{"id":1158377,"date":"2025-12-12T00:13:09","date_gmt":"2025-12-12T08:13:09","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=1158377"},"modified":"2025-12-12T00:14:57","modified_gmt":"2025-12-12T08:14:57","slug":"whats-next-in-ai","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/whats-next-in-ai\/","title":{"rendered":"\u6765\u81ea\u5fae\u8f6f\u7814\u7a76\u9662\u76842026\u5e74\u524d\u6cbf\u89c2\u5bdf"},"content":{"rendered":"\n<p>\u672c\u6587\u7f16\u8bd1\u81ea\u5fae\u8f6f\u7814\u7a76\u9662\u535a\u5ba2\u6587\u7ae0\uff1a<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/story\/whats-next-in-ai\/\">What\u2019s next in AI?<\/a><\/p>\n\n\n\n<p>2025\u5e74\u7684 AI \u53d1\u5c55\u5386\u7a0b\u5e76\u975e\u4e00\u4e2a\u5faa\u5e8f\u6e10\u8fdb\u7684\u6545\u4e8b\uff0c\u800c\u662f\u89c4\u6a21\u5b8f\u5927\u3001\u6c14\u52bf\u78c5\u7934\u7684\u65b0\u7bc7\u7ae0\u3002\u4ece\u6700\u521d\u7528\u4e8e\u8f7b\u5fae\u5f15\u5bfc\u5e76\u8f85\u52a9\u7528\u6237\u7684\u7b97\u6cd5\uff0c\u5230\u73b0\u5728\uff0cAI \u5df2\u7ecf\u53d1\u5c55\u6210\u4e3a\u80fd\u591f\u4e0e\u7528\u6237\u534f\u4f5c\u5e76\u5177\u5907\u63a8\u7406\u548c\u9002\u5e94\u80fd\u529b\u7684\u590d\u6742\u7cfb\u7edf\u3002\u5728\u5fae\u8f6f\u7814\u7a76\u9662\uff0c\u5bf9 AI \u7684\u63a2\u8ba8\u65e9\u5df2\u8d85\u8d8a\u4e86\u201c\u6280\u672f\u4e0a\u662f\u5426\u80fd\u5b9e\u73b0\u201d\uff0c\u800c\u805a\u7126\u4e8e\u201c\u4e0b\u4e00\u6b65\u5c06\u9a76\u5411\u4f55\u65b9\u201d\u3002<\/p>\n\n\n\n<p>\u5728\u5fae\u8f6f\u7814\u7a76\u9662\u904d\u5e03\u5168\u7403\u7684\u5b9e\u9a8c\u5ba4\u7f51\u7edc\u4e2d\uff0c\u7814\u7a76\u5458\u4eec\u6b63\u81f4\u529b\u4e8e\u91cd\u5851\u8ba1\u7b97\u4e0e\u667a\u80fd\u7684\u6839\u57fa\u3002\u4ed6\u4eec\u8bbe\u8ba1\u80fd\u591f\u81ea\u6211\u7ba1\u7406\u7684\u7cfb\u7edf\uff0c\u5c06\u81ea\u4e3b\u6027\u6df1\u690d\u4e8e\u6570\u5b57\u4e16\u754c\u7684\u5e95\u5c42\u67b6\u6784\uff1b\u4ed6\u4eec\u6784\u5efa\u80fd\u591f\u5728\u4f4e\u8d44\u6e90\u7684\u8bed\u8a00\u548c\u73af\u5883\u4e2d\u8fd0\u884c\u7684 AI 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\u53d1\u5c55\u8d8b\u52bf\u7684\u5c55\u671b\u4e0e\u89c2\u70b9\u3002\u4ed6\u4eec\u7684\u6d1e\u5bdf\u5c55\u73b0\u4e86\u7ad9\u5728\u79d1\u5b66\u63a2\u7d22\u6700\u524d\u6cbf\u7684\u5de5\u4f5c\u8005\u4eec\u6240\u9762\u4e34\u7684\u6311\u6218\u4e0e\u6fc0\u52a8\u4eba\u5fc3\u4e4b\u5904\uff0c\u540c\u65f6\u4e5f\u4ee3\u8868\u4e86\u4ed6\u4eec\u5bf9\u672a\u6765\u4e00\u5e74\u7684\u671f\u671b\u548c\u613f\u666f\u3002\u8fd9\u4e9b\u7406\u5ff5\u6807\u5fd7\u7740\u4eba\u4eec\u5bf9\u667a\u80fd\u7684\u6784\u60f3\u4e0e\u5e94\u7528\u65b9\u5f0f\u6b63\u5728\u53d1\u751f\u8f6c\u53d8\u3002\u8fd9\u5e76\u975e\u662f\u5c06\u4eba\u5de5\u667a\u80fd\u5ac1\u63a5\u5230\u65e7\u6709\u7684\u6846\u67b6\u4e4b\u4e0a\uff0c\u800c\u662f\u91cd\u6784\u9a71\u52a8\u8fdb\u6b65\u7684\u6838\u5fc3\u539f\u5219\u3002\u5fae\u8f6f\u4e5f\u5728\u79ef\u6781\u52a9\u529b\u8fd9\u4e00\u53d8\u9769\uff0c\u4e3a\u672a\u6765\u7684\u53d1\u5c55\u6307\u660e\u65b9\u5411\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"ai\u5c06\u6210\u4e3a\u5b9e\u9a8c\u5ba4\u52a9\u624b-\u52a9\u529b\u52a0\u901f\u79d1\u5b66\u53d1\u73b0\">AI\u5c06\u6210\u4e3a\u5b9e\u9a8c\u5ba4\u52a9\u624b\uff0c\u52a9\u529b\u52a0\u901f\u79d1\u5b66\u53d1\u73b0<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"298\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-1-1024x298.png\" alt=\"text\" class=\"wp-image-1158401\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-1-1024x298.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-1-300x87.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-1-768x224.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-1-1536x447.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-1-2048x596.png 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-1-240x70.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>AI \u5df2\u7ecf\u52a0\u5feb\u4e86\u79d1\u5b66\u53d1\u73b0\u7684\u6b65\u4f10\u3002\u79d1\u7814\u4eba\u5458\u6b63\u5728\u6c14\u5019\u5efa\u6a21\u3001\u5206\u5b50\u52a8\u529b\u5b66\u3001\u6750\u6599\u8bbe\u8ba1\u7b49\u8bf8\u591a\u9886\u57df\u4f7f\u7528 AI\u3002\u4f46 AI \u7684\u80fd\u529b\u8fdc\u4e0d\u6b62\u4e8e\u6a21\u62df\u7269\u7406\u3001\u5316\u5b66\u3001\u751f\u7269\u8fc7\u7a0b\uff0c\u4e5f\u4e0d\u4ec5\u4ec5\u5c40\u9650\u4e8e\u603b\u7ed3\u8bba\u6587\u3001\u56de\u7b54\u95ee\u9898\u6216\u64b0\u5199\u62a5\u544a\u3002<\/p>\n\n\n\n<p>\u5230\u4e862026\u5e74\uff0cAI 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\u8fdb\u884c\u201c\u7ed3\u5bf9\u7f16\u7a0b\u201d\u3002\u8fd9\u4e9b\u90fd\u662f\u8fc8\u5411 AI for Science\u2014\u2014\u53d8\u9769\u79d1\u5b66\u53d1\u73b0\u65b9\u5f0f\u8fd9\u4e00\u613f\u666f\u7684\u5fc5\u7ecf\u4e4b\u8def\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u7cfb\u7edf\u667a\u80fd\u662f\u4e0b\u4e00\u4e2a\u98de\u8dc3\">\u7cfb\u7edf\u667a\u80fd\u662f\u4e0b\u4e00\u4e2a\u98de\u8dc3<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"298\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-2-1024x298.png\" alt=\"shape\" class=\"wp-image-1158400\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-2-1024x298.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-2-300x87.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-2-768x223.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-2-1536x447.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-2-2048x595.png 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-2-240x70.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8ba1\u7b97\u7684\u672a\u6765\u4e0d\u4ec5\u5728\u4e8e\u66f4\u5feb\u7684\u901f\u5ea6\uff0c\u66f4\u5728\u4e8e\u667a\u80fd\u3002\u7cfb\u7edf\u667a\u80fd\uff08system intelligence\uff09\u8ba9 AI 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\u6b63\u4ece\u81ea\u52a8\u5316\u8fc8\u5411\u81ea\u4e3b\u5316\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e00\u53d8\u9769\u4e5f\u5c06\u91cd\u65b0\u5b9a\u4e49\u4fe1\u4efb\u4e0e\u89c4\u6a21\u3002\u5728\u7cfb\u7edf\u590d\u6742\u6027\u8d85\u8d8a\u4eba\u7c7b\u80fd\u529b\u7684\u65f6\u4ee3\uff0c\u81ea\u4e3b\u7cfb\u7edf\u5c06\u5728\u53ef\u9760\u6027\u3001\u5b89\u5168\u6027\u4e0e\u6027\u80fd\u65b9\u9762\u53d6\u5f97\u7a81\u7834\u6027\u8fdb\u5c55\uff0c\u628a\u667a\u80fd\u771f\u6b63\u5d4c\u5165\u8ba1\u7b97\u7684\u672c\u8d28\u4e4b\u4e2d\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u7a7a\u95f4\u667a\u80fd-\u4ece\u611f\u77e5\u5230\u884c\u52a8\">\u7a7a\u95f4\u667a\u80fd\uff0c\u4ece\u611f\u77e5\u5230\u884c\u52a8<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"298\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-3-1024x298.png\" alt=\"diagram\" class=\"wp-image-1158399\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-3-1024x298.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-3-300x87.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-3-768x224.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-3-1536x447.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-3-2048x596.png 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-3-240x70.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u7a7a\u95f4\u667a\u80fd\uff08spatial intelligence\uff09\u6b63\u6b65\u5165\u4e00\u4e2a\u53d8\u9769\u6027\u7684\u65b0\u65f6\u4ee3\u3002\u5728\u8fd9\u4e2a\u65f6\u4ee3\u91cc\uff0c\u6570\u5b57\u667a\u80fd\u4f53\u4e0d\u4ec5\u80fd\u591f\u611f\u77e5\u4e16\u754c\uff0c\u8fd8\u80fd\u591f\u7406\u89e3\u3001\u9884\u6d4b\u5e76\u5728\u5176\u4e2d\u91c7\u53d6\u884c\u52a8\u3002\u968f\u7740\u7269\u7406\u73af\u5883\u4e0e\u865a\u62df\u73af\u5883\u7684\u4e0d\u65ad\u878d\u5408\uff0c\u4e00\u7cfb\u5217\u7684\u5173\u952e\u6280\u672f\u8d8b\u52bf\u6b63\u5728\u91cd\u5851\u667a\u80fd\u7cfb\u7edf\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u7b2c\u4e00\u4e2a\u4e3b\u8981\u8d8b\u52bf\u662f\u53ef\u6269\u5c55\u7684 3D 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\u667a\u80fd\u4f53\u901a\u8fc7\u5728\u73af\u5883\u4e2d\u79fb\u52a8\u548c\u64cd\u4f5c\u6765\u8fdb\u884c\u5b66\u4e60\u3002\u5177\u8eab\u6027\u5c06\u667a\u80fd\u4e0e\u76f4\u89c9\u76f8\u7ed3\u5408\uff1a\u667a\u80fd\u4f53\u901a\u8fc7\u5b58\u5728\u4e8e\u4e00\u4e2a\u4e16\u754c\u4e2d\uff0c\u5c31\u80fd\u81ea\u7136\u5f62\u6210\u53ef\u4f9b\u6027\u8ba4\u77e5\u3001\u56e0\u679c\u5173\u7cfb\u7406\u89e3\u4e0e\u7a7a\u95f4\u7ea6\u675f\u610f\u8bc6\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u6b63\u5728\u89c1\u8bc1\u4e16\u754c\u6a21\u578b\uff08world models\uff09\u7684\u5174\u8d77\uff0c\u8fd9\u4e9b AI \u7cfb\u7edf\u80fd\u591f\u9884\u6d4b\u73af\u5883\u968f\u65f6\u95f4\u6f14\u53d8\u7684\u65b9\u5f0f\u3002\u65e0\u8bba\u662f\u5728\u673a\u5668\u4eba\u6280\u672f\u3001\u589e\u5f3a\u73b0\u5b9e\u3001\u81ea\u52a8\u5bfc\u822a\uff0c\u8fd8\u662f\u73b0\u5b9e\u4e16\u754c\u7cfb\u7edf\u7684\u6570\u5b57\u5b6a\u751f\uff0c\u4e16\u754c\u6a21\u578b\u90fd\u5c06\u53ef\u4ee5\u8ba9\u667a\u80fd\u4f53\u6a21\u62df\u7ed3\u679c\u3001\u63d0\u524d\u9884\u5224\u53d8\u5316\u5e76\u4e3b\u52a8\u505a\u51fa\u51b3\u7b56\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"ai\u5c06\u4ee5\u591a\u79cd\u65b9\u5f0f\u91cd\u5851\u6c9f\u901a\">AI\u5c06\u4ee5\u591a\u79cd\u65b9\u5f0f\u91cd\u5851\u6c9f\u901a<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"298\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-4-1024x298.png\" alt=\"diagram\" class=\"wp-image-1158398\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-4-1024x298.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-4-300x87.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-4-768x223.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-4-1536x447.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-4-2048x595.png 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-4-240x70.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5982\u4eca\uff0cAI \u7cfb\u7edf\u80fd\u591f\u4ee5\u524d\u6240\u672a\u6709\u7684\u89c4\u6a21\u751f\u6210\u6587\u672c\u3001\u56fe\u50cf\u548c\u89c6\u9891\uff0c\u4f7f\u4fe1\u606f\u7684\u83b7\u53d6\u6bd4\u4ee5\u5f80\u4efb\u4f55\u65f6\u5019\u90fd\u66f4\u5bb9\u6613\u83b7\u53d6\u3002\u7136\u800c\uff0c\u4eba\u7c7b\u89e3\u8bfb\u548c\u7406\u89e3\u8fd9\u4e9b\u65e5\u76ca\u589e\u957f\u7684\u4fe1\u606f\u7684\u80fd\u529b\u662f\u6709\u9650\u7684\uff0c\u5185\u5bb9\u751f\u6210\u4e0e\u7406\u89e3\u4e4b\u95f4\u7684\u9e3f\u6c9f\u6b63\u5728\u4e0d\u65ad\u6269\u5927\u3002<\/p>\n\n\n\n<p>AI \u4e0b\u4e00\u9636\u6bb5\u7684\u6f14\u8fdb\u5c06\u805a\u7126\u4e8e\u63d0\u5347\u6c9f\u901a\u672c\u8eab\u3002\u5b83\u4e0d\u518d\u5c06\u60f3\u6cd5\u6253\u5305\u6210\u9759\u6001\u7684\u6587\u6863\uff0c\u800c\u662f\u901a\u8fc7\u6301\u7eed\u7684\u4e92\u52a8\u6765\u4fdd\u6301\u4e0a\u4e0b\u6587\u3001\u6f84\u6e05\u6b67\u4e49\u5e76\u4f18\u5316\u8868\u8fbe\uff0c\u8ba9\u6c9f\u901a\u9010\u6e10\u6210\u4e3a\u4e00\u4e2a\u8fed\u4ee3\u7684\u8fc7\u7a0b\uff0c\u66f4\u8d34\u8fd1\u4eba\u7c7b\u601d\u7ef4\u7684\u81ea\u7136\u53d1\u5c55\u65b9\u5f0f\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u5c06\u8fd9\u79cd\u65b0\u8303\u5f0f\u79f0\u4e3a Agentic Media\uff08\u667a\u80fd\u4f53\u5f0f\u5a92\u4f53\uff09\u3002\u5728\u8fd9\u4e00\u6846\u67b6\u4e0b\uff0c\u5a92\u4f53\u6e20\u9053\u4e0d\u518d\u53ea\u662f\u88ab\u52a8\u7684\u4fe1\u606f\u5bb9\u5668\uff0c\u800c\u662f\u53ef\u4ee5\u6210\u4e3a\u4f20\u64ad\u7684\u79ef\u6781\u53c2\u4e0e\u8005\u3002\u5b83\u4eec\u80fd\u8ffd\u8e2a\u60f3\u6cd5\u7684\u6f14\u53d8\uff0c\u63ed\u793a\u80cc\u540e\u7684\u63a8\u7406\u903b\u8f91\uff0c\u5e76\u6839\u636e\u4e0d\u540c\u53d7\u4f17\u4e0e\u5de5\u4f5c\u9636\u6bb5\u52a8\u6001\u8c03\u6574\u4fe1\u606f\u7ed3\u6784\u3002<\/p>\n\n\n\n<p>\u4ece2026\u5e74\u5f00\u59cb\uff0cAI \u4e0d\u4ec5\u4f1a\u63d0\u9ad8\u4eba\u7c7b\u7684\u751f\u4ea7\u529b\uff0c\u8fd8\u5c06\u6709\u52a9\u4e8e\u786e\u4fdd\u521b\u9020\u51fa\u7684\u5185\u5bb9\u80fd\u591f\u88ab\u771f\u6b63\u7406\u89e3\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"ai\u5c06\u6210\u4e3a\u793e\u4f1a\u4e2d\u503c\u5f97\u4fe1\u8d56\u7684\u4f19\u4f34\">AI\u5c06\u6210\u4e3a\u793e\u4f1a\u4e2d\u503c\u5f97\u4fe1\u8d56\u7684\u4f19\u4f34<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"298\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-5-1024x298.png\" alt=\"text\" class=\"wp-image-1158397\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-5-1024x298.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-5-300x87.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-5-768x224.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-5-1536x447.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-5-2048x596.png 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-5-240x70.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u6211\u4eec\u9884\u8ba1\uff0c\u52302026\u5e74\uff0cAI \u4e0e\u4eba\u7c7b\u4ea4\u4e92\u7684\u65b9\u5f0f\u5c06\u53d1\u751f\u91cd\u5927\u53d8\u5316\u3002AI \u4e0d\u518d\u53ea\u662f\u6267\u884c\u4efb\u52a1\u7684\u5de5\u5177\uff0c\u800c\u4f1a\u6210\u4e3a\u80fd\u591f\u534f\u4f5c\u3001\u5177\u5907\u63a8\u7406\u80fd\u529b\uff0c\u5e76\u53ef\u4ee5\u4e0e\u4eba\u7c7b\u5171\u540c\u6210\u957f\u7684\u53ef\u4fe1\u4f19\u4f34\u3002AI \u7684\u53d1\u5c55\u5c06\u4e0d\u4ec5\u8ffd\u6c42\u51c6\u786e\u6027\u6216\u6548\u7387\uff0c\u66f4\u4f1a\u5448\u73b0\u5408\u4f5c\u3001\u5c0a\u91cd\u4e0e\u793e\u4f1a\u76f4\u89c9\u7b49\u4eba\u7c7b\u671f\u671b\u7684\u884c\u4e3a\u6a21\u5f0f\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u7684 <a href=\"https:\/\/www.microsoft.com\/en-us\/research\/project\/value-compass\/\">Value Compass\uff08\u4ef7\u503c\u89c2\u7f57\u76d8\uff09<\/a> \u9879\u76ee\u5c55\u793a\u4e86\u5982\u4f55\u4ee5\u5b9e\u8bc1\u7684\u65b9\u5f0f\u63a2\u7d22\u8de8\u6587\u5316\u7684\u4ef7\u503c\u89c2\u7ed3\u6784\uff0c\u5e76\u521d\u6b65\u63ed\u793a\u4e86 AI \u5982\u4f55\u7406\u89e3\u3001\u5904\u7406\u4eba\u7c7b\u504f\u597d\u4e0e\u793e\u4f1a\u671f\u5f85\u7684\u591a\u6837\u6027\u3002\u540c\u65f6\uff0c\u6211\u4eec\u57fa\u4e8e\u5fc3\u7406\u6d4b\u91cf\u5b66\u7684\u8bc4\u4f30\u7814\u7a76\u8868\u660e\uff0c\u672a\u6765\u8861\u91cf AI \u7684\u6807\u51c6\u9664\u4e86\u5176\u77e5\u8bc6\u50a8\u5907\uff0c\u8fd8\u5305\u62ec\u4e92\u52a8\u6027\u3001\u9002\u5e94\u6027\uff0c\u4ee5\u53ca\u5efa\u7acb\u957f\u671f\u4fe1\u4efb\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u5c55\u671b\u672a\u6765\uff0c\u6211\u4eec\u9884\u6d4b AI \u4f19\u4f34\u5c06\u80fd\u591f\u7ef4\u6301\u5171\u4eab\u8bb0\u5fc6\u5e76\u4e0d\u65ad\u6f14\u5316\u5173\u7cfb\u6a21\u5f0f\uff0c\u4ece\u800c\u5728\u5de5\u4f5c\u3001\u521b\u9020\u548c\u65e5\u5e38\u51b3\u7b56\u4e2d\u4e3a\u4eba\u4eec\u63d0\u4f9b\u652f\u6301\u3002\u5b83\u4eec\u4f1a\u89e3\u91ca\u5229\u5f0a\u6743\u8861\u3001\u9884\u6d4b\u9700\u6c42\uff0c\u5e76\u4ee5\u81ea\u7136\u4e14\u5c0a\u91cd\u7684\u65b9\u5f0f\u5e2e\u52a9\u4eba\u4eec\u534f\u8c03\u76ee\u6807\u3002\u6b63\u5982\u6211\u4eec\u5728 <a href=\"https:\/\/www.microsoft.com\/en-us\/research\/project\/societal-ai\/\">Societal AI \uff08\u793e\u4f1a\u8d23\u4efb\u4eba\u5de5\u667a\u80fd\uff09<\/a>\u613f\u666f\u4e2d\u6240\u5f3a\u8c03\u7684\uff0c\u5b9e\u73b0\u8fd9\u4e00\u672a\u6765\uff0c\u9700\u8981\u8de8\u5b66\u79d1\u7684\u901a\u529b\u5408\u4f5c\uff0c\u5305\u62ec\u5fc3\u7406\u5b66\uff08\u7406\u89e3\u4eba\u7c7b\u7684\u8ba4\u77e5\u4e0e\u60c5\u611f\uff09\uff0c\u793e\u4f1a\u5b66\uff08\u63a2\u7a76\u793e\u4f1a\u7fa4\u4f53\u884c\u4e3a\uff09\uff0c\u4f26\u7406\u5b66\u4e0e\u54f2\u5b66\uff08\u6307\u5bfc\u4ef7\u503c\u5224\u65ad\uff09\uff0c\u4ee5\u53ca\u8ba1\u7b97\u673a\u79d1\u5b66\uff08\u6784\u5efa\u53ef\u9760\u7684\u6280\u672f\u4f53\u7cfb\uff09\u7b49\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u9762\u5411\u60a3\u8005\u62a4\u7406\u7684\u591a\u6a21\u6001\u57fa\u7840\u6a21\u578b\u4e0e\u667a\u80fd\u4f53\u7cfb\u7edf\">\u9762\u5411\u60a3\u8005\u62a4\u7406\u7684\u591a\u6a21\u6001\u57fa\u7840\u6a21\u578b\u4e0e\u667a\u80fd\u4f53\u7cfb\u7edf<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"298\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-6-1024x298.png\" alt=\"text\" class=\"wp-image-1158396\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-6-1024x298.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-6-300x87.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-6-768x223.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-6-1536x447.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-6-2048x595.png 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-6-240x70.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u533b\u7597\u9886\u57df\u4e0b\u4e00\u9636\u6bb5\u7684 AI \u53d1\u5c55\uff0c\u5c06\u4ee5\u591a\u6a21\u6001\uff08multimodal\uff09\u4e0e\u667a\u80fd\u4f53\uff08agentic\uff09\u80fd\u529b\u4e3a\u7279\u5f81\u3002\u591a\u6a21\u6001\u57fa\u7840\u6a21\u578b\u6b63\u9010\u6b65\u628a\u6587\u672c\uff08\u5982\u4e34\u5e8a\u75c5\u5386\uff09\u3001\u533b\u5b66\u5f71\u50cf\u3001\u751f\u7406\u4fe1\u53f7\u4ee5\u53ca\u57fa\u56e0\u7ec4\u5b66\u7b49\u6574\u5408\u5230\u4e00\u4e2a\u7edf\u4e00\u7684\u8868\u5f81\u7a7a\u95f4\u4e2d\uff0c\u6765\u63d0\u5347\u60a3\u8005\u62a4\u7406\u7684\u6574\u4f53\u8d28\u91cf\u3002\u8fd9\u79cd\u6574\u5408\u4f7f AI \u80fd\u591f\u4ece\u72ed\u4e49\u7684\u4e34\u5e8a\u8bca\u65ad\uff0c\u8f6c\u5411\u66f4\u5e7f\u6cdb\u4e14\u8003\u8651\u4e30\u5bcc\u4e0a\u4e0b\u6587\u4fe1\u606f\u7684\u4e34\u5e8a\u63a8\u7406\u3002<\/p>\n\n\n\n<p>\u4e34\u5e8a\u667a\u80fd\u4f53 AI 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AI \u5728\u4e34\u5e8a\u6d41\u7a0b\u4e2d\u7684\u5b89\u5168\u5e94\u7528\u3002<\/p>\n\n\n\n<p>\u771f\u6b63\u7684\u7a81\u7834\u9700\u8981\u4e0e\u5404\u65b9\u6df1\u5165\u534f\u4f5c\uff0c\u624d\u80fd\u89e3\u51b3\u8d85\u8d8a\u57fa\u51c6\u6307\u6807\u7684\u5b9e\u9645\u9700\u6c42\u3002\u8fd9\u4e0e\u6211\u4eec\u63a8\u52a8 \u201cAI for Industry\uff08\u9762\u5411\u884c\u4e1a\u7684 AI\uff09\u201d\u7684\u7406\u5ff5\u4e0d\u8c0b\u800c\u5408\u3002\u6211\u4eec\u5c06\u81f4\u529b\u4e8e\u4e0e\u5408\u4f5c\u4f19\u4f34\u5171\u540c\u6784\u5efa\u5b9e\u7528\u7684\u89e3\u51b3\u65b9\u6848\u548c\u53ef\u6269\u5c55\u7684\u5e73\u53f0\uff0c\u5728\u6ee1\u8db3\u5404\u7c7b\u9650\u5236\u6761\u4ef6\u7684\u540c\u65f6\uff0c\u52a9\u529b\u533b\u7597\u573a\u666f\u4e2d\u5b9e\u73b0\u610f\u4e49\u6df1\u8fdc\u7684\u53d8\u9769\u3002<\/p>\n\n\n\n<p><em>\u4ee5\u4e0b\u662f\u66f4\u591a\u5fae\u8f6f\u7814\u7a76\u9662\u8d44\u6df1\u7814\u7a76\u5458\u4eec\u5e26\u6765\u7684\u524d\u6cbf\u89c2\u5bdf\uff1a<\/em><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u667a\u80fd\u4f53\u539f\u751f\u7ecf\u6d4e\u4e3a\u81ea\u4e3b\u667a\u80fd\u4f53\u91cd\u5851\u6570\u5b57\u751f\u6001\">\u667a\u80fd\u4f53\u539f\u751f\u7ecf\u6d4e\u4e3a\u81ea\u4e3b\u667a\u80fd\u4f53\u91cd\u5851\u6570\u5b57\u751f\u6001<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"293\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-7-1024x293.png\" alt=\"text\" class=\"wp-image-1158395\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-7-1024x293.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-7-300x86.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-7-768x220.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-7-1536x439.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-7-2048x586.png 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-7-240x69.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u968f\u7740 AI 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class=\"wp-block-heading\" id=\"ai\u4e0e\u751f\u7269\u5b66\u76f8\u7ed3\u5408-\u5171\u540c\u89e3\u7801\u751f\u547d\u7684\u8bed\u8a00\">AI\u4e0e\u751f\u7269\u5b66\u76f8\u7ed3\u5408\uff0c\u5171\u540c\u89e3\u7801\u751f\u547d\u7684\u8bed\u8a00<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"298\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-8-1024x298.png\" alt=\"text\" class=\"wp-image-1158394\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-8-1024x298.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-8-300x87.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-8-768x223.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-8-1536x447.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-8-2048x595.png 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-8-240x70.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" 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class=\"wp-block-heading\" id=\"\u672a\u6765\u7684ai\u57fa\u7840\u8bbe\u65bd\u5c06\u63a8\u52a8\u4e0b\u4e00\u4e2a1000\u500d\u7684\u589e\u957f\">\u672a\u6765\u7684AI\u57fa\u7840\u8bbe\u65bd\u5c06\u63a8\u52a8\u4e0b\u4e00\u4e2a1000\u500d\u7684\u589e\u957f<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"298\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-9-1024x298.png\" alt=\"text\" class=\"wp-image-1158393\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-9-1024x298.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-9-300x87.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-9-768x224.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-9-1536x447.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-9-2048x596.png 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-9-240x70.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>2026\u5e74\uff0c\u4e24\u80a1\u529b\u91cf\u5c06\u91cd\u65b0\u5b9a\u4e49 AI \u57fa\u7840\u8bbe\u65bd\u7684\u683c\u5c40\u3002\u9996\u5148\uff0c\u901a\u8fc7\u81ea\u52a8\u5316\u5de5\u5177\u94fe\u5b9e\u73b0\u6a21\u578b\u7684\u5f00\u53d1\u3001\u90e8\u7f72\u548c\u4f18\u5316\uff0c\u5e76\u4e0e\u5e95\u5c42\u786c\u4ef6\u5b9e\u73b0\u534f\u540c\u8bbe\u8ba1\uff0cAI \u9a71\u52a8\u7684\u7cfb\u7edf\u667a\u80fd\u5c06\u5e26\u6765\u6548\u7387\u4e0e\u901f\u5ea6\u7684\u8de8\u8d8a\u5f0f\u63d0\u5347\u3002\u5176\u6b21\uff0c\u786c\u4ef6\u89e3\u8026\uff08hardware 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https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-10-768x223.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-10-1536x447.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-10-2048x595.png 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-10-240x70.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>AI \u7684\u6269\u5c55\u6b63\u8fdb\u5165\u5168\u65b0\u7684\u7bc7\u7ae0\u3002\u5f53\u524d\u7684\u5173\u952e\u6311\u6218\u662f\u5982\u4f55\u5728\u4e0d\u6d88\u8017\u8fc7\u591a\u80fd\u6e90\u7684\u524d\u63d0\u4e0b\uff0c\u8ba9\u6570\u636e\u5728 GPU \u4e4b\u95f4\u4ee5\u53ca GPU 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width=\"1024\" height=\"298\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-11-1024x298.png\" alt=\"text\" class=\"wp-image-1158391\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-11-1024x298.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-11-300x87.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-11-768x224.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-11-1536x447.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-11-2048x596.png 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-11-240x70.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>AI 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size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"298\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-12-1024x298.png\" alt=\"text\" class=\"wp-image-1158390\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-12-1024x298.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-12-300x87.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-12-768x223.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-12-1536x447.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-12-2048x595.png 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-12-240x70.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u6bcf\u4e00\u6b21\u6539\u53d8\u4eba\u7c7b\u751f\u6d3b\u7684\u91cd\u5927\u79d1\u5b66\u9769\u547d\uff0c\u90fd\u59cb\u4e8e\u63d0\u51fa\u6df1\u523b\u7684\u95ee\u9898\u3002\u5bf9\u5b87\u5b99\u57fa\u672c\u7ec4\u6210\u3001\u4fe1\u606f\u6d4b\u91cf\u4ee5\u53ca\u751f\u547d\u8d77\u6e90\u7684\u63a2\u7d22\uff0c\u8ba9\u6211\u4eec\u53d1\u73b0\u4e86\u5b9a\u4e49\u7269\u7406\u4e0e\u6570\u5b57\u4e16\u754c\u7684\u4e09\u4e2a\u57fa\u672c\u8981\u7d20\uff1a\u539f\u5b50\u3001\u6bd4\u7279\u548c\u57fa\u56e0\u3002<\/p>\n\n\n\n<p>AI \u9886\u57df\u6700\u5f15\u4eba\u5165\u80dc\u7684\u95ee\u9898\u4e4b\u4e00\u662f\u673a\u5668\u667a\u80fd\u7684\u8d77\u6e90\u3002\u5c3d\u7ba1\u81f3\u4eca\u4ecd\u672a\u6709\u516c\u8ba4\u7684\u7b54\u6848\uff0c\u4f46 AI \u7684\u6700\u65b0\u8fdb\u5c55\u4e3a\u63a2\u7d22\u8fd9\u4e00\u8c1c\u56e2\u63d0\u4f9b\u4e86\u65b0\u7684\u673a\u4f1a\u3002AI 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https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-13-768x224.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-13-1536x447.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-13-2048x596.png 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-13-240x70.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5c55\u671b\u672a\u6765\uff0cAI 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srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-14-1024x298.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-14-300x87.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-14-768x223.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-14-1536x447.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-14-2048x595.png 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-14-240x70.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u52302026\u5e74\uff0cAI 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\u8fd9\u4e2a\u7a33\u5b9a\u7684\u4f19\u4f34\uff0c\u56e2\u961f\u5c06\u80fd\u591f\u66f4\u5feb\u63a8\u8fdb\u5de5\u4f5c\uff0c\u7ec4\u7ec7\u673a\u6784\u4e5f\u5c06\u53ef\u4ee5\u4fdd\u7559\u90a3\u4e9b\u6700\u4f73\u521b\u65b0\u80cc\u540e\u7684\u521d\u8877\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u6210\u679c\u672c\u8eab\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u5177\u5907\u81ea\u9002\u5e94\u4e0e\u534f\u4f5c\u80fd\u529b\u7684\u673a\u5668\u4eba\">\u5177\u5907\u81ea\u9002\u5e94\u4e0e\u534f\u4f5c\u80fd\u529b\u7684\u673a\u5668\u4eba<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"298\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-15-1024x298.png\" alt=\"text\" class=\"wp-image-1158387\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-15-1024x298.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-15-300x87.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-15-768x224.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-15-1536x447.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-15-2048x596.png 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-15-240x70.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u7531 Agentic AI \u4e0e\u7269\u7406\u7cfb\u7edf\u7ed3\u5408\u6240\u6784\u6210\u7684\u7269\u7406\u4eba\u5de5\u667a\u80fd\uff08physical AI\uff09\uff0c\u6709\u671b\u50cf\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u6539\u53d8\u8bed\u8a00\u4e0e\u89c6\u89c9\u65b9\u5f0f\u4e00\u6837\uff0c\u91cd\u5851\u673a\u5668\u4eba\u6280\u672f\u3002\u6570\u5341\u5e74\u6765\uff0c\u673a\u5668\u4eba\u6280\u672f\u4e3b\u8981\u6d3b\u8dc3\u5728\u88c5\u914d\u7ebf\u548c\u4ed3\u5e93\u7b49\u7ed3\u6784\u5316\u73af\u5883\u4e2d\uff0c\u4efb\u52a1\u53ef\u9884\u6d4b\u4e14\u6d41\u7a0b\u9ad8\u5ea6\u811a\u672c\u5316\u3002\u5982\u4eca\uff0c\u9762\u5411\u7269\u7406\u7cfb\u7edf\u7684 AI VLA 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intelligence\uff09\u3001\u89e6\u89c9\u611f\u77e5\u4e0e\u751f\u6210\u5f0f\u63a8\u7406\u80fd\u529b\uff0c\u89e3\u9501\u673a\u5668\u4eba\u7684\u64cd\u4f5c\u80fd\u529b\uff0c\u63a8\u52a8\u4eba\u4e0e\u7269\u7406\u7cfb\u7edf\u4e4b\u95f4\u7684\u534f\u4f5c\u3002\u8fd9\u4e00\u53d1\u5c55\u5c06\u610f\u4e49\u6df1\u8fdc\uff1a\u901a\u7528\u578b\u673a\u5668\u4eba\u5c06\u80fd\u591f\u8de8\u4efb\u52a1\u5b66\u4e60\u3001\u5728\u591a\u6837\u73af\u5883\u4e2d\u4e92\u64cd\u4f5c\uff0c\u5e76\u4f5c\u4e3a\u771f\u6b63\u7684\u5408\u4f5c\u4f19\u4f34\uff0c\u52a0\u901f\u4ece\u6570\u636e\u4e2d\u5fc3\u5230\u6e7f\u5b9e\u9a8c\u5ba4\u7b49\u5404\u7c7b\u64cd\u4f5c\u6d41\u7a0b\u3002\u8fd9\u5e76\u975e\u9065\u4e0d\u53ef\u53ca\u7684\u8bbe\u60f3\uff0c\u800c\u662f AI \u6f14\u8fdb\u7684\u4e0b\u4e00\u6b65\uff0c\u7269\u7406\u667a\u80fd\u6b63\u6210\u4e3a\u521b\u65b0\u4e0e\u5f71\u54cd\u529b\u7684\u524d\u6cbf\u9886\u57df\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u66f4\u597d\u7684\u4e0a\u4e0b\u6587\u7ba1\u7406\u8ba9ai\u4e3b\u52a8\u884c\u52a8-\u800c\u4e0d\u53ea\u662f\u54cd\u5e94\">\u66f4\u597d\u7684\u4e0a\u4e0b\u6587\u7ba1\u7406\u8ba9AI\u4e3b\u52a8\u884c\u52a8\uff0c\u800c\u4e0d\u53ea\u662f\u54cd\u5e94<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"298\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-16-1024x298.png\" alt=\"text\" class=\"wp-image-1158386\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-16-1024x298.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-16-300x87.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-16-768x223.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-16-1536x447.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-16-2048x595.png 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-16-240x70.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u4e0b\u4e00\u6ce2 AI 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engineering\uff09\u5c06\u53d8\u5f97\u81f3\u5173\u91cd\u8981\uff0c\u5b83\u9700\u8981\u52a8\u6001\u5730\u7ba1\u7406\u548c\u6784\u5efa\u6307\u4ee4\u3001\u5de5\u5177\u4e0e\u8bb0\u5fc6\uff0c\u4ee5\u786e\u4fdd\u7cfb\u7edf\u59cb\u7ec8\u671d\u7740\u6b63\u786e\u7684\u65b9\u5411\u8fd0\u884c\u3002\u66f4\u5b8c\u5584\u7684\u72b6\u6001\u7ba1\u7406\u5c06\u5e2e\u52a9\u5982\u4eca\u524d\u666f\u5e7f\u9614\u7684\u667a\u80fd\u4f53\u6210\u957f\u4e3a\u672a\u6765\u53ef\u9760\u7684\u534f\u4f5c\u4f19\u4f34\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"ai\u8d4b\u80fd\u6570\u5341\u4ebf\u4eba-\u5c06\u613f\u666f\u53d8\u4e3a\u73b0\u5b9e\">AI\u8d4b\u80fd\u6570\u5341\u4ebf\u4eba\uff0c\u5c06\u613f\u666f\u53d8\u4e3a\u73b0\u5b9e<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"298\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-17-1024x298.png\" alt=\"shape\" class=\"wp-image-1158385\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-17-1024x298.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-17-300x87.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-17-768x224.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-17-1536x447.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-17-2048x596.png 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-17-240x70.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>AI 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1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-18-300x87.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-18-768x223.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-18-1536x447.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-18-2048x595.png 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-18-240x70.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" 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AI \u5e76\u975e\u4e07\u80fd\u7684\u9b54\u6756\u3002\u771f\u6b63\u7684\u7a81\u7834\u9700\u8981\u6211\u4eec\u91cd\u65b0\u6784\u60f3\u6574\u4e2a\u751f\u6001\u7cfb\u7edf\u548c\u5de5\u4f5c\u6d41\u7a0b\uff0c\u5e76\u62e5\u62b1\u4e00\u4e2a\u7531\u591a\u6a21\u6001\u667a\u80fd\u63a8\u52a8\u4e14\u80fd\u591f\u5927\u89c4\u6a21\u6539\u5584\u533b\u7597\u670d\u52a1\u7684\u672a\u6765\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u5c06\u5fc3\u7406\u5065\u5eb7\u4f5c\u4e3aai\u8bbe\u8ba1\u4e0e\u6cbb\u7406\u7684\u6838\u5fc3\u8981\u7d20\">\u5c06\u5fc3\u7406\u5065\u5eb7\u4f5c\u4e3aAI\u8bbe\u8ba1\u4e0e\u6cbb\u7406\u7684\u6838\u5fc3\u8981\u7d20<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"298\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/whats-next-in-ai-19-1024x298.png\" alt=\"text\" class=\"wp-image-1158383\" 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