u8b1d\u6559\u6388\u4e5f\u63d0\u5230\u8a9e\u97f3\u8907\u88fd\uff08Clone\uff09\u6280\u8853\uff0c\u4ee5\u5047\u4e82\u771f\u7684\u4eba\u5de5\u667a\u6167\u5e36\u4f86\u4fbf\u5229\u7684\u540c\u6642\uff0c\u4e5f\u53ef\u80fd\u5b58\u5728\u8457\u98a8\u96aa\uff0c\u589e\u9032\u81ea\u8eab\u7684\u8fa8\u8b58\u529b\u3001\u89c0\u5bdf\u529b\u53ca\u601d\u8fa8\u529b\uff0c\u624d\u80fd\u5e6b\u52a9\u6211\u5011\u5584\u7528\u9019\u4e9b\u5de5\u5177\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\"><strong>\u8de8\u51fa\u9818\u57df \u591a\u5143\u63a5\u89f8\uff5c\u767c\u5c55\u8207\u53cd\u601d<\/strong><\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u8ac7\u53ca\u5b78\u7fd2\uff0c\u8b1d\u6559\u6388\u6307\u51fa\uff0c\u7121\u8ad6\u662f\u8207AI\u4e92\u52d5\u6216\u5b78\u6821\u8ab2\u7a0b\uff0c\u5982\u679c\u50c5\u505c\u7559\u5728\u88ab\u52d5\u5438\u6536\uff0c\u7f3a\u4e4f\u601d\u8003\uff0c\u601d\u8003\u5c07\u6703\u9010\u6f38\u505c\u64fa\uff0c\u5b78\u7fd2\u4fbf\u5bb9\u6613\u89ba\u5f97\u4e4f\u5473\uff1b\u5728\u6821\u5712\u5167\u7684\u5b78\u7fd2\u4ea6\u662f\u5982\u6b64\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u8b1d\u8212\u51f1\u6559\u6388\u8a8d\u70ba\u8a9e\u8a00\u662f\u7121\u6240\u4e0d\u5728\u7684\uff0c\u591a\u6a21\u614b\u7684AI\u5ee3\u6cdb\u5b58\u5728\u6211\u5011\u7684\u65e5\u5e38\u751f\u6d3b\u4e2d\uff0c\u56e0\u6b64\u8b1d\u6559\u6388\u9f13\u52f5\u5b78\u751f\u53ef\u4ee5\u904b\u7528AI\u9032\u884c\u7834\u58de\u5f0f\u7684\u5b78\u7fd2\uff0c\u4f8b\u5982\u8acbAI\u5c07\u6545\u4e8b\u91cd\u65b0\u8a6e\u91cb\u3001\u6539\u7de8\u7d50\u5c40\u6216\u8f49\u63db\u5448\u73fe\u5a92\u4ecb\u7b49\u3002\u63a5\u8457\uff0c\u8b1d\u6559\u6388\u4ee5\u4eba\u624d\u57f9\u80b2\u56db\u968e\u6bb5\u7684\u793a\u610f\u5716\uff0c\u8aaa\u660e\u73fe\u4eca\u7684\u5c08\u696d\u767c\u5c55\u5df2\u5f9e\u55ae\u4e00\u5c08\u9577\uff08I\u578b\uff09\u9032\u5c55\u5230\u5341\u5b57\u578b\uff08T\u578b\uff09\u3001\u03c0 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class=\"has-medium-font-size\">\u672c\u5834\u6b21\u8b1b\u5ea7\u7684\u4e3b\u6301\u4eba\u662f\u526f\u6559\u52d9\u9577\u694a\u627f\u5c71\u512a\u8058\u6559\u6388\uff1b\u5728\u694a\u526f\u6559\u52d9\u9577\u6df1\u523b\u56de\u994b\u5f8c\uff0c\u8207\u6703\u540c\u5b78\u4e5f\u7a4d\u6975\u8207\u8b1d\u6559\u6388\u554f\u7b54\u4e92\u52d5\uff0c\u8a0e\u8ad6\u8a9e\u610f\u6a5f\u5668\u4eba\u7684\u9032\u968e\u548c\u56e0\u61c9\u6587\u5316\u7684\u8abf\u6574\u65b9\u6cd5\uff0c\u4ee5\u53ca\u4f5c\u70ba\u4f7f\u7528\u8005\u8a72\u5982\u4f55\u9a57\u8b49\u8cc7\u6599\u7684\u6b63\u78ba\u6027\u3002\u8b1d\u6559\u6388\u518d\u6b21\u63d0\u9192\uff0c\u96d6\u7136\u9a57\u8b49\u80fd\u529b\u7684\u57f9\u990a\u4e0d\u6613\u88ab\u986f\u5316\uff0c\u4e0d\u904e\u57f9\u990a\u6b63\u78ba\u7684\u8cc7\u8a0a\u7d20\u990a\u3001\u7d2f\u7a4d\u8db3\u5920\u7684\u77e5\u8b58\u8207\u79d1\u6280\u77e5\u80fd\uff0c\u662f\u73fe\u4ecaAI\u79d1\u6280\u84ec\u52c3\u7576\u9053\u4e0b\uff0c\u6bcf\u500b\u4eba\u7684\u91cd\u8981\u8ab2\u984c\u3002<\/p>\n\n\n\n<p 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size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" src=\"https:\/\/www.iaao.ntnu.edu.tw\/wp-content\/uploads\/S__119169028-1024x768.jpg\" alt=\"\u8207\u6703\u5e2b\u751f\u5c08\u6ce8\u8046\u807d\u8b1d\u8212\u51f1\u6559\u6388\u5206\u4eab AI \u8207\u8a9e\u8a00\u5b78\u7684\u8de8\u9818\u57df\u7814\u7a76\u8207\u61c9\u7528\u3002\" class=\"wp-image-2576\" srcset=\"https:\/\/www.iaao.ntnu.edu.tw\/wp-content\/uploads\/S__119169028-1024x768.jpg 1024w, https:\/\/www.iaao.ntnu.edu.tw\/wp-content\/uploads\/S__119169028-300x225.jpg 300w, https:\/\/www.iaao.ntnu.edu.tw\/wp-content\/uploads\/S__119169028-768x576.jpg 768w, https:\/\/www.iaao.ntnu.edu.tw\/wp-content\/uploads\/S__119169028-1536x1153.jpg 1536w, https:\/\/www.iaao.ntnu.edu.tw\/wp-content\/uploads\/S__119169028-2048x1537.jpg 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><strong>\u8207\u6703\u5e2b\u751f\u5c08\u6ce8\u8046\u807d\u8b1d\u8212\u51f1\u6559\u6388\u5206\u4eab AI \u8207\u8a9e\u8a00\u5b78\u7684\u8de8\u9818\u57df\u7814\u7a76\u8207\u61c9\u7528\u3002<\/strong><\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" src=\"https:\/\/www.iaao.ntnu.edu.tw\/wp-content\/uploads\/S__119169030-1024x768.jpg\" alt=\"\u8207\u6703\u5b78\u751f\u63d0\u554f\uff0c\u8b1d\u8212\u51f1\u6559\u6388\u6df1\u5165\u56de\u61c9\uff0c\u4ea4\u6d41 AI \u8207\u8a9e\u8a00\u5b78\u7684\u8de8\u9818\u57df\u898b\u89e3\u3002\" class=\"wp-image-2577\" srcset=\"https:\/\/www.iaao.ntnu.edu.tw\/wp-content\/uploads\/S__119169030-1024x768.jpg 1024w, https:\/\/www.iaao.ntnu.edu.tw\/wp-content\/uploads\/S__119169030-300x225.jpg 300w, https:\/\/www.iaao.ntnu.edu.tw\/wp-content\/uploads\/S__119169030-768x576.jpg 768w, https:\/\/www.iaao.ntnu.edu.tw\/wp-content\/uploads\/S__119169030-1536x1153.jpg 1536w, https:\/\/www.iaao.ntnu.edu.tw\/wp-content\/uploads\/S__119169030-2048x1537.jpg 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><strong>\u8207\u6703\u5b78\u751f\u63d0\u554f\uff0c\u8b1d\u8212\u51f1\u6559\u6388\u6df1\u5165\u56de\u61c9\uff0c\u4ea4\u6d41 AI \u8207\u8a9e\u8a00\u5b78\u7684\u8de8\u9818\u57df\u898b\u89e3\u3002<\/strong><\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"1024\" src=\"https:\/\/www.iaao.ntnu.edu.tw\/wp-content\/uploads\/S__119169027-768x1024.jpg\" alt=\"\u8b1d\u8212\u51f1\u6559\u6388\u65bc\u8b1b\u5ea7\u4e2d\u4ee5\u8de8\u9818\u57df\u8996\u89d2\u89e3\u6790\u8a9e\u8a00\u5b78\u8207 AI \u6280\u8853\u7684\u767c\u5c55\u3002\" class=\"wp-image-2578\" style=\"width:291px;height:auto\" srcset=\"https:\/\/www.iaao.ntnu.edu.tw\/wp-content\/uploads\/S__119169027-768x1023.jpg 768w, https:\/\/www.iaao.ntnu.edu.tw\/wp-content\/uploads\/S__119169027-225x300.jpg 225w, https:\/\/www.iaao.ntnu.edu.tw\/wp-content\/uploads\/S__119169027-1153x1536.jpg 1153w, https:\/\/www.iaao.ntnu.edu.tw\/wp-content\/uploads\/S__119169027-1537x2048.jpg 1537w, https:\/\/www.iaao.ntnu.edu.tw\/wp-content\/uploads\/S__119169027.jpg 1774w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/><figcaption class=\"wp-element-caption\"><strong>\u8b1d\u8212\u51f1\u6559\u6388\u65bc\u8b1b\u5ea7\u4e2d\u4ee5\u8de8\u9818\u57df\u8996\u89d2\u89e3\u6790\u8a9e\u8a00\u5b78\u8207 AI \u6280\u8853\u7684\u767c\u5c55\u3002<\/strong><\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" src=\"https:\/\/www.iaao.ntnu.edu.tw\/wp-content\/uploads\/S__119169029-1024x768.jpg\" alt=\"\u8b1b\u5ea7\u7d50\u675f\u5f8c\uff0c\u672c\u6821\u526f\u6559\u52d9\u9577\u694a\u627f\u5c71\u6559\u6388\u5411\u8b1d\u8212\u51f1\u6559\u6388\u81f4\u8d08\u611f\u8b1d\u72c0\u53ca\u7d00\u5ff5\u54c1\uff0c\u611f\u8b1d\u5176\u7cbe\u5f69\u5206\u4eab\u3002\" class=\"wp-image-2579\" srcset=\"https:\/\/www.iaao.ntnu.edu.tw\/wp-content\/uploads\/S__119169029-1024x768.jpg 1024w, https:\/\/www.iaao.ntnu.edu.tw\/wp-content\/uploads\/S__119169029-300x225.jpg 300w, https:\/\/www.iaao.ntnu.edu.tw\/wp-content\/uploads\/S__119169029-768x576.jpg 768w, https:\/\/www.iaao.ntnu.edu.tw\/wp-content\/uploads\/S__119169029-1536x1153.jpg 1536w, https:\/\/www.iaao.ntnu.edu.tw\/wp-content\/uploads\/S__119169029-2048x1537.jpg 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><strong>\u8b1b\u5ea7\u7d50\u675f\u5f8c\uff0c\u672c\u6821\u526f\u6559\u52d9\u9577\u694a\u627f\u5c71\u6559\u6388\u5411\u8b1d\u8212\u51f1\u6559\u6388\u81f4\u8d08\u611f\u8b1d\u72c0\u53ca\u7d00\u5ff5\u54c1\uff0c\u611f\u8b1d\u5176\u7cbe\u5f69\u5206\u4eab\u3002<\/strong><\/figcaption><\/figure>\n\n\n\n<p>\u6821\u5167\u65b0\u805e\u9023\u7d50\uff1a<a href=\"https:\/\/pr.ntnu.edu.tw\/ntnunews\/index.php?mode=data&amp;id=23994\">https:\/\/pr.ntnu.edu.tw\/ntnunews\/index.php?mode=data&amp;id=23994<\/a>\u3000<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u570b\u7acb\u81fa\u7063\u5e2b\u7bc4\u5927\u5b78\u6559\u52d9\u8655\u8de8\u9818\u57df\u5b78\u7fd2\u898f\u5283\u8fa6\u516c\u5ba4\u65bc11\u67084\u65e5\u4e0a\u5348\u8209\u8fa6\u300c\u8de8\u9818\u57df\u7cfb\u5217\u300d\u8b1b\u5ea7\uff0c\u9080\u8acb\u570b\u7acb\u81fa\u7063\u5927\u5b78\u8a9e\u8a00\u5b78\u7814\u7a76\u6240 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