{"id":1160278,"date":"2026-01-15T00:54:40","date_gmt":"2026-01-15T08:54:40","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=1160278"},"modified":"2026-01-15T00:57:24","modified_gmt":"2026-01-15T08:57:24","slug":"ai-next-podcast-s1e4","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/ai-next-podcast-s1e4\/","title":{"rendered":"AI Next \u64ad\u5ba2 S1E4 | \u5bf9\u8bdd\u97e6\u798f\u5982\uff1a\u4eba\u5de5\u667a\u80fd\u7684\u4e0b\u4e00\u4ee3\u524d\u6cbf\u2014\u2014\u79d1\u5b66\u89c4\u6a21\u5316\u4e0e\u5b66\u4e60\u8303\u5f0f\u7684\u9769\u547d"},"content":{"rendered":"<div class=\"wp-block-msr-podcast-container my-4\">\n\t<iframe loading=\"lazy\" src=\"https:\/\/www.xiaoyuzhoufm.com\/episodes\/6960ce91e235ea65bcf50f5b\" class=\"podcast-player\" frameborder=\"0\" height=\"164px\" width=\"100%\" scrolling=\"no\" title=\"Podcast Player\"><\/iframe>\n<\/div>\n\n\n\n<p>\u300aAI Next\u300b\u662f\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u63a8\u51fa\u7684\u4e00\u6863\u5229\u7528 AI \u6280\u672f\u5236\u4f5c\u7684\u64ad\u5ba2\uff0c\u5185\u5bb9\u805a\u7126 AI \u524d\u6cbf\u6280\u672f\u3001\u79d1\u7814\u8d8b\u52bf\u4e0e\u793e\u4f1a\u5f71\u54cd\u3002\u7b2c\u4e00\u5b63\u4e3b\u8981\u56f4\u7ed5\u5f53\u4eca\u667a\u80fd\u53d1\u5c55\u7684\u6838\u5fc3\u8bae\u9898\uff0c\u63a2\u7d22\u524d\u6cbf\u8d8b\u52bf\u3002<\/p>\n\n\n\n<p>\u5728\u300aAI Next\u300b\u7b2c\u56db\u671f\u4e2d\uff0c\u6211\u4eec\u9080\u8bf7\u5230\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u9996\u5e2d\u79d1\u5b66\u5bb6\u97e6\u798f\u5982\uff0c\u4ece\u7b2c\u4e00\u6027\u539f\u7406\u51fa\u53d1\uff0c\u4e0e\u5927\u5bb6\u63a2\u8ba8\u5f53\u524d AI \u53d1\u5c55\u4e2d\u6700\u6838\u5fc3\u3001\u5177\u6709\u4e89\u8bae\u7684\u524d\u6cbf\u95ee\u9898\u3002\u4e3a\u4f55 Scaling \u4ecd\u662f AI \u7684\u7b2c\u4e00\u6027\u539f\u7406\uff0c\u4f46\u5fc5\u987b\u8d70\u5411\u201c\u79d1\u5b66\u89c4\u6a21\u5316\u201d\uff1b\u4e3a\u4ec0\u4e48 AI \u5df2\u80fd\u5f88\u597d\u5730\u89e3\u51b3 In-Distribution \u95ee\u9898\uff0c\u5374\u4ecd\u672a\u771f\u6b63\u5b66\u4f1a\u201c\u5b66\u4e60\u672c\u8eab\u201d\uff1b\u4e3a\u4f55\u4e0b\u4e00\u6b21\u51b3\u5b9a\u6027\u8dc3\u8fc1\uff0c\u6765\u81ea\u5b66\u4e60\u8303\u5f0f\u800c\u975e\u5355\u7eaf\u5de5\u7a0b\u4f18\u5316\u3002\u4ece\u57fa\u7840\u7814\u7a76\u5230\u4ea7\u4e1a\u5316\u8def\u5f84\uff0c\u8ba9\u6211\u4eec\u5171\u540c\u5f00\u542f\u8fd9\u573a\u5173\u4e8e AI \u4e0b\u4e00\u4ee3\u8303\u5f0f\u8fc1\u79fb\u7684\u6df1\u5ea6\u5bf9\u8bdd\u3002<\/p>\n\n\n\n<p><strong>\u5609\u5bbe\u4ecb\u7ecd<\/strong><\/p>\n\n\n\n<p><strong>\u97e6\u798f\u5982\u535a\u58eb<\/strong><\/p>\n\n\n\n<p><a href=\"https:\/\/www.microsoft.com\/en-us\/research\/people\/fuwei\/\">\u97e6\u798f\u5982\u535a\u58eb<\/a>\u73b0\u4efb\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u9996\u5e2d\u79d1\u5b66\u5bb6\u3001\u5fae\u8f6f\u6770\u51fa\u79d1\u5b66\u5bb6\uff0c\u9886\u5bfc\u56e2\u961f\u4ece\u4e8b\u57fa\u7840\u6a21\u578b\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u8bed\u97f3\u5904\u7406\u548c\u591a\u6a21\u6001\u4eba\u5de5\u667a\u80fd\u7b49\u9886\u57df\u7684\u7814\u7a76\u3002\u8fd1\u5e74\u6765\uff0c\u4ed6\u8fd8\u81f4\u529b\u4e8e\u9886\u5bfc\u548c\u63a8\u8fdb\u901a\u7528\u4eba\u5de5\u667a\u80fd\u7684\u57fa\u7840\u7814\u7a76\u548c\u521b\u65b0\u3002<\/p>\n\n\n\n<p>\u97e6\u798f\u5982\u535a\u58eb\u548c\u56e2\u961f\u5728\u57fa\u7840\u6a21\u578b\u548c\u901a\u7528\u4eba\u5de5\u667a\u80fd\u9886\u57df\u53d1\u8868\u548c\u5f00\u6e90\u4e86\u4e00\u7cfb\u5217\u5f00\u521b\u6027\u3001\u6709\u5f71\u54cd\u529b\u7684\u8bba\u6587\u548c\u6a21\u578b\uff0c\u4f8b\u5982 UniLM, MiniLM, LayoutLM, BEiT, VALL-E, YOCO, BitNet, Differential Transformer, LatentLM, MiniLLM, RPT, VibeVoice \u7b49\u7b49\u3002\u97e6\u798f\u5982\u535a\u58eb\u5728\u9876\u7ea7\u4f1a\u8bae\u548c\u671f\u520a\u4e0a\u53d1\u8868\u4e86200\u591a\u7bc7\u7814\u7a76\u8bba\u6587\uff08\u88ab\u5f15\u7528\u8d85\u8fc770,000\u6b21\uff0cH-Index 120\uff09\u3002<\/p>\n\n\n\n<p>\u97e6\u798f\u5982\u535a\u58eb\u5206\u522b\u4e8e2004\u5e74\u548c2009\u5e74\u83b7\u5f97\u6b66\u6c49\u5927\u5b66\u5b66\u58eb\u5b66\u4f4d\u548c\u535a\u58eb\u5b66\u4f4d\u30022017\u5e74\uff0c\u4ed6\u56e0\u5bf9\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7684\u8d21\u732e\u5165\u9009\u300a\u9ebb\u7701\u7406\u5de5\u6280\u672f\u8bc4\u8bba\u300b\u4e2d\u56fd35\u5c81\u4ee5\u4e0b\u521b\u65b0\u8005\u5e74\u5ea6\u699c\u5355\uff08MIT TR35 China\uff09\uff0c2018\u5e74\u5165\u9009\u4e2d\u56fd AI \u82f1\u96c4\u98ce\u4e91\u699c\u6280\u672f\u65b0\u9510\u5956\u699c\u5355\u30022019\u5e74\u201c\u7edf\u4e00\u81ea\u7136\u8bed\u8a00\u9884\u8bad\u7ec3\u6a21\u578b\u4e0e\u673a\u5668\u9605\u8bfb\u7406\u89e3\u201d\u5165\u9009\u4e16\u754c\u4e92\u8054\u7f51\u9886\u5148\u79d1\u6280\u6210\u679c\u5956\uff0c2024\u5e74 LayoutLM \u8363\u83b7\u56fd\u9645\u57fa\u7840\u79d1\u5b66\u5927\u4f1a\u524d\u6cbf\u79d1\u5b66\u5956\u30022020\u5e74\u5165\u9009\u5317\u4eac\u5e02\u52b3\u52a8\u6a21\u8303\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u4e5f\u6b22\u8fce\u5927\u5bb6\u5728\u5c0f\u5b87\u5b99\u3001\u559c\u9a6c\u62c9\u96c5\u548cApple\u64ad\u5ba2\u8ba2\u9605\u3001\u6536\u542c\u3001\u5206\u4eab\uff01<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"549\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/01\/ai-next-podcast-s1e4-qrcode-1-1024x549.png\" alt=\"qr code\" class=\"wp-image-1160283\" style=\"width:600px\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/01\/ai-next-podcast-s1e4-qrcode-1-1024x549.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/01\/ai-next-podcast-s1e4-qrcode-1-300x161.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/01\/ai-next-podcast-s1e4-qrcode-1-768x412.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/01\/ai-next-podcast-s1e4-qrcode-1-1536x824.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/01\/ai-next-podcast-s1e4-qrcode-1-2048x1099.png 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/01\/ai-next-podcast-s1e4-qrcode-1-710x380.png 710w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/01\/ai-next-podcast-s1e4-qrcode-1-240x129.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"298\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/01\/ai-next-podcast-s1e4-qrcode-2-1024x298.png\" alt=\"qr code\" class=\"wp-image-1160284\" style=\"width:600px\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/01\/ai-next-podcast-s1e4-qrcode-2-1024x298.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/01\/ai-next-podcast-s1e4-qrcode-2-300x87.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/01\/ai-next-podcast-s1e4-qrcode-2-768x223.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/01\/ai-next-podcast-s1e4-qrcode-2-1536x447.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/01\/ai-next-podcast-s1e4-qrcode-2-2048x596.png 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/01\/ai-next-podcast-s1e4-qrcode-2-240x70.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"298\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/01\/ai-next-podcast-s1e4-qrcode-3-1024x298.png\" alt=\"qr code\" class=\"wp-image-1160285\" style=\"width:600px\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/01\/ai-next-podcast-s1e4-qrcode-3-1024x298.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/01\/ai-next-podcast-s1e4-qrcode-3-300x87.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/01\/ai-next-podcast-s1e4-qrcode-3-768x223.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/01\/ai-next-podcast-s1e4-qrcode-3-1536x447.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/01\/ai-next-podcast-s1e4-qrcode-3-2048x596.png 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/01\/ai-next-podcast-s1e4-qrcode-3-240x70.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u4f5c\u4e3a\u4e00\u6863\u7531 AI \u5408\u6210\u7684\u64ad\u5ba2\u680f\u76ee\uff0c\u300aAI Next\u300b\u64ad\u5ba2\u97f3\u9891\u548c\u5ba3\u4f20\u89c6\u9891\u80cc\u540e\u5305\u542b\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5728\u5408\u6210 AI \u9886\u57df\u7684\u4e09\u9879\u5173\u952e\u6280\u672f\uff1a<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/articles\/vibevoice\/\" target=\"_blank\" rel=\"noreferrer noopener\">VibeVoice<\/a>&nbsp;\u5177\u5907\u81ea\u7136\u3001\u5bcc\u6709\u8868\u73b0\u529b\u7684\u8bed\u97f3\u5408\u6210\u80fd\u529b\uff0c\u80fd\u591f\u4e3a\u6700\u591a4\u4f4d\u8bf4\u8bdd\u8005\u5408\u6210\u957f\u8fbe90\u5206\u949f\u7684\u9ad8\u8d28\u91cf\u5bf9\u8bdd\u8bed\u97f3\uff0c\u4e3a\u7528\u6237\u5e26\u6765\u66f4\u7075\u52a8\u7684\u58f0\u97f3\u4e92\u52a8\u611f\u53d7\u3002<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/articles\/vasa-3d\/\" target=\"_blank\" rel=\"noreferrer noopener\">VASA<\/a>&nbsp;\u53ef\u5c06\u9759\u6001\u8096\u50cf\u4e0e\u97f3\u9891\u4fe1\u53f7\u7ed3\u5408\uff0c\u5408\u6210\u60c5\u611f\u903c\u771f\u4e14\u62e5\u6709\u7ec6\u817b\u9762\u90e8\u8868\u60c5\u7684\u8bf4\u8bdd\u5934\u50cf\uff0c\u4e3a\u5185\u5bb9\u521b\u4f5c\u53ca\u8f85\u52a9\u6559\u80b2\u63d0\u4f9b\u4e86\u5168\u65b0\u7684\u5448\u73b0\u65b9\u5f0f\u3002TRELLIS \u5219\u662f\u4e00\u4e2a 3D \u7269\u54c1\u751f\u6210\u6a21\u578b\uff0c\u80fd\u4f9d\u636e\u6587\u672c\u63d0\u793a\u6216\u56fe\u7247\u4fe1\u606f\u6784\u5efa\u76f8\u5e94\u7684 3D \u6548\u679c\uff0c\u8ba9\u590d\u6742\u7684\u6982\u5ff5\u8bbe\u8ba1\u53ef\u4ee5\u5728\u7acb\u4f53\u7a7a\u95f4\u4e2d\u88ab\u201c\u770b\u89c1\u201d\u3002\u76ee\u524d\uff0cVASA \u548c TRELLIS \u6280\u672f\u53ef\u5728\u5fae\u8f6f\u7684 Copilot \u4ea7\u54c1\u4e2d\u4f53\u9a8c\uff0cVibeVoice \u4e5f\u5df2\u5728 Hugging Face \u4e0a\u5f00\u6e90\u3002\u4e09\u9879\u6280\u672f\u7684\u52a0\u6301\u5c06\u4e3a\u5185\u5bb9\u521b\u9020\u8005\u548c\u542c\u4f17\u5e26\u6765 AI \u6280\u672f\u6f14\u8fdb\u7684\u771f\u5b9e\u4f53\u9a8c\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>\u89c2\u70b9\u901f\u8bfb<\/strong><\/p>\n\n\n\n<p>\u53c2\u8003\u97e6\u798f\u5982\u535a\u58eb\u65e5\u5e38\u7684\u9605\u8bfb\u4e0e\u4fe1\u606f\u68b3\u7406\u65b9\u5f0f\uff0c\u5728\u672c\u7bc7\u6b63\u6587\u5f00\u59cb\u4e4b\u524d\uff0c\u6211\u4eec\u5c06\u64ad\u5ba2\u4e2d\u97e6\u798f\u5982\u535a\u58eb\u8d85\u9ad8\u5bc6\u5ea6\u7684\u91d1\u53e5\u8fdb\u884c\u4e86\u6c47\u603b\uff0c\u5e0c\u671b\u53ef\u4ee5\u5e2e\u52a9\u5927\u5bb6\u5feb\u901f\u4e86\u89e3\u672c\u6b21\u5bf9\u8bdd\u7684\u6838\u5fc3\u89c2\u70b9\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u201c\u89c4\u6a21\u5316\uff08Scaling\uff09\u662f AI \u7684\u7b2c\u4e00\u6027\u539f\u7406\uff0c\u4f46\u6211\u4eec\u9700\u8981\u7684\u662f\u79d1\u5b66\u89c4\u6a21\u5316\u3002\u672c\u8d28\u4e0a\u6240\u6709\u7684\u521b\u65b0\uff0c\u4e0d\u7ba1\u662f\u6a21\u578b\u67b6\u6784\u3001\u5b66\u4e60\u8303\u5f0f\u3001\u6570\u636e\u3001\u7cfb\u7edf\u8fd8\u662f\u786c\u4ef6\u7684\u521b\u65b0\uff0c\u90fd\u662f\u4e3a\u4e86\u66f4\u6709\u6548\u548c\u66f4\u9ad8\u6548\u7684\u89c4\u6a21\u5316\u3002\u89c4\u6a21\u5316\u548c\u521b\u65b0\u4e24\u8005\u4e00\u8d77\u6784\u6210\u9a71\u52a8AI\u524d\u8fdb\u7684\u53cc\u8f6e\uff0c\u7f3a\u4e00\u4e0d\u53ef\u3002\u201d<\/li>\n\n\n\n<li>\u201cAI \u57fa\u672c\u53ef\u4ee5\u5f88\u597d\u5730\u89e3\u51b3 In-Distribution \u95ee\u9898\uff0c\u4e5f\u5c31\u662f\u5982\u679c\u6211\u4eec\u53ef\u4ee5\u628a\u4e00\u4e2a\u95ee\u9898\u8f6c\u5316\u6210\u4e00\u4e2a In-Distribution \u7684\u95ee\u9898\uff0c\u57fa\u672c\u5c31\u89e3\u51b3\u4e86\uff0c\u4e5f\u6709\u4e00\u5b9a\u7684\u7ec4\u5408\u6cdb\u5316\u80fd\u529b\uff0c\u4f46\u662f\u66f4\u52a0\u901a\u7528\u7684\u6cdb\u5316\u80fd\u529b\u8fd8\u9700\u8981\u65b0\u7684\u7a81\u7834\u3002\u201d<\/li>\n\n\n\n<li>\u201c\u5237\u699c\u548c\u5237\u9898\u6709\u672c\u8d28\u533a\u522b\uff0c\u5237\u699c\u662f\u5bf9\u7740\u8bc4\u6d4b\u7ed3\u679c\u76f4\u63a5\u8fc7\u62df\u5408\uff0c\u5237\u9898\u662f\u5bf9\u7740\u76ee\u6807\u9488\u5bf9\u6027\u4f18\u5316\u3002\u5237\u699c\u6216\u8005\u5237\u9898\u672c\u8eab\u4e0d\u91cd\u8981\uff0c\u4f46\u603b\u5f97\u6709\u4e2a\u8bc4\u4f30\u6807\u51c6\u3002\u5173\u952e\u662f\u4e0d\u80fd\u5bf9\u7740 benchmark \u4e13\u95e8\u53bb\u505a\u3002\u771f\u6b63\u96be\u7684\u662f\u628a\u5b83\u5f53\u6210\u6709\u6548\u7684\u8bc4\u4f30\uff0c\u5c24\u5176\u662f\u770b\u6280\u672f\u548c\u80fd\u529b\u80fd\u4e0d\u80fd\u6cdb\u5316\u3001\u8fc1\u79fb\u3002\u201d<\/li>\n\n\n\n<li>\u201c\u73b0\u5728\u7684 AI\uff0c\u5927\u90e8\u5206\u5df2\u7ecf\u53d8\u6210\u4e86\u5de5\u7a0b\u95ee\u9898\uff0c\u4f46\u662f\u672a\u6765\u8d77\u51b3\u5b9a\u6027\u4f5c\u7528\u5374\u662f\u975e\u5e38\u5c11\u7684\u51e0\u4e2a\u5173\u952e\u7814\u7a76\u95ee\u9898\u7684\u7a81\u7834\uff0c\u9700\u8981\u6709\u7c7b\u4f3c Transformer\uff0cGPT-3\uff0co1 \u8fd9\u6837\u91cc\u7a0b\u7891\u5f0f\u7684\u4e0b\u4e00\u4e2a\u8303\u5f0f\u8fc1\u79fb\u3002\u201d<\/li>\n\n\n\n<li>\u201c\u5927\u8111\u662f AI \u5f88\u597d\u7684\u955c\u50cf\u548c\u5317\u6781\u661f\uff0c\u867d\u7136\u5b9e\u73b0\u8def\u5f84\u4f1a\u4e0d\u4e00\u6837\uff0c\u4f46\u662f\u795e\u7ecf\u79d1\u5b66\u7684\u5f88\u591a\u53d1\u73b0\u5728\u76ee\u6807\u548c\u65b9\u5411\u4e0a\u4e3a AI \u63d0\u4f9b\u4e86\u5f88\u91cd\u8981\u548c\u53ef\u7c7b\u6bd4\u7684\u53c2\u8003\uff0c\u6bd4\u5982\u795e\u7ecf\u53ef\u5851\u6027\uff08neuroplasticity\uff09\u548c\u9884\u6d4b\u6027\u5904\u7406\uff08predictive processing\uff09\u90fd\u662f\u63a5\u4e0b\u6765 AI \u6700\u91cd\u8981\u7684\u7814\u7a76\u8bfe\u9898\u548c\u76ee\u6807\u3002\u201d<\/li>\n\n\n\n<li>\u201c\u6211\u4eec\u9700\u8981\u7684\u662f\u6709\u5fc5\u8981\u6027\u7684\u521b\u65b0\uff0c\u5426\u5219\u5c31\u662f\u5728\u521b\u9020\u65b0\u7684\u95ee\u9898\uff0c\u800c\u4e0d\u662f\u89e3\u51b3\u8981\u89e3\u51b3\u7684\u95ee\u9898\u3002\u4ec0\u4e48\u53eb\u5fc5\u8981\u6027\uff1f\u8fd9\u8981\u6ee1\u8db3\u4e24\u4e2a\u6761\u4ef6\uff0c\u4e00\u4e2a\u6761\u4ef6\u5c31\u662f\u8bf4\u4f60\u8981\u80fd\u505a\u4ee5\u524d\u505a\u4e0d\u4e86\u7684\u4e8b\u60c5\uff0c\u4f46\u662f\u6709\u4e00\u4e2a\u524d\u63d0\uff0c\u4f60\u4ee5\u524d\u80fd\u505a\u7684\u4e5f\u8981\u80fd\u505a\u3002\u8fd9\u662f\u4e00\u4e2a\u5e15\u96f7\u6258\u63d0\u5347\uff0c\u4e00\u4e2a\u5411\u4e0b\u517c\u5bb9\u3002\u7b2c\u4e8c\u4e2a\u7684\u8bdd\u5c31\u662f\u4f60\u9700\u8981\u6709\u8fd9\u79cd\u91cf\u7ea7\u7684\u6548\u80fd\u63d0\u5347\uff0c\u5982\u679c\u53ea\u662f\u63d0\u53471%\u30012%\uff0c\u4ece\u6781\u81f4\u5de5\u7a0b\u7684\u89d2\u5ea6\u901a\u8fc7\u5f88\u591a\u7684\u8fd9\u79cd\u63d0\u5347\u62ff\u5230\u590d\u5229\u7684\u6548\u5e94\u662f\u6709\u610f\u4e49\u7684\uff0c\u4f46\u662f\u4ece\u79d1\u5b66\u8303\u5f0f\u7684\u89d2\u5ea6\u770b\u53ef\u80fd\u610f\u4e49\u4e0d\u591f\u5927\u3002\u201d<\/li>\n\n\n\n<li>\u201cAI \u6a21\u578b\u7684\u4e09\u5757\u57fa\u77f3\uff0c\u6a21\u578b\u67b6\u6784\u3001\u5b66\u4e60\u8303\u5f0f\uff0c\u4ee5\u53ca\u89c4\u6a21\u5316\uff0c\u6a21\u578b\u67b6\u6784\u548c\u89c4\u6a21\u5316\u8fd8\u4f1a\u4e0d\u65ad\u8fed\u4ee3\u548c\u4f18\u5316\uff0c\u4f46\u662f\u63a5\u4e0b\u6765\u6700\u5927\u7684\u673a\u4f1a\u548c\u5fc5\u8981\u6027\u662f\u5b66\u4e60\u8303\u5f0f\u7684\u9769\u547d\u3002\u201d<\/li>\n\n\n\n<li>\u201cAI \u4ec0\u4e48\u4e1c\u897f\u90fd\u5b66\u5f97\u5f88\u597d\uff0c\u4f46\u552f\u4e00\u5c31\u662f\u6ca1\u6709\u5b66\u4f1a\u5b66\u4e60\u672c\u8eab\u3002\u800c\u4eba\u6700\u5389\u5bb3\u7684\u5730\u65b9\u662f\u5177\u5907\u4e86\u5b66\u4e60\u8fd9\u4e2a\u80fd\u529b\u3002\u5b66\u4f1a\u5b66\u4e60\u662fAI\u63a5\u4e0b\u6765\u6700\u91cd\u8981\u7684\u8bfe\u9898\u3002\u201d<\/li>\n\n\n\n<li>\u201c\u5728\u7ebf\u5b66\u4e60\u548c\u6301\u7eed\u5b66\u4e60\u662f\u63a5\u4e0b\u6765 AI \u6700\u91cd\u8981\u7684\u57fa\u7840\u80fd\u529b\uff0c\u73b0\u5728\u95ee\u9898\u548c\u76ee\u6807\u5df2\u7ecf\u662f\u5171\u8bc6\u4e86\uff0c\u4f46\u6280\u672f\u8def\u5f84\u8fd8\u5b58\u5728\u975e\u5171\u8bc6\u533a\u95f4\u3002\u201d<\/li>\n\n\n\n<li>\u201c\u539f\u751f\u5168\u6a21\u6001\u6a21\u578b\u548c\u601d\u8003\u662f\u63a8\u8fdb\u667a\u80fd\u4e0a\u754c\u7684\u4e00\u4e2a\u65b9\u5411\uff0c\u800c\u4e14\u4ece AI \u548c\u4eba\u7684\u7ec8\u6781\u4ea4\u4e92\u754c\u9762\u548c\u5f62\u5f0f\u6765\u8bf4\uff0c\u4e5f\u662f\u6784\u5efa\u4e0b\u4e00\u4ee3\u539f\u751f AI \u4ea7\u54c1\u7684\u5173\u952e\u6280\u672f\u3002\u201d<\/li>\n\n\n\n<li>\u201cNatural Context = Omnimodality + Memory + Any Context\uff0cEverything is Context\uff0cEverything as Context, \u5c31\u662f\u8bf4 AI \u80fd\u5728\u4efb\u610f\u4e0a\u4e0b\u6587\uff0c\u6216\u8005\u8bf4\u4efb\u610f\u573a\u666f\u4e2d\u6709\u6548\u5229\u7528\u76f8\u5173\u4fe1\u606f\uff0c\u5305\u62ec\u5404\u79cd\u5f53\u524d\u73af\u5883\u3001\u5404\u79cd\u6a21\u6001\u7684\u8f93\u5165\u548c\u5386\u53f2\uff0c\u6216\u79f0\u4e4b\u4e3a\u8bb0\u5fc6\u7684\u4fe1\u606f\uff0c\u6839\u636e\u5f53\u524d\u573a\u666f\u4f5c\u4e3a\u81ea\u7136\u7684\u63d0\u793a\u8bcd\uff0c\u751a\u81f3\u80fd\u4e3b\u52a8\u611f\u77e5\u5230\u9700\u6c42\u3002\u8fd9\u5c06\u662f\u672a\u6765AI\u7684\u7ec8\u6781 UX \u548c\u4ea4\u4e92\u8303\u5f0f\u3002\u201d<\/li>\n\n\n\n<li>\u201c1\u6bd4\u7279\u662f\u4e2a\u5f88\u91cd\u8981\u7684\u673a\u4f1a\u3002\u73b0\u5728\u7684 AI \u8ba1\u7b97\u90fd\u662f\u57fa\u4e8e\u77e9\u9635\u8fd0\u7b97\u7684\uff0c\u5b83\u7684\u57fa\u7840\u5c31\u662f\u6d6e\u70b9\u6570\u7684\u77e9\u9635\u4e58\u6cd5\u3002\u4f46\u5982\u679c\u4f60\u505a\u5230\u4e861\u6bd4\u7279\uff0c\u90a3\u5c31\u8ddf\u5176\u4ed6\u4f4e\u6bd4\u7279\u4e0d\u4e00\u6837\u4e86\uff0c\u5b83\u53ea\u6709\u52a0\u6cd5\uff0c\u4ece\u80fd\u6e90\u6d88\u8017\u7684\u89d2\u5ea6\u8bb2\uff0c\u5b83\u6709\u5929\u7136\u7684\u4f18\u52bf\uff0c1\u6bd4\u7279\u6709\u673a\u4f1a\u4ece\u672c\u8d28\u4e0a\u53bb\u89e3\u51b3\u95ee\u9898\u3002\u8fd9\u4e5f\u662f\u63a5\u4e0b\u6765\u6a21\u578b\u67b6\u6784\u3001\u7cfb\u7edf\u548c\u786c\u4ef6\u534f\u540c\u521b\u65b0\u7684\u5927\u673a\u4f1a\u3002\u201d<\/li>\n\n\n\n<li>\u201cAI \u7684\u4e00\u5927\u8d8b\u52bf\u662f\u5927\u878d\u5408\u548c\u5927\u7edf\u4e00\uff0c\u53ef\u4ee5\u9884\u89c1\u5230\u4e16\u754c\u6a21\u578b\u6700\u540e\u4e5f\u4f1a\u548c\u5927\u8bed\u8a00\u6a21\u578b\u662f\u540c\u4e00\u4e2a\u6a21\u578b\u3002\u201d<\/li>\n\n\n\n<li>\u201cAI \u7684\u843d\u5730\u548c\u4ea7\u4e1a\u5316\u7684\u8def\u5f84\uff0c\u5176\u5b9e\u4e5f\u5f88\u6e05\u6670\uff0c\u5c31\u662f\u901a\u8fc7\u667a\u80fd\u4f53\u4ee5\u53ca\u4ee5\u667a\u80fd\u4f53\u4e3a\u57fa\u7840\u7684\u667a\u80fd\u7ec4\u7ec7\u6765\u63d0\u5347\u548c\u62d3\u5c55\u4eba\u7c7b\u793e\u4f1a\u7684\u751f\u4ea7\u529b\u4ece\u800c\u521b\u9020\u7ecf\u6d4e\u548c\u793e\u4f1a\u4ef7\u503c\u3002\u201d<\/li>\n\n\n\n<li>\u201c\u5173\u4e8e Coding Agent \u548c Computer-Use Agent \u7684\u8def\u7ebf\u4e4b\u4e89\u3002\u6211\u4eec\u8ba4\u4e3a Coding Agent \u5e94\u8be5\u662f\u66f4\u53ef\u80fd\u7684\u8def\u5f84\uff0c\u8fd9\u4e5f\u518d\u6b21\u5370\u8bc1\u4e86\u83ab\u62c9\u7ef4\u514b\u6096\u8bba \u2013 \u5199\u4ee3\u7801\u5bf9\u4e8e\u4eba\u7c7b\u6765\u8bf4\u53ef\u80fd\u5f88\u96be\uff0c\u4f46\u662f\u5bf9 AI \u6765\u8bf4\u5f88\u7b80\u5355\uff0c\u800c\u4f7f\u7528\u7535\u8111\u5bf9\u4eba\u7c7b\u6765\u8bf4\u5f88\u7b80\u5355\uff0c\u4f46\u5bf9 AI \u53ef\u80fd\u5f88\u96be\u3002\u201d<\/li>\n\n\n\n<li>\u201cCoding Agent \u7684\u901a\u7528\u6027\u5176\u5b9e\u88ab\u5927\u5927\u4f4e\u4f30\u4e86\uff0c\u672c\u8d28\u4e0a\uff0ccode \u624d\u662f AI \u7684\u539f\u751f\u8bed\u8a00\u3002\u201d<\/li>\n\n\n\n<li>\u201c\u672c\u8d28\u4e0a\uff0cAI \u7684\u8fdb\u6b65\u5176\u5b9e\u57fa\u672c\u662f\u548c\u627e\u5230\u6b63\u786e\u7684 Scaling \u7ef4\u5ea6\u9ad8\u5ea6\u91cd\u5408\uff0c\u4e5f\u5c31\u662f\u600e\u4e48\u6709\u6548\u548c\u9ad8\u6548\u5730\u628a\u8ba1\u7b97\uff08\u7535\u80fd\uff09\u8f6c\u5316\u4e3a\u667a\u80fd\uff0c\u9664\u4e86\u76ee\u524d\u5df2\u6709\u7684\u901a\u7528\u89c4\u6a21\u6cd5\u5219\uff08Scaling Law\uff09\uff0c\u667a\u80fd\u4f53\u89c4\u6a21\u6cd5\u5219\uff08Agentic Scaling Law\uff09\u548c\u7ecf\u9a8c\u6cd5\u5219\uff08Experience Law\uff09\u4f1a\u6210\u4e3a\u63a5\u4e0b\u6765 AI \u53d1\u5c55\u7684\u5173\u952e\u63a8\u52a8\u57fa\u7840\u3002\u201d<\/li>\n\n\n\n<li>\u201cAI \u7814\u7a76\u548c\u521b\u65b0\u7684\u4e09\u4e2a\u5173\u952e\u8bcd\uff1a\u54c1\u5473\uff0c\u7ec8\u5c40\u601d\u7ef4\u4e0e\u7b2c\u4e00\u6027\u539f\u7406\u3002\u201d<\/li>\n\n\n\n<li>\u201c\u7814\u7a76\u3001\u6a21\u578b\u3001\u4ea7\u54c1\u662f\u540c\u4e00\u4e2a\u95ee\u9898\u7684\u4e00\u4f53\u4e09\u9762\uff0c\u6700\u597d\u7684\u7814\u7a76\u4f1a\u4ea7\u751f\u6700\u597d\u7684\u6a21\u578b\uff0c\u6709\u4e86\u6700\u597d\u7684\u6a21\u578b\u624d\u4f1a\u6709\u771f\u6b63\u9769\u547d\u6027\u7684\u4ea7\u54c1\uff0c\u90fd\u9700\u8981\u5bf9\u667a\u80fd\u8fb9\u754c\u7684\u63d0\u524d\u611f\u77e5\u3001\u521b\u9020\u548c\u4f7f\u7528\uff0c\u4ee5\u53ca\u5bf9\u6280\u672f\u548c\u4ea7\u54c1\u54c1\u5473\u7684\u6781\u81f4\u8ffd\u6c42\u3002\u201d<\/li>\n\n\n\n<li>\u201c\u8fd8\u6709\u4e00\u4e9b\u66f4\u52a0\u57fa\u7840\u7684\u79d1\u5b66\u95ee\u9898\uff0c\u6bd4\u5982 In-Weight Learning \u548c In-Context Learning \u7684\u5185\u5728\u8054\u7cfb\u548c\u7edf\u4e00\u3002\u67d0\u79cd\u610f\u4e49\u4e0a\uff0c\u6211\u4eec\u8fdb\u5165\u4e86\u65b0\u7684\u5927\u822a\u6d77\u65f6\u4ee3\uff0c\u9700\u8981\u53bb\u63a2\u7d22\u5269\u4e0b\u7684\u6700\u540e\u5c11\u6570\u51e0\u4e2a\u2018\u65b0\u5927\u9646\u2019\uff0c\u6216\u8005\u8bf4\u8fd8\u6709\u975e\u5e38\u5173\u952e\u7684\u53ef\u80fd1-2\u4e2a\u5355\u70b9\u7684\u8303\u5f0f\u8fc1\u79fb\u5f0f\u6280\u672f\u7a81\u7834\uff0c\u8fd9\u4e5f\u662f\u8fd9\u4e2a\u65f6\u4ee3\u7684 AI \u7814\u7a76\u4eba\u5458\u548c\u7814\u7a76\u56e2\u961f\u7684\u771f\u6b63\u76ee\u6807\u548c\u68a6\u60f3\u3002\u201d<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><em>\u5982\u4e0b\u662f\u300aAI Next\u300b\u7b2c\u56db\u671f\u64ad\u5ba2\u5185\u5bb9\u7684\u6587\u5b57\u6574\u7406\uff1a<\/em><\/p>\n\n\n\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u5927\u5bb6\u597d\uff0c\u6b22\u8fce\u6536\u542c\u300aAI Next\u300b\u7b2c\u4e00\u5b63\u7b2c\u56db\u671f\u3002<\/strong><\/p>\n\n\n\n<p><strong>\u73b0\u5728 AI \u53d1\u5c55\u7684\u8282\u594f\u592a\u5feb\u4e86\uff0c\u8bf7\u95ee\u5982\u4f55\u4fdd\u6301\u5bf9\u6700\u65b0\u7814\u7a76\u548c\u6280\u672f\u7684\u8ddf\u8fdb\u901f\u5ea6\uff1f<\/strong><\/p>\n\n\n\n<p><strong>\u97e6\u798f\u5982\uff1a<\/strong>\u6301\u7eed\u5173\u6ce8\u6700\u65b0\u52a8\u6001\u662f\u57fa\u7840\uff0c\u4f46\u66f4\u5173\u952e\u7684\u662f\u8981\u6709\u81ea\u5df1\u7684\u5224\u65ad\uff0c\u6216\u8005\u8bf4\u4e00\u79cd\u201c\u54c1\u5473\u201d\u3002\u6211\u770b\u7814\u7a76\u65f6\u662f\u5e26\u7740\u660e\u786e\u89c2\u70b9\u7684\uff0c\u751a\u81f3\u53ef\u4ee5\u8bf4\u662f\u6709\u504f\u89c1\u7684\uff0c\u56e0\u4e3a\u4f60\u5fc5\u987b\u8981\u6709\u81ea\u5df1\u7684\u601d\u7ef4\u6a21\u578b\u3002\u4e00\u65b9\u9762\uff0c\u6211\u4f1a\u91cd\u70b9\u5173\u6ce8\u81ea\u5df1\u771f\u6b63\u5173\u5fc3\u7684\u95ee\u9898\uff0c\u5f88\u591a\u90fd\u548c\u6211\u4eec\u6b63\u5728\u505a\u7684\u7814\u7a76\u76f4\u63a5\u76f8\u5173\uff1b\u53e6\u4e00\u65b9\u9762\uff0c\u4e5f\u4f1a\u957f\u671f\u8ddf\u8e2a\u4e00\u4e9b\u524d\u6cbf\u5b9e\u9a8c\u5ba4\u3001\u7279\u5b9a\u79d1\u7814\u4eba\u5458\u548c\u56e2\u961f\uff0c\u770b\u4ed6\u4eec\u5728\u89e3\u51b3\u4ec0\u4e48\u95ee\u9898\u3001\u505a\u5230\u4ec0\u4e48\u7a0b\u5ea6\u3002\u5f53\u7136\uff0c\u4e5f\u4f1a\u4fdd\u6301\u4e00\u5b9a\u7684\u5f00\u653e\u6027\uff0c\u770b\u4e00\u4e9b\u6709\u610f\u601d\u7684\u5de5\u4f5c\uff0c\u4f46\u4e0d\u4f1a\u4ec0\u4e48\u90fd\u770b\u3002<\/p>\n\n\n\n<p>\u6211\u7684\u9605\u8bfb\u6e20\u9053\u5176\u5b9e\u5f88\u5206\u6563\uff0c\u5305\u62ec arXiv\u3001\u793e\u4ea4\u5e73\u53f0\u4ee5\u53ca\u81ea\u5a92\u4f53\u7b49\u3002\u540c\u4e8b\u4e4b\u95f4\u4e5f\u4f1a\u4e92\u76f8\u63a8\u8350\u8bba\u6587\u3002\u6700\u91cd\u8981\u7684\u662f\u8981\u627e\u5230\u90a3\u4e9b\u548c\u6211\u4eec\u5173\u5fc3\u7684\u95ee\u9898\u672c\u8d28\u4e0a\u76f8\u5173\uff0c\u4f46\u662f\u5f62\u5f0f\u4e0a\u672a\u5fc5\u76f4\u63a5\u76f8\u5173\u7684\u597d\u5de5\u4f5c\uff0c\u8fd9\u9700\u8981\u6301\u7eed\u5173\u6ce8\uff0c\u4e5f\u9700\u8981\u4e00\u4e9b\u201c\u7f18\u5206\u201d\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u89c4\u6a21\u5316\u662f\u5426\u771f\u7684\u89c1\u9876\u4e86\">\u89c4\u6a21\u5316\u662f\u5426\u771f\u7684\u89c1\u9876\u4e86\uff1f<\/h2>\n\n\n\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u6700\u8fd1\u5173\u4e8e\u89c4\u6a21\u7ea2\u5229\u51cf\u5f31\u7684\u8ba8\u8bba\u8d8a\u6765\u8d8a\u591a\u3002\u4f5c\u4e3a\u4e00\u7ebf\u7814\u7a76\u5458\uff0c\u4f60\u662f\u5426\u89c2\u5bdf\u5230\u4e86\u6027\u80fd\u63d0\u5347\u8d8b\u7f13\u7684\u4fe1\u53f7\uff1f<\/strong><\/p>\n\n\n\n<p><strong>\u97e6\u798f\u5982\uff1a<\/strong>\u9996\u5148\uff0c\u89c4\u6a21\u5316\uff08Scaling\uff09\u662f AI \u7684\u7b2c\u4e00\u6027\u539f\u7406\uff0c\u4e5f\u5c31\u662f\u5982\u4f55\u628a\u8ba1\u7b97\u3001\u628a\u7535\u80fd\u9ad8\u6548\u5730\u8f6c\u5316\u4e3a\u667a\u80fd\u3002\u4f46\u6211\u4eec\u9700\u8981\u201c\u79d1\u5b66\u89c4\u6a21\u5316\u201d\uff0c\u4e0d\u4ec5\u8981\u505a\u5927\uff0c\u8fd8\u8981\u5728\u6b63\u786e\u7684\u7ef4\u5ea6\u4e0a\u505a\u5927\u3002\u6240\u6709\u521b\u65b0\uff0c\u65e0\u8bba\u662f\u6a21\u578b\u67b6\u6784\u3001\u5b66\u4e60\u8303\u5f0f\u3001\u6570\u636e\u3001\u7cfb\u7edf\u8fd8\u662f\u786c\u4ef6\uff0c\u5f52\u6839\u7ed3\u5e95\u90fd\u662f\u4e3a\u4e86\u66f4\u6709\u6548\u3001\u66f4\u9ad8\u6548\u5730\u89c4\u6a21\u5316\u3002\u89c4\u6a21\u5316\u548c\u521b\u65b0\u662f\u4e00\u5bf9\u9a71\u52a8 AI \u524d\u8fdb\u7684\u53cc\u8f6e\uff0c\u7f3a\u4e00\u4e0d\u53ef\u3002<\/p>\n\n\n\n<p>\u81f3\u4e8e\u89c4\u6a21\u7ea2\u5229\u662f\u4e0d\u662f\u5728\u51cf\u5f31\uff0c\u6211\u89c9\u5f97\u6240\u6709\u6280\u672f\u672c\u8eab\u90fd\u9075\u5faa S \u66f2\u7ebf\uff0c\u8fd9\u662f\u5ba2\u89c2\u89c4\u5f8b\u3002\u5f53\u8d70\u5230\u66f2\u7ebf\u7684\u5e73\u7f13\u533a\uff0c\u6295\u5165\u548c\u4ea7\u51fa\u7684\u8fb9\u9645\u6536\u76ca\u81ea\u7136\u4f1a\u4e0b\u964d\u3002\u6211\u8ba4\u4e3a\uff0c\u89c4\u6a21\u4f9d\u7136\u662f\u57fa\u7840\uff0c\u4f46\u53ea\u9760\u6269\u5c55\u89c4\u6a21\u663e\u7136\u4e0d\u591f\u4e86\u3002\u5728\u5f53\u524d\u9636\u6bb5\uff0c\u9650\u5236\u4e0d\u5b8c\u5168\u6765\u81ea\u67b6\u6784\uff0c\u800c\u66f4\u591a\u6765\u81ea\u6570\u636e\u548c\u8bc4\u4f30\u65b9\u5f0f\u3002\u5f53\u7b97\u529b\u5df2\u7ecf\u8db3\u591f\u5f3a\u3001\u6570\u636e\u589e\u957f\u901f\u5ea6\u53c8\u660e\u663e\u8ddf\u4e0d\u4e0a\u65f6\uff0c\u6027\u80fd\u63d0\u5347\u8d8b\u7f13\u662f\u5fc5\u7136\u7684\u3002<\/p>\n\n\n\n<p>\u53e6\u5916\uff0c\u7531\u4e8e\u73b0\u5728\u7684\u6a21\u578b\u80fd\u529b\u975e\u5e38\u5f3a\uff0c\u5f88\u591a\u4f20\u7edf\u8bc4\u6d4b\u5df2\u7ecf\u5931\u6548\u4e86\uff0c\u4e8e\u662f\u5927\u5bb6\u5f00\u59cb\u5c1d\u8bd5\u66f4\u96be\u7684 benchmark\uff0c\u6bd4\u5982\u505a\u6570\u5b66\u9898\u3002\u7136\u800c\u4e00\u65e6 benchmark \u88ab\u56fa\u5b9a\uff0c\u4f18\u5316\u5230\u4e00\u5b9a\u7a0b\u5ea6\u540e\uff0c\u89c4\u6a21\u5e26\u6765\u7684\u6536\u76ca\u5c31\u4f1a\u53d8\u5c0f\u3002<\/p>\n\n\n\n<p>\u6362\u8a00\u4e4b\uff0cAI \u57fa\u672c\u4e0a\u53ef\u4ee5\u5f88\u597d\u5730\u89e3\u51b3 In-Distribution\uff08\u540c\u5206\u5e03\uff09\u95ee\u9898\u4e86\u3002\u53ea\u8981\u80fd\u591f\u628a\u95ee\u9898\u8f6c\u5316\u4e3a\u5206\u5e03\u5185\u95ee\u9898\uff0c\u90a3\u4e48\u5b83\u57fa\u672c\u5c31\u80fd\u89e3\u51b3\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u5237\u699c\u7684\u610f\u4e49\u662f\u4ec0\u4e48\">\u5237\u699c\u7684\u610f\u4e49\u662f\u4ec0\u4e48\uff1f<\/h2>\n\n\n\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u90a3\u5237\u699c\u8fd8\u6709\u610f\u4e49\u5417\uff1f<\/strong><\/p>\n\n\n\n<p><strong>\u97e6\u798f\u5982\uff1a<\/strong>\u8981\u6b63\u786e\u5730\u5237\u699c\u3002\u5237\u699c\u548c\u5237\u9898\u662f\u4e24\u56de\u4e8b\u3002\u5237\u699c\u5f80\u5f80\u662f\u5bf9\u8bc4\u6d4b\u7ed3\u679c\u7684\u76f4\u63a5\u8fc7\u62df\u5408\uff1b\u800c\u5237\u9898\u662f\u56f4\u7ed5\u76ee\u6807\u505a\u9488\u5bf9\u6027\u4f18\u5316\u3002<\/p>\n\n\n\n<p>\u5173\u952e\u5728\u4e8e\u662f\u5426\u628a benchmark \u5f53\u4f5c\u6709\u6548\u7684\u8bc4\u4f30\u5de5\u5177\uff0c\u53bb\u9a8c\u8bc1\u6280\u672f\u7684\u6cdb\u5316\u548c\u8fc1\u79fb\u80fd\u529b\u3002\u6bd4\u5982\u6570\u5b66\u6a21\u578b\uff0c\u5982\u679c\u5b83\u53ea\u4f1a\u505a\u6570\u5b66\u9898\uff0c\u90a3\u4ef7\u503c\u6709\u9650\uff1b\u4f46\u5982\u679c\u5b83\u901a\u8fc7\u89e3\u9898\u5b66\u4f1a\u4e86\u590d\u6742\u7684\u601d\u8003\u8fc7\u7a0b\uff0c\u5e76\u80fd\u8fc1\u79fb\u5230\u5176\u4ed6\u4efb\u52a1\u4e0a\uff0c\u90a3\u5c31\u5f88\u6709\u610f\u4e49\u3002\u6240\u4ee5\u6700\u7ec8\u8fd8\u662f\u8981\u628a\u7ed3\u679c\u548c\u6280\u672f\u653e\u5728\u4e00\u8d77\u770b\uff0c\u53ea\u6709\u6280\u672f\u7a81\u7834\u652f\u6491\u7684\u7ed3\u679c\u624d\u53ef\u9760\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"transformer\u5230\u5e95\u662f\u4e0d\u662f\u74f6\u9888-\u6570\u636e\u8352\u80cc\u540e-\u771f\u6b63\u7a00\u7f3a\u7684\u662f\u4ec0\u4e48\">Transformer\u5230\u5e95\u662f\u4e0d\u662f\u74f6\u9888\uff1f\u6570\u636e\u8352\u80cc\u540e\uff0c\u771f\u6b63\u7a00\u7f3a\u7684\u662f\u4ec0\u4e48\uff1f<\/h2>\n\n\n\n<p><strong>\u4e3b\u6301\u4eba\uff1aTransformer \u67b6\u6784\u672c\u8eab\u662f\u5426\u4e5f\u5df2\u6210\u4e3a\u74f6\u9888\uff1f\u6570\u636e\u65b9\u9762\u662f\u4e0d\u662f\u4e5f\u5f00\u59cb\u9762\u4e34\u6311\u6218\uff1f<\/strong><\/p>\n\n\n\n<p><strong>\u97e6\u798f\u5982\uff1a<\/strong>\u6211\u4e0d\u8ba4\u4e3a\u5f53\u524d\u7684\u653e\u7f13\u4e3b\u8981\u662f Transformer \u7684\u95ee\u9898\u3002\u9650\u5236\u66f4\u591a\u6765\u81ea\u8f93\u5165\u548c\u8f93\u51fa\uff0c\u4e5f\u5c31\u662f\u6570\u636e\u548c\u8bc4\u4f30\u3002\u5f53\u7136\uff0cTransformer \u5728\u8d85\u5927\u89c4\u6a21\u6269\u5c55\u65f6\u786e\u5b9e\u6709\u590d\u6742\u5ea6\u3001\u957f\u5e8f\u5217\u7b49\u6311\u6218\uff0c\u4f46\u76ee\u524d\u8fd8\u6ca1\u6709\u8bc1\u636e\u8868\u660e\u5b83\u662f\u5bfc\u81f4\u89c4\u6a21\u7ea2\u5229\u4e0b\u964d\u7684\u4e3b\u8981\u539f\u56e0\u3002<\/p>\n\n\n\n<p>\u6570\u636e\u786e\u5b9e\u8ddf\u4e0d\u4e0a AI \u7684\u53d1\u5c55\u901f\u5ea6\u3002\u8fd9\u5176\u5b9e\u662f\u4e2a\u201c\u9762\u591a\u4e86\u52a0\u6c34\uff0c\u6c34\u591a\u4e86\u52a0\u9762\u201d\u7684\u95ee\u9898\u3002\u6700\u521d\u7b97\u529b\u4e0d\u8db3\u65f6\uff0c\u4e92\u8054\u7f51\u6570\u636e\u663e\u5f97\u5f88\u591a\uff1b\u4f46\u5f53 GPU \u7b97\u529b\u63d0\u5347\u4e86\u767e\u4e07\u500d\uff0c\u6570\u636e\u53cd\u800c\u4e0d\u591f\u7528\u4e86\u3002\u6570\u636e\u7684\u751f\u6210\u901f\u5ea6\u8fdc\u8fdc\u6162\u4e8e\u7b97\u529b\u7684\u589e\u957f\uff0c\u8fd9\u662f\u5ba2\u89c2\u89c4\u5f8b\u3002\u4f46\u95ee\u9898\u4e0d\u53ea\u662f\u6570\u91cf\uff0c\u8fd8\u6709\u5229\u7528\u65b9\u5f0f\u3002<\/p>\n\n\n\n<p>Next token prediction \u9650\u5236\u4e86\u6570\u636e\u7684\u5229\u7528\u6548\u7387\u3002\u4eba\u7c7b\u5728\u751f\u6210\u6587\u672c\u65f6\uff0c\u8bb0\u5f55\u7684\u53ea\u662f\u7ed3\u679c\uff0c\u800c\u4e0d\u662f\u601d\u8003\u8fc7\u7a0b\uff0c\u8fd9\u4e9b\u4e2d\u95f4\u7684\u201c\u6697\u77e5\u8bc6\u201d\u662f\u7f3a\u5931\u7684\u3002\u8fd9\u4e5f\u662f\u6211\u4eec\u4e3a\u4ec0\u4e48\u505a RPT\uff08\u5f3a\u5316\u9884\u8bad\u7ec3\uff09\u548c TPT\uff08\u601d\u8003\u589e\u5f3a\u9884\u8bad\u7ec3\uff09\u7684\u539f\u56e0\uff0c\u5e0c\u671b\u628a\u601d\u8003\u8fc7\u7a0b\u5f15\u5165\u9884\u8bad\u7ec3\u9636\u6bb5\uff0c\u4ece\u800c\u63d0\u5347\u6570\u636e\u7684\u5229\u7528\u6548\u7387\u3002\u867d\u7136\u8fd9\u7c7b\u65b9\u6cd5\u76ee\u524d\u8fd8\u5f88\u96be\u9a8c\u8bc1\uff0c\u4f46\u5b83\u4eec\u53ef\u80fd\u5728 S \u66f2\u7ebf\u8fdb\u5165\u5e73\u7f13\u533a\u65f6\u53d1\u6325\u5de8\u5927\u4f5c\u7528\u3002<\/p>\n\n\n\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u5c3d\u7ba1\u89c4\u6a21\u6536\u76ca\u5728\u9012\u51cf\uff0c\u4f46\u4ecd\u6709\u4eba\u8ba4\u4e3a\uff0c\u53ea\u8981\u7b97\u529b\u548c\u6570\u636e\u8db3\u591f\uff0cScaling Law \u4f9d\u7136\u6210\u7acb\u3002\u5982\u679c\u7ee7\u7eed\u5728\u73b0\u6709\u7684 Transformer \u67b6\u6784\u4e0a\u6269\u5c55\u89c4\u6a21\uff0c\u6a21\u578b\u8fd8\u6709\u591a\u5927\u7684\u6027\u80fd\u63d0\u5347\u7a7a\u95f4\uff1f<\/strong><\/p>\n\n\n\n<p><strong>\u97e6\u798f\u5982\uff1a<\/strong>\u6211\u89c9\u5f97\u5173\u952e\u662f\u5982\u4f55\u8bc4\u4f30\u3002\u73b0\u5728\u5927\u591a\u6570\u5e38\u89c1\u95ee\u9898\uff0c\u6a21\u578b\u5df2\u7ecf\u505a\u5f97\u5f88\u597d\u4e86\uff0c\u6027\u80fd\u63d0\u5347\u5f88\u96be\u88ab\u76f4\u89c2\u611f\u77e5\u3002\u771f\u6b63\u80fd\u62c9\u5f00\u5dee\u8ddd\u7684\uff0c\u662f\u90a3\u4e9b\u66f4\u96be\u3001\u66f4\u957f\u5c3e\u7684\u4efb\u52a1\uff0c\u4f46\u8fd9\u53c8\u6d89\u53ca\u6210\u672c\u548c\u6295\u5165\u4ea7\u51fa\u6bd4\u3002\u4ece\u5b9e\u8df5\u6765\u770b\uff0c\u89c4\u6a21\u5316\u4f9d\u7136\u662f\u63d0\u5347\u6cdb\u5316\u80fd\u529b\u6700\u6709\u6548\u7684\u65b9\u5f0f\uff0c\u6a21\u578b\u4e5f\u5fc5\u987b\u8de8\u8fc7\u67d0\u4e2a\u80fd\u529b\u9608\u503c\uff0c\u624d\u80fd\u771f\u6b63\u597d\u7528\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u5411\u5927\u8111\u5b66\u4e60-\u8bb0\u5fc6-\u795e\u7ecf\u53ef\u5851\u6027\u4e0e\u6301\u7eed\u5b66\u4e60\">\u5411\u5927\u8111\u5b66\u4e60\uff1a\u8bb0\u5fc6\u3001\u795e\u7ecf\u53ef\u5851\u6027\u4e0e\u6301\u7eed\u5b66\u4e60<\/h2>\n\n\n\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u9664\u4e86\u6570\u636e\u548c\u8bc4\u6d4b\uff0c\u8fd8\u6709\u54ea\u4e9b\u503c\u5f97\u63a2\u7d22\u7684\u65b0\u65b9\u5411\uff1f<\/strong><\/p>\n\n\n\n<p><strong>\u97e6\u798f\u5982\uff1a<\/strong>\u521b\u65b0\u5f53\u7136\u662f\u5fc5\u987b\u7684\uff0c\u4f46\u5173\u952e\u4e0d\u662f\u201c\u80fd\u4e0d\u80fd\u521b\u65b0\u201d\uff0c\u800c\u5728\u4e8e\u201c\u503c\u4e0d\u503c\u5f97\u521b\u65b0\u201d\u3002\u5355\u7eaf\u628a\u6a21\u578b\u505a\u5927\u662f\u4e0d\u591f\u7684\uff0c\u5982\u679c\u628a\u201c\u600e\u4e48\u505a\u5927\u201d\u548c\u201c\u505a\u5927\u201d\u7ed3\u5408\u8d77\u6765\uff0c\u624d\u662f\u771f\u6b63\u6709\u6548\u7684\u521b\u65b0\uff0c\u4e5f\u5c31\u662f\u6211\u4eec\u6240\u8bf4\u7684\u79d1\u5b66\u89c4\u6a21\u5316\u3002<\/p>\n\n\n\n<p>\u5224\u65ad\u4e00\u4e2a\u521b\u65b0\u662f\u5426\u6709\u5fc5\u8981\uff0c\u524d\u63d0\u4e00\u5b9a\u662f\u6709\u771f\u5b9e\u95ee\u9898\u8981\u89e3\u51b3\uff0c\u800c\u4e14\u8981\u5e26\u6765\u8d28\u7684\u53d8\u5316\uff1a\u4e00\u65b9\u9762\uff0c\u5b83\u8981\u80fd\u505a\u4ee5\u524d\u505a\u4e0d\u4e86\u7684\u4e8b\u60c5\uff1b\u53e6\u4e00\u65b9\u9762\uff0c\u539f\u6765\u80fd\u505a\u597d\u7684\u4e8b\u60c5\u8fd8\u80fd\u7ee7\u7eed\u7ef4\u6301\uff0c\u8fd9\u662f\u4e00\u4e2a\u5411\u4e0b\u517c\u5bb9\u3001\u5e15\u96f7\u6258\u63d0\u5347\u7684\u95ee\u9898\u3002\u5982\u679c\u53ea\u662f1%\u62165%\u7684\u6539\u8fdb\uff0c\u4ece\u5de5\u7a0b\u89d2\u5ea6\u53ef\u80fd\u6709\u610f\u4e49\uff0c\u4f46\u4ece\u79d1\u5b66\u8303\u5f0f\u4e0a\u770b\u4ef7\u503c\u6709\u9650\uff0c\u751a\u81f3\u5f97\u4e0d\u507f\u5931\u3002\u4ece\u8fd9\u4e2a\u89d2\u5ea6\u770b\uff0cTransformer \u4f9d\u7136\u975e\u5e38\u5f3a\u5927\uff0c\u5f88\u591a\u6539\u826f\u5df2\u7ecf\u80fd\u7f13\u89e3\u957f\u5e8f\u5217\u3001\u8ba1\u7b97\u590d\u6742\u5ea6\u7b49\u95ee\u9898\u3002\u771f\u6b63\u56f0\u96be\u7684\u4e0d\u662f\u63d0\u51fa\u65b0\u7ed3\u6784\uff0c\u800c\u662f\u8bc1\u660e\u4f60\u7684\u521b\u65b0\u201c\u975e\u505a\u4e0d\u53ef\u201d\u3002<\/p>\n\n\n\n<p>\u4eba\u7c7b\u5927\u8111\u662f AI \u5f88\u91cd\u8981\u7684\u53c2\u8003\u5bf9\u8c61\uff0c\u6211\u4eec\u4e0d\u4e00\u5b9a\u8981\u7167\u7740\u5b83\u5b9e\u73b0\uff0c\u4f46\u5b83\u5728\u65b9\u5411\u548c\u539f\u5219\u4e0a\u5177\u6709\u542f\u53d1\u610f\u4e49\u3002Transformer \u7684\u4ef7\u503c\u5c31\u5728\u4e8e\u63d0\u4f9b\u4e86\u4e00\u4e2a\u7edf\u4e00\u7ed3\u6784\uff0c\u8ba9\u8bed\u8a00\u3001\u89c6\u89c9\u3001\u8bed\u97f3\u53ef\u4ee5\u5171\u4eab\u540c\u4e00\u5957\u8303\u5f0f\u3002\u63a5\u4e0b\u6765\uff0c\u6bd4\u5982\u795e\u7ecf\u53ef\u5851\u6027\uff08neuroplasticity\uff09\u548c\u9884\u6d4b\u6027\u5904\u7406\uff08predictive processing\uff09\u90fd\u5c06\u662f AI \u6700\u91cd\u8981\u7684\u7814\u7a76\u8bfe\u9898\u548c\u76ee\u6807\u3002<\/p>\n\n\n\n<p>\u4e0b\u4e00\u6b65\u771f\u6b63\u91cd\u8981\u7684\u65b9\u5411\uff0c\u6211\u8ba4\u4e3a\u662f\u6301\u7eed\u5b66\u4e60\u548c\u5728\u7ebf\u5b66\u4e60\u3002AI \u5728\u201c\u8bb0\u5fc6\u201d\u4e0a\u5df2\u7ecf\u5f88\u5f3a\u4e86\uff0c\u8fd9\u4e00\u70b9\u548c\u89c4\u6a21\u5316\u5bc6\u5207\u76f8\u5173\uff0c\u4f46\u5728\u201c\u5b66\u4e60\u201d\u4e0a\u8fd8\u8fdc\u8fdc\u4e0d\u5982\u4eba\u3002\u6a21\u578b\u8bad\u7ec3\u5b8c\u6210\u4e4b\u540e\u57fa\u672c\u5c31\u5b9a\u578b\u4e86\uff0c\u65e0\u6cd5\u50cf\u4eba\u7c7b\u4e00\u6837\u5728\u65b0\u7684\u73af\u5883\u548c\u4efb\u52a1\u4e2d\u4e0d\u65ad\u6210\u957f\u3002\u56e0\u6b64\uff0c\u6700\u7ec8\u7684\u89e3\u6cd5\u672a\u5fc5\u662f\u5355\u70b9\u7684\u67b6\u6784\u521b\u65b0\uff0c\u800c\u66f4\u53ef\u80fd\u662f\u7cfb\u7edf\u5c42\u9762\u3001\u751a\u81f3\u4ea7\u54c1\u5c42\u9762\u7684\u521b\u65b0\u3002\u4e0d\u4e00\u5b9a\u975e\u8981\u6539 Transformer\uff0c\u53ea\u8981\u6574\u4e2a\u7cfb\u7edf\u5177\u5907\u6301\u7eed\u5b66\u4e60\u7684\u80fd\u529b\u5c31\u53ef\u4ee5\u4e86\u3002<\/p>\n\n\n\n<p>\u81f3\u4e8e\u89c4\u5212\u3001\u641c\u7d22\u3001MoE \u8fd9\u4e9b\u65b9\u5411\uff0c\u5728\u73b0\u6709\u6280\u672f\u6846\u67b6\u4e0b\u5176\u5b9e\u90fd\u6709\u76f8\u5bf9\u6e05\u6670\u7684\u5b9e\u73b0\u8def\u5f84\uff0cMoE \u5728\u6548\u7387\u4e0a\u7684\u8fdb\u5c55\u4e5f\u5df2\u7ecf\u76f8\u5f53\u6210\u719f\uff0c\u8fd9\u548c\u5927\u8111\u53ea\u6fc0\u6d3b\u5c11\u91cf\u795e\u7ecf\u5143\u7684\u673a\u5236\u662f\u76f8\u901a\u7684\u3002<\/p>\n\n\n\n<p>\u603b\u4f53\u6765\u8bf4\uff0c\u521b\u65b0\u65b9\u5411\u5f88\u591a\uff0c\u4f46\u771f\u6b63\u56f0\u96be\u7684\u662f\u505a\u201c\u6709\u610f\u4e49\u7684\u521b\u65b0\u201d\u3002\u6ca1\u6709\u5fc5\u8981\u6027\u7684\u521b\u65b0\uff0c\u5f80\u5f80\u4e0d\u662f\u5728\u89e3\u51b3\u95ee\u9898\uff0c\u800c\u662f\u5728\u5236\u9020\u65b0\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u6a21\u578b\u67b6\u6784-\u7cfb\u7edf\u4e0e\u786c\u4ef6\u7684\u534f\u540c\u8fdb\u5316\">\u6a21\u578b\u67b6\u6784\u3001\u7cfb\u7edf\u4e0e\u786c\u4ef6\u7684\u534f\u540c\u8fdb\u5316<\/h2>\n\n\n\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u4f60\u4eec\u56e2\u961f\u5728\u6a21\u578b\u67b6\u6784\u521b\u65b0\u3001\u4f4e\u6bd4\u7279\u91cf\u5316\u3001\u5408\u6210\u6570\u636e\u7b49\u65b9\u9762\u6709\u5f88\u591a\u65b0\u7684\u5c1d\u8bd5\u3002\u8bf7\u5177\u4f53\u4ecb\u7ecd\u4e00\u4e0b\u4f60\u4eec\u6700\u8fd1\u5728\u8fd9\u4e9b\u65b9\u5411\u4e0a\u6709\u7684\u65b0\u53d1\u73b0\u6216\u7a81\u7834\u3002<\/strong><\/p>\n\n\n\n<p><strong>\u97e6\u798f\u5982\uff1a<\/strong>\u6211\u4eec\u5728\u505a\u7684\u662f\u5168\u6808\u3001\u7aef\u5230\u7aef\u3001\u7cfb\u7edf\u6027\u7684 AI \u7814\u7a76\uff0c\u56f4\u7ed5\u7b2c\u4e00\u6027\u539f\u7406\uff0c\u4ece\u6a21\u578b\u67b6\u6784\u3001\u5b66\u4e60\u8303\u5f0f\u3001\u591a\u6a21\u6001\u3001\u8bad\u7ec3\u5230\u6570\u636e\u548c\u7cfb\u7edf\u4e00\u4f53\u5316\u63a8\u8fdb\uff0c\u91cd\u70b9\u4e13\u6ce8\u4e8e\u8303\u5f0f\u8fc1\u79fb\u7684\u6280\u672f\u521b\u65b0\u548c\u4e0b\u4e00\u4ee3 AI \u6a21\u578b\u7684\u6784\u5efa\u3002\u7ad9\u5728\u66f4\u9ad8\u5c42\u9762\u770b\uff0c\u73b0\u5728 AI \u7684\u6838\u5fc3\u76ee\u6807\u5176\u5b9e\u53ea\u6709\u4e24\u4ef6\u4e8b\uff1a\u4e00\u662f\u667a\u80fd\u7684\u8fb9\u754c\uff0c\u4e8c\u662f\u667a\u80fd\u6548\u80fd\uff0c\u800c\u6548\u80fd\u5df2\u7ecf\u4ece\u5355\u7eaf\u7684\u6210\u672c\u95ee\u9898\uff0c\u6f14\u53d8\u6210\u4e86\u80fd\u6e90\u548c\u7269\u7406\u7ea6\u675f\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"865\" height=\"509\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/01\/ai-next-podcast-s1e4-1.png\" alt=\"diagram\" class=\"wp-image-1160288\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/01\/ai-next-podcast-s1e4-1.png 865w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/01\/ai-next-podcast-s1e4-1-300x177.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/01\/ai-next-podcast-s1e4-1-768x452.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/01\/ai-next-podcast-s1e4-1-240x141.png 240w\" sizes=\"auto, (max-width: 865px) 100vw, 865px\" \/><\/figure>\n\n\n\n<p>\u4ece\u6280\u672f\u7ed3\u6784\u4e0a\u770b\uff0cAI \u6700\u7ec8\u65e0\u975e\u662f\u6a21\u578b\u67b6\u6784\u3001\u5b66\u4e60\u673a\u5236\u3001\u6570\u636e\uff0c\u4ee5\u53ca\u66f4\u5e95\u5c42\u7684\u7cfb\u7edf\u548c\u786c\u4ef6\u534f\u540c\u3002Transformer \u7684\u6210\u529f\uff0c\u672c\u8eab\u5c31\u662f\u7b97\u6cd5\u4e0e\u7cfb\u7edf\u534f\u540c\u521b\u65b0\u7684\u7ed3\u679c\uff0c\u5b83\u4f9d\u8d56 GPU \u5e76\u884c\u548c self-attention \uff08\u81ea\u6ce8\u610f\u529b\u673a\u5236\uff09\u7684\u9ad8\u6548\u5b9e\u73b0\u3002\u6211\u4eec\u5728\u6a21\u578b\u67b6\u6784\u4e0a\u6301\u7eed\u63a2\u7d22\uff0c\u5305\u62ec DeepNet\u3001LongNet\u3001BitNet\u3001YOCO\u3001Differential Transformer \u7b49\uff0c\u5728 Transformer \u7684\u57fa\u7840\u4e0a\u5bfb\u627e\u4e0b\u4e00\u4e2a\u5fc5\u987b\u89e3\u51b3\u7684\u95ee\u9898\u3002\u6bd4\u5982 1-bit LLMs\uff0c\u628a\u8ba1\u7b97\u4ece\u6d6e\u70b9\u6570\u7684\u77e9\u9635\u4e58\u6cd5\u6539\u4e3a\u52a0\u6cd5\uff0c\u5728\u80fd\u6548\u548c\u80fd\u6e90\u5c42\u9762\u5c06\u6709\u673a\u4f1a\u5e26\u6765\u6839\u672c\u6027\u6539\u53d8\uff0c\u4f46\u8fd9\u4e5f\u5fc5\u7136\u9700\u8981\u6a21\u578b\u67b6\u6784\u3001\u7cfb\u7edf\u548c\u786c\u4ef6\u7684\u534f\u540c\u521b\u65b0\u3002<\/p>\n\n\n\n<p>\u5728\u591a\u6a21\u6001\u65b9\u5411\uff0c\u6211\u4eec\u5173\u6ce8\u7684\u6838\u5fc3\u95ee\u9898\u662f\u5982\u4f55\u7edf\u4e00\u79bb\u6563\u548c\u8fde\u7eed\u6570\u636e\u7684\u5efa\u6a21\u4e0e\u5b66\u4e60\u3002\u4ece\u65e9\u671f BEiT \u5230 LatentLM\uff0c\u672c\u8d28\u90fd\u662f\u5728\u63a2\u7d22\u539f\u751f\u5168\u6a21\u6001\u6a21\u578b\u7684\u57fa\u7840\u6846\u67b6\u3002\u8fd9\u4e0d\u4ec5\u5173\u7cfb\u5230\u591a\u6a21\u6001\u751f\u6210\u548c\u7406\u89e3\u7684\u7edf\u4e00\uff0c\u4e5f\u5173\u7cfb\u5230\u8bed\u8a00\u6a21\u578b\u4e0e\u6269\u6563\u6a21\u578b\u7684\u878d\u5408\uff0c\u4e5f\u5c31\u662f\u6211\u4eec\u6240\u8bf4\u7684\u201c\u5927\u7edf\u4e00\u201d\u903b\u8f91\u7684\u5e95\u5c42\u652f\u6491\u4e4b\u4e00\uff0c\u4e5f\u662f\u672a\u6765\u89c6\u9891\u751f\u6210\u3001\u4e16\u754c\u6a21\u578b\u548c\u5177\u8eab\u667a\u80fd\u7684\u4e00\u4e2a\u91cd\u8981\u57fa\u77f3\u3002\u4ece\u4ea7\u54c1\u548c\u4ea4\u4e92\u7684\u89d2\u5ea6\u770b\uff0c\u539f\u751f\u591a\u6a21\u6001\u52a0\u4e0a\u8bb0\u5fc6\uff0c\u624d\u53ef\u80fd\u6784\u6210\u672a\u6765 AI \u7684\u7ec8\u6781 UX\uff0c\u8ba9 AI \u5728\u4efb\u610f\u573a\u666f\u4e2d\u81ea\u7136\u5730\u7406\u89e3\u548c\u5229\u7528\u4e0a\u4e0b\u6587\u3002<\/p>\n\n\n\n<p>\u8fd8\u6709\u4e00\u4e2a\u662f\u591a\u667a\u80fd\u4f53\uff0c\u672a\u6765\u7684 AI \u4e00\u5b9a\u662f\u591a\u4e2a\u667a\u80fd\u4f53\u6709\u673a\u534f\u4f5c\u7684\uff0c\u5c31\u50cf\u4eba\u7c7b\u793e\u4f1a\u548c\u7ec4\u7ec7\u4e00\u6837\u3002\u6211\u4eec\u6700\u8fd1\u7684\u5de5\u4f5c\u6bd4\u5982 Agentic Organization \u548c\u5f02\u6b65\u601d\u8003\u673a\u5236\u5c31\u662f\u5728\u8fd9\u4e2a\u65b9\u5411\u4e0a\u975e\u5e38\u6709\u610f\u601d\u7684\u4e00\u4e9b\u63a2\u7d22\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"864\" height=\"466\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/01\/ai-next-podcast-s1e4-2.png\" alt=\"text\" class=\"wp-image-1160289\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/01\/ai-next-podcast-s1e4-2.png 864w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/01\/ai-next-podcast-s1e4-2-300x162.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/01\/ai-next-podcast-s1e4-2-768x414.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/01\/ai-next-podcast-s1e4-2-240x129.png 240w\" sizes=\"auto, (max-width: 864px) 100vw, 864px\" \/><\/figure>\n\n\n\n<p>AI \u6a21\u578b\u7684\u4e09\u5757\u57fa\u77f3\uff0c\u6a21\u578b\u67b6\u6784\u3001\u5b66\u4e60\u8303\u5f0f\uff0c\u4ee5\u53ca\u89c4\u6a21\u5316\u3002\u771f\u6b63\u51b3\u5b9a\u672a\u6765\u4e0a\u754c\u7684\uff0c\u5176\u5b9e\u8fd8\u662f\u5b66\u4e60\u672c\u8eab\u3002\u73b0\u5728 AI \u5f88\u5927\u7a0b\u5ea6\u4e0a\u6df7\u6dc6\u4e86\u8bb0\u5fc6\u80fd\u529b\u548c\u5b66\u4e60\u80fd\u529b\uff0c\u867d\u7136\u6a21\u578b\u5728\u201c\u8bb0\u201d\u4e0a\u5df2\u7ecf\u5f88\u5f3a\u4e86\uff0c\u4f46\u5728\u6301\u7eed\u5b66\u4e60\u3001\u5728\u7ebf\u5b66\u4e60\u4e0a\u4ecd\u7136\u8fdc\u4e0d\u5982\u4eba\u3002\u6211\u4eec\u8ba4\u4e3a\uff0c\u672a\u6765\u7b97\u529b\u7684\u89c4\u6a21\u5316\u4f1a\u8d8a\u6765\u8d8a\u591a\u5730\u7528\u5728\u5f3a\u5316\u5b66\u4e60\u4e0a\uff0c\u5c24\u5176\u662f\u524d\u8bad\u7ec3\u9636\u6bb5\u7684 RL Scaling\uff0c\u8fd9\u5bf9\u63d0\u5347\u6cdb\u5316\u548c\u667a\u80fd\u4e0a\u754c\u81f3\u5173\u91cd\u8981\u3002\u5728\u8fd9\u4e2a\u65b9\u9762\u6211\u4eec\u6709\u4e00\u4e2a\u5de5\u4f5c\u5c31\u662f RPT\u3002\u672a\u6765\uff0cAI \u53ef\u80fd\u9700\u8981\u4ece\u5355\u4e00\u7684 Scaling Law\uff0c\u8d70\u5411\u6211\u79f0\u4e4b\u4e3a \u201cExperience Law\u201d 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AI \u4ea7\u54c1\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u901a\u7528\u6a21\u578b-vs-\u5782\u76f4\u5b9a\u5236-\u5982\u4f55\u505a\u51fa\u6b63\u786e\u9009\u62e9\">\u901a\u7528\u6a21\u578b vs 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MoE 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RAG\u3001\u5fae\u8c03\uff0c\u751a\u81f3\u66f4\u7406\u60f3\u7684\u201c\u8bb0\u5fc6\u201d\u673a\u5236\u6765\u5b9e\u73b0\uff0c\u5e76\u5c3d\u91cf\u907f\u514d\u9891\u7e41\u66f4\u65b0\u6a21\u578b\u53c2\u6570\u3002<\/p>\n\n\n\n<p>\u65e0\u8bba\u662f\u5c0f\u6a21\u578b\u8fd8\u662f\u5782\u76f4\u6a21\u578b\uff0c\u5b83\u4eec\u7684\u524d\u63d0\u59cb\u7ec8\u662f\u6709\u4e00\u4e2a\u8db3\u591f\u5f3a\u7684\u901a\u7528\u6a21\u578b\u4f5c\u4e3a\u5e95\u5ea7\u3002\u4e13\u6709\u80fd\u529b\u548c\u901a\u7528\u80fd\u529b\u5728\u6280\u672f\u4e0a\u5e76\u4e0d\u77db\u76fe\uff0c\u800c\u662f\u5728\u901a\u7528\u80fd\u529b\u4e4b\u4e0a\u4f18\u5316\u76ee\u6807\u7684\u9009\u62e9\u95ee\u9898\u3002\u5f88\u591a\u65f6\u5019\uff0c\u4e0e\u5176\u5237\u699c\uff0c\u4e0d\u5982\u628a\u539f\u672c\u5206\u5e03\u5916\uff08Out-of-Distribution\uff09\u7684\u95ee\u9898\uff0c\u901a\u8fc7\u5b9a\u5236\u5316\u53d8\u6210\u5206\u5e03\u5185\uff08In-Distribution\uff09\u7684\u95ee\u9898\uff0c\u4ece\u800c\u771f\u6b63\u89e3\u51b3\u4e1a\u52a1\u548c\u573a\u666f\u9700\u6c42\u3002<\/p>\n\n\n\n<p>\u4ece\u8fd9\u4e2a\u610f\u4e49\u4e0a\u8bf4\uff0cAI \u7684\u53d1\u5c55\u8def\u5f84\u5176\u5b9e\u548c\u4eba\u7c7b\u6559\u80b2\u5f88\u50cf\uff1a\u5148\u901a\u8fc7\u5927\u89c4\u6a21\u901a\u7528\u5b66\u4e60\u6253\u597d\u57fa\u7840\uff0c\u518d\u5728\u6b64\u4e4b\u4e0a\u53d1\u5c55\u4e13\u4e1a\u80fd\u529b\u3002\u76ee\u6807\u662f\u4e00\u81f4\u7684\uff0c\u5b9e\u73b0\u65b9\u5f0f\u4e0d\u5fc5\u5b8c\u5168\u76f8\u540c\u3002\u5c31\u50cf\u9020\u98de\u673a\u4e0d\u9700\u8981\u771f\u7684\u9020\u4e00\u53ea\u9e1f\uff0c\u4f46\u201c\u98de\u201d\u8fd9\u4e2a\u76ee\u6807\uff0c\u672c\u8eab\u6b63\u662f\u4ece\u81ea\u7136\u4e2d\u5f97\u5230\u7684\u542f\u53d1\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u7b2c\u4e8c\u589e\u957f\u66f2\u7ebf-\u4ecd\u5728\u7ee7\u7eed\">\u7b2c\u4e8c\u589e\u957f\u66f2\u7ebf\uff0c\u4ecd\u5728\u7ee7\u7eed<\/h2>\n\n\n\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u4f60\u4e4b\u524d\u63d0\u51fa\u8fc7\u201c\u4eba\u5de5\u667a\u80fd\u57fa\u7840\u521b\u65b0\u7684\u7b2c\u4e8c\u589e\u957f\u66f2\u7ebf\u201d\uff0c\u73b0\u5728\u56de\u5934\u770b\uff0c\u8fd9\u6761\u66f2\u7ebf\u662f\u4e0d\u662f\u5df2\u7ecf\u51fa\u73b0\u4e86\u4e00\u4e9b\u65b0\u7684\u53d8\u5316\u6216\u62d0\u70b9\uff1f<\/strong><\/p>\n\n\n\n<p><strong>\u97e6\u798f\u5982\uff1a<\/strong>\u6211\u89c9\u5f97\u662f\u80af\u5b9a\u7684\u3002\u4efb\u4f55\u6280\u672f\u7684\u53d1\u5c55\u672c\u8d28\u4e0a\u90fd\u662f\u4e00\u6761 S \u66f2\u7ebf\uff0c\u8fd9\u662f\u4e00\u4e2a\u7269\u7406\u89c4\u5f8b\uff0c\u4f46\u4f60\u53ef\u4ee5\u901a\u8fc7\u6280\u672f\u624b\u6bb5\u53bb\u5ef6\u957f\u5feb\u901f\u4e0a\u5347\u7684\u533a\u95f4\uff0c\u751a\u81f3\u753b\u51fa\u65b0\u7684\u66f2\u7ebf\u3002\u6211\u4eec\u5728 2023 \u5e74\u63d0\u51fa\u201c\u7b2c\u4e8c\u589e\u957f\u66f2\u7ebf\u201d\u7684\u65f6\u5019\uff0c\u57fa\u4e8e\u7684\u662f\u5f53\u65f6\u7684 Scaling Law\u3001\u6570\u636e\u548c\u7b97\u529b\u6761\u4ef6\u3002\u8fc7\u53bb\u4e00\u4e24\u5e74\u91cc\uff0c\u65e0\u8bba\u662f\u5728\u67b6\u6784\u3001\u6570\u636e\u8fd8\u662f\u8ba1\u7b97\u6548\u7387\u4e0a\uff0c\u90fd\u51fa\u73b0\u4e86\u6570\u91cf\u7ea7\u7684\u63d0\u5347\uff0c\u67d0\u79cd\u610f\u4e49\u4e0a\uff0cScaling \u66f2\u7ebf\u672c\u8eab\u5df2\u7ecf\u53d1\u751f\u4e86\u53d8\u5316\u3002<\/p>\n\n\n\n<p>\u53e6\u4e00\u65b9\u9762\uff0cAI \u4ece\u6765\u5c31\u4e0d\u53ea\u6709\u4e00\u6761 S \u66f2\u7ebf\u3002\u6211\u4eec\u5df2\u7ecf\u770b\u5230\u9884\u8bad\u7ec3 Scaling\u3001\u540e\u8bad\u7ec3 Scaling\u3001Test-Time Scaling\uff0c\u518d\u5230\u5f3a\u5316\u5b66\u4e60\u5e26\u6765\u7684 Scaling\uff0c\u4ee5\u53ca\u73b0\u5728\u9010\u6e10\u663e\u73b0\u7684\u4e0a\u4e0b\u6587\u548c\u8bb0\u5fc6 Scaling\u3002\u8fd9\u4e2d\u95f4\u8fd8\u4f1a\u6709\u65b0\u7684\u673a\u4f1a\uff0c\u6bd4\u5982\u50cf RPT \u8fd9\u6837\u7684\u201c\u4e2d\u671f\u8bad\u7ec3\u201d\u8303\u5f0f\uff0c\u672c\u8eab\u5c31\u53ef\u4ee5\u5f62\u6210\u4e00\u6761\u65b0\u7684\u66f2\u7ebf\u3002\u5f53\u4f60\u4e0d\u65ad\u5207\u6362\u548c\u53e0\u52a0\u4e0d\u540c\u7684 Scaling \u7ef4\u5ea6\uff0c\u6574\u4f53\u80fd\u529b\u5c31\u8fd8\u80fd\u7ee7\u7eed\u5411\u4e0a\u53d1\u5c55\u3002<\/p>\n\n\n\n<p>\u4ece\u672c\u8d28\u4e0a\u770b\uff0cAI \u7684\u8fdb\u6b65\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u662f\u5426\u627e\u5bf9\u4e86 Scaling \u7684\u65b9\u5411\uff0c\u4e5f\u5c31\u662f\u5982\u4f55\u66f4\u9ad8\u6548\u5730\u628a\u7b97\u529b\u548c\u7535\u80fd\u8f6c\u5316\u4e3a\u667a\u80fd\u3002\u63a5\u4e0b\u6765\uff0c\u6211\u8ba4\u4e3a\u81f3\u5c11\u6709\u4e24\u4e2a\u65b0\u7684 Scaling Law \u503c\u5f97\u5173\u6ce8\uff1a\u4e00\u4e2a\u662f Agentic Scaling Law\uff0c\u5173\u6ce8\u667a\u80fd\u4f53\u5728\u590d\u6742\u73af\u5883\u4e2d\u8fde\u7eed\u5de5\u4f5c\u65f6\u957f\u6216\u6267\u884c\u6b65\u6570\u4e0e\u7b97\u529b\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u8fd9\u5bf9 AI \u7684\u771f\u5b9e\u5e94\u7528\u548c\u5546\u4e1a\u5316\u81f3\u5173\u91cd\u8981\uff1b\u53e6\u4e00\u4e2a\u662f Experience Law\uff0c\u4e5f\u53ef\u4ee5\u7406\u89e3\u4e3a Runtime Scaling\uff08\u8fd0\u884c\u65f6\u89c4\u6a21\u5316\uff09\uff0cAI \u901a\u8fc7\u8fd0\u884c\u548c\u7ecf\u9a8c\u79ef\u7d2f\uff0c\u5728\u6027\u80fd\u548c\u6548\u7387\u4e0a\u6301\u7eed\u63d0\u5347\uff0c\u8fd9\u4e0e\u5728\u7ebf\u5b66\u4e60\u5bc6\u5207\u76f8\u5173\uff0c\u4e5f\u76f4\u63a5\u5173\u7cfb\u5230\u667a\u80fd\u4e0a\u754c\u3002<\/p>\n\n\n\n<p><strong>\u4e3b\u6301\u4eba\uff1a<\/strong>\u4eca\u5929\u6211\u4eec\u5c31\u5148\u8ba8\u8bba\u5230\u8fd9\u91cc\uff0c\u611f\u8c22\u97e6\u798f\u5982\u535a\u58eb\u7684\u7cbe\u5f69\u5206\u4eab\u3002\u6211\u4eec\u4e0b\u671f\u8282\u76ee\u518d\u89c1\uff01<\/p>\n\n\n\n<p>\u76f8\u5173\u9605\u8bfb\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2506.08007\">\u8bba\u6587\uff1aReinforcement Pre-Training\uff08RPT\uff09<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2310.11453\">\u8bba\u6587\uff1aBitNet: Scaling 1-bit Transformers for Large Language Models<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2405.05254\">\u8bba\u6587\uff1aYou Only Cache Once\uff08YOCO\uff09: Decoder-Decoder Architectures for Language Models<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2410.05258\">\u8bba\u6587\uff1aDifferential Transformer<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2402.17764\">\u8bba\u6587\uff1aThe Era of 1-bit LLMs: All Large Language Models are in 1.58 Bits<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/microsoft.github.io\/VibeVoice\">\u9879\u76ee\u9875\u9762\uff1aVibeVoice: A Frontier Open-Source Text-to-Speech Model<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.microsoft.com\/en-us\/research\/articles\/vibevoice\/?lang=zh-cn\">\u6587\u7ae0\uff1aVibeVoice\u5b9e\u73b090\u5206\u949f\u3001\u591a\u89d2\u8272\u64ad\u5ba2\u751f\u6210\uff0c\u62d3\u5c55\u8bed\u97f3\u5408\u6210\u65b0\u8fb9\u754c<\/a><\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/pdf\/2509.20186?\">\u8bba\u6587\uff1aThinking Augmented Pre-Training<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/pdf\/2203.00555\">\u8bba\u6587\uff1aDeepNet: Scaling Transformers to 1,000 Layers<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/pdf\/2307.02486\">\u8bba\u6587\uff1aLongNet: Scaling Transformers to 1,000,000,000 Tokens<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/html\/2510.26658v1\">\u8bba\u6587\uff1aThe Era of Agentic Organization: Learning to Organize with Language Models<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.microsoft.com\/en-us\/research\/publication\/beit-bert-pre-training-of-image-transformers\/\">\u8bba\u6587\uff1aBEiT: BERT Pre-Training of Image Transformers<\/a><\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/html\/2412.08635v1\">\u8bba\u6587\uff1aMultimodal Latent Language Modeling with Next-Token Diffusion<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.microsoft.com\/en-us\/research\/articles\/furu-wei-foundation-models\/\">\u7f72\u540d\u6587\u7ae0\uff1a\u4eba\u5de5\u667a\u80fd\u57fa\u7840\u521b\u65b0\u7684\u7b2c\u4e8c\u589e\u957f\u66f2\u7ebf<\/a><\/li>\n<\/ul>\n\n\n\n<p><strong>\u58f0\u660e\uff1a<\/strong><\/p>\n\n\n\n<p>\u300aAI Next\u300b\u662f\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u63a8\u51fa\u7684\u4e00\u6863\u5229\u7528 AI \u6280\u672f\u5236\u4f5c\u7684\u64ad\u5ba2\uff0c\u65e8\u5728\u63a2\u7d22\u5408\u6210\u751f\u6210\u5f0f\u6280\u672f\u5728\u5185\u5bb9\u5236\u4f5c\u548c\u4f20\u64ad\u4e2d\u7684\u65b0\u5f62\u5f0f\u4e0e\u53ef\u80fd\u6027\u3002\u8282\u76ee\u4e2d\u7684\u8bed\u97f3\u5747\u975e\u771f\u4eba\u5f55\u5236\uff0c\u800c\u662f\u7531\u7814\u7a76\u6280\u672f\u539f\u578b\u5408\u6210\u3002\u5176\u4e2d\uff0c\u5609\u5bbe\u8bed\u97f3\u7531 VibeVoice \u6280\u672f\u57fa\u4e8e\u65e2\u5b9a\u6587\u5b57\u5185\u5bb9\u4ee5\u53ca\u5609\u5bbe\u58f0\u97f3\u6837\u672c\u5408\u6210\uff0c\u5ba3\u4f20\u89c6\u9891\u4e2d\u7684\u5609\u5bbe\u4eba\u7269\u5934\u50cf\u7531 VASA \u6280\u672f\u57fa\u4e8e\u97f3\u9891\u5185\u5bb9\u4ee5\u53ca\u5361\u901a\u98ce\u683c\u5408\u6210\u548c\u6e32\u67d3\u3002<\/p>\n\n\n\n<p>\u4f5c\u4e3a\u4e00\u9879\u63a2\u7d22\u6027\u64ad\u5ba2\u8282\u76ee\uff0c\u300aAI Next\u300b\u4e2d\u6d89\u53ca\u7684\u76f8\u5173\u6280\u672f\u4ecd\u5904\u4e8e\u7814\u7a76\u9636\u6bb5\uff0c\u751f\u6210\u5185\u5bb9\u7684\u8868\u73b0\u53ef\u80fd\u53d7\u591a\u79cd\u8f93\u5165\u56e0\u7d20\u7684\u5f71\u54cd\u3002\u8282\u76ee\u5236\u4f5c\u53ca\u53d1\u5e03\u9075\u5faa\u4eba\u5de5\u667a\u80fd\u3001\u6570\u636e\u5b89\u5168\u4e0e\u9690\u79c1\u4fdd\u62a4\u76f8\u5173\u7684\u6cd5\u5f8b\u6cd5\u89c4\u3002\u8282\u76ee\u4e2d\u6240\u4f7f\u7528\u7684\u8bed\u97f3\u3001\u6587\u5b57\u4e0e\u56fe\u50cf\u5747\u83b7\u5f97\u5609\u5bbe\u6388\u6743\uff0c\u4ec5\u7528\u4e8e\u79d1\u7814\u4e0e\u79d1\u666e\u5c55\u793a\u3002\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5c06\u6301\u7eed\u5bf9\u76f8\u5173\u6280\u672f\u8fdb\u884c\u4f18\u5316\uff0c\u63d0\u5347\u8282\u76ee\u7684\u6536\u542c\u4f53\u9a8c\u3002<\/p>\n\n\n\n<p>\u968f\u7740\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u5feb\u901f\u53d1\u5c55\uff0c\u786e\u4fdd\u76f8\u5173\u6280\u672f\u80fd\u88ab\u4eba\u4eec\u4fe1\u8d56\u662f\u4e00\u4e2a\u4e9f\u9700\u89e3\u51b3\u7684\u95ee\u9898\u3002\u5fae\u8f6f\u4e3b\u52a8\u91c7\u53d6\u4e86\u4e00\u7cfb\u5217\u63aa\u65bd\u6765\u9884\u5224\u548c\u964d\u4f4e\u4eba\u5de5\u667a\u80fd\u6280\u672f\u6240\u5e26\u6765\u7684\u98ce\u9669\u3002\u5fae\u8f6f\u81f4\u529b\u4e8e\u4f9d\u7167\u4ee5\u4eba\u4e3a\u672c\u7684\u4f26\u7406\u539f\u5219\u63a8\u52a8\u4eba\u5de5\u667a\u80fd\u7684\u53d1\u5c55\uff0c\u65e9\u57282018\u5e74\u5c31\u53d1\u5e03\u4e86\u201c\u516c\u5e73\u3001\u5305\u5bb9\u3001\u53ef\u9760\u4e0e\u5b89\u5168\u3001\u900f\u660e\u3001\u9690\u79c1\u4e0e\u4fdd\u969c\u3001\u8d1f\u8d23\u201d\u516d\u4e2a\u8d1f\u8d23\u4efb\u7684\u4eba\u5de5\u667a\u80fd\u539f\u5219\uff08Responsible AI Principles\uff09\uff0c\u968f\u540e\u53c8\u53d1\u5e03\u4e86\u8d1f\u8d23\u4efb\u7684\u4eba\u5de5\u667a\u80fd\u6807\u51c6\uff08Responsible AI Standards\uff09\u5c06\u5404\u9879\u539f\u5219\u5b9e\u65bd\u843d\u5730\uff0c\u5e76\u8bbe\u7f6e\u4e86\u6cbb\u7406\u67b6\u6784\u786e\u4fdd\u5404\u56e2\u961f\u628a\u5404\u9879\u539f\u5219\u548c\u6807\u51c6\u843d\u5b9e\u5230\u65e5\u5e38\u5de5\u4f5c\u4e2d\u3002\u5fae\u8f6f\u4e5f\u6301\u7eed\u4e0e\u5168\u7403\u7684\u7814\u7a76\u4eba\u5458\u548c\u5b66\u672f\u673a\u6784\u5408\u4f5c\uff0c\u4e0d\u65ad\u63a8\u8fdb\u8d1f\u8d23\u4efb\u7684\u4eba\u5de5\u667a\u80fd\u7684\u5b9e\u8df5\u548c\u6280\u672f\u3002<\/p>\n\n\n\n<p>\u6240\u6709\u4f7f\u7528\u6216\u8f6c\u8f7d\u672c\u8282\u76ee\u7684\u4e2a\u4eba\u4e0e\u673a\u6784\uff0c\u5728\u5f15\u7528\u4e0e\u4f20\u64ad\u65f6\u9700\u660e\u786e\u6807\u6ce8\u76f8\u5173\u5185\u5bb9\u201c\u7531AI\u6280\u672f\u5408\u6210\u201d\u6216\u8005\u4e0d\u5f97\u79fb\u9664\u5df2\u6709\u7684\u6807\u8bc6\uff0c\u5e76\u907f\u514d\u4efb\u4f55\u53ef\u80fd\u5f15\u53d1\u8bef\u5bfc\u6216\u4fb5\u72af\u4ed6\u4eba\u6743\u76ca\u7684\u4f7f\u7528\u65b9\u5f0f\u3002\u82e5\u60a8\u53d1\u73b0\u672c\u8282\u76ee\u5185\u5bb9\u6216\u76f8\u5173\u6280\u672f\u88ab\u975e\u6cd5\u4f7f\u7528\uff0c\u8bf7\u901a\u8fc7<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/msrc.microsoft.com\/report\">\u5fae\u8f6f\u5b89\u5168\u54cd\u5e94\u4e2d\u5fc3\uff08Microsoft Security Response Center\uff09\u7f51\u7ad9<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>\u8fdb\u884c\u4e3e\u62a5\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u300aAI Next\u300b\u662f\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u63a8\u51fa\u7684\u4e00\u6863\u5229\u7528 AI \u6280\u672f\u5236\u4f5c\u7684\u64ad\u5ba2\uff0c\u5185\u5bb9\u805a\u7126 AI \u524d\u6cbf\u6280\u672f\u3001\u79d1\u7814\u8d8b\u52bf\u4e0e\u793e\u4f1a\u5f71\u54cd\u3002\u7b2c\u4e00\u5b63\u4e3b\u8981\u56f4\u7ed5\u5f53\u4eca\u667a\u80fd\u53d1\u5c55\u7684\u6838\u5fc3\u8bae\u9898\uff0c\u63a2\u7d22\u524d\u6cbf\u8d8b\u52bf\u3002 \u5728\u300aAI Next\u300b\u7b2c\u56db\u671f\u4e2d\uff0c\u6211\u4eec\u9080\u8bf7\u5230\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u9996\u5e2d\u79d1\u5b66\u5bb6\u97e6\u798f\u5982\uff0c\u4ece\u7b2c\u4e00\u6027\u539f\u7406\u51fa\u53d1\uff0c\u4e0e\u5927\u5bb6\u63a2\u8ba8\u5f53\u524d AI \u53d1\u5c55\u4e2d\u6700\u6838\u5fc3\u3001\u5177\u6709\u4e89\u8bae\u7684\u524d\u6cbf\u95ee\u9898\u3002\u4e3a\u4f55 Scaling \u4ecd\u662f AI \u7684\u7b2c\u4e00\u6027\u539f\u7406\uff0c\u4f46\u5fc5\u987b\u8d70\u5411\u201c\u79d1\u5b66\u89c4\u6a21\u5316\u201d\uff1b\u4e3a\u4ec0\u4e48 AI \u5df2\u80fd\u5f88\u597d\u5730\u89e3\u51b3 In-Distribution \u95ee\u9898\uff0c\u5374\u4ecd\u672a\u771f\u6b63\u5b66\u4f1a\u201c\u5b66\u4e60\u672c\u8eab\u201d\uff1b\u4e3a\u4f55\u4e0b\u4e00\u6b21\u51b3\u5b9a\u6027\u8dc3\u8fc1\uff0c\u6765\u81ea\u5b66\u4e60\u8303\u5f0f\u800c\u975e\u5355\u7eaf\u5de5\u7a0b\u4f18\u5316\u3002\u4ece\u57fa\u7840\u7814\u7a76\u5230\u4ea7\u4e1a\u5316\u8def\u5f84\uff0c\u8ba9\u6211\u4eec\u5171\u540c\u5f00\u542f\u8fd9\u573a\u5173\u4e8e AI \u4e0b\u4e00\u4ee3\u8303\u5f0f\u8fc1\u79fb\u7684\u6df1\u5ea6\u5bf9\u8bdd\u3002 \u5609\u5bbe\u4ecb\u7ecd \u97e6\u798f\u5982\u535a\u58eb \u97e6\u798f\u5982\u535a\u58eb\u73b0\u4efb\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u9996\u5e2d\u79d1\u5b66\u5bb6\u3001\u5fae\u8f6f\u6770\u51fa\u79d1\u5b66\u5bb6\uff0c\u9886\u5bfc\u56e2\u961f\u4ece\u4e8b\u57fa\u7840\u6a21\u578b\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u8bed\u97f3\u5904\u7406\u548c\u591a\u6a21\u6001\u4eba\u5de5\u667a\u80fd\u7b49\u9886\u57df\u7684\u7814\u7a76\u3002\u8fd1\u5e74\u6765\uff0c\u4ed6\u8fd8\u81f4\u529b\u4e8e\u9886\u5bfc\u548c\u63a8\u8fdb\u901a\u7528\u4eba\u5de5\u667a\u80fd\u7684\u57fa\u7840\u7814\u7a76\u548c\u521b\u65b0\u3002 \u97e6\u798f\u5982\u535a\u58eb\u548c\u56e2\u961f\u5728\u57fa\u7840\u6a21\u578b\u548c\u901a\u7528\u4eba\u5de5\u667a\u80fd\u9886\u57df\u53d1\u8868\u548c\u5f00\u6e90\u4e86\u4e00\u7cfb\u5217\u5f00\u521b\u6027\u3001\u6709\u5f71\u54cd\u529b\u7684\u8bba\u6587\u548c\u6a21\u578b\uff0c\u4f8b\u5982 UniLM, MiniLM, LayoutLM, BEiT, VALL-E, YOCO, BitNet, Differential Transformer, LatentLM, MiniLLM, RPT, VibeVoice \u7b49\u7b49\u3002\u97e6\u798f\u5982\u535a\u58eb\u5728\u9876\u7ea7\u4f1a\u8bae\u548c\u671f\u520a\u4e0a\u53d1\u8868\u4e86200\u591a\u7bc7\u7814\u7a76\u8bba\u6587\uff08\u88ab\u5f15\u7528\u8d85\u8fc770,000\u6b21\uff0cH-Index 120\uff09\u3002 \u97e6\u798f\u5982\u535a\u58eb\u5206\u522b\u4e8e2004\u5e74\u548c2009\u5e74\u83b7\u5f97\u6b66\u6c49\u5927\u5b66\u5b66\u58eb\u5b66\u4f4d\u548c\u535a\u58eb\u5b66\u4f4d\u30022017\u5e74\uff0c\u4ed6\u56e0\u5bf9\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7684\u8d21\u732e\u5165\u9009\u300a\u9ebb\u7701\u7406\u5de5\u6280\u672f\u8bc4\u8bba\u300b\u4e2d\u56fd35\u5c81\u4ee5\u4e0b\u521b\u65b0\u8005\u5e74\u5ea6\u699c\u5355\uff08MIT TR35 China\uff09\uff0c2018\u5e74\u5165\u9009\u4e2d\u56fd AI \u82f1\u96c4\u98ce\u4e91\u699c\u6280\u672f\u65b0\u9510\u5956\u699c\u5355\u30022019\u5e74\u201c\u7edf\u4e00\u81ea\u7136\u8bed\u8a00\u9884\u8bad\u7ec3\u6a21\u578b\u4e0e\u673a\u5668\u9605\u8bfb\u7406\u89e3\u201d\u5165\u9009\u4e16\u754c\u4e92\u8054\u7f51\u9886\u5148\u79d1\u6280\u6210\u679c\u5956\uff0c2024\u5e74 LayoutLM \u8363\u83b7\u56fd\u9645\u57fa\u7840\u79d1\u5b66\u5927\u4f1a\u524d\u6cbf\u79d1\u5b66\u5956\u30022020\u5e74\u5165\u9009\u5317\u4eac\u5e02\u52b3\u52a8\u6a21\u8303\u3002 \u4e5f\u6b22\u8fce\u5927\u5bb6\u5728\u5c0f\u5b87\u5b99\u3001\u559c\u9a6c\u62c9\u96c5\u548cApple\u64ad\u5ba2\u8ba2\u9605\u3001\u6536\u542c\u3001\u5206\u4eab\uff01 \u4f5c\u4e3a\u4e00\u6863\u7531 AI \u5408\u6210\u7684\u64ad\u5ba2\u680f\u76ee\uff0c\u300aAI Next\u300b\u64ad\u5ba2\u97f3\u9891\u548c\u5ba3\u4f20\u89c6\u9891\u80cc\u540e\u5305\u542b\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5728\u5408\u6210 AI \u9886\u57df\u7684\u4e09\u9879\u5173\u952e\u6280\u672f\uff1aVibeVoice&nbsp;\u5177\u5907\u81ea\u7136\u3001\u5bcc\u6709\u8868\u73b0\u529b\u7684\u8bed\u97f3\u5408\u6210\u80fd\u529b\uff0c\u80fd\u591f\u4e3a\u6700\u591a4\u4f4d\u8bf4\u8bdd\u8005\u5408\u6210\u957f\u8fbe90\u5206\u949f\u7684\u9ad8\u8d28\u91cf\u5bf9\u8bdd\u8bed\u97f3\uff0c\u4e3a\u7528\u6237\u5e26\u6765\u66f4\u7075\u52a8\u7684\u58f0\u97f3\u4e92\u52a8\u611f\u53d7\u3002VASA&nbsp;\u53ef\u5c06\u9759\u6001\u8096\u50cf\u4e0e\u97f3\u9891\u4fe1\u53f7\u7ed3\u5408\uff0c\u5408\u6210\u60c5\u611f\u903c\u771f\u4e14\u62e5\u6709\u7ec6\u817b\u9762\u90e8\u8868\u60c5\u7684\u8bf4\u8bdd\u5934\u50cf\uff0c\u4e3a\u5185\u5bb9\u521b\u4f5c\u53ca\u8f85\u52a9\u6559\u80b2\u63d0\u4f9b\u4e86\u5168\u65b0\u7684\u5448\u73b0\u65b9\u5f0f\u3002TRELLIS \u5219\u662f\u4e00\u4e2a 3D [&hellip;]<\/p>\n","protected":false},"author":34512,"featured_media":1160295,"template":"","meta":{"msr-url-field":"https:\/\/www.xiaoyuzhoufm.com\/episodes\/6960ce91e235ea65bcf50f5b","msr-podcast-episode":"","msrModifiedDate":"","msrModifiedDateEnabled":false,"ep_exclude_from_search":false,"_classifai_error":"","msr-content-parent":1012650,"msr_hide_image_in_river":null,"footnotes":""},"research-area":[13556],"msr-locale":[268881],"msr-post-option":[],"class_list":["post-1160278","msr-blog-post","type-msr-blog-post","status-publish","has-post-thumbnail","hentry","msr-research-area-artificial-intelligence","msr-locale-zh_cn"],"msr_assoc_parent":{"id":1012650,"type":"lab"},"_links":{"self":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post\/1160278","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post"}],"about":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/types\/msr-blog-post"}],"author":[{"embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/users\/34512"}],"version-history":[{"count":11,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post\/1160278\/revisions"}],"predecessor-version":[{"id":1160296,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post\/1160278\/revisions\/1160296"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media\/1160295"}],"wp:attachment":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media?parent=1160278"}],"wp:term":[{"taxonomy":"msr-research-area","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/research-area?post=1160278"},{"taxonomy":"msr-locale","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-locale?post=1160278"},{"taxonomy":"msr-post-option","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-post-option?post=1160278"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}