{"id":6689,"date":"2024-08-09T18:51:46","date_gmt":"2024-08-09T10:51:46","guid":{"rendered":"https:\/\/aict.nkust.edu.tw\/digitrans\/?p=6689"},"modified":"2024-12-13T21:06:00","modified_gmt":"2024-12-13T13:06:00","slug":"%e3%80%90%e8%b2%a8%e9%81%8b%e7%89%a9%e6%b5%81%e3%80%91ups-%e9%80%8f%e9%81%8e%e7%94%9f%e6%88%90%e5%bc%8f-ai-%e7%82%ba%e9%a1%a7%e5%ae%a2%e8%b4%8f%e5%be%97%e5%8b%9d%e5%88%a9","status":"publish","type":"post","link":"https:\/\/aict.nkust.edu.tw\/digitrans\/?p=6689","title":{"rendered":"\u3010\u8ca8\u904b\u7269\u6d41\u3011UPS \u900f\u904e\u751f\u6210\u5f0f AI \u70ba\u9867\u5ba2\u8d0f\u5f97\u52dd\u5229"},"content":{"rendered":"\n<p>2024-08-09 | Paula Rooney<\/p>\n\n\n\n<p>\u7f8e\u5546\u512a\u6bd4\u901f\u516c\u53f8\uff08United Parcel Service\uff0cUPS\uff09\u53bb\uff082023\uff09\u5e74\u5229\u7528\u751f\u6210\u5f0f AI \u5e6b\u52a9\u7c21\u5316\u9867\u5ba2\u670d\u52d9\u71df\u904b\u3002\u5167\u90e8\u958b\u767c\u7684\u5c08\u6848\u300cMeRA\u300d\uff08Message Response Automation\uff09\u5df2\u7d93\u4e0a\u7dda\u904b\u4f5c\u4e86\u3002 <\/p>\n\n\n\n<p>\u6839\u64da\u9019\u5bb6\u8de8\u570b\u822a\u904b\u53ca\u4f9b\u61c9\u93c8\u7ba1\u7406\u516c\u53f8\u8868\u793a\uff0c\u53bb\u5e74\u4e03\u6708\u555f\u52d5\uff0c\u4e26\u65bc\u5341\u6708\u9032\u5165 beta \u6e2c\u8a66\u7684 MeRA\uff0c\u5229\u7528\u516c\u958b\u7684 LLM \u81ea\u52d5\u8655\u7406\u4e00\u4e9b\u9867\u5ba2\u8b70\u984c\uff0c\u63d0\u4f9b\u4e00\u81f4\u7684\u6d88\u606f\u50b3\u905e\u53ca\u986f\u8457\u6539\u5584\u7684\u4ee3\u7406\u6548\u7387\uff08\u5373\u8655\u7406\u6642\u9593\uff09\u3002 <\/p>\n\n\n\n<p>UPS \u6578\u4f4d\u66a8\u6280\u8853\u9577 Bala Subramanian \u8a8d\u70ba\uff0c\u8a72\u516c\u53f8\u521d\u6b65\u5617\u8a66\u751f\u6210\u5f0f AI\uff0c\u4e0d\u50c5\u6703\u662f\u5ba2\u670d\u4e2d\u5fc3\u4ee3\u7406\u7684\u8d0f\u5bb6\uff0c\u9084\u6703\u5728\u4e0d\u4e45\u7684\u5c07\u4f86\u88ab\u5f15\u5165\u81f3\u5176\u5b83\u4f01\u696d\u6d41\u7a0b\u4e2d\u3002\u300cMeRA \u7684\u63a8\u51fa\uff0c\u6539\u8b8a\u4e86 UPS \u7684\u904a\u6232\u898f\u5247\uff0c\u6539\u8b8a\u6211\u5011\u63d0\u4f9b\u4e00\u6d41\u9867\u5ba2\u670d\u52d9\u7684\u65b9\u5f0f\uff0c\u300dSubramanian \u8868\u793a\u3002\u300c\u85c9\u7531\u6e1b\u8f15\u6211\u5011\u4eba\u5de5\u4ee3\u7406\u4eba\u54e1\u7684\u8ca0\u64d4\uff0c\u8b93\u4ed6\u5011\u80fd\u5920\u5c08\u6ce8\u65bc\u66f4\u8907\u96dc\u3001\u66f4\u7d30\u7dfb\u7684\u9867\u5ba2\u9700\u6c42\u3002\u300d MeRA \u70ba UPS \u8d0f\u5f97 2024 \u5e74\u300cCIO 100 Award\u300d\u7684 IT \u5275\u65b0\u53ca\u9818\u5c0e\u529b\u734e\u9805\uff0c\u8a72\u516c\u53f8\u8868\u793a\uff0cMeRA \u53ef\u4ee5\u81ea\u52d5\u56de\u8986 UPS \u6bcf\u5929\u6536\u5230\u5927\u7d04 52,000 \u5c01\u9867\u5ba2\u96fb\u5b50\u90f5\u4ef6\u7684\u5176\u4e2d\u90e8\u5206\u3002\u5728\u6e2c\u8a66\u671f\u9593\uff0cUPS \u5e6b\u5ba2\u670d\u4eba\u54e1\u6e1b\u5c11 50% \u89e3\u6c7a\u96fb\u5b50\u90f5\u4ef6\u6240\u8017\u8cbb\u7684\u6642\u9593\u3002LLM \u8ce6\u4e88\u4ee3\u7406\u4eba\u54e1\u78ba\u8a8d\u6a21\u578b\u5efa\u8b70\u7684\u6240\u6709\u56de\u61c9\u7684\u80fd\u529b\u3002Subramanian \u8868\u793a\uff0c\u9019\u7a2e\u8f49\u70ba\u78ba\u8a8d\u89d2\u8272\u7684\u6539\u8b8a \u2500 \u900f\u904e\u6a19\u6e96\u5316\u7684\u5de5\u4f5c\u6d41\u7a0b \u2500 \u70ba\u8a72\u516c\u53f8\u7bc0\u7701\u6642\u9593\u8207\u91d1\u9322\u3002 IDC \u7684\u9867\u554f\u66a8\u7814\u7a76\u96c6\u5718\u526f\u7e3d\u88c1 Daniel Saroff \u8868\u793a\uff0c\u9867\u5ba2\u670d\u52d9\u6b63\u6210\u70ba\u7576\u4eca\u4f01\u696d\u904b\u7528\u751f\u6210\u5f0f AI \u7684\u4e3b\u8981\u7528\u4f8b\u4e4b\u4e00\u3002\u300c\u8a8d\u70ba\u8a72\u4f01\u696d\u5c07\u5728\u672a\u4f8618\u500b\u6708\u5167\u53d7\u5230\u751f\u6210\u5f0f AI \u56b4\u91cd\u5f71\u97ff\u7684\u516c\u53f8\uff0c\u4e5f\u9078\u64c7\u4e86\u76f4\u63a5\u548c\u9867\u5ba2\u6e9d\u901a\u7684\u7684\u61c9\u7528\u8edf\u9ad4\u505a\u70ba\u4e3b\u8981\u56de\u61c9\uff0c\u6bd4\u7387\u70ba 30.8%\uff0c\u300dSaroff \u5f15\u7528 IDC 2024 \u5e74\u4e00\u6708\u300a\u7b2c\u4e00\u6ce2\u672a\u4f86\u4f01\u696d\u5f48\u6027\u8207\u652f\u51fa\u8abf\u67e5\u300b\uff08Future Enterprise Resiliency and Spending Survey Wave 1\uff09\u7684\u7814\u7a76\u8868\u793a\u3002\u300c\u516c\u53f8\u975e\u5e38\u64d4\u5fc3\uff0c\u5982\u679c\u4e0d\u5c07\u751f\u6210\u5f0f AI \u61c9\u7528\u65bc\u9762\u5411\u9867\u5ba2\u7684\u61c9\u7528\u8edf\u9ad4\uff0c\u4ed6\u5011\u5c07\u9762\u81e8\u5f88\u9ad8\u7684\u74e6\u89e3\u98a8\u96aa\u3002\u300d<\/p>\n\n\n\n<p class=\"has-large-font-size\"><strong>\u70ba\u64f4\u5145\u800c\u5efa\u69cb<\/strong><\/p>\n\n\n\n<p>\u5c0d UPS \u800c\u8a00\uff0c\u5ba2\u670d\u4e2d\u5fc3\u4f7f\u7528\u751f\u6210\u5f0f AI \u53ea\u662f\u4e00\u500b\u8df3\u677f\u3002Subramanian \u8868\u793a\uff0c\u7814\u767c\u5718\u968a\u65bc\u5341\u4e00\u6708\u9996\u6b21\u63a8\u51fa\u6709\u9650\u751f\u7522\u7684 MeRA\uff0c\u5c07\u9032\u884c\u8abf\u6574\u4e26\u64f4\u5c55\u81f3\u6240\u6709\u985e\u5225\u7684\u9867\u5ba2\u806f\u7e6b\uff0c\u4e26\u5c07\u61c9\u7528\u65bc\u4f01\u696d\u5167\u7684\u5176\u5b83\u8077\u80fd\uff0c\u5305\u62ec\u4eba\u529b\u8cc7\u6e90\u3001\u696d\u52d9\u53ca\u8ca1\u52d9\u3002 \u300cMeRA \u4e4b\u65c5\u624d\u525b\u958b\u59cb\uff0c\u300d\u8a72\u516c\u53f8\u6578\u4f4d\u66a8\u6280\u8853\u9577\u8868\u793a\u3002\u4ed6\u6307\u51fa\uff0c\u8a72\u5de5\u5177\u4fc3\u4f7f UPS \u91cd\u65b0\u601d\u8003\u4e26\u5b8c\u5584\u5176 AI \u8a13\u7df4\u7684\u65b9\u6cd5\u3002\u300c\u6211\u5011\u5efa\u7acb\u7684\u67b6\u69cb\uff0c\u5c0d UPS \u4e0d\u50c5\u662f\u5ba2\u670d\u4e2d\u5fc3\u7684\u7a81\u7834\uff0c\u4e5f\u662f\u6574\u500b\u4f01\u696d\u672a\u4f86 AI \u61c9\u7528\u7684\u85cd\u5716\u3002\u300d \u8a72 AI \u5de5\u5177\u6df1\u5165\u9867\u5ba2\u4ee3\u7406\u4eba\u54e1\u4f7f\u7528\u7684\u77e5\u8b58\u5eab\uff0c\u4ee5\u5b58\u53d6\u4f01\u696d\u7a0b\u5e8f\u53ca\u56de\u7b54\u7121\u6578\u9867\u5ba2\u554f\u984c\u7684\u8cc7\u6599\u3002\u64da UPS \u7a31\uff0cMeRA \u7684\u7368\u7279\u4e4b\u8655\u5728\u65bc\u5b83\u63a1\u7528\u88ab\u7a31\u70ba\u300c\u601d\u60f3\u93c8\u300d\u63a8\u7406\u7684\u5e8f\u5217\u63a8\u7406\u908f\u8f2f\u6846\u67b6\u53ca\u66f4\u5148\u9032\u7684\u60c5\u611f\u5206\u6790\u529f\u80fd\uff0c\u4f8b\u5982\uff0c\u5305\u542b\u5ba2\u88fd\u5316\u56de\u7b54\u9867\u5ba2\u554f\u984c\u7684\u8a9e\u6c23\u7684\u80fd\u529b\u3002Subramanian \u6307\u51fa\u4e00\u9805\u5178\u578b\u7684\u9867\u5ba2\u8981\u6c42 \u2500 \u4fdd\u7559\u5305\u88f9\u7b49\u5f85\u53d6\u4ef6 \u2500 \u4f86\u8aaa\u660e\u8a72\u5de5\u5177\u7684\u8907\u96dc\u6027\u3002\u4ed6\u8868\u793a\uff0c\u4f9d\u64da\u591a\u7a2e\u56e0\u7d20\u800c\u5b9a\uff0c\u8a72\u8acb\u6c42\u81f3\u5c11\u6709\u4e09\u7a2e\u53ef\u80fd\u7684\u89e3\u6c7a\u65b9\u6848\uff0c\u4f8b\u5982\uff0c\u5305\u88f9\u8ffd\u8e64\u6b77\u53f2\u8a18\u9304\u3001\u6258\u904b\u516c\u53f8\u5c0d\u5305\u88f9\u6307\u5b9a\u7684\u9650\u5236\uff0c\u53ca UPS \u53f8\u6a5f\u4e4b\u524d\u7684\u6295\u905e\u5617\u8a66\u3002<\/p>\n\n\n\n<p>\u300c\u5305\u88f9\u8ffd\u8e64\u6b77\u53f2\u8a18\u9304\u6703\u88ab\u5373\u6642\u5f9e Internal Visibility \u5165\u53e3\u7db2\u7ad9\u50b3\u9001\u81f3\u96fb\u5b50\u90f5\u4ef6\u4ee5\u652f\u63f4\u4ee3\u7406\u4eba\u54e1\uff0c\u4e26\u986f\u793a\u5305\u88f9\u7684\u6b77\u53f2\u8a18\u9304\u53ca\u5305\u88f9\u76ee\u524d\u5728\u8def\u9014\u4e2d\u7684\u4f4d\u7f6e\uff0c\u300d\u4ed6\u89e3\u91cb\u9053\u3002\u300c\u4ee3\u7406\u4eba\u54e1\u5fc5\u9808\u53c3\u8003\u9019\u4e9b\u8cc7\u8a0a\u624d\u77e5\u9053\u5982\u4f55\u56de\u61c9\u5404\u7a2e\u60c5\u6cc1\u3002\u300d \u5206\u6790\u5e2b\u6307\u51fa\uff0c\u8a72\u6a21\u578b\u4f7f\u7528\u653f\u7b56\u3001\u7a0b\u5e8f\u53ca\u904b\u8f38\u8cc7\u6599\u7b49\u4f01\u696d\u8cc7\u6599\u4f86\u81ea\u52d5\u5316\u4e26\u589e\u5f37\u9867\u5ba2\u670d\u52d9\uff0c\u9019\u5c55\u793a\u4ecd\u8655\u65bc\u8d77\u6b65\u968e\u6bb5\u7684\u751f\u6210\u5f0f AI \u5982\u4f55\u958b\u59cb\u63a1\u53d6\u6b65\u9a5f\u671d\u5411\u8207\u4eba\u5354\u4f5c\u3002\u300c2023 \u4e0a\u534a\u5e74\uff0c\u8a31\u591a\u7528\u4f8b\u90fd\u805a\u7126\u5728\u500b\u4eba\u5982\u4f55\u5728\u5beb\u4f5c\u3001\u5167\u5bb9\u5275\u9020\u6216\u7de8\u78bc\u4efb\u52d9\u4e2d\u66f4\u5177\u751f\u7522\u529b\uff0c\u5c24\u5176\u662f\u6a6b\u8de8\u884c\u92b7\u3001\u696d\u52d9\u8207\u958b\u767c\u5718\u968a\uff0c\u300dForrester \u5206\u6790\u5e2b Rowen Curran \u53ca J.P. Gownder \u5728\u53bb\u5e74\u5341\u4e00\u6708\u5f35\u8cbc\u7684\u90e8\u843d\u683c\u4e2d\u5beb\u9053\u3002 \u300c\u5982\u4eca\u7684\u751f\u6210\u5f0f AI \u7528\u4f8b\u4e0d\u518d\u50c5\u9650\u65bc\u8f14\u52a9\u500b\u4eba\uff0c\u800c\u6b63\u66f4\u6df1\u5165\u5730\u9032\u5165\u7d44\u7e54\uff0c\u4ee5\u9023\u63a5\u7d44\u7e54\u77e5\u8b58\u3002\u96a8\u8457\u9019\u4e9b\u61c9\u7528\u7372\u53d6\u66f4\u591a\u77e5\u8b58\uff0c\u5b83\u5011\u5c07\u500b\u4eba\u53ca\u5718\u968a\u76f8\u4e92\u9023\u63a5\u8d77\u4f86\uff0c\u4e0d\u50c5\u53ef\u4ee5\u5be6\u73fe\u4eba\u8207\u4eba\u4e4b\u9593\uff0c\u9084\u6709\u4eba\u8207\u6a5f\u5668\u4e4b\u9593\u66f4\u597d\u7684\u5354\u4f5c\uff0c\u300d\u4ed6\u5011\u5beb\u9053\u3002 \u601d\u60f3\u9818\u8896\u3001MIT \u53f2\u9686\u7ba1\u7406\u5b78\u9662\u8cc7\u6df1\u8b1b\u5e2b\u66a8\u5168\u7403\u6a5f\u6703\u8ad6\u58c7\uff08Global Opportunity Forum\uff09\u5275\u8fa6\u4ebaGeorge Westerman \u4e5f\u8a8d\u70ba\uff0c\u9867\u5ba2\u670d\u52d9\u662f\u4f01\u696d\u751f\u6210\u5f0f AI \u7b56\u7565\u4e00\u500b\u5f88\u597d\u7684\u8d77\u9ede\u3002 \u300c\u516c\u53f8\u7814\u7a76\u751f\u6210\u5f0f AI \u6700\u5e38\u898b\u7684\u61c9\u7528\u4e4b\u4e00\u662f\u5728\u9867\u5ba2\u670d\u52d9\u9818\u57df\uff0c\u300d\u4ed6\u8868\u793a\u3002\u300c\u5b83\u53ef\u4ee5\u8655\u7406\u65e5\u5e38\u8cc7\u8a0a\u7684\u6536\u96c6\uff0c\u901a\u5e38\u9084\u53ef\u4ee5\u8655\u7406\u7b2c\u4e00\u5c64\u6216\u7b2c\u4e8c\u5c64\u652f\u63f4\u3002\u9019\u4f7f\u5f97\u4eba\u985e\u4ee3\u7406\u4eba\u54e1\u53ef\u4ee5\u7a7a\u51fa\u6642\u9593\u8655\u7406\u66f4\u8907\u96dc\u7684\u554f\u984c\u3002\u300d<\/p>\n\n\n\n<p>Subramanian \u8868\u793a\uff0c\u5118\u7ba1\u5b83\u7684\u69cb\u601d\u53ca\u4ea4\u4ed8\u751f\u7522\u82b1\u4e86\u5927\u7d04\u516d\u500b\u6708\uff0cUPS \u5206\u968e\u6bb5\u65b9\u6cd5\u8b93\u8a72\u516c\u53f8\u80fd\u300c\u5b8c\u6574\u6e2c\u8a66\u4e26\u5fae\u8abf\u7cfb\u7d71\uff0c\u78ba\u4fdd\u5728\u5168\u9762\u90e8\u7f72\u5f8c\uff0cMeRA \u5c07\u7121\u7e2b\u5730\u6574\u5408\u5230\u6211\u5011\u7684\u71df\u904b\u4e2d\u300d\u3002 \u4ed6\u88dc\u5145\uff0c\u751f\u6210\u5f0f AI \u70ba\u7576\u4eca\u8cc7\u8a0a\u9577\u53ca IT \u5c08\u696d\u4eba\u54e1\u5e36\u4f86\u4e86\u5de8\u5927\u7684\u6311\u6230\uff0c\u56e0\u70ba\u5b83\u662f\u4e0d\u65b7\u8b8a\u5316\u7684\u76ee\u6a19\u3002\u4ed6\u8868\u793a\uff0cAI \u5de5\u5177\u4e0d\u65b7\u8b8a\u5316\u7684\u6027\u8cea\u53ca\u5176\u6d89\u53ca\u7684\u773e\u591a\u8b8a\u6578\uff0c\u70ba\u7814\u767c\u5718\u968a\u5e36\u4f86\u5fc5\u9808\u514b\u670d\u7684\u6311\u6230\u3002\u5118\u7ba1\u5982\u6b64\uff0cSubramanian \u4ecd\u76f8\u4fe1\uff0cMeRA \u80fd\u7e7c\u7e8c\u767c\u5c55\u4e26\u5b78\u7fd2\u8655\u7406\u6700\u8907\u96dc\u7684\u9867\u5ba2\u8acb\u6c42\u8207\u4f01\u696d\u6d41\u7a0b\u3002 \u300c\u96a8\u8457\u65b0\u7684\u89e3\u6c7a\u65b9\u6848\u3001\u67b6\u69cb\u548c\u6a21\u578b\u6bcf\u6708\u767c\u5e03\uff0c\u751f\u6210\u5f0f AI \u9818\u57df\u4e5f\u5728\u4e0d\u65b7\u8b8a\u5316\uff0c\u300dSubramanian \u8868\u793a\u3002\u4ed6\u6307\u51fa\uff0c\u5718\u968a\u5fc5\u9808\u6559\u5c0e\u6a21\u578b\u4e86\u89e3\u5ba2\u88fd\u7684\u96fb\u5b50\u90f5\u4ef6\uff0c\u7136\u5f8c\u9075\u5faa\u653f\u7b56\u8207\u7a0b\u5e8f\u63d0\u4f9b\u6b63\u78ba\u7684\u56de\u61c9\u3002 UPS \u6ce8\u610f\u5230\u5728\u67d0\u4e9b\u60c5\u6cc1\u4e0b\uff0c\u901a\u7528\u76ee\u7684\u578b\u7684 LLM \u7406\u89e3\u6216\u8655\u7406\u55ae\u5b57\u53ca\u7247\u8a9e\u7684\u65b9\u5f0f\u8207\u8a72\u516c\u53f8\u7684\u671f\u671b\u4e0d\u540c\u3002\u56e0\u6b64\uff0cUPS \u4e5f\u6295\u5165\u8a13\u7df4\u8a72\u6a21\u578b\u7684\u516c\u53f8\u8cc7\u6599\u96c6\u3002 \u5c0d MeRA\uff0cUPS \u5f9e Microsoft OpenAI LLM\u3001GPT 3.5 Turbo \u53ca GPT4 \u958b\u59cb\u3002\u5c55\u671b\u672a\u4f86\uff0cUPS \u5c07\u5c0d\u5176\u751f\u6210\u5f0f AI \u7b56\u7565\u63a1\u53d6\u591a\u9762\u5411\u65b9\u6cd5\uff0c\u4e26\u8a55\u4f30\u6bcf\u500b\u67b6\u69cb\u3002\u300c\u6280\u8853\u767c\u5c55\u5982\u6b64\u5feb\u901f\uff0c\u6211\u5011\u4e0d\u6703\u756b\u5730\u81ea\u9650\u65bc\u4e00\u7a2e\u6a21\u5f0f\uff0c\u300d\u4e00\u4f4d\u516c\u53f8\u4ee3\u8868\u8868\u793a\u3002 \u300c\u6211\u5011\u5be6\u65bd\u4e86\u4e00\u500b\u7d93\u904e\u5ba2\u88fd\u5316\u8a13\u7df4\u7684 AI \u4ee3\u7406\u67b6\u69cb\uff0c\u8a72\u67b6\u69cb\u6839\u64da UPS \u4f01\u696d\u898f\u5247\u53ca\u77e5\u8b58\u5eab\u9032\u884c\u8a13\u7df4\uff0c\u4e26\u52a0\u4ee5\u5fae\u8abf\uff0c\u4ee5\u78ba\u4fdd\u5728\u63d0\u4f9b LLM \u6b63\u78ba\u7684\u80cc\u666f\u4ee5\u7522\u751f\u56de\u61c9\u65b9\u9762\u6709\u4e00\u81f4\u7684\u6e96\u78ba\u6027\uff0c\u300dSubramanian \u8868\u793a\u3002\u4ed6\u76f8\u4fe1\u9019\u7a2e\u65b9\u6cd5\u5c07\u5f88\u597d\u5730\u670d\u52d9 MeRA\uff0c\u56e0\u70ba\u8a72\u516c\u53f8\u5c07\u8a72\u5de5\u5177\u61c9\u7528\u65bc\u5ba2\u670d\u4e2d\u5fc3\u4ee5\u5916\u7684\u6574\u500b\u4f01\u696d\u3002<\/p>\n\n\n\n<p>\u8cc7\u6599\u4f86\u6e90:<a href=\"https:\/\/www.cio.com.tw\/freight-logistics-ups-wins-customers-through-generation-ai\/\">https:\/\/www.cio.com.tw\/freight-logistics-ups-wins-customers-through-generation-ai\/<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>2024-08-09 | Paula Rooney \u7f8e\u5546\u512a\u6bd4\u901f\u516c\u53f8\uff08United Parcel Service\uff0cUPS\uff09\u53bb\uff082023\uff09\u5e74\u5229\u7528\u751f\u6210\u5f0f AI \u5e6b\u52a9\u7c21\u5316\u9867\u5ba2\u670d\u52d9\u71df\u904b\u3002\u5167\u90e8&hellip;<\/p>\n","protected":false},"author":9,"featured_media":6690,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[579,4],"tags":[26,40],"class_list":["post-6689","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-579","category-industry-news","tag-ai","tag-40"],"gutentor_comment":0,"jetpack_featured_media_url":"https:\/\/i0.wp.com\/aict.nkust.edu.tw\/digitrans\/wp-content\/uploads\/2024\/08\/1200x630-i240532-1-750x394-1.jpg?fit=750%2C394&ssl=1","jetpack-related-posts":[],"jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/posts\/6689","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/users\/9"}],"replies":[{"embeddable":true,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=6689"}],"version-history":[{"count":1,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/posts\/6689\/revisions"}],"predecessor-version":[{"id":6691,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/posts\/6689\/revisions\/6691"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/media\/6690"}],"wp:attachment":[{"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6689"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6689"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6689"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}