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Canada\u201d\u6848\uff1a\u4e58\u5ba2\u56e0\u5ba2\u670d\u804a\u5929\u673a\u5668\u4eba\u865a\u6784\u9000\u6b3e\u653f\u7b56\u800c\u8d25\u8bc9\uff0c\u822a\u53f8\u4e0d\u80fd\u4ee5\u201cAI\u8bf4\u9519\u4e86\u201d\u4e3a\u7531\u63a8\u5378\u8d23\u4efb\u3002\u88c1\u51b3\u660e\u786e\u2014\u2014\u8c01\u90e8\u7f72\uff0c\u8c01\u8d1f\u8d23\uff1b\u7b97\u6cd5\u51fa\u9519\uff0c\u4f01\u4e1a\u4e70\u5355\u3002<\/p>\n<p>2025\u5e74\uff0c\u4e09\u661f\u7535\u5b50\u5185\u90e8\u53d1\u751f\u4e09\u8d77\u5de5\u7a0b\u5e08\u5c06\u4e13\u6709\u6e90\u7801\u7c98\u8d34\u5230\u516c\u5171ChatGPT\u5bf9\u8bdd\u6846\u7684\u4e8b\u4ef6\uff0c\u654f\u611f\u6570\u636e\u77ac\u95f4\u5916\u6d41\uff0c\u5f15\u53d1\u5168\u7403\u79d1\u6280\u5708\u5bf9\u201c\u5f71\u5b50AI\u201d\u7684\u96c6\u4f53\u6050\u614c\u3002<\/p>\n<p>\u4e09\u6b21\u4e8b\u4ef6\u6a2a\u8de8\u623f\u5730\u4ea7\u3001\u822a\u7a7a\u3001\u534a\u5bfc\u4f53\u4e09\u5927\u884c\u4e1a\uff0c\u5171\u540c\u6572\u54cd\u8b66\u949f\uff1a\u5f53AI\u8d70\u51fa\u5b9e\u9a8c\u5ba4\u3001\u8d70\u8fdb\u6838\u5fc3\u4e1a\u52a1\uff0c\u7f3a\u4e4f\u63a7\u5236\u4e0e\u6cbb\u7406\u7684\u201c\u88f8\u5954\u201d\u5f0f\u90e8\u7f72\uff0c\u8f7b\u5219\u5de8\u989d\u4e8f\u635f\uff0c\u91cd\u5219\u54c1\u724c\u5d29\u584c\u3002\u98ce\u9669\u4e0d\u518d\u5c40\u9650\u4e8e\u6280\u672f\u90e8\u95e8\uff0c\u800c\u662f\u76f4\u63a5\u6446\u4e0a\u8463\u4e8b\u4f1a\u4e0e\u76d1\u7ba1\u673a\u6784\u7684\u684c\u9762\u3002<\/p>\n<h4>02 AI\u63a7\u5236\u8ba9\u201c\u9ed1\u7bb1\u201d\u53d8\u201c\u767d\u76d2\u201d<\/h4>\n<p>AI\u63a7\u5236\u5e76\u975e\u4f20\u7edfIT\u5b89\u5168\u7684\u7b80\u5355\u5ef6\u4f38\uff0c\u800c\u662f\u4e00\u5957\u8986\u76d6\u201c\u6570\u636e\u2014\u6a21\u578b\u2014\u90e8\u7f72\u2014\u76d1\u63a7\u2014\u9000\u5f79\u201d\u5168\u751f\u547d\u5468\u671f\u7684\u7efc\u5408\u6846\u67b6\u3002\u5b83\u65e2\u5305\u542b\u9632\u706b\u5899\u3001\u52a0\u5bc6\u3001\u8bbf\u95ee\u6743\u9650\u7b49\u786c\u63a7\u5236\uff0c\u4e5f\u5305\u542b\u6d41\u7a0b\u3001\u5ba1\u8ba1\u3001\u4f26\u7406\u5ba1\u67e5\u7b49\u8f6f\u63a7\u5236\u3002\u5176\u76ee\u6807\u662f\u628aAI\u4ece\u4e0d\u53ef\u77e5\u7684\u201c\u9ed1\u7bb1\u201d\u8f6c\u5316\u4e3a\u53ef\u6d4b\u91cf\u3001\u53ef\u5e72\u9884\u3001\u53ef\u8ffd\u8d23\u7684\u201c\u767d\u76d2\u201d\u3002<\/p>\n<p><strong>1. \u6cbb\u7406\u4e0e\u98ce\u9669\u7ba1\u7406<\/strong><\/p>\n<p>\u4efb\u4f55AI\u9879\u76ee\u5728\u7acb\u9879\u524d\u5fc5\u987b\u56de\u7b54\u4e09\u95ee\uff1a\u8c01\u5bf9\u7ed3\u679c\u8d1f\u8d23\uff1f\u98ce\u9669\u5bb9\u5fcd\u5ea6\u662f\u591a\u5c11\uff1f\u8fdd\u53cd\u4f26\u7406\u6216\u6cd5\u89c4\u7684\u4ee3\u4ef7\u80fd\u5426\u627f\u53d7\uff1f\u4f01\u4e1a\u5e38\u5957\u7528NIST\u4eba\u5de5\u667a\u80fd\u98ce\u9669\u7ba1\u7406\u6846\u67b6\uff08AI Risk Management Framework\uff09\uff0c\u5148\u6309\u201c\u4f4e\u2014\u4e2d\u2014\u9ad8\u2014\u6781\u9ad8\u201d\u56db\u7ea7\u7ed9\u573a\u666f\u6253\u5206\uff0c\u518d\u51b3\u5b9a\u662f\u5426\u7acb\u9879\u3001\u9700\u8981\u54ea\u4e9b\u9644\u52a0\u63a7\u5236\u3002<\/p>\n<p>Q\u5c0f\u6cbb\u8c03\u7814\u52a9\u624b\u5df2\u5d4c\u5165\u8be5NIST\u6846\u67b6\uff0c\u5982\u9700\u7b2c\u4e09\u65b9\u4f9b\u5e94\u5546\u5b89\u5168\u98ce\u9669\u8bc4\u4f30\u6587\u672b\u626b\u7801@\u8001\u90aa \u4e86\u89e3\u8bd5\u7528\u3002<\/p>\n<p><strong>2. \u5b89\u5168\u4e0e\u6570\u636e\u4fdd\u62a4<\/strong><\/p>\n<p>\u5165\u53e3\u4fa7\uff0c\u8bad\u7ec3\u6570\u636e\u8981\u7ecf\u8fc7\u6eaf\u6e90\u3001\u8131\u654f\u3001\u504f\u89c1\u68c0\u6d4b\uff1b\u51fa\u53e3\u4fa7\uff0c\u6a21\u578b\u56de\u7b54\u8981\u8fc7\u6ee4\u654f\u611f\u5b57\u6bb5\uff0c\u9632\u6b62\u63d0\u793a\u6ce8\u5165\uff08Prompt Injection\uff09\u4e0e\u6210\u5458\u63a8\u65ad\uff08Membership Inference\uff09\u653b\u51fb\u3002\u96f6\u4fe1\u4efb\u67b6\u6784\u88ab\u5f15\u5165AI\u57df\uff1a\u9ed8\u8ba4\u4e0d\u4fe1\u4efb\u4efb\u4f55\u8c03\u7528\u65b9\uff0c\u6bcf\u6b21\u8bf7\u6c42\u90fd\u9700\u52a8\u6001\u9274\u6743\u3002<\/p>\n<p><strong>3. \u6027\u80fd\u4e0e\u6301\u7eed\u76d1\u63a7<\/strong><\/p>\n<p>\u6a21\u578b\u4e0a\u7ebf\u540e\uff0c\u6570\u636e\u5206\u5e03\u968f\u5b63\u8282\u3001\u653f\u7b56\u3001\u7528\u6237\u4e60\u60ef\u800c\u6f02\u79fb\u3002IBM\u7814\u7a76\u663e\u793a\uff0c75%\u7684\u6a21\u578b\u5728\u90e8\u7f72\u540e12\u4e2a\u6708\u5185\u51fa\u73b0\u660e\u663e\u6027\u80fd\u8870\u51cf\u3002\u901a\u8fc7\u76d1\u63a7\u201c\u6570\u636e\u6f02\u79fb\u2014\u6982\u5ff5\u6f02\u79fb\u2014\u6a21\u578b\u8870\u51cf\u201d\u4e09\u8054\u6307\u6807\uff0c\u53ef\u5728\u51c6\u786e\u7387\u4e0b\u964d5%\u65f6\u89e6\u53d1\u81ea\u52a8\u56de\u6eda\u6216\u91cd\u8bad\u7ec3\u3002<\/p>\n<p><strong>4. \u4f26\u7406\u3001\u900f\u660e\u5ea6\u4e0e\u95ee\u8d23<\/strong><\/p>\n<p>\u5bf9\u9ad8\u5f71\u54cd\u573a\u666f\uff08\u4fe1\u8d37\u3001\u62db\u8058\u3001\u533b\u7597\u8bca\u65ad\uff09\u5f15\u5165\u4eba\u5728\u73af\u8def\uff08Human-in-the-Loop\uff09\uff1a\u673a\u5668\u7ed9\u51fa\u8bc4\u5206\uff0c\u4eba\u7c7b\u62e5\u6709\u5426\u51b3\u6743\uff1b\u540c\u65f6\u7528\u53ef\u89e3\u91ca\u6027\u5de5\u5177\uff08SHAP\u3001LIME\uff09\u628a\u5173\u952e\u7279\u5f81\u7ffb\u8bd1\u6210\u4e1a\u52a1\u8bed\u8a00\uff0c\u65b9\u4fbf\u5ba1\u8ba1\u4e0e\u7533\u8bc9\u3002<\/p>\n<h4>03 AI\u6cbb\u7406\u5347\u7ef4\u201c\u5236\u5ea6\u98de\u8f6e\u201d<\/h4>\n<p>\u63a7\u5236\u662f\u201c\u70b9\u201d\uff0c\u6cbb\u7406\u662f\u201c\u9762\u201d\uff1b\u63a7\u5236\u56de\u7b54\u201c\u600e\u4e48\u505a\u201d\uff0c\u6cbb\u7406\u56de\u7b54\u201c\u8c01\u51b3\u5b9a\u3001\u8c01\u76d1\u7763\u3001\u8c01\u62c5\u8d23\u201d\u3002\u5f53\u6b27\u76df\u4eba\u5de5\u667a\u80fd\u6cd5\u6848\uff08EU AI Act\uff09\u76d1\u7ba1\u7f5a\u6b3e\u9ad8\u8fbe\u5168\u7403\u5e74\u8425\u65367%\uff0c\u5f53\u6295\u8d44\u8005\u7528ESG\u6807\u5c3a\u5ba1\u89c6\u6bcf\u4efd\u5e74\u62a5\uff0c\u4e00\u7eb8\u201cAI\u6cbb\u7406\u7b56\u7565\uff08AI Governance Policy\uff09\u201d\u4fbf\u6210\u4e3a\u4f01\u4e1a\u5bf9\u5916\u58f0\u660e\u201c\u6211\u4eec\u503c\u5f97\u4fe1\u8d56\u201d\u7684\u6838\u5fc3\u51ed\u8bc1\u3002<\/p>\n<p><strong>1. \u900f\u660e\u5ea6\u4e0e\u53ef\u89e3\u91ca\u6027<\/strong><\/p>\n<p>\u6b27\u76df\u5df2\u5f3a\u5236\u8981\u6c42\u804a\u5929\u673a\u5668\u4eba\u5f00\u573a\u767d\u9700\u660e\u793a\u8eab\u4efd\uff1b\u9ad8\u5f71\u54cd\u51b3\u7b56\u9700\u63d0\u4f9b\u201c\u7b80\u5316\u89e3\u91ca\u8bf4\u660e\u4e66\u201d\uff0c\u8ba9\u7528\u6237\u77e5\u9053\u4e3a\u4f55\u88ab\u62d2\u8d37\u3001\u88ab\u62d2\u4fdd\u3002<\/p>\n<p><strong>2. \u516c\u5e73\u4e0e\u504f\u89c1\u7f13\u89e3<\/strong><\/p>\n<p>\u653f\u7b56\u987b\u89c4\u5b9a\u8bad\u7ec3\u96c6\u5728\u6027\u522b\u3001\u79cd\u65cf\u3001\u5e74\u9f84\u7b49\u654f\u611f\u5c5e\u6027\u4e0a\u7684\u5206\u5e03\u504f\u5dee\u8d85\u8fc7\u9608\u503c\uff08\u59825%\uff09\u65f6\uff0c\u5fc5\u987b\u91cd\u91c7\u6837\u6216\u52a0\u6743\u91cd\u8bad\u7ec3\uff1b\u4e0a\u7ebf\u540e\u6bcf\u534a\u5e74\u518d\u6d4b\u4e00\u6b21\u3002<\/p>\n<p><strong>3. \u4eba\u5de5\u76d1\u7763<\/strong><\/p>\n<p>\u52a0\u62ff\u5927\u300a\u81ea\u52a8\u51b3\u7b56\u6307\u4ee4\u300b\u7ed9\u51fa\u91cf\u5316\u6307\u6807\uff1a\u5bf9\u5f71\u54cd\u516c\u6c11\u57fa\u672c\u6743\u5229\u7684\u51b3\u7b56\uff0c\u4eba\u5de5\u590d\u6838\u6bd4\u4f8b\u4e0d\u5f97\u4f4e\u4e8e10%\uff0c\u4e14\u968f\u673a\u62bd\u6837\u72ec\u7acb\u4e8e\u7b97\u6cd5\u8bc4\u5206\u3002<\/p>\n<p><strong>4. \u8d23\u4efb\u94fe\u6761<\/strong><\/p>\n<p>\u8c01\u8d1f\u8d23\u6a21\u578b\u6027\u80fd\uff08\u6570\u636e\u79d1\u5b66\u56e2\u961f\uff09\u3001\u8c01\u8d1f\u8d23\u5408\u89c4\uff08\u6cd5\u52a1\uff09\u3001\u8c01\u8d1f\u8d23\u4e8b\u6545\u54cd\u5e94\uff08CISO\uff09\u3001\u8c01\u62e5\u6709\u6700\u7ec8\u5426\u51b3\u6743\uff08\u4e1a\u52a1\u7ebfVP\uff09\uff0c\u4e00\u5f20\u8d23\u4efb\u5206\u914dRACI\uff08Responsible-Accountable-Consulted-Informed\uff09\u8868\u675c\u7edd\u201c\u8e22\u76ae\u7403\u201d\u3002<\/p>\n<p><strong>5. \u6570\u636e\u6cbb\u7406\u8854\u63a5<\/strong><\/p>\n<p>\u653f\u7b56\u5fc5\u987b\u5f15\u7528\u516c\u53f8\u73b0\u6709\u6570\u636e\u5206\u7c7b\u5206\u7ea7\u6807\u51c6\uff0c\u786e\u4fdd\u8bad\u7ec3\u6570\u636e\u4e0e\u7528\u9014\u4e00\u81f4\uff1b\u7981\u6b62\u628a\u201c\u7528\u6237\u540c\u610f\u4ec5\u7528\u4e8e\u670d\u52a1\u4f18\u5316\u201d\u7684\u6570\u636e\u632a\u53bb\u8bad\u7ec3\u5e7f\u544a\u63a8\u8350\u6a21\u578b\u3002<\/p>\n<p><strong>6. \u751f\u6210\u5f0fAI\u4e13\u9879\u89c4\u5b9a<\/strong><\/p>\n<p>\u9488\u5bf9\u5927\u6a21\u578b\u5e7b\u89c9\u3001\u6df1\u5ea6\u4f2a\u9020\u3001\u7248\u6743\u4fb5\u6743\u4e09\u5927\u98ce\u9669\u6709\u4e13\u9879\u89c4\u5b9a\uff1a<\/p>\n<ul>\n<li>\u516c\u5171GenAI\u5de5\u5177\u7981\u4f20\u6e90\u4ee3\u7801\u3001\u672a\u516c\u5f00\u8d22\u62a5\u3001\u4e2a\u4eba\u8eab\u4efd\u4fe1\u606f\uff1b<\/li>\n<li>\u5bf9\u5916\u53d1\u5e03AI\u751f\u6210\u5185\u5bb9\u987b\u52a0\u6c34\u5370\u6216\u58f0\u660e\uff1b<\/li>\n<li>\u5efa\u7acb\u201c\u56f4\u5899\u82b1\u56ed\u201d\u5185\u90e8\u7248GenAI\uff0c\u63d0\u793a\u8bcd\u4e0e\u56de\u7b54\u5168\u90e8\u843d\u5e93\u5ba1\u8ba1\u3002<\/li>\n<\/ul>\n<p><strong>7. \u52a8\u6001\u66f4\u65b0\u673a\u5236<\/strong><\/p>\n<p>\u6bcf\u534a\u5e74\u6839\u636e\u65b0\u6cd5\u89c4\u3001\u65b0\u6848\u4f8b\u3001\u65b0\u6280\u672f\u505a\u4e00\u6b21\u7248\u672c\u8fed\u4ee3\uff1b\u91cd\u5927\u4e8b\u6545\u89e6\u53d1\u5373\u65f6\u4fee\u8ba2\uff1b2.0\u7248\u4ee5\u4e0a\u9700\u7ecf\u8463\u4e8b\u4f1a\u7ea7\u522b\u6279\u51c6\u3002<\/p>\n<h4>04 AI\u63a7\u5236\u4e0e\u6cbb\u7406\uff1a1+1&gt;2<\/h4>\n<p><strong>1. \u65f6\u95f4\u4e0a\u2014\u2014\u5148\u63a7\u5236\u540e\u6cbb\u7406\uff0c\u8fd8\u662f\u540c\u6b65\u8d70\uff1f<\/strong><\/p>\n<p>\u5b9e\u8df5\u7ecf\u9a8c\u8868\u660e\uff1a\u521d\u521b\u516c\u53f8\u53ef\u201c\u6cbb\u7406\u5148\u884c\u201d\uff0c\u7528\u4e00\u7eb8\u8f7b\u91cf\u7ea7\u653f\u7b56\u5212\u5b9a\u7ea2\u7ebf\uff0c\u907f\u514d\u540e\u671f\u6280\u672f\u503a\uff1b\u5927\u578b\u7ec4\u7ec7\u5219\u9002\u5408\u201c\u63a7\u5236\u2014\u6cbb\u7406\u5e76\u884c\u201d\uff0c\u5728\u5df2\u6709\u7e41\u91cdIT\u7cfb\u7edf\u91cc\u5148\u63d2\u6954\u5b50\u5f0f\u843d\u5730\u5173\u952e\u63a7\u5236\uff0c\u518d\u9010\u6b65\u62bd\u8c61\u6210\u7b56\u7565\uff0c\u51cf\u5c11\u201c\u5927\u7206\u70b8\u201d\u5f0f\u9707\u8361\u3002<\/p>\n<p><strong>2. \u7a7a\u95f4\u4e0a\u2014\u2014\u201c\u6a2a\u5230\u8fb9\u3001\u7eb5\u5230\u5e95\u201d\u7684\u7f51\u683c\u5316<\/strong><\/p>\n<ul>\n<li><strong>\u63a7\u5236\u8d1f\u8d23\u7eb5\u6df1\u9632\u5fa1\uff1a<\/strong>\u6570\u636e\u5c42\u3001\u6a21\u578b\u5c42\u3001\u57fa\u7840\u8bbe\u65bd\u5c42\u3001\u5e94\u7528\u5c42\u5c42\u5c42\u8bbe\u5361\uff1b<\/li>\n<li><strong>\u6cbb\u7406\u8d1f\u8d23\u6a2a\u5411\u62c9\u901a\uff1a<\/strong>\u4e1a\u52a1\u3001\u6cd5\u52a1\u3001\u5408\u89c4\u3001\u98ce\u63a7\u3001\u5185\u5ba1\u3001HR\u591a\u804c\u80fd\u534f\u540c\u3002<\/li>\n<li>\u4e8c\u8005\u4ea4\u53c9\u5f62\u6210\u201c\u7f51\u683c\u201d\uff0c\u4efb\u4f55\u4e00\u4e2a\u65b0AI\u9879\u76ee\u90fd\u5fc5\u987b\u5728\u7f51\u683c\u8282\u70b9\u4e0a\u901a\u8fc7\u53cc\u91cd\u6821\u9a8c\u3002<\/li>\n<\/ul>\n<p><strong>3. \u6307\u6807\u4e0a\u2014\u2014\u5171\u7528\u4e00\u5957\u201c\u98ce\u9669\u8bed\u8a00\u201d<\/strong><\/p>\n<p>\u628aNIST\u6846\u67b6\u7684\u201c\u6620\u5c04-\u6d4b\u91cf-\u7ba1\u7406\uff08Map-Measure-Manage\uff09\u201d\u7ffb\u8bd1\u6210KPI\uff1a<\/p>\n<ul>\n<li>\u6a21\u578b\u4e8b\u6545\u5e73\u5747\u4fee\u590d\u65f6\u95f4\uff08MTTR\uff09&lt;24\u5c0f\u65f6\uff1b<\/li>\n<li>\u9ad8\u98ce\u9669\u573a\u666f\u4eba\u5de5\u590d\u6838\u8986\u76d6\u7387100%\uff1b<\/li>\n<li>\u76d1\u7ba1\u7f5a\u6b3e\u6b21\u65700\u8d77\uff1b<\/li>\n<li>\u5458\u5de5AI\u4f26\u7406\u57f9\u8bad\u5b8c\u6210\u7387\u226598%\u3002<\/li>\n<\/ul>\n<p>\u63a7\u5236\u56e2\u961f\u4e0e\u6cbb\u7406\u56e2\u961f\u80cc\u540c\u4e00\u5957\u6307\u6807\uff0c\u907f\u514d\u201c\u5404\u5531\u5404\u7684\u8c03\u201d\u3002<\/p>\n<h4>05 \u672a\u6765\u5c55\u671b<\/h4>\n<p><strong>1. \u6280\u672f\u8d8b\u52bf\u2014\u2014\u201c\u53ef\u9a8c\u8bc1\u8ba1\u7b97\u201d\u4e0e\u201c\u673a\u5bc6AI\u201d<\/strong><\/p>\n<p>\u968f\u7740\u540c\u6001\u52a0\u5bc6\u3001\u53ef\u4fe1\u6267\u884c\u73af\u5883\uff08TEE\uff09\u6210\u672c\u4e0b\u964d\uff0c\u6a21\u578b\u8bad\u7ec3\u4e0e\u63a8\u7406\u53ef\u5728\u201c\u52a0\u5bc6\u6001\u201d\u4e0b\u5b8c\u6210\uff0c\u89e3\u51b3\u201c\u6570\u636e\u4e0d\u613f\u51fa\u57df\u3001\u6a21\u578b\u53c8\u8981\u5171\u4eab\u201d\u7684\u77db\u76fe\uff0c\u63a7\u5236\u9897\u7c92\u5ea6\u5c06\u8d70\u5411\u66f4\u7ec6\u7c92\u5ea6\u3002<\/p>\n<p><strong>2. \u76d1\u7ba1\u8d8b\u52bf\u2014\u2014\u201c\u5168\u7403\u4e92\u8ba4\u201d\u4e0e\u201c\u884c\u4e1a\u6c99\u76d2\u201d<\/strong><\/p>\n<p>\u7f8e\u56fdNIST\u3001\u6b27\u76dfCEN\u3001\u82f1\u56fdBSI\u6b63\u8054\u5408\u5236\u5b9aAI\u98ce\u9669\u7ba1\u7406\u7684\u4e92\u8ba4\u6846\u67b6\uff1b\u65b0\u52a0\u5761\u3001\u8fea\u62dc\u63a8\u51fa\u201cAI\u6c99\u76d2\u201d\uff0c\u5141\u8bb8\u4f01\u4e1a\u5728\u9650\u5b9a\u65f6\u7a7a\u5185\u6d4b\u8bd5\u521b\u65b0\u4ea7\u54c1\uff0c\u5931\u8d25\u4e0d\u7f5a\u6b3e\uff0c\u6210\u529f\u5373\u9881\u8bc1\u3002\u6cbb\u7406\u653f\u7b56\u9700\u9884\u7559\u201c\u76d1\u7ba1\u63a5\u53e3\u201d\uff0c\u65b9\u4fbf\u5feb\u901f\u5207\u6362\u5730\u57df\u6a21\u5757\u3002<\/p>\n<p><strong>3. \u5546\u4e1a\u8d8b\u52bf\u2014\u2014\u201c\u4fe1\u4efb\u6ea2\u4ef7\u201d\u6210\u4e3a\u6838\u5fc3\u7ade\u4e89\u529b<\/strong><\/p>\n<p>\u8c03\u7814\u663e\u793a\uff0c73%\u7684\u6d88\u8d39\u8005\u613f\u4e3a\u201c\u53ef\u89e3\u91ca\u4e14\u4f26\u7406\u5408\u89c4\u201d\u7684AI\u4ea7\u54c1\u591a\u4ed85%\u8d39\u7528\uff1b\u6295\u8d44\u673a\u6784\u5c06\u201c\u6709\u65e0AI\u6cbb\u7406\u653f\u7b56\u201d\u7eb3\u5165ESG\u6253\u5206\uff0c\u76f4\u63a5\u5f71\u54cd\u878d\u8d44\u6210\u672c\u3002\u63a7\u5236\u4e0e\u6cbb\u7406\u4e0d\u518d\u662f\u6210\u672c\u4e2d\u5fc3\uff0c\u800c\u662f\u54c1\u724c\u6ea2\u4ef7\u4e0e\u5e02\u503c\u7ba1\u7406\u7684\u653e\u5927\u5668\u3002<\/p>\n<h4>\u7ed3\u8bed<\/h4>\n<p>\u672a\u6765\u4e94\u5e74\uff0c\u6570\u636e+AI\u5c06\u6df1\u5165\u6bcf\u4e00\u4e2a\u4e1a\u52a1\u6d41\u7a0b\uff0c\u6210\u4e3a\u8d22\u52a1\u62a5\u8868\u91cc\u6700\u5177\u60f3\u8c61\u529b\u7684\u8d44\u4ea7\uff0c\u4e5f\u53ef\u80fd\u6210\u4e3a\u6700\u4e0d\u53ef\u63a7\u7684\u8d1f\u503a\u3002\u73b0\u5728\u5c31\u5f00\u59cb\u76d8\u70b9\u4f60\u7684\u6570\u636e+AI\u8d44\u4ea7\u3001\u5212\u5b9a\u98ce\u9669\u7b49\u7ea7\u3001\u5d4c\u5165\u6280\u672f\u63a7\u5236\u3001\u5347\u7ef4\u5236\u5ea6\u6cbb\u7406\uff0c\u8ba9\u7b97\u6cd5\u5728\u53ef\u63a7\u7684\u7586\u57df\u5185\u5954\u8dd1\uff0c\u8ba9\u4fe1\u4efb\u5728\u900f\u660e\u7684\u9633\u5149\u4e0b\u751f\u6839\u3002<\/p>\n<p>\u6570\u6cbb\u7f51\u5728<em><strong><a href=\"https:\/\/shuzhi.me\/news\/studies\/2025\/11\/17097\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u300a2025\u5e74\u540e\u7684AI\u6cbb\u7406\uff1a\u8ba9\u6570\u636e\u53ef\u4fe1\u3001\u5408\u89c4\u3001\u597d\u7528\u300b<\/a><\/strong><\/em>\u3001<em><strong><a href=\"https:\/\/shuzhi.me\/news\/studies\/2025\/12\/17108\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u300a\u5f53AI\u5b66\u4f1a\u201c\u8bd5\u9519\u201d\uff1a\u4e00\u573a\u9759\u6084\u6084\u5e94\u5bf9\u4e0d\u786e\u5b9a\u6027\u7684\u81ea\u9002\u5e94\u51b3\u7b56\u53d8\u9769\u300b<\/a><\/strong><\/em>\u63a5\u8fde\u4e24\u7bc7\u4e2d\u63d0\u51fa\uff0cAI\u8d1f\u8d23\u5904\u7406\u6d77\u91cf\u6807\u51c6\u5316\u4fe1\u606f\u5e76\u6267\u884c\u5feb\u901f\u8fed\u4ee3\uff0c\u4eba\u7c7b\u5219\u4e13\u6ce8\u4e8e\u6846\u67b6\u8bbe\u8ba1\u3001\u4f26\u7406\u5224\u65ad\u4e0e\u975e\u5e38\u89c4\u521b\u65b0\uff0c\u4e8c\u8005\u901a\u8fc7\u6301\u7eed\u6d41\u52a8\u7684\u6570\u636e\u6cbb\u7406\u7d27\u5bc6\u8fde\u63a5\u3002<\/p>\n<p>\u65e9\u4e00\u5929\u628a\u6cbb\u7406\u4ece\u201c\u9879\u76ee\u201d\u53d8\u201c\u4ea7\u54c1\u201d\uff0c\u5c31\u80fd\u65e9\u4e00\u5929\u8ba9\u6570\u636e\u6210\u4e3a\u53ef\u4fe1\u7684\u751f\u4ea7\u8981\u7d20\u3002\u552f\u6709\u5982\u6b64\uff0c\u4f01\u4e1a\u624d\u80fd\u5728\u201c\u521b\u65b0\u201d\u4e0e\u201c\u5408\u89c4\u201d\u4e4b\u95f4\u627e\u5230\u90a3\u6761\u53ef\u6301\u7eed\u7684\u9ec4\u91d1\u5206\u5272\u7ebf\uff0c\u628aAI\u7684\u6f8e\u6e43\u52a8\u80fd\u771f\u6b63\u8f6c\u5316\u4e3a\u957f\u4e45\u7684\u5546\u4e1a\u4ef7\u503c\u4e0e\u793e\u4f1a\u798f\u7949\u3002<\/p>\n<p>\u6570\u6cbb\u7f51\u9662iDigi\u8ba4\u4e3a\uff0c\u968f\u7740\u7f51\u7edc\u5b89\u5168\u65b0\u56fd\u6807\u7684\u9010\u6b65\u5bc6\u96c6\u843d\u5730\uff0c\u5728\u6570\u636e\u5b89\u5168\u3001\u9690\u79c1\u8ba1\u7b97\u3001AI\u6cbb\u7406\u4e09\u5927\u65b0\u9886\u57df\u4e0a\uff0c\u4f01\u4e1a\u5408\u89c4\u6539\u9020\u9700\u91cd\u70b9\u5173\u6ce8\u5236\u5ea6\u91cd\u6784\u3001\u6280\u672f\u6295\u5165\u3001\u5e94\u6025\u6f14\u7ec3\u4ee5\u53ca\u4eba\u624d\u80fd\u529b\u6846\u67b6\u7b49\u591a\u4e2a\u5c42\u9762\u3002<\/p>\n<p>\u6211\u4eec\u7684\u201c\u6570\u5b57ABC\u201d\u4f53\u7cfb\u201cB\u201d\u6a21\u5757\u8bfe\u7a0b\u8bc1\u660e\uff0c\u901a\u8fc7\u610f\u8bc6\u5524\u9192\u2014\u4f53\u7cfb\u5185\u8bad\u2014\u7ec4\u7ec7\u6fc0\u6d3b\u7684\u4e09\u9636\u57f9\u517b\uff0c\u4f01\u4e1a\u80fd\u5c06\u6cbb\u7406\u539f\u5219\u8f6c\u5316\u4e3a\u6570\u636e\u8d28\u91cf\u63d0\u5347\u3001\u7528\u6237\u4fe1\u4efb\u589e\u5f3a\u3001\u521b\u65b0\u98ce\u9669\u53ef\u63a7\u7684\u5b9e\u9645\u6536\u76ca\u3002<\/p>\n<p>\u5f53\u6280\u672f\u8d4b\u80fd\u4e0e\u4eba\u624d\u5347\u7ea7\u540c\u6b65\u53d1\u751f\u65f6\uff0c\u90a3\u4e9b\u7387\u5148\u5b8c\u6210\u6570\u636e\u7d20\u517b\u57fa\u7ebf\u3001\u5efa\u7acbAI-CoE\u4e2d\u5fc3\u3001\u542f\u52a8\u4e2a\u6027\u5316\u57f9\u8bad\u7684\u4f01\u4e1a\uff0c\u5c06\u83b7\u5f973\u500d\u4e8e\u540c\u884c\u7684\u6570\u5b57\u5316\u8f6c\u578b\u6536\u76ca\u3002<\/p>\n<ol>\n<li><em><strong><a 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