{"id":11330,"date":"2026-03-25T14:18:51","date_gmt":"2026-03-25T14:18:51","guid":{"rendered":"http:\/\/jointings.org\/cn\/?p=11330"},"modified":"2026-03-25T14:22:22","modified_gmt":"2026-03-25T14:22:22","slug":"the-five-core-competencies-that-students-need-to-master-the-most-in-the-era-of-ai","status":"publish","type":"post","link":"https:\/\/jointings.org\/cn\/2026\/03\/the-five-core-competencies-that-students-need-to-master-the-most-in-the-era-of-ai\/","title":{"rendered":"\u5728AI\u65f6\u4ee3\uff0c\u5b66\u751f\u6700\u9700\u8981\u638c\u63e1\u7684\u4e94\u5927\u6838\u5fc3\u80fd\u529b"},"content":{"rendered":"<p><strong><a href=\"https:\/\/jointings.org\/cn\/columnists\/\" target=\"_blank\">\u3010\u4e13\u680f\u3011| Columnists<\/a>&gt;<a href=\"https:\/\/jointings.org\/cn\/columnists\/ideas-about-education\/\" target=\"_blank\">\u6559\u80b2\u8bf4<\/a><\/strong><\/p>\n<p style=\"text-align: right;\"><a href=\"https:\/\/mp.weixin.qq.com\/s\/FLdZNO84YyN427bjHKUocw\" target=\"_blank\"><em>\u8d5e\u52a9\u7a3f\u916c<\/em><\/a><\/p>\n<p style=\"text-align: center;\">JM\u7279\u7ea6\u64b0\u7a3f, \u5c0fR\uff0c\u4e0a\u6d77\uff0c 2026-03-25<\/p>\n<p>\u5728AI\u65f6\u4ee3\uff0c\u77e5\u8bc6\u7684\u83b7\u53d6\u6210\u672c\u5df2\u8d8b\u8fd1\u4e8e\u96f6\uff0cAI\u53ef\u4ee5\u77ac\u95f4\u5b8c\u6210\u521d\u7ea7\u7684\u903b\u8f91\u63a8\u6f14\u548c\u5185\u5bb9\u751f\u6210\u3002\u57fa\u4e8e\u8fd9\u7bc7\u6587\u7ae0\u63d0\u51fa\u7684\u6838\u5fc3\u6846\u67b6\uff0c\u6211\u4eec\u53ef\u4ee5\u63a8\u5bfc\u51fa\u5728AI\u65f6\u4ee3\uff0c\u5b66\u751f\u6700\u9700\u8981\u638c\u63e1\u7684\u4e94\u5927\u6838\u5fc3\u80fd\u529b\uff1a<\/p>\n<h3 style=\"text-align: center;\"><strong><span style=\"color: #339966;\">1. \u590d\u6742\u95ee\u9898\u7684\u201c\u95ee\u9898\u5b9a\u4e49\u201d\u80fd\u529b (Problem Engineering)<\/span><\/strong><\/h3>\n<p>\u5b66\u4e60\u5de5\u7a0b\uff08Learning Engineering\uff09\u59cb\u4e8e\u201c\u4e0e\u5b66\u4e60\u8005\u76f8\u5173\u7684\u6311\u6218\u201d\u3002AI\u64c5\u957f\u7ed9\u51fa\u7b54\u6848\uff0c\u4f46\u4e0d\u64c5\u957f\u5b9a\u4e49\u6709\u4ef7\u503c\u7684\u95ee\u9898\u3002\u9762\u5bf9\u201c\u754c\u5b9a\u6a21\u7cca\uff08ill-defined\uff09\u201d\u7684\u7a7a\u95f4\uff0c\u5b66\u751f\u9700\u8981\u5b66\u4f1a\u5982\u4f55\u5c06\u4e00\u4e2a\u6a21\u7cca\u7684\u56f0\u5883\u62c6\u89e3\u4e3a\u53ef\u64cd\u4f5c\u7684\u6311\u6218\u3002\u90a3\u4e48\u5982\u4f55\u9762\u5bf9AI\u65f6\u4ee3\u7684\u8f6c\u53d8\u5462\uff1f<\/p>\n<p>\u5b66\u751f\u4e0d\u5e94\u518d\u6b7b\u8bb0\u786c\u80cc\u6807\u51c6\u7b54\u6848\uff0c\u800c\u8981\u5b66\u4e60\u5982\u4f55\u89c2\u5bdfContext\uff08\u8bed\u5883\uff09\u3002\u7406\u89e3\u73af\u5883\u7684\u72ec\u7279\u7279\u5f81\uff0c\u5b9a\u4e49\u51faAI\u65e0\u6cd5\u611f\u77e5\u7684\u201c\u4eba\u7684\u9700\u6c42\u201d\u3002\u5982\u679c\u53ea\u662f\u628a AI \u5f53\u6210\u201c\u7b54\u9898\u673a\u201d\uff0c\u5b66\u751f\u53ef\u80fd\u4f1a\u95ee\uff1a\u201c\u5982\u4f55\u5e2e\u52a9\u8001\u4eba\u5b66\u4f1a\u4f7f\u7528\u667a\u80fd\u624b\u673a\uff1f\u201d \u4f46\u5982\u679c\u8fd0\u7528\u5b66\u4e60\u5de5\u7a0b\u601d\u7ef4\uff0c\u5b66\u751f\u9700\u8981\u8fdb\u5165\u8001\u4eba\u7684\u751f\u6d3b\u8bed\u5883\uff08Context\uff09\uff0c\u53bb\u53d1\u73b0\u90a3\u4e9b AI \u7b97\u4e0d\u51fa\u6765\u7684\u201c\u4eba\u7684\u963b\u529b\u201d\u3002<\/p>\n<p style=\"text-align: center;\"><strong>\u6848\u4f8b\uff1a\u89e3\u51b3\u72ec\u5c45\u8001\u4eba\u201c\u4e0d\u6562\u7528\u201d\u624b\u673a\u6302\u53f7\u7684\u95ee\u9898\u3002<\/strong><\/p>\n<p>\u4f20\u7edf\u601d\u7ef4\uff08AI \u7684\u901a\u7528\u89e3\u6cd5\uff09\uff1a\u5982\u679c\u76f4\u63a5\u95ee AI \u65b9\u6848\uff0c\u5b83\u4f1a\u7ed9\u51fa\uff1a<\/p>\n<ol>\n<li>\u5236\u4f5c\u5927\u5b57\u7248\u7684\u64cd\u4f5c\u624b\u518c\uff1b<\/li>\n<li>\u5f55\u5236\u6559\u5b66\u89c6\u9891\u3002<\/li>\n<li>\u7b80\u5316 App \u7684 UI \u754c\u9762\u3002<\/li>\n<\/ol>\n<p>\u8fd9\u4e9b\u65b9\u6848\u5047\u8bbe\u8001\u4eba\u7684\u6838\u5fc3\u95ee\u9898\u662f\u201c\u770b\u4e0d\u6e05\u201d\u6216\u201c\u8bb0\u4e0d\u4f4f\u201d\uff0c\u4f46\u5ffd\u7565\u4e86\u5fc3\u7406\u9632\u5fa1\u673a\u5236\u548c\u751f\u6d3b\u4e60\u60ef\u3002<\/p>\n<p>\u5f53\u5b66\u751f\u6709\u4e86\u5de5\u7a0b\u601d\u7ef4\u540e\uff0c\u4ed6\u4eec\u4f1a\u5b66\u4e60\u89c2\u5bdf\u751f\u6d3b\u8bed\u5883\uff08Context\uff09\u5e76\u62c6\u89e3\u6311\u6218\u5b66\u751f\u901a\u8fc7\u5b9e\u5730\u89c2\u5bdf\u548c\u8bbf\u8c08\uff0c\u53d1\u73b0\u4e86\u4ee5\u4e0b AI \u65e0\u6cd5\u611f\u77e5\u7684\u5fae\u89c2\u8bed\u5883\uff1a<\/p>\n<ul>\n<li>\u4f8b\u5982\uff0c\u8001\u4eba\u7684\u6050\u60e7\u5fc3\u7406\uff0c\u8001\u4eba\u770b\u5230\u201c\u786e\u8ba4\u652f\u4ed8\u201d\u6216\u201c\u7cfb\u7edf\u63d0\u793a\u201d\u65f6\u4f1a\u624b\u6296\uff0c\u56e0\u4e3a\u4ed6\u4eec\u6f5c\u610f\u8bc6\u91cc\u89c9\u5f97\u201c\u70b9\u9519\u4e86\u94b1\u5c31\u6ca1\u4e86\u201d\u6216\u8005\u201c\u624b\u673a\u4f1a\u574f\u6389\u201c\u3002\u90a3\u6211\u4eec\u7684\u6311\u6218\u5c31\u662f\uff1a\u5982\u4f55\u8bbe\u8ba1\u4e00\u4e2a\u201c\u65e0\u635f\u6c99\u76d2\u201d\u73af\u5883\uff0c\u8ba9\u8001\u4eba\u5728\u6ca1\u6709\u4efb\u4f55\u98ce\u9669\u611f\u7684\u60c5\u51b5\u4e0b\u7ec3\u4e60\u70b9\u51fb\uff1f<\/li>\n<li>\u4e5f\u53ef\u80fd\u4f7f\u7528\u8fc7\u7a0b\u4e2d\u6709\u201c\u8bed\u8a00\u9e3f\u6c9f\u201c\uff0cApp\u4e0a\u7684\u672f\u8bed\uff08\u5982\u201c\u9897\u7c92\u5ea6\u201d\u3001\u201c\u5206\u65f6\u6bb5\u8bca\u7597\u201d\uff09\u5bf9\u8001\u4eba\u6765\u8bf4\u50cf\u5916\u661f\u8bed\u3002\u4ed6\u4eec\u4e60\u60ef\u7684\u8bed\u8a00\u662f\u201c\u54ea\u5929\u54ea\u4e2a\u5927\u592b\u5728\u54ea\u513f\u770b\u201d\u3002\u5bf9\u4e8e\u5b66\u751f\u901a\u8fc7\u5b9e\u5730\u89c2\u5bdf\u548c\u8bbf\u8c08\uff0c\u5c31\u9700\u8981\u601d\u8003\u5982\u4f55\u5c06\u6570\u5b57\u5316\u7684\u201c\u529f\u80fd\u672f\u8bed\u201d\u7ffb\u8bd1\u6210\u8001\u4eba\u719f\u6089\u7684\u201c\u751f\u6d3b\u8bdd\u8bed\u7cfb\u7edf\u201d\u3002<\/li>\n<\/ul>\n<h3 style=\"text-align: center;\"><strong><span style=\"color: #339966;\"> 2. \u4eba\u672c\u8bbe\u8ba1\u4e0e\u5171\u60c5\u80fd\u529b (Human-Centered Design)<\/span><\/strong><\/h3>\n<p>\u201c\u4ee5\u4eba\u4e3a\u4e2d\u5fc3\u201d\u548c\u201c\u5229\u76ca\u76f8\u5173\u8005\u201d\u7684\u91cd\u8981\u6027\u5728\u4e0d\u65ad\u88ab\u5f3a\u8c03\u3002\u6838\u5fc3\u75db\u70b9\u5728\u4e8eAI\u65e0\u6cd5\u771f\u6b63\u7406\u89e3\u60c5\u611f\u3001\u52a8\u673a\u548c\u4eba\u7c7b\u7ecf\u9a8c\u7684\u7ec6\u5fae\u5dee\u522b\u3002\u56e0\u6b64\uff0c\u5b66\u751f\u9700\u8981\u5b66\u4e60UXD\uff08\u7528\u6237\u4f53\u9a8c\u8bbe\u8ba1\uff09\u548c\u52a8\u673a\u79d1\u5b66\uff08Motivational Sciences\uff09\u3002\u5728AI\u751f\u6210\u7684\u51b0\u51b7\u65b9\u6848\u4e4b\u4e0a\uff0c\u6ce8\u5165\u5bf9\u771f\u5b9e\u4eba\u7c7b\uff08Learners\uff09\u7684\u540c\u7406\u5fc3\uff0c\u8bbe\u8ba1\u51fa\u80fd\u8ba9\u4eba\u4ea7\u751f\u60c5\u611f\u5171\u9e23\u548c\u6301\u7eed\u52a8\u529b\u7684\u5b66\u4e60\u8def\u5f84\u3002<\/p>\n<p>\u8ba9\u6211\u4eec\u770b\u4e00\u4e2a\u5173\u4e8e\u201c\u804c\u573a\u65b0\u4eba\u5907\u8003\u6ce8\u518c\u4f1a\u8ba1\u5e08\uff08CPA\uff09\u201d\u7684\u4f8b\u5b50\uff0c\u5bf9\u6bd4 AI \u7684\u201c\u6548\u7387\u903b\u8f91\u201d\u4e0e\u5b66\u4e60\u5de5\u7a0b\u4e2d\u6ce8\u5165\u201c\u52a8\u673a\u79d1\u5b66\u201d\u7684\u5dee\u5f02\u3002<\/p>\n<p>AI \u7684\u51b0\u51b7\u65b9\u6848\uff08\u57fa\u4e8e\u903b\u8f91\u6700\u4f18\uff09\u5982\u679c\u7528\u6237\u8f93\u5165\uff1a\u201c\u6211\u662f\u4e00\u540d\u5de5\u4f5c\u7e41\u5fd9\u7684\u5ba1\u8ba1\u5458\uff0c\u60f3\u5728 6 \u4e2a\u6708\u5185\u901a\u8fc7 CPA\uff0c\u8bf7\u5236\u5b9a\u8ba1\u5212\u3002\u201d AI \u4f1a\u7ed9\u51fa\u4e00\u4efd\u6781\u5ea6\u7406\u6027\u7684\u65f6\u95f4\u8868\uff1a\u6bcf\u5929 5:30 \u8d77\u5e8a\uff0c\u8bb0\u5fc6\u6cd5\u6761 1 \u5c0f\u65f6\u3002\u901a\u52e4\u8def\u4e0a\u542c\u8bfe\u4ef6\u3002\u4e0b\u73ed\u540e 20:00 &#8211; 23:00 \u505a\u6a21\u62df\u9898\u3002<\/p>\n<p>AI \u903b\u8f91\u5c31\u662f\uff1a \u53ea\u8981\u65f6\u95f4\u6295\u5165 + \u8986\u76d6\u77e5\u8bc6\u70b9 = \u8003\u8bd5\u901a\u8fc7\u3002\u5b83\u5ffd\u7565\u4e86\u4eba\u7c7b\u7684\u610f\u5fd7\u529b\u635f\u8017\u3002\u7ecf\u8fc7 10 \u5c0f\u65f6\u9ad8\u5f3a\u5ea6\u5de5\u4f5c\u540e\uff0c\u4eba\u5728 20:00 \u7684\u76ae\u8d28\u9187\u6c34\u5e73\u548c\u60c5\u7eea\u72b6\u6001\u6839\u672c\u65e0\u6cd5\u652f\u6491\u9ad8\u96be\u5ea6\u601d\u8003\u3002<\/p>\n<p>\u5b66\u751f\uff08\u4f5c\u4e3a\u5b66\u4e60\u8bbe\u8ba1\u5e08\uff09\u901a\u8fc7\u8c03\u7814\u53d1\u73b0\uff0c\u771f\u5b9e\u7684 Context \u662f\uff1a\u6df1\u591c\u7684\u5b64\u72ec\u611f\u548c\u5bf9\u5931\u8d25\u7684\u4e60\u5f97\u6027\u65e0\u52a9\u624d\u662f\u6700\u5927\u7684\u654c\u4eba\u3002\u4ed6\u4eec\u8fd0\u7528\u81ea\u6211\u51b3\u5b9a\u7406\u8bba (Self-Determination Theory) \u91cd\u65b0\u8bbe\u8ba1\uff1a\u5728\u80dc\u4efb\u611f (Competence)\u65b9\u9762\uff0cAI \u7684\u76f2\u70b9 (Cold Logic)\u5c31\u662f\u7b2c\u4e00\u5929\u5c31\u5f00\u59cb\u505a\u96be\u9898\u3002\u5982\u679c\u6211\u4eec\u8fdb\u884c\u6ce8\u5165\u540c\u7406\u5fc3\u7684\u8bbe\u8ba1 (Human-Centered Design)\uff1a \u524d\u4e24\u5468\u4e0d\u5237\u5927\u9898\uff0c\u53ea\u505a 5 \u5206\u949f\u80fd\u901a\u5173\u7684\u201c\u77e5\u8bc6\u95ea\u5361\u201d\uff0c\u5229\u7528\u591a\u5df4\u80fa\u56de\u8def\u5efa\u7acb\u201c\u6211\u80fd\u884c\u201d\u7684\u9519\u89c9\u3002<\/p>\n<p>\u540c\u6837\uff0c\u5728\u5f52\u5c5e\u611f (Relatedness)\u65b9\u9762\uff0cAI \u7684\u76f2\u70b9 (Cold Logic)\u5c31\u662f\u72ec\u81ea\u5b66\u4e60\uff0c\u6548\u7387\u6700\u9ad8\u3002\u4f46\u6ce8\u5165\u540c\u7406\u5fc3\u7684\u8bbe\u8ba1 (Human-Centered Design)\u540e\uff0c\u63d0\u5021\u7684\u662f\u5f02\u6b65\u5171\u5b66\u7a7a\u95f4\uff1a \u8bbe\u8ba1\u4e00\u4e2a\u201c\u6df1\u591c\u81ea\u4e60\u5ba4\u201d\u63d2\u4ef6\u3002\u5f53\u7528\u6237\u6253\u5f00\u7535\u8111\uff0c\u80fd\u770b\u5230\u6b64\u65f6\u6709500\u4f4d\u540c\u7c7b\u4e5f\u5728\u6311\u706f\u591c\u6218\uff0c\u8fd9\u79cd\u201c\u5171\u540c\u4e34\u573a\u611f\u201d\u80fd\u62b5\u6d88\u5b64\u72ec\u5bfc\u81f4\u7684\u653e\u5f03\u6b32\u671b\u3002<\/p>\n<h3 style=\"text-align: center;\">\n<strong><span style=\"color: #339966;\"> 3. \u6570\u636e\u7d20\u517b\u4e0e\u201c\u8bc1\u636e\u9a71\u52a8\u201d\u7684\u5224\u65ad\u529b (Data-Informed Decision Making)<\/span><\/strong><\/h3>\n<p>\u5728\u8fd9\u6837\u7684\u65f6\u4ee3\uff0c\u201c\u6570\u636e\u63d2\u6869\uff08Instrument the data\uff09\u201d\u548c\u201c\u8c03\u67e5\u7814\u7a76\uff08Investigate\uff09\u201d\u610f\u5473\u7740\u9762\u5bf9AI\u4ea7\u751f\u7684\u5927\u91cf\u4fe1\u606f\u548c\u9884\u6d4b\uff0c\u5b66\u751f\u5fc5\u987b\u5177\u5907\u8fa8\u522b\u771f\u4f2a\u3001\u89e3\u8bfb\u6570\u636e\u7684\u80fd\u529b\u3002\u8fd9\u4e0d\u4ec5\u4ec5\u662f\u7b97\u672f\uff0c\u800c\u662f\u5fc3\u7406\u6d4b\u91cf\u5b66\uff08Psychometrics\uff09\u548c\u53cd\u9988\u5faa\u73af\uff08Feedback loops\uff09\u7684\u903b\u8f91\u3002<\/p>\n<p>\u5b66\u751f\u8981\u5b66\u4f1a\u95ee\uff1a\u201c\u54ea\u4e9b\u6570\u636e\u80fd\u8bc1\u660e\u6211\u5728\u8fdb\u6b65\uff1f\u201d\u5e76\u6839\u636e\u6570\u636e\u53cd\u9988\uff08\u800c\u975e\u76f4\u89c9\uff09\u53bb\u8c03\u6574\u81ea\u5df1\u7684\u7b56\u7565\u3002\u8ba9\u6211\u4eec\u6765\u770b\u4e00\u4e2a\u5173\u4e8e\u201c\u63d0\u5347\u516c\u4f17\u6f14\u8bb2\u4e0e\u8fa9\u8bba\u80fd\u529b\u201d\u7684\u4f8b\u5b50\uff0c\u770b\u770b\u5b66\u751f\u5982\u4f55\u5229\u7528\u5fc3\u7406\u6d4b\u91cf\u5b66\u548c\u53cd\u9988\u5faa\u73af\u6765\u8d85\u8d8a\u201c\u611f\u89c9\u826f\u597d\u201d\u7684\u9677\u9631\u3002<\/p>\n<p>\u4f20\u7edf\u6a21\u5f0f\uff1a\u76f4\u89c9\u9a71\u52a8\u3002<\/p>\n<p>\u4e00\u540d\u5b66\u751f\u5728\u51c6\u5907\u4e00\u573a\u5173\u4e8e\u201c\u6c14\u5019\u653f\u7b56\u201d\u7684\u8fa9\u8bba\u3002\u7ec3\u4e60\u5b8c\u540e\uff0c\u4ed6\u611f\u89c9\u81ea\u5df1\u610f\u6c14\u98ce\u53d1\uff0c\u8bed\u901f\u6d41\u5229\uff0c\u4e8e\u662f\u89c9\u5f97\u81ea\u5df1\u51c6\u5907\u597d\u4e86\u3002\u8fd9\u79cd\u57fa\u4e8e\u201c\u6d41\u5229\u5ea6\u9519\u89c9\uff08Illusion of Fluency\uff09\u201d\u7684\u81ea\u6211\u8bc4\u4f30\uff0c\u5f80\u5f80\u5728\u5b9e\u6218\u4e2d\u4f1a\u88ab\u903b\u8f91\u6f0f\u6d1e\u51fb\u6e83\u3002<\/p>\n<p>\u800c\u5728\u5b66\u4e60\u5de5\u7a0b\u6a21\u5f0f\u4e0b\uff0c\u5b66\u751f\u4e0d\u518d\u53ea\u770b\u201c\u6211\u8bb2\u4e86\u591a\u4e45\u201d\uff0c\u800c\u662f\u5229\u7528 AI \u8bed\u97f3\u8f6c\u6587\u5b57\u548c\u8bed\u4e49\u5206\u6790\u5de5\u5177\uff0c\u5728\u81ea\u5df1\u7684\u8868\u8fbe\u4e2d\u63d2\u5165\u201c\u6570\u636e\u63a2\u9488\u201d\u3002\u4ed6\u8bbe\u5b9a\u4e86\u4e09\u4e2a\u5fc3\u7406\u6d4b\u91cf\u7ef4\u5ea6\u7684\u6307\u6807\uff1a<\/p>\n<ul>\n<li>\u8bba\u636e\u5bc6\u5ea6\uff08Evidence Density\uff09\u2014\u2014\u6bcf\u5206\u949f\u6709\u6548\u4e8b\u5b9e\u4e0e\u60c5\u611f\u6e32\u67d3\u7684\u6bd4\u4f8b<\/li>\n<li>\u903b\u8f91\u8fde\u8d2f\u5ea6\uff08Coherence Score\uff09\u2014\u2014 \u6bb5\u843d\u4e4b\u95f4\u8f6c\u6298\u8bcd\uff08\u5982\u201c\u4f46\u662f\u201d\u3001\u201c\u56e0\u6b64\u201d\u3001\u201c\u7531\u4e8e\u201d\uff09\u7684\u5206\u5e03\u9891\u7387<\/li>\n<li>\u8ba4\u77e5\u8d1f\u8377\u9884\u6d4b\uff08Cognitive Load\uff09\u2014\u2014\u4f7f\u7528\u6587\u672c\u590d\u6742\u5ea6\u7b97\u6cd5\uff0c\u6d4b\u91cf\u542c\u4f17\u7406\u89e3\u4ed6\u7684\u53d1\u8a00\u9700\u8981\u591a\u5c11\u8111\u529b<\/li>\n<\/ul>\n<h3 style=\"text-align: center;\"><strong><span style=\"color: #339966;\"> 4. \u5feb\u901f\u8fed\u4ee3\u4e0e\u5bb9\u9519\u7684\u5de5\u7a0b\u601d\u7ef4 (Iterative Design)<\/span><\/strong><\/h3>\n<p>\u201c\u8fed\u4ee3\uff08Iterate\uff09\u201d\u548c\u201c\u8bbe\u8ba1-\u6784\u5efa\u5faa\u73af\u201d\u53d8\u5f97\u65e0\u6bd4\u91cd\u8981\u3002\u57fa\u4e8eAI\u65f6\u4ee3\u53d8\u5316\u6781\u5feb\uff0c\u8ffd\u6c42\u201c\u4e00\u6b21\u6027\u5b8c\u7f8e\u201d\u5df2\u7ecf\u8fc7\u65f6\u3002 \u62e5\u62b1\u5de5\u7a0b\u8bbe\u8ba1\u65b9\u6cd5\u8bba\u3002\u5b66\u751f\u9700\u8981\u5efa\u7acb\u201c\u539f\u578b\u610f\u8bc6\u201d\u2014\u2014\u5148\u505a\u51fa\u4e00\u4e2a\u4e0d\u5b8c\u7f8e\u7684\u65b9\u6848\uff0c\u5728\u771f\u5b9e\u573a\u666f\u4e2d\u5b9e\u65bd\uff08Implement\uff09\uff0c\u6536\u96c6\u53cd\u9988\uff0c\u7136\u540e\u8fc5\u901f\u4fee\u6539\u3002\u8fd9\u79cd\u201c\u6297\u632b\u6298\u201d\u548c\u201c\u6301\u7eed\u6f14\u8fdb\u201d\u7684\u601d\u7ef4\uff0c\u6bd4\u638c\u63e1\u67d0\u9879\u5177\u4f53\u6280\u80fd\u66f4\u4fdd\u503c\u3002<\/p>\n<p>\u5728\u4f20\u7edf\u7684\u5b66\u4e60\u6a21\u5f0f\u4e2d\uff0c\u5b66\u751f\u5f80\u5f80\u8ffd\u6c42\u201c\u4e00\u6b21\u6027\u4ea4\u4ed8\u201d\u2014\u2014\u6bd4\u5982\u671f\u672b\u8bba\u6587\u6216\u7ed3\u9879\u62a5\u544a\uff0c\u8fd9\u5bfc\u81f4\u4e86\u5bf9\u5931\u8d25\u7684\u6781\u5ea6\u6050\u60e7\u3002\u800c\u5728\u5b66\u4e60\u5de5\u7a0b\uff08Learning Engineering\uff09\u4e2d\uff0c\u6838\u5fc3\u5728\u4e8e\u6700\u5c0f\u53ef\u884c\u6027\u4ea7\u54c1\uff08MVP\uff09\u548c\u57fa\u4e8e\u8bc1\u636e\u7684\u4fee\u6b63\u3002<\/p>\n<p>\u4f20\u7edf\u7684\u5b66\u751f\u53ef\u80fd\u4f1a\u82b1\u4e00\u4e2a\u6708\u65f6\u95f4\u5199\u4e00\u4efd 50 \u9875\u7684\u300a\u6821\u56ed\u73af\u4fdd\u89c4\u5212\u4e66\u300b\uff0c\u8bd5\u56fe\u4e00\u6b65\u5230\u4f4d\u89e3\u51b3\u6240\u6709\u95ee\u9898\u3002\u4f46\u5728 AI \u65f6\u4ee3\uff0c\u5b66\u751f\u5229\u7528\u5de5\u7a0b\u601d\u7ef4\uff0c\u5728\u7b2c\u4e00\u5468\u5c31\u5229\u7528 AI \u751f\u6210\u4e86\u4e00\u4e2a\u6781\u5176\u7b80\u964b\u7684 MVP\uff1a\u5728\u98df\u5802\u95e8\u53e3\u653e\u4e00\u4e2a\u5199\u7740\u201c\u4eca\u65e5\u6d6a\u8d39\u82f1\u96c4\u699c\u201d\u7684\u5c0f\u9ed1\u677f\uff0c\u8bb0\u5f55\u5012\u6389\u5269\u83dc\u6700\u591a\u7684\u4e09\u4e2a\u73ed\u7ea7\u3002\u6570\u636e\u5f88\u5feb\u663e\u793a\uff0c\u8fd9\u5c31\u662f\u521d\u6b21\u8fed\u4ee3\u7684\u5931\u8d25\uff08Data Feedback\uff09\uff0c\u8fd9\u4e2a\u65b9\u6848\u5f7b\u5e95\u5931\u8d25\u4e86\u3002\u5b66\u751f\u4eec\u4e0d\u4ec5\u6ca1\u6709\u51cf\u5c11\u6d6a\u8d39\uff0c\u53cd\u800c\u89c9\u5f97\u8fd9\u662f\u4e00\u79cd\u201c\u516c\u5f00\u7f9e\u8fb1\u201d\uff0c\u4ea7\u751f\u4e86\u9006\u53cd\u5fc3\u7406\uff0c\u751a\u81f3\u6709\u4eba\u6545\u610f\u591a\u5012\u83dc\u6765\u6311\u6218\u89c4\u5219\u3002<\/p>\n<p>\u7b2c\u4e8c\u6b21\u8fed\u4ee3\uff1a\u4ed6\u4eec\u5728\u9910\u76d8\u56de\u6536\u5904\u653e\u4e86\u4e00\u4e2a\u900f\u660e\u538b\u529b\u611f\u5e94\u79e4\uff0c\u8fde\u63a5\u7740\u4e00\u4e2a\u663e\u793a\u5c4f\u3002\u6bcf\u5f53\u6709\u4eba\u6e05\u7a7a\u9910\u76d8\uff0c\u5c4f\u5e55\u4e0a\u7684\u201c\u865a\u62df\u68ee\u6797\u201d\u5c31\u4f1a\u591a\u957f\u51fa\u4e00\u7247\u53f6\u5b50\u3002<\/p>\n<p>\u7b2c\u4e09\u6b21\u8fed\u4ee3\uff1a\u5b66\u751f\u518d\u6b21\u8fed\u4ee3\uff0c\u5c06\u903b\u8f91\u6539\u4e3a\u201c\u5149\u76d8\u79ef\u5206\u5151\u6362\u98df\u5802\u4e0b\u5348\u8336\u6298\u6263\u201d\u3002\u8fd9\u6b21\uff0c\u4ed6\u4eec\u5229\u7528\u5fc3\u7406\u6d4b\u91cf\u5b66\u5de5\u5177\u76d1\u63a7\u5b66\u751f\u7684\u201c\u53c2\u4e0e\u6301\u4e45\u5ea6\u201d\uff0c\u53d1\u73b0\u6570\u636e\u7ec8\u4e8e\u8d8b\u4e8e\u7a33\u5b9a\u4e14\u6b63\u5411\u3002<\/p>\n<p>\u5728\u8fd9\u4e2a\u4f8b\u5b50\u4e2d\uff0c\u5b66\u751f\u7684\u4ef7\u503c\u4e0d\u662f\u5199\u51fa\u90a3\u4efd\u5b8c\u7f8e\u7684\u521d\u7a3f\uff0c\u800c\u662f\u5728\u4e09\u6b21\u5931\u8d25\u4e2d\u4fdd\u6301\u7406\u6027\uff0c\u8fd9\u79cd\u601d\u7ef4\u8ba9\u5b66\u751f\u660e\u767d\uff1aAI \u53ef\u4ee5\u7ed9\u4f60 100 \u4e2a\u70b9\u5b50\uff0c\u4f46\u53ea\u6709\u901a\u8fc7\u5728\u73b0\u5b9e\u4e2d\u5feb\u901f\u72af\u9519\u3001\u6536\u96c6\u6570\u636e\u5e76\u8fed\u4ee3\uff0c\u4f60\u624d\u80fd\u627e\u5230\u90a3\u4e2a\u771f\u6b63\u6709\u6548\u7684\u201c\u552f\u4e00\u89e3\u201d\u3002<\/p>\n<h3 style=\"text-align: center;\"><strong><span style=\"color: #339966;\">5. \u8de8\u5b66\u79d1\u7684\u7cfb\u7edf\u6574\u5408\u80fd\u529b (Systems Thinking)<\/span><\/strong><\/h3>\n<p>\u4ece\u8ba1\u7b97\u673a\u79d1\u5b66\u5230\u8ba4\u77e5\u5fc3\u7406\u5b66\u7684\u4e00\u7cfb\u5217\u5b66\u79d1\u90fd\u662f\u5b66\u751f\u9700\u8981\u6d89\u8db3\u7684\u3002AI\u64c5\u957f\u4e13\u9879\u4efb\u52a1\uff0c\u4f46\u4eba\u7c7b\u64c5\u957f\u6574\u5408\u3002\u5728\u672a\u6765\uff0c\u6211\u4eec\u8981\u628a\u81ea\u5df1\u53d1\u5c55\u6210\u4e3a\u201cT\u578b\u4eba\u624d\u201d\u3002\u5b66\u751f\u4e0d\u9700\u8981\u5728\u6bcf\u4e2a\u9886\u57df\u90fd\u6210\u4e3a\u4e13\u5bb6\uff0c\u4f46\u9700\u8981\u7406\u89e3\u4e0d\u540c\u9886\u57df\uff08\u5982\u6570\u636e\u79d1\u5b66\u4e0e\u5fc3\u7406\u5b66\uff09\u662f\u5982\u4f55\u76f8\u4e92\u4f5c\u7528\u7684\u3002<\/p>\n<p>\u8981\u7ec4\u5efa\u6216\u53c2\u4e0e\u201c\u8de8\u5b66\u79d1\u56e2\u961f\u201d\uff0c\u5728\u4e0d\u540c\u7ef4\u5ea6\u7684\u77e5\u8bc6\u4e4b\u95f4\u5efa\u7acb\u8fde\u63a5\u3002\u8ba9\u6211\u4eec\u770b\u4e00\u4e2a\u5173\u4e8e\u201c\u8bbe\u8ba1\u4e00\u6b3e\u9488\u5bf9\u9752\u5c11\u5e74\u6291\u90c1\u75c7\u7684\u6570\u5b57\u5e72\u9884\u5de5\u5177\uff08App\uff09\u201d\u7684\u4f8b\u5b50\u3002<\/p>\n<p style=\"text-align: center;\"><strong>\u6848\u4f8b\uff1a\u4ece\u201c\u5b66\u79d1\u5b64\u5c9b\u201d\u5230\u201cT\u578b\u6574\u5408\u201d\u7684\u521b\u65b0\u8fc7\u7a0b\u3002<\/strong><\/p>\n<p>\u4f20\u7edf\u4e13\u5bb6\u7684\u5c40\u9650\u662f\uff0c\u5982\u679c\u8fd9\u4e2a\u56e2\u961f\u53ea\u6709\u4e13\u9879\u4eba\u624d\uff1a\u8ba1\u7b97\u673a\u4e13\u5bb6\u4f1a\u8ffd\u6c42\u7b97\u6cd5\u7684\u54cd\u5e94\u901f\u5ea6\u548c UI \u7684\u4e1d\u6ed1\u611f\uff0c\u8ba4\u4e3a\u201c\u53ea\u8981 App \u597d\u7528\uff0c\u7528\u6237\u5c31\u4f1a\u6765\u201d\u3002\u4e34\u5e8a\u5fc3\u7406\u5b66\u5bb6\u4f1a\u6267\u7740\u4e8e\u8ba4\u77e5\u884c\u4e3a\u7597\u6cd5\uff08CBT\uff09\u7684\u4e13\u4e1a\u672f\u8bed\u548c\u91cf\u8868\uff0c\u8ba4\u4e3a\u201c\u53ea\u8981\u5185\u5bb9\u79d1\u5b66\uff0c\u7528\u6237\u5c31\u80fd\u83b7\u6551\u201d\u3002\u90a3\u4e48\u4ea7\u51fa\u7684\u7ed3\u679c\u53ef\u80fd\u662f\u4e00\u4e2a\u754c\u9762\u7cbe\u7f8e\u4f46\u5185\u5bb9\u67af\u71e5\u3001\u8ba9\u5904\u4e8e\u6291\u90c1\u72b6\u6001\u7684\u7528\u6237\u611f\u5230\u8ba4\u77e5\u8d1f\u8377\u6c89\u91cd\u3001\u6700\u7ec8\u8fc5\u901f\u5378\u8f7d\u7684\u201c\u79d1\u5b66\u4ea7\u54c1\u201d\u3002<\/p>\n<p>\u5982\u679c\u6709\u4e86\u201cT\u578b\u4eba\u624d\u201d\u53c2\u4e0e\u6574\u5408\u8fc7\u7a0b\uff0c\u4f5c\u4e3a\u56e2\u961f\u7684\u9886\u8896\u6216\u6574\u5408\u8005\uff0c\u4f60\u4e0d\u9700\u8981\u50cf\u7a0b\u5e8f\u5458\u90a3\u6837\u7cbe\u901a Python\uff0c\u4e5f\u4e0d\u9700\u8981\u50cf\u533b\u751f\u90a3\u6837\u80cc\u8bf5 DSM-5 \u624b\u518c\uff0c\u4f46\u4f60\u9700\u8981\u5efa\u7acb\u5b66\u79d1\u95f4\u7684\u8fde\u63a5\u70b9\uff1a\u4eba\u673a\u4ea4\u4e92\uff08HCI\uff09\u4e0e\u60c5\u7eea\u52a8\u673a\u7684\u8fde\u63a5\u3002<\/p>\n<p>\u4f60\u89c2\u5bdf\u5230\uff0c\u5f53 App \u5f39\u51fa\u201c\u4f60\u4eca\u5929\u8fd8\u6ca1\u6253\u5361\u201d\u7684\u901a\u77e5\u65f6\uff0c\u6291\u90c1\u75c7\u60a3\u8005\u4f1a\u4ea7\u751f\u8d1f\u7f6a\u611f\u3002\u4f5c\u4e3a\u6574\u5408\u8005\uff0c\u4f60\u8981\u6c42\u8bbe\u8ba1\u5e08\u79fb\u9664\u6240\u6709\u201c\u76d1\u7763\u5f0f\u201d\u7684\u8bed\u8a00\uff0c\u5f15\u5165\u79ef\u6781\u5fc3\u7406\u5b66\u4e2d\u7684\u201c\u5fae\u5c0f\u80dc\u5229\u201d\u6982\u5ff5\u3002\u4f60\u8ba9 AI \u5199\u4f5c\u5de5\u5177\u751f\u6210\u6570\u5343\u6761\u5177\u6709\u5171\u60c5\u529b\u7684\u6587\u6848\uff0c\u6bd4\u5982\uff1a\u201c\u4eca\u5929\u4f60\u6253\u5f00\u4e86 App\uff0c\u8fd9\u672c\u8eab\u5c31\u662f\u5bf9\u751f\u6d3b\u7684\u4e00\u6b21\u52c7\u6562\u5c1d\u8bd5\u3002\u201d<\/p>\n<p>\u53c8\u6216\u8005\u662f\u5de5\u7a0b\u601d\u7ef4\u4e0e\u4f26\u7406\u7684\u8fde\u63a5\uff1a \u5f53\u7b97\u6cd5\u56e2\u961f\u60f3\u8981\u901a\u8fc7\u201c\u589e\u52a0\u7528\u6237\u7c98\u6027\u201d\u6765\u83b7\u53d6\u66f4\u591a\u6570\u636e\u65f6\uff0c\u4f60\u654f\u9510\u5730\u5bdf\u89c9\u5230\u8fd9\u53ef\u80fd\u5bfc\u81f4\u793e\u4ea4\u6210\u763e\uff0c\u52a0\u5267\u7126\u8651\u3002\u4f60\u5229\u7528\u793e\u4f1a\u5b66\u89c6\u89d2\u5e72\u9884\u5de5\u7a0b\u51b3\u7b56\uff0c\u5f3a\u5236\u52a0\u5165\u201c\u9632\u6c89\u8ff7\u201d\u548c\u201c\u79bb\u7ebf\u793e\u4ea4\u5efa\u8bae\u201d\uff0c\u786e\u4fdd\u6280\u672f\u662f\u670d\u52a1\u4e8e\u4eba\u7684\u5065\u5eb7\uff0c\u800c\u975e\u6570\u636e\u7684\u589e\u957f\u3002<\/p>\n<p>AI \u53ef\u4ee5\u4e3a\u4f60\u63d0\u4f9b\u6bcf\u4e00\u4e2a\u5b66\u79d1\u7684\u6df1\u5ea6\u4fe1\u606f\uff08T \u7684\u7ad6\u6760\uff09\uff0c\u4f46\u53ea\u6709\u4eba\u7c7b\u80fd\u62c9\u5f00\u90a3\u6761\u6a2a\u6760\u3002\u4f60\u7684\u4ef7\u503c\u5728\u4e8e\uff1a\u5728 AI \u751f\u6210\u7684\u79bb\u6563\u77e5\u8bc6\u70b9\u4e4b\u95f4\uff0c\u7ec7\u51fa\u4e00\u5f20\u6709\u610f\u4e49\u7684\u7f51\u3002<\/p>\n<h3 style=\"text-align: center;\"><strong><span style=\"color: #339966;\">\u603b\u7ed3\uff1aAI\u65f6\u4ee3\u7684\u201c\u5b66\u4e60\u8005\u201d\u5373\u662f\u201c\u5de5\u7a0b\u5e08\u201d<\/span><\/strong><\/h3>\n<p style=\"text-align: center;\"><a href=\"https:\/\/jointings.org\/cn\/wp-content\/uploads\/2026\/03\/r.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large wp-image-11337\" title=\"r\" src=\"https:\/\/jointings.org\/cn\/wp-content\/uploads\/2026\/03\/r-1024x690.png\" alt=\"\" width=\"614\" height=\"414\" srcset=\"https:\/\/jointings.org\/cn\/wp-content\/uploads\/2026\/03\/r-1024x690.png 1024w, https:\/\/jointings.org\/cn\/wp-content\/uploads\/2026\/03\/r-300x202.png 300w, https:\/\/jointings.org\/cn\/wp-content\/uploads\/2026\/03\/r.png 1228w\" sizes=\"auto, (max-width: 614px) 100vw, 614px\" \/><\/a><\/p>\n<p>\u5728AI\u65f6\u4ee3\uff0c\u5b66\u751f\u4e0d\u5e94\u8be5\u4ec5\u4ec5\u662f\u77e5\u8bc6\u7684\u5bb9\u5668\uff0c\u800c\u5e94\u8be5\u6210\u4e3a\u81ea\u5df1\u5b66\u4e60\u8def\u5f84\u7684\u201c\u5b66\u4e60\u5de5\u7a0b\u5e08\u201d\u3002<\/p>\n<p><span style=\"color: #888888;\"><em>\u53c2\u8003\u6587\u732e\uff1a<\/em><\/span><\/p>\n<ul>\n<li><em>LEARNING ENGINEERING PROCESS\uff0chttps:\/\/sagroups.ieee.org\/icicle\/learning-engineering-process\/<\/em><\/li>\n<li><em>Goodell, J. and Koldner, J., editors. (2023).\u00a0Learning Engineering Toolkit: Evidence-Based Practices from the Learning Sciences, Instructional Design, and Beyond.<\/em><\/li>\n<li><em>Goodell, J., Kessler, A., Kurzweil, D., Koldner, J. (2020.) Competencies of Learning Engineering Teams and Team Members. In\u00a0IEEE ICICLE proceedings of the 2019 Conference on Learning Engineering, Arlington, VA, May 2019.<\/em><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u4f5c\u8005\u7b80\u4ecb\uff1a\u5c0fR\uff0c\u5e0c\u671b\u80fd\u5b9e\u73b0\u5b66\u672f\u7406\u60f3\u7684\u6559\u80b2\u754c\u7684\u642c\u7816\u4eba\u3002<\/span><\/p>\n<h3><span style=\"color: #339966;\">\u5ef6\u4f38\u9605\u8bfb\uff1a<\/span><\/h3>\n<h3><a title=\"Permanent link to \u540c\u6e90\u5f02\u6d41\uff1a\u4ece\u6c88\u62ec\u4e0e\u5176\u5144\u6c88\u62ab\u770b\u5bb6\u5ead\u6559\u80b2\u7684\u201c\u751f\u6001\u4f4d\u201d\" rel=\"bookmark\" href=\"https:\/\/jointings.org\/cn\/2026\/03\/shenkuo\/\">\u540c\u6e90\u5f02\u6d41\uff1a\u4ece\u6c88\u62ec\u4e0e\u5176\u5144\u6c88\u62ab\u770b\u5bb6\u5ead\u6559\u80b2\u7684\u201c\u751f\u6001\u4f4d\u201d<\/a><\/h3>\n<h3><a title=\"Permanent link to DS\uff1a\u505a\u4e00\u4e2a\u73af\u4fdd\u578bAI\u7528\u6237\" rel=\"bookmark\" href=\"https:\/\/jointings.org\/cn\/2026\/02\/eco-friendly-ai-user\/\">DS\uff1a\u505a\u4e00\u4e2a\u73af\u4fdd\u578bAI\u7528\u6237<\/a><\/h3>\n<h3><a title=\"Permanent link to \u5bfc\u6f14\u624b\u8bb0\uff5c\u5f53\u53e4\u8001\u7684\u591a\u6837\u6027\uff0c\u9047\u89c1AI\u65f6\u4ee3\u7684\u521b\u9020\u529b\" rel=\"bookmark\" href=\"https:\/\/jointings.org\/cn\/2026\/02\/lidong-1\/\">\u5bfc\u6f14\u624b\u8bb0\uff5c\u5f53\u53e4\u8001\u7684\u591a\u6837\u6027\uff0c\u9047\u89c1AI\u65f6\u4ee3\u7684\u521b\u9020\u529b<\/a><\/h3>\n<h3><a title=\"Permanent link to \u6700\u5e94\u666e\u53ca\u7684AI\u4f7f\u7528\u6280\u5de7\uff1a\u5de6\u53f3\u4e92\u640f\" rel=\"bookmark\" href=\"https:\/\/jointings.org\/cn\/2026\/01\/%e6%9c%80%e5%ba%94%e6%99%ae%e5%8f%8a%e7%9a%84ai%e4%bd%bf%e7%94%a8%e6%8a%80%e5%b7%a7%ef%bc%9a%e5%b7%a6%e5%8f%b3%e4%ba%92%e6%90%8f\/\">\u6700\u5e94\u666e\u53ca\u7684AI\u4f7f\u7528\u6280\u5de7\uff1a\u5de6\u53f3\u4e92\u640f<\/a><\/h3>\n<h3><a href=\"https:\/\/jointings.org\/cn\/2026\/01\/why-learn\/\" target=\"_blank\">\u5f53\u53db\u9006\u671f\u7684\u5b69\u5b50\u95ee\u6211\u201c\u4e0a\u5b66\u7684\u610f\u4e49\u201d<\/a><\/h3>\n<h3><a href=\"https:\/\/jointings.org\/cn\/2025\/12\/the-journey-from-a-slashie-to-a-professional-writer\/\" target=\"_blank\">\u4ece\u659c\u6760\u9752\u5e74\u5230\u5168\u804c\u4f5c\u5bb6\u2014\u2014\u4e03\u65ec\u79d1\u5b66\u7ae5\u8bdd\u5927\u738b\u7684\u56db\u5341\u5e74\u8ffd\u68a6\u4e4b\u65c5<\/a><\/h3>\n<h3><a title=\"Permanent link to \u7528\u8fdb\u5e9f\u9000\uff0c\u8b66\u60d5AI\u63a5\u7ba1\u6211\u4eec\u7684\u5927\u8111\" rel=\"bookmark\" href=\"https:\/\/jointings.org\/cn\/2025\/12\/beware-of-the-ai-hijack-our-minds-at-stake\/\">\u7528\u8fdb\u5e9f\u9000\uff0c\u8b66\u60d5AI\u63a5\u7ba1\u6211\u4eec\u7684\u5927\u8111<\/a><\/h3>\n<h3><a href=\"https:\/\/jointings.org\/cn\/2025\/12\/a-philosopher%e2%80%99s-legacy-revelations-on-education\/\" target=\"_blank\">\u4ece\u4e61\u6751\u5230\u5251\u6865\uff1a\u4e00\u4f4d\u54f2\u5b66\u5bb6\u6559\u80b2\u8df5\u884c\u7684\u542f\u793a<\/a><\/h3>\n<h3><a title=\"Permanent link to \u201c\u6211\u4e0d\u5173\u5fc3\u522b\u4eba\u8ba4\u4e3a\u5e94\u8be5\u600e\u6837\u201d\uff1a\u6bb5\u6c38\u5e73\u8fd9\u53e5\u8bdd\uff0c\u6cbb\u597d\u4e86\u6211\u7684\u80b2\u513f\u7126\u8651\" rel=\"bookmark\" href=\"https:\/\/jointings.org\/cn\/2026\/02\/%e2%80%9c%e6%88%91%e4%b8%8d%e5%85%b3%e5%bf%83%e5%88%ab%e4%ba%ba%e8%ae%a4%e4%b8%ba%e5%ba%94%e8%af%a5%e6%80%8e%e6%a0%b7%e2%80%9d%ef%bc%9a%e6%ae%b5%e6%b0%b8%e5%b9%b3%e8%bf%99%e5%8f%a5%e8%af%9d%ef%bc%8c\/\">\u201c\u6211\u4e0d\u5173\u5fc3\u522b\u4eba\u8ba4\u4e3a\u5e94\u8be5\u600e\u6837\u201d\uff1a\u6bb5\u6c38\u5e73\u8fd9\u53e5\u8bdd\uff0c\u6cbb\u597d\u4e86\u6211\u7684\u80b2\u513f\u7126\u8651<\/a><\/h3>\n<h3><a href=\"https:\/\/jointings.org\/cn\/2025\/11\/the-xu-yao-poisoning-case\/\" target=\"_blank\">\u4ece\u8bb8\u579a\u6295\u6bd2\u6848\u53cd\u601d\u5065\u5168\u7684\u4eba\u683c\u3001\u5b8c\u7f8e\u7684\u5c65\u5386\u4e0e\u5e78\u798f\u7684\u4eba\u751f\u7684\u5173\u8054<\/a><\/h3>\n<h3><a title=\"Permanent link to AI\u65f6\u4ee3\uff0c\u5b69\u5b50\u201c\u52a8\u5fc3\u201d\u80fd\u529b\u548c\u97e7\u6027\u7684\u57f9\u517b\" rel=\"bookmark\" href=\"https:\/\/jointings.org\/cn\/2025\/04\/ai%e6%97%b6%e4%bb%a3%ef%bc%8c%e5%ad%a9%e5%ad%90%e2%80%9c%e5%8a%a8%e5%bf%83%e2%80%9d%e8%83%bd%e5%8a%9b%e5%92%8c%e9%9f%a7%e6%80%a7%e7%9a%84%e5%9f%b9%e5%85%bb\/\">AI\u65f6\u4ee3\uff0c\u5b69\u5b50\u201c\u52a8\u5fc3\u201d\u80fd\u529b\u548c\u97e7\u6027\u7684\u57f9\u517b<\/a><\/h3>\n<h3><a title=\"Permanent link to \u67e5\u7406\u00b7\u8292\u683c\uff1a\u4e13\u4e1a\u4eba\u58eb\u9700\u8981\u66f4\u591a\u7684\u8de8\u5b66\u79d1\u6280\u80fd\" rel=\"bookmark\" href=\"https:\/\/jointings.org\/cn\/2025\/04\/%e6%9f%a5%e7%90%86%c2%b7%e8%8a%92%e6%a0%bc%ef%bc%9a%e4%b8%93%e4%b8%9a%e4%ba%ba%e5%a3%ab%e9%9c%80%e8%a6%81%e6%9b%b4%e5%a4%9a%e7%9a%84%e8%b7%a8%e5%ad%a6%e7%a7%91%e6%8a%80%e8%83%bd\/\">\u67e5\u7406\u00b7\u8292\u683c\uff1a\u4e13\u4e1a\u4eba\u58eb\u9700\u8981\u66f4\u591a\u7684\u8de8\u5b66\u79d1\u6280\u80fd<\/a><\/h3>\n<h3><a title=\"Permanent link to AI\u592b\u5b50\u7684\u6212\u5c3a\u4f1a\u53d1\u5149\" rel=\"bookmark\" href=\"https:\/\/jointings.org\/cn\/2025\/02\/wxb3\/\">AI\u592b\u5b50\u7684\u6212\u5c3a\u4f1a\u53d1\u5149<\/a><\/h3>\n<h3><a href=\"https:\/\/jointings.org\/cn\/2025\/01\/addictive-mechanisms-of-games-in-practice-in-education\/\" target=\"_blank\">JM\u89c2\u5bdf \uff5c\u6e38\u620f\u6210\u763e\u673a\u5236\u5728\u6559\u80b2\u4e0a\u7684\u5b9e\u8df5<\/a><\/h3>\n<h3><a title=\"Permanent link to \u7231\u56e0\u65af\u5766\u7ed9\u6570\u5b57\u6559\u80b2\u5de5\u4f5c\u8005\u7684\u542f\u793a\" rel=\"bookmark\" href=\"https:\/\/jointings.org\/cn\/2024\/12\/lessons-for-digital-educators-from-albert-einstein\/\">\u7231\u56e0\u65af\u5766\u7ed9\u6570\u5b57\u6559\u80b2\u5de5\u4f5c\u8005\u7684\u542f\u793a<\/a><\/h3>\n<h3><a href=\"https:\/\/jointings.org\/cn\/2024\/12\/bao-peng-shan\/\" target=\"_blank\">\u9c8d\u9e4f\u5c71\uff1a\u4eba\u6587\u6559\u80b2\u7684\u6700\u9ad8\u5883\u754c\uff0c\u662f\u8ba9\u6211\u4eec\u6446\u8131\u5de5\u5177\u548c\u52a8\u7269\u7684\u547d\u8fd0<\/a><\/h3>\n<h3><a href=\"https:\/\/jointings.org\/cn\/2024\/11\/invovation-is-born\/\">\u4eba\u7684\u521b\u9020\u529b\u4e0e\u751f\u4ff1\u6765\uff0c\u521b\u65b0\u5173\u952e\u770b\u73af\u5883\u521b\u8bbe<\/a><\/h3>\n<h3><a title=\"Permanent link to \u4eba\u5de5\u667a\u80fd\u65f6\u4ee3\u7684\u8bbe\u8ba1\u6559\u80b2\u65b9\u5411\" rel=\"bookmark\" href=\"https:\/\/jointings.org\/cn\/2024\/09\/the-school-of-design-of-ecnu\/\">\u4eba\u5de5\u667a\u80fd\u65f6\u4ee3\u7684\u8bbe\u8ba1\u6559\u80b2\u65b9\u5411<\/a><\/h3>\n<h3><a title=\"Permanent link to JM\u89c2\u5bdf\uff5c\u6570\u5b57\u5316\u6d6a\u6f6e\u4e0b\uff0c\u6587\u79d1\u4e0d\u6b7b\uff0c\u53ea\u662f\u9700\u8981\u8fdb\u5316\" rel=\"bookmark\" href=\"https:\/\/jointings.org\/cn\/2024\/08\/in-the-digital-era-the-liberal-arts-wont-die%e2%80%94they-must-adapt-and-evolve\/\">JM\u89c2\u5bdf\uff5c\u6570\u5b57\u5316\u6d6a\u6f6e\u4e0b\uff0c\u6587\u79d1\u4e0d\u6b7b\uff0c\u53ea\u662f\u9700\u8981\u8fdb\u5316<\/a><\/h3>\n<h3><a title=\"Permanent link to \u94b1\u5b66\u68ee\uff1a\u8c08\u79d1\u6280\u521b\u65b0\u4eba\u624d\u7684\u57f9\u517b\u95ee\u9898\" rel=\"bookmark\" href=\"https:\/\/jointings.org\/cn\/2023\/12\/qianxuesen\/\">\u94b1\u5b66\u68ee\uff1a\u8c08\u79d1\u6280\u521b\u65b0\u4eba\u624d\u7684\u57f9\u517b\u95ee\u9898<\/a><\/h3>\n<h3><a title=\"Permanent link to \u9648\u5fd7\u6b66\uff1a\u6559\u80b2\u7684\u7cbe\u9ad3\u5728\u4e8e\u601d\u8fa8\u548c\u8868\u8fbe\" rel=\"bookmark\" href=\"https:\/\/jointings.org\/cn\/2023\/11\/chenzhiwu\/\">\u9648\u5fd7\u6b66\uff1a\u6559\u80b2\u7684\u7cbe\u9ad3\u5728\u4e8e\u601d\u8fa8\u548c\u8868\u8fbe<\/a><\/h3>\n<h3><a href=\"https:\/\/jointings.org\/cn\/2023\/01\/xubing\/\" target=\"_blank\">\u5f90\u51b0\uff1a\u521b\u9020\u8fd9\u4e2a\u57fa\u672c\u52a8\u529b\uff0c\u662f\u827a\u672f\u7684\u6838\u5fc3\uff0c\u4e5f\u662f\u4eba\u7c7b\u6240\u6709\u5b66\u79d1\u7684\u6838\u5fc3<\/a><\/h3>\n","protected":false},"excerpt":{"rendered":"<p>\u3010\u4e13\u680f\u3011| Columnists&gt;\u6559\u80b2\u8bf4 \u8d5e\u52a9\u7a3f\u916c JM\u7279\u7ea6\u64b0\u7a3f, \u5c0fR\uff0c\u4e0a\u6d77\uff0c 2026-03-25 \u5728AI\u65f6\u4ee3\uff0c\u77e5\u8bc6\u7684\u83b7\u53d6\u6210\u672c\u5df2\u8d8b\u8fd1\u4e8e\u96f6\uff0cAI\u53ef\u4ee5\u77ac\u95f4\u5b8c\u6210\u521d\u7ea7\u7684\u903b\u8f91\u63a8\u6f14\u548c\u5185\u5bb9\u751f\u6210\u3002\u57fa\u4e8e\u8fd9\u7bc7\u6587\u7ae0\u63d0\u51fa\u7684\u6838\u5fc3\u6846\u67b6\uff0c\u6211\u4eec\u53ef\u4ee5\u63a8\u5bfc\u51fa\u5728AI\u65f6\u4ee3\uff0c\u5b66\u751f\u6700\u9700\u8981\u638c\u63e1\u7684\u4e94\u5927\u6838\u5fc3\u80fd\u529b\uff1a 1. \u590d\u6742\u95ee\u9898\u7684\u201c\u95ee\u9898\u5b9a\u4e49\u201d\u80fd\u529b (Problem Engineering) \u5b66\u4e60\u5de5\u7a0b\uff08Learning Engineering\uff09\u59cb\u4e8e\u201c\u4e0e\u5b66\u4e60\u8005\u76f8\u5173\u7684\u6311\u6218\u201d\u3002AI\u64c5\u957f\u7ed9\u51fa\u7b54\u6848\uff0c\u4f46\u4e0d\u64c5\u957f\u5b9a\u4e49\u6709\u4ef7\u503c\u7684\u95ee\u9898\u3002\u9762\u5bf9\u201c\u754c\u5b9a\u6a21\u7cca\uff08ill-defined\uff09\u201d\u7684\u7a7a\u95f4\uff0c\u5b66\u751f\u9700\u8981\u5b66\u4f1a\u5982\u4f55\u5c06\u4e00\u4e2a\u6a21\u7cca\u7684\u56f0\u5883\u62c6\u89e3\u4e3a\u53ef\u64cd\u4f5c\u7684\u6311\u6218\u3002\u90a3\u4e48\u5982\u4f55\u9762\u5bf9AI\u65f6\u4ee3\u7684\u8f6c\u53d8\u5462\uff1f \u5b66\u751f\u4e0d\u5e94\u518d\u6b7b\u8bb0\u786c\u80cc\u6807\u51c6\u7b54\u6848\uff0c\u800c\u8981\u5b66\u4e60\u5982\u4f55\u89c2\u5bdfContext\uff08\u8bed\u5883\uff09\u3002\u7406\u89e3\u73af\u5883\u7684\u72ec\u7279\u7279\u5f81\uff0c\u5b9a\u4e49\u51faAI\u65e0\u6cd5\u611f\u77e5\u7684\u201c\u4eba\u7684\u9700\u6c42\u201d\u3002\u5982\u679c\u53ea\u662f\u628a AI \u5f53\u6210\u201c\u7b54\u9898\u673a\u201d\uff0c\u5b66\u751f\u53ef\u80fd\u4f1a\u95ee\uff1a\u201c\u5982\u4f55\u5e2e\u52a9\u8001\u4eba\u5b66\u4f1a\u4f7f\u7528\u667a\u80fd\u624b\u673a\uff1f\u201d \u4f46\u5982\u679c\u8fd0\u7528\u5b66\u4e60\u5de5\u7a0b\u601d\u7ef4\uff0c\u5b66\u751f\u9700\u8981\u8fdb\u5165\u8001\u4eba\u7684\u751f\u6d3b\u8bed\u5883\uff08Context\uff09\uff0c\u53bb\u53d1\u73b0\u90a3\u4e9b AI \u7b97\u4e0d\u51fa\u6765\u7684\u201c\u4eba\u7684\u963b\u529b\u201d\u3002 \u6848\u4f8b\uff1a\u89e3\u51b3\u72ec\u5c45\u8001\u4eba\u201c\u4e0d\u6562\u7528\u201d\u624b\u673a\u6302\u53f7\u7684\u95ee\u9898\u3002 \u4f20\u7edf\u601d\u7ef4\uff08AI \u7684\u901a\u7528\u89e3\u6cd5\uff09\uff1a\u5982\u679c\u76f4\u63a5\u95ee AI \u65b9\u6848\uff0c\u5b83\u4f1a\u7ed9\u51fa\uff1a \u5236\u4f5c\u5927\u5b57\u7248\u7684\u64cd\u4f5c\u624b\u518c\uff1b \u5f55\u5236\u6559\u5b66\u89c6\u9891\u3002 \u7b80\u5316 App \u7684 UI \u754c\u9762\u3002 \u8fd9\u4e9b\u65b9\u6848\u5047\u8bbe\u8001\u4eba\u7684\u6838\u5fc3\u95ee\u9898\u662f\u201c\u770b\u4e0d\u6e05\u201d\u6216\u201c\u8bb0\u4e0d\u4f4f\u201d\uff0c\u4f46\u5ffd\u7565\u4e86\u5fc3\u7406\u9632\u5fa1\u673a\u5236\u548c\u751f\u6d3b\u4e60\u60ef\u3002 \u5f53\u5b66\u751f\u6709\u4e86\u5de5\u7a0b\u601d\u7ef4\u540e\uff0c\u4ed6\u4eec\u4f1a\u5b66\u4e60\u89c2\u5bdf\u751f\u6d3b\u8bed\u5883\uff08Context\uff09\u5e76\u62c6\u89e3\u6311\u6218\u5b66\u751f\u901a\u8fc7\u5b9e\u5730\u89c2\u5bdf\u548c\u8bbf\u8c08\uff0c\u53d1\u73b0\u4e86\u4ee5\u4e0b AI \u65e0\u6cd5\u611f\u77e5\u7684\u5fae\u89c2\u8bed\u5883\uff1a \u4f8b\u5982\uff0c\u8001\u4eba\u7684\u6050\u60e7\u5fc3\u7406\uff0c\u8001\u4eba\u770b\u5230\u201c\u786e\u8ba4\u652f\u4ed8\u201d\u6216\u201c\u7cfb\u7edf\u63d0\u793a\u201d\u65f6\u4f1a\u624b\u6296\uff0c\u56e0\u4e3a\u4ed6\u4eec\u6f5c\u610f\u8bc6\u91cc\u89c9\u5f97\u201c\u70b9\u9519\u4e86\u94b1\u5c31\u6ca1\u4e86\u201d\u6216\u8005\u201c\u624b\u673a\u4f1a\u574f\u6389\u201c\u3002\u90a3\u6211\u4eec\u7684\u6311\u6218\u5c31\u662f\uff1a\u5982\u4f55\u8bbe\u8ba1\u4e00\u4e2a\u201c\u65e0\u635f\u6c99\u76d2\u201d\u73af\u5883\uff0c\u8ba9\u8001\u4eba\u5728\u6ca1\u6709\u4efb\u4f55\u98ce\u9669\u611f\u7684\u60c5\u51b5\u4e0b\u7ec3\u4e60\u70b9\u51fb\uff1f \u4e5f\u53ef\u80fd\u4f7f\u7528\u8fc7\u7a0b\u4e2d\u6709\u201c\u8bed\u8a00\u9e3f\u6c9f\u201c\uff0cApp\u4e0a\u7684\u672f\u8bed\uff08\u5982\u201c\u9897\u7c92\u5ea6\u201d\u3001\u201c\u5206\u65f6\u6bb5\u8bca\u7597\u201d\uff09\u5bf9\u8001\u4eba\u6765\u8bf4\u50cf\u5916\u661f\u8bed\u3002\u4ed6\u4eec\u4e60\u60ef\u7684\u8bed\u8a00\u662f\u201c\u54ea\u5929\u54ea\u4e2a\u5927\u592b\u5728\u54ea\u513f\u770b\u201d\u3002\u5bf9\u4e8e\u5b66\u751f\u901a\u8fc7\u5b9e\u5730\u89c2\u5bdf\u548c\u8bbf\u8c08\uff0c\u5c31\u9700\u8981\u601d\u8003\u5982\u4f55\u5c06\u6570\u5b57\u5316\u7684\u201c\u529f\u80fd\u672f\u8bed\u201d\u7ffb\u8bd1\u6210\u8001\u4eba\u719f\u6089\u7684\u201c\u751f\u6d3b\u8bdd\u8bed\u7cfb\u7edf\u201d\u3002 2. \u4eba\u672c\u8bbe\u8ba1\u4e0e\u5171\u60c5\u80fd\u529b (Human-Centered Design) \u201c\u4ee5\u4eba\u4e3a\u4e2d\u5fc3\u201d\u548c\u201c\u5229\u76ca\u76f8\u5173\u8005\u201d\u7684\u91cd\u8981\u6027\u5728\u4e0d\u65ad\u88ab\u5f3a\u8c03\u3002\u6838\u5fc3\u75db\u70b9\u5728\u4e8eAI\u65e0\u6cd5\u771f\u6b63\u7406\u89e3\u60c5\u611f\u3001\u52a8\u673a\u548c\u4eba\u7c7b\u7ecf\u9a8c\u7684\u7ec6\u5fae\u5dee\u522b\u3002\u56e0\u6b64\uff0c\u5b66\u751f\u9700\u8981\u5b66\u4e60UXD\uff08\u7528\u6237\u4f53\u9a8c\u8bbe\u8ba1\uff09\u548c\u52a8\u673a\u79d1\u5b66\uff08Motivational Sciences\uff09\u3002\u5728AI\u751f\u6210\u7684\u51b0\u51b7\u65b9\u6848\u4e4b\u4e0a\uff0c\u6ce8\u5165\u5bf9\u771f\u5b9e\u4eba\u7c7b\uff08Learners\uff09\u7684\u540c\u7406\u5fc3\uff0c\u8bbe\u8ba1\u51fa\u80fd\u8ba9\u4eba\u4ea7\u751f\u60c5\u611f\u5171\u9e23\u548c\u6301\u7eed\u52a8\u529b\u7684\u5b66\u4e60\u8def\u5f84\u3002 \u8ba9\u6211\u4eec\u770b\u4e00\u4e2a\u5173\u4e8e\u201c\u804c\u573a\u65b0\u4eba\u5907\u8003\u6ce8\u518c\u4f1a\u8ba1\u5e08\uff08CPA\uff09\u201d\u7684\u4f8b\u5b50\uff0c\u5bf9\u6bd4 AI \u7684\u201c\u6548\u7387\u903b\u8f91\u201d\u4e0e\u5b66\u4e60\u5de5\u7a0b\u4e2d\u6ce8\u5165\u201c\u52a8\u673a\u79d1\u5b66\u201d\u7684\u5dee\u5f02\u3002 AI \u7684\u51b0\u51b7\u65b9\u6848\uff08\u57fa\u4e8e\u903b\u8f91\u6700\u4f18\uff09\u5982\u679c\u7528\u6237\u8f93\u5165\uff1a\u201c\u6211\u662f\u4e00\u540d\u5de5\u4f5c\u7e41\u5fd9\u7684\u5ba1\u8ba1\u5458\uff0c\u60f3\u5728 6 \u4e2a\u6708\u5185\u901a\u8fc7 CPA\uff0c\u8bf7\u5236\u5b9a\u8ba1\u5212\u3002\u201d AI \u4f1a\u7ed9\u51fa\u4e00\u4efd\u6781\u5ea6\u7406\u6027\u7684\u65f6\u95f4\u8868\uff1a\u6bcf\u5929 5:30 \u8d77\u5e8a\uff0c\u8bb0\u5fc6\u6cd5\u6761 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[54],"tags":[],"class_list":["post-11330","post","type-post","status-publish","format-standard","hentry","category-education-and-development"],"_links":{"self":[{"href":"https:\/\/jointings.org\/cn\/wp-json\/wp\/v2\/posts\/11330","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/jointings.org\/cn\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/jointings.org\/cn\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/jointings.org\/cn\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/jointings.org\/cn\/wp-json\/wp\/v2\/comments?post=11330"}],"version-history":[{"count":4,"href":"https:\/\/jointings.org\/cn\/wp-json\/wp\/v2\/posts\/11330\/revisions"}],"predecessor-version":[{"id":11339,"href":"https:\/\/jointings.org\/cn\/wp-json\/wp\/v2\/posts\/11330\/revisions\/11339"}],"wp:attachment":[{"href":"https:\/\/jointings.org\/cn\/wp-json\/wp\/v2\/media?parent=11330"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/jointings.org\/cn\/wp-json\/wp\/v2\/categories?post=11330"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/jointings.org\/cn\/wp-json\/wp\/v2\/tags?post=11330"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}