{"id":1158150,"date":"2025-12-12T01:03:24","date_gmt":"2025-12-12T09:03:24","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=1158150"},"modified":"2025-12-29T22:22:36","modified_gmt":"2025-12-30T06:22:36","slug":"ai-next-podcast-s1e1","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/ai-next-podcast-s1e1\/","title":{"rendered":"AI Next \u64ad\u5ba2 S1E1 | \u5bf9\u8bdd\u6768\u51e1\uff1a\u63a8\u7406\uff0c\u662f\u5927\u6a21\u578b\u7684\u5929\u82b1\u677f\u8fd8\u662f\u65b0\u8d77\u70b9\uff1f"},"content":{"rendered":"<div class=\"wp-block-msr-podcast-container my-4\">\n\t<iframe loading=\"lazy\" src=\"https:\/\/www.xiaoyuzhoufm.com\/episode\/6932a1db4ef12f9fe913597d\" 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<figure class=\"wp-block-video\"><video height=\"720\" style=\"aspect-ratio: 1280 \/ 720;\" width=\"1280\" controls src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/ai-next-podcast-teaser.mp4\"><\/video><\/figure>\n\n\n\n<p>\u5728\u300aAI Next\u300b\u9996\u671f\u8282\u76ee\u4e2d\uff0c\u6211\u4eec\u4e0e\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u8d44\u6df1\u9996\u5e2d\u7814\u7a76\u5458\u6768\u51e1\u535a\u58eb\uff0c\u5171\u540c\u63a2\u8ba8\u4e86 AI \u63a8\u7406\u7684\u672c\u8d28\uff1a\u5b83\u5982\u4f55\u5728\u901f\u5ea6\u4e0e\u6b63\u786e\u6027\u4e4b\u95f4\u6743\u8861\uff0c\u5982\u4f55\u5b9e\u73b0\u201c\u65e2\u6709\u76f4\u89c9\u3001\u53c8\u8bb2\u903b\u8f91\u201d\uff0c\u4ee5\u53ca\u667a\u80fd\u4f53\u63a8\u7406\uff08agentic reasoning\uff09\u5982\u4f55\u4e3a\u672a\u6765\u7684\u667a\u80fd\u7a81\u7834\u94fa\u5e73\u9053\u8def\u3002\u8fd9\u4e0d\u4ec5\u662f\u4e00\u573a\u5173\u4e8e\u6280\u672f\u53d1\u5c55\u7684\u4ea4\u6d41\uff0c\u66f4\u662f\u4e00\u573a\u5173\u4e8e\u601d\u8003\u65b9\u5f0f\u7684\u63a2\u7d22\u3002\u5f53 AI \u5b66\u4f1a\u201c\u63a8\u7406\u201d\uff0c\u4eba\u7c7b\u6216\u8bb8\u4e5f\u5c06\u91cd\u65b0\u7406\u89e3\u667a\u80fd\u7684\u8fb9\u754c\u3002<\/p>\n\n\n\n<p><strong>\u5609\u5bbe\u4ecb\u7ecd<\/strong><\/p>\n\n\n\n<p><a href=\"https:\/\/www.microsoft.com\/en-us\/research\/people\/fanyang\/\">\u6768\u51e1\u535a\u58eb<\/a>\u73b0\u4efb\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u8d44\u6df1\u9996\u5e2d\u7814\u7a76\u5458\uff0c\u7cfb\u7edf\u7814\u7a76\u7ec4\u8d1f\u8d23\u4eba\u3002\u4ed6\u76ee\u524d\u8d1f\u8d23\u7cfb\u7edf\u65b9\u5411\u7684\u7814\u7a76\u6218\u7565\u89c4\u5212\uff0c\u534f\u8c03\u3001\u7ba1\u7406\u7cfb\u7edf\u7ec4\u7684\u7814\u7a76\u3001\u4ea7\u54c1\u8f6c\u5316\uff0c\u4ee5\u53ca\u516c\u53f8\u5185\u5916\u7684\u5408\u4f5c\u9879\u76ee\u3002\u4ed6\u4e2a\u4eba\u7684\u4e3b\u8981\u7814\u7a76\u5174\u8da3\u4e3a\u8ba1\u7b97\u673a\u7cfb\u7edf\uff0c\u7279\u522b\u662f\u5927\u578b\u5206\u5e03\u5f0f\u7cfb\u7edf\u3002\u4ed6\u76ee\u524d\u4e3b\u8981\u5173\u6ce8\u65b0\u5174\u5e94\u7528 (\u5982\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u7b49) \u53ca\u5176\u6240\u4ea7\u751f\u7684\u65b0\u578b\u8ba1\u7b97\u673a\u7cfb\u7edf\u539f\u7406\u3001\u8bbe\u8ba1\u548c\u5b9e\u73b0\u3002\u4ed6\u7684\u591a\u9879\u6280\u672f\u6210\u679c\u90fd\u5df2\u5f00\u6e90\u5e76\u5728\u5fae\u8f6f\u516c\u53f8 Bing\u3001Azure\u3001Office \u7b49\u90e8\u95e8\u843d\u5730\uff0c\u5176\u4e2d\u591a\u9879\u6210\u679c\u5747\u53d1\u8868\u5728\u7cfb\u7edf\u9876\u7ea7\u4f1a\u8bae\uff08\u5982OSDI\/SOSP\uff09\u4e0a\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\/2025\/12\/ai-next-podcast-qrcode-1-1024x549.png\" alt=\"qr code\" class=\"wp-image-1158379\" style=\"aspect-ratio:1.865224571743143;width:608px;height:auto\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/ai-next-podcast-qrcode-1-1024x549.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/ai-next-podcast-qrcode-1-300x161.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/ai-next-podcast-qrcode-1-768x412.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/ai-next-podcast-qrcode-1-1536x824.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/ai-next-podcast-qrcode-1-2048x1099.png 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/ai-next-podcast-qrcode-1-710x380.png 710w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/ai-next-podcast-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\/2025\/12\/ai-next-podcast-qrcode-2-1024x298.png\" alt=\"qr code\" class=\"wp-image-1158380\" style=\"aspect-ratio:3.4363441116811835;width:606px;height:auto\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/ai-next-podcast-qrcode-2-1024x298.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/ai-next-podcast-qrcode-2-300x87.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/ai-next-podcast-qrcode-2-768x223.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/ai-next-podcast-qrcode-2-1536x447.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/ai-next-podcast-qrcode-2-2048x596.png 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/ai-next-podcast-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\/2025\/12\/ai-next-podcast-qrcode-3-1024x298.png\" alt=\"qr code\" class=\"wp-image-1158381\" style=\"aspect-ratio:3.4363441116811835;width:600px;height:auto\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/ai-next-podcast-qrcode-3-1024x298.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/ai-next-podcast-qrcode-3-300x87.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/ai-next-podcast-qrcode-3-768x223.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/ai-next-podcast-qrcode-3-1536x447.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/ai-next-podcast-qrcode-3-2048x596.png 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/ai-next-podcast-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\u751f\u6210\u5408\u6210AI\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\/\">VASA&nbsp;<\/a>\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><em>\u5982\u4e0b\u662f\u300aAI Next\u300b\u7b2c\u4e00\u671f\u64ad\u5ba2\u5185\u5bb9\u7684\u6587\u5b57\u6574\u7406\uff1a<\/em><\/p>\n\n\n\n<p><strong>\u4e3b\u6301\u4eba\uff1a<\/strong>\u5927\u5bb6\u597d\uff0c\u6b22\u8fce\u6536\u542c\u300aAI Next\u300b\u7b2c\u4e00\u5b63\u7b2c\u4e00\u671f\u3002\u4f5c\u4e3a\u672c\u5b63\u7684\u5f00\u7bc7\uff0c\u6211\u4eec\u805a\u7126\u4e8e\u4e00\u4e2a\u8ba9 AI \u771f\u6b63\u5177\u5907\u6df1\u5ea6\u7406\u89e3\u4e0e\u51b3\u7b56\u80fd\u529b\u7684\u6838\u5fc3\u8981\u7d20\u2014\u2014\u63a8\u7406\u3002<\/p>\n\n\n\n<p>\u73b0\u5728\u7684 AI \u529f\u80fd\u5f3a\u5927\uff0c\u4f46\u6709\u65f6\u53c8\u4f1a\u5728\u7b80\u5355\u7684\u903b\u8f91\u95ee\u9898\u4e0a\u201c\u72af\u9519\u201d\u3002AI \u7a76\u7adf\u662f\u5982\u4f55\u601d\u8003\u7684\uff1f\u5b83\u7684\u63a8\u7406\u80fd\u529b\u662f\u5426\u5b58\u5728\u6839\u672c\u6027\u7684\u5c40\u9650\uff1f\u4eca\u5929\uff0c\u6211\u4eec\u9080\u8bf7\u4e86\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u8d44\u6df1\u9996\u5e2d\u7814\u7a76\u5458\u6768\u51e1\u535a\u58eb\uff0c\u4e0e\u6211\u4eec\u6df1\u5165\u63a2\u8ba8 AI \u63a8\u7406\u7684\u672c\u8d28\u3001\u524d\u6cbf\u8fdb\u5c55\u548c\u672a\u6765\u53ef\u80fd\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u4ec0\u4e48\u662fai\u63a8\u7406\">\u4ec0\u4e48\u662fAI\u63a8\u7406\uff1f<\/h2>\n\n\n\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u5f88\u591a\u542c\u4f17\u5bf9\u201c\u63a8\u7406\u201d\u7684\u7406\u89e3\uff0c\u53ef\u80fd\u8fd8\u505c\u7559\u5728\u4eba\u7c7b\u7684\u903b\u8f91\u63a8\u7406\uff0c\u6bd4\u5982\u798f\u5c14\u6469\u65af\u90a3\u6837\u7684\u4e25\u5bc6\u903b\u8f91\u3002\u4f46\u5f53\u6211\u4eec\u5728 AI \u9886\u57df\u8c08\u8bba\u63a8\u7406\u65f6\uff0c\u5b83\u4e0e\u4f20\u7edf\u903b\u8f91\u63a8\u7406\u7684\u672c\u8d28\u533a\u522b\u662f\u4ec0\u4e48\uff1f\u73b0\u5728\u5927\u5bb6\u666e\u904d\u8ba4\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\u5f88\u5389\u5bb3\uff0c\u662f\u6982\u7387\u6027\u7684\u3001\u57fa\u4e8e\u5927\u6570\u636e\u7684\u5f52\u7eb3\u3002\u60a8\u5982\u4f55\u770b\u5f85\u8fd9\u4e2a\u5b9a\u4e49\uff1f<\/strong><\/p>\n\n\n\n<p><strong>\u6768\u51e1\uff1a<\/strong>\u8c22\u8c22\uff0c\u8fd9\u4e2a\u95ee\u9898\u975e\u5e38\u6709\u610f\u601d\u3002AI \u63a8\u7406\u548c\u903b\u8f91\u63a8\u7406\u7684\u5173\u7cfb\uff0c\u67d0\u79cd\u610f\u4e49\u4e0a\u5c31\u50cf\u4eba\u5de5\u667a\u80fd\u4e0e\u4eba\u7c7b\u667a\u80fd\u7684\u533a\u522b\u3002\u6211\u4eec\u7814\u7a76\u4eba\u5de5\u667a\u80fd\u7684\u76ee\u7684\uff0c\u5c31\u662f\u60f3\u8fbe\u5230\u7c7b\u4f3c\u4e8e\u4eba\u7c7b\u667a\u80fd\u7684\u6c34\u5e73\uff0c\u800c\u63a8\u7406\u80fd\u529b\u6b63\u662f\u667a\u80fd\u672c\u8d28\u7684\u4f53\u73b0\u4e4b\u4e00\u3002<\/p>\n\n\n\n<p>\u6839\u636e\u7ef4\u57fa\u767e\u79d1\u7684\u5b9a\u4e49\uff0c\u63a8\u7406\u662f\u4ece\u5927\u91cf\u4fe1\u606f\u4e2d\u5f97\u51fa\u7ed3\u8bba\u7684\u80fd\u529b\u3002\u5982\u679c\u7ed3\u8bba\u8981\u4ee4\u4eba\u4fe1\u670d\uff0c\u5c31\u9700\u8981\u9075\u5faa\u4e00\u5b9a\u7684\u903b\u8f91\uff0c\u8fd9\u901a\u5e38\u662f\u4e00\u4e2a\u4e25\u8c28\u7684\u8fc7\u7a0b\u3002<\/p>\n\n\n\n<p>\u5f88\u591a\u4eba\u8ba4\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\u662f\u57fa\u4e8e\u6982\u7387\u6027\u7684\u5927\u6570\u636e\u5f52\u7eb3\uff0c\u8fd9\u6d89\u53ca\u5230\u4e00\u4e2a\u7edf\u8ba1\u5b66\u95ee\u9898\uff1a\u4ece\u5927\u6570\u636e\u4e2d\u5f52\u7eb3\u51fa\u7684\u73b0\u8c61\uff0c\u5b83\u4ee3\u8868\u7684\u7a76\u7adf\u662f\u76f8\u5173\u6027\u8fd8\u662f\u56e0\u679c\u6027\uff1f\u5982\u679c\u6211\u4eec\u8ba4\u4e3a\u5b83\u53ea\u662f\u76f8\u5173\u6027\u7684\u8bdd\uff0c\u90a3\u4e48 AI \u7684\u63a8\u7406\u5c31\u4e0d\u5e94\u8be5\u662f\u6709\u56e0\u679c\u6027\u7684\uff0c\u6216\u8005\u8bf4\u63a8\u7406\u672c\u8eab\u5c31\u662f\u4e00\u79cd\u56e0\u679c\u6027\u3002\u5982\u679c\u8ba4\u4e3a AI \u662f\u57fa\u4e8e\u5927\u6570\u636e\u7684\u5f52\u7eb3\uff0c\u5b83\u53ea\u662f\u6d6e\u73b0\u51fa\u76f8\u5173\u6027\uff0c\u90a3\u4e48\u5b83\u4e0d\u5e94\u8be5\u5c55\u73b0\u51fa\u8fd9\u79cd\u5f3a\u5927\u7684\u63a8\u7406\u80fd\u529b\u3002\u6211\u4eec\u73b0\u5728\u770b\u5230\u4e00\u4e2a\u77db\u76fe\u7684\u73b0\u8c61\uff0c\u867d\u7136 AI \u63a8\u7406\u7ecf\u5e38\u6709\u9519\u8bef\uff0c\u4f46\u5176\u6b63\u786e\u6027\u5728\u8fc7\u53bb\u4e24\u5e74\u4e2d\u8d8a\u6765\u8d8a\u9ad8\uff0c\u5c55\u73b0\u51fa\u7684\u56e0\u679c\u6027\u662f\u76f8\u5f53\u60ca\u4eba\u7684\u3002\u81f3\u4e8e\u4e3a\u4ec0\u4e48\u4f1a\u51fa\u73b0\u8fd9\u79cd\u7279\u6027\uff0c\u4ee5\u53ca\u8fd9\u79cd\u7279\u6027\u80fd\u8d70\u591a\u8fdc\uff1f\u5b66\u672f\u754c\u6682\u65f6\u8fd8\u6ca1\u6709\u7edf\u4e00\u7684\u7b54\u6848\u3002<\/p>\n\n\n\n<p>\u6211\u4e2a\u4eba\u503e\u5411\u4e8e\u8ba4\u4e3a\uff0c\u6211\u4eec\u53ef\u4ee5\u5728\u57fa\u4e8e\u6982\u7387\u6027\u7684\u63a8\u7406\u6a21\u578b\u4e0a\uff0c\u5c06\u63a8\u7406\u80fd\u529b\u505a\u5230\u975e\u5e38\u9ad8\u7684\u6c34\u51c6\uff0c\u4f8b\u5982\u5728\u521d\u9ad8\u4e2d\u5c42\u9762\u7684\u903b\u8f91\u548c\u6570\u5b66\u9898\u4e0a\u8fbe\u5230\u9ad8\u5ea6\u7684\u53ef\u9760\u6027\uff0c\u4ece\u800c\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u5c55\u73b0\u4ef7\u503c\u3002<\/p>\n\n\n\n<p>\u81f3\u4e8e AI \u63a8\u7406\u548c\u4f20\u7edf\u4eba\u7c7b\u63a8\u7406\u7684\u5177\u4f53\u533a\u522b\uff0c\u76ee\u524d\u5b66\u672f\u754c\u8fd8\u6ca1\u6709\u660e\u786e\u7b54\u6848\u3002\u6211\u66f4\u613f\u610f\u628a\u667a\u80fd\u770b\u4f5c\u4e00\u4e2a\u7eaf\u7cb9\u7684\u6982\u5ff5\u2014\u2014\u667a\u80fd\u5c31\u662f\u667a\u80fd\uff0c\u4f60\u53ef\u4ee5\u901a\u8fc7\u65b9\u6cd5 A \u5b9e\u73b0\uff0c\u4e5f\u53ef\u4ee5\u901a\u8fc7\u65b9\u6cd5 B \u5b9e\u73b0\u3002\u6211\u503e\u5411\u4e8e\u628a\u5927\u8bed\u8a00\u6a21\u578b\u548c\u4eba\u7c7b\u5b9e\u73b0\u667a\u80fd\u770b\u4f5c\u662f\u4e24\u79cd\u4e0d\u540c\u4f46\u53ef\u80fd\u76f8\u5173\u7684\u5b9e\u73b0\u65b9\u5f0f\u3002<\/p>\n\n\n\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u60a8\u63d0\u5230\u4e86\u63a8\u7406\u7684\u6b63\u786e\u6027\uff0c\u8fd9\u5f15\u51fa\u4e86\u53e6\u4e00\u4e2a\u95ee\u9898\u3002\u5927\u5bb6\u89c9\u5f97\u201c\u63a8\u7406\u5c31\u662f\u8ba9\u5927\u6a21\u578b\u66f4\u806a\u660e\u201d\uff0c\u4f46\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u8ba1\u7b97\u901f\u5ea6\u4e5f\u5907\u53d7\u5173\u6ce8\u3002\u60a8\u600e\u4e48\u770b\u5f85\u63a8\u7406\u901f\u5ea6\u548c\u667a\u80fd\u4e4b\u95f4\u7684\u5173\u7cfb\uff1f<\/strong><\/p>\n\n\n\n<p><strong>\u6768\u51e1\uff1a<\/strong>\u53ea\u6709\u6b63\u786e\u7684\u63a8\u7406\uff0c\u7279\u522b\u662f\u5bf9\u590d\u6742\u95ee\u9898\u7684\u6b63\u786e\u63a8\u7406\uff0c\u624d\u80fd\u88ab\u79f0\u4e3a\u201c\u806a\u660e\u201d\u3002\u6211\u4eec\u4ecd\u53ef\u4ee5\u62ff\u4eba\u548c AI \u505a\u5bf9\u6bd4\uff0c\u4eba\u4e5f\u5b58\u5728\u901f\u5ea6\u4e0e\u8d28\u91cf\u7684\u5e73\u8861\u3002\u5982\u679c\u4f60\u60f3\u5f97\u5f88\u5feb\uff0c\u4f46\u7b54\u6848\u7ecf\u5e38\u662f\u9519\u7684\uff0c\u90a3\u4e48\u5feb\u4e5f\u6ca1\u6709\u592a\u5927\u7684\u76ca\u5904\u3002<\/p>\n\n\n\n<p>\u5f53\u7136\uff0c\u901f\u5ea6\u5728\u63a8\u7406\u4e2d\u4e5f\u975e\u5e38\u5173\u952e\u3002\u5bf9\u4e8e\u9700\u8981\u6210\u5343\u4e0a\u4e07\u6b65\u63a8\u7406\u7684\u590d\u6742\u95ee\u9898\uff0c\u5982\u679c\u6bcf\u4e00\u6b65\u90fd\u5f88\u6162\uff0c\u90a3\u4e48\u6700\u7ec8\u95ee\u9898\u4e5f\u65e0\u6cd5\u5728\u6709\u6548\u65f6\u95f4\u5185\u89e3\u51b3\u3002\u4eba\u7c7b\u5728\u5927\u591a\u6570\u60c5\u51b5\u4e0b\u90fd\u5e0c\u671b\u7b54\u6848\u53ef\u4ee5\u5c3d\u5feb\u51fa\u6765\u3002\u56e0\u6b64\uff0c\u4ece\u667a\u80fd\u7684\u89d2\u5ea6\u6765\u8bb2\uff0c\u901f\u5ea6\u548c\u8d28\u91cf\u4e4b\u95f4\u5b58\u5728\u7740\u4e00\u4e2a\u5fae\u5999\u7684\u5173\u7cfb\uff0c\u6211\u4eec\u9700\u8981\u5728\u4e24\u8005\u4e4b\u95f4\u8fbe\u6210\u7cbe\u5999\u7684\u5e73\u8861\uff0c\u4e0d\u80fd\u505a\u6781\u7aef\u7684\u9009\u62e9\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u63a8\u7406\u65b0\u8303\u5f0f-\u795e\u7ecf\u7b26\u53f7\u63a8\u7406-neural-symbolic-reasoning\">\u63a8\u7406\u65b0\u8303\u5f0f\uff1a\u795e\u7ecf\u7b26\u53f7\u63a8\u7406\uff08Neural Symbolic Reasoning\uff09<\/h2>\n\n\n\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u6211\u77e5\u9053\u60a8\u548c\u56e2\u961f\u6b63\u5728\u63a2\u7d22\u4e00\u79cd\u65b0\u7684\u63a8\u7406\u65b9\u5f0f\uff0c\u80fd\u5426\u4ecb\u7ecd\u4e00\u4e0b\u8fd9\u4e2a\u7814\u7a76\u65b9\u5411\uff0c\u4ee5\u53ca\u5b83\u4e0e\u4f20\u7edf\u6df1\u5ea6\u5b66\u4e60\u63a8\u7406\u65b9\u5f0f\u76f8\u6bd4\uff0c\u6700\u5927\u7684\u7a81\u7834\u70b9\u548c\u521b\u65b0\u5728\u54ea\u91cc\uff1f<\/strong><\/p>\n\n\n\n<p><strong>\u6768\u51e1\uff1a<\/strong>\u4e25\u683c\u6765\u8bb2\uff0c\u6211\u4eec\u63a2\u8ba8\u7684\u8303\u5f0f\u79f0\u4e4b\u4e3a Neural Symbolic Reasoning\uff08\u795e\u7ecf\u7b26\u53f7\u63a8\u7406\uff09\u3002\u8fd9\u4e2a\u8303\u5f0f\u5e76\u975e\u5168\u65b0\uff0c\u5b83\u878d\u5408\u4e86\u4eba\u5de5\u667a\u80fd\u65e9\u671f\u7684\u7b26\u53f7\u4e3b\u4e49\u548c\u8fde\u63a5\u4e3b\u4e49\u3002\u5927\u8bed\u8a00\u6a21\u578b\u5174\u8d77\u540e\uff0c\u8fde\u63a5\u4e3b\u4e49\u5728\u8bed\u97f3\u3001\u56fe\u50cf\u8bc6\u522b\u7b49\u4f20\u7edf\u8ba1\u7b97\u673a\u96be\u9898\u4e0a\u5c55\u73b0\u51fa\u4e86\u60ca\u4eba\u7684\u5b9e\u529b\u3002\u5728\u8fd9\u6837\u7684\u8303\u5f0f\u4e0b\uff0c\u5927\u5bb6\u90fd\u5728\u8ffd\u6c42\u6a21\u578b\u89c4\u6a21\u3001\u8bad\u7ec3\u6570\u636e\u89c4\u6a21\u4ee5\u53ca\u8ba1\u7b97\u89c4\u6a21\uff0c\u8fd9\u4e09\u4e2a scaling law\uff08\u89c4\u6a21\u5b9a\u5f8b\uff09\u65b9\u9762\u7684\u6269\u5c55\u3002\u53bb\u5e74\uff0c\u5927\u5bb6\u53d1\u73b0\u4e86scaling law \u7684\u7b2c\u56db\u4e2a\u7ef4\u5ea6\u2014\u2014\u65f6\u95f4\uff0c\u88ab\u79f0\u4e4b\u4e3a test-time scaling\u3002<\/p>\n\n\n\n<p>\u5927\u7ea6\u4e00\u4e24\u5e74\u524d\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u4e2a\u60f3\u6cd5\uff0c\u8ba4\u4e3a\u73b0\u5728\u7684 scaling law \u662f\u7b26\u5408\u76f4\u89c9\u7684\u3002\u56e0\u4e3a\u4e0e\u5176\u4ed6\u52a8\u7269\u76f8\u6bd4\uff0c\u4eba\u7684\u8111\u5bb9\u91cf\u66f4\u5927\u3001\u795e\u7ecf\u5143\u6570\u91cf\u66f4\u591a\uff0c\u6240\u4ee5\u667a\u80fd\u8868\u73b0\u66f4\u597d\u3002\u4ece\u7b97\u529b\u89d2\u5ea6\uff0c\u6211\u4eec\u53d1\u73b0\u4eba\u7c7b\u8fdb\u4e00\u6b65\u7684\u63d0\u9ad8\uff0c\u662f\u56e0\u4e3a\u957f\u65f6\u95f4\u7684\u601d\u8003\u3002\u57fa\u4e8e\u6b64\uff0c\u6211\u4eec\u7684\u7814\u7a76\u6210\u679c\u9996\u6b21\u516c\u5f00\u5c55\u793a\u4e86\u5982\u4f55\u901a\u8fc7 self-play \uff08\u81ea\u6211\u535a\u5f08\uff09\u6216 test-time scaling\uff08\u957f\u65f6\u95f4\u601d\u8003\uff09\u6765\u63d0\u5347\u667a\u80fd\u6c34\u5e73\u3002<\/p>\n\n\n\n<p>\u968f\u540e\uff0c\u6211\u4eec\u66f4\u8fdb\u4e00\u6b65\uff0c\u63d0\u51fa\u4e86 Neural Symbolic Reasoning\uff08\u795e\u7ecf\u7b26\u53f7\u63a8\u7406\uff09\u3002\u6211\u4eec\u8ba4\u4e3a\uff0c\u7b26\u53f7\u4e3b\u4e49\u548c\u8fde\u63a5\u4e3b\u4e49\u662f\u4e92\u8865\u7684\uff0c\u5f53\u65f6\u7684\u5927\u8bed\u8a00\u6a21\u578b\u53ef\u80fd\u9700\u8981\u4e00\u4e2a\u201c\u811a\u624b\u67b6\u201d\uff0c\u5373\u7528\u7b26\u53f7\u5316\u7684\u5de5\u5177\u6765\u5e2e\u52a9\u5b83\u5728\u63a8\u7406\u65f6\u8fdb\u884c\u9a8c\u8bc1\uff0c\u4ece\u800c\u6781\u5927\u5730\u63d0\u9ad8\u63a8\u7406\u7684\u53ef\u9760\u6027\u3002\u8fd9\u5c31\u50cf\u4eba\u7c7b\u5728\u63a8\u7406\u65f6\u4e5f\u4f1a\u72af\u9519\uff0c\u800c\u89e3\u51b3\u529e\u6cd5\u5c31\u662f\u4ed4\u7ec6\u9a8c\u7b97\u3002<\/p>\n\n\n\n<p>\u81f3\u4e8e\u5b9e\u9a8c\u8fc7\u7a0b\u4e2d\u8ba9\u4eba\u51fa\u4e4e\u610f\u6599\u7684\u7ed3\u679c\uff0c\u6211\u6700\u5927\u7684\u611f\u53d7\u662f\uff0c\u5728\u5b9e\u73b0\u667a\u80fd\u7a81\u7834\u65f6\uff0c\u60f3\u51fa\u6765\u7684\u65b9\u6cd5\u4e0d\u80fd\u592a\u8fc7\u7cbe\u5de7\u3002\u5982\u679c\u65b9\u6cd5\u8fc7\u4e8e\u7cbe\u5de7\uff0c\u6a21\u578b\u5c31\u5bb9\u6613\u51fa\u73b0\u5956\u52b1\u6b3a\u9a97\uff08reward hacking\uff09\u6216\u8fc7\u62df\u5408\u3002\u76f8\u53cd\uff0c\u5b83\u9700\u8981\u8db3\u591f\u7684\u7b80\u5355\u3001\u901a\u7528\u548c\u6cdb\u5316\u6027\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u5f53scaling-law\u8fdb\u5165\u74f6\u9888-ai\u63a8\u7406\u5982\u4f55\u5411-\u667a\u80fd\u4f53-\u6f14\u5316\">\u5f53scaling law\u8fdb\u5165\u74f6\u9888\uff0cAI\u63a8\u7406\u5982\u4f55\u5411\u201c\u667a\u80fd\u4f53\u201d\u6f14\u5316\uff1f<\/h2>\n\n\n\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u5982\u679c\u4ece\u7814\u7a76\u89d2\u5ea6\u770b\uff0c\u76ee\u524d AI \u63a8\u7406\u7684\u4e3b\u8981\u96be\u70b9\u5728\u54ea\uff1f<\/strong><\/p>\n\n\n\n<p><strong>\u6768\u51e1\uff1a<\/strong>\u8fc7\u53bb\u51e0\u5e74\uff0c\u667a\u80fd\u53d1\u5c55\u4e3b\u8981\u9075\u5faa scaling law\uff0c\u5373\u4f9d\u8d56\u4e8e\u7b97\u529b\u3001\u6570\u636e\u3001\u6a21\u578b\u89c4\u6a21\u548c\u65f6\u95f4\u3002\u73b0\u5728\uff0c\u6240\u6709\u8fd9\u4e9b\u7ef4\u5ea6\u90fd\u5df2\u8fdb\u5165\u74f6\u9888\u671f\uff0c\u8fd9\u662f\u7531\u4e8e scaling law \u662f log-scale \uff08\u5bf9\u6570\u5c3a\u5ea6\uff09\u7684\uff0c\u6295\u5165\u5341\u500d\u7684\u8d44\u6e90\u53ef\u80fd\u53ea\u80fd\u6362\u6765\u4e00\u70b9\u70b9\u667a\u80fd\u7684\u63d0\u9ad8\uff0c\u8d44\u6e90\u7684\u6d88\u8017\u662f\u6307\u6570\u7ea7\u7684\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u9700\u8981 scaling law \u4ee5\u5916\u7684\u8303\u5f0f\u6765\u63d0\u9ad8\u667a\u80fd\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u5e0c\u671b\u53ef\u4ee5\u901a\u8fc7\u6a21\u4eff\u4eba\u7c7b\u63d0\u9ad8\u81ea\u8eab\u667a\u80fd\u7684\u89c4\u5f8b\u6765\u63d0\u53d6\u65b0\u7684\u601d\u8def\u3002\u6211\u4eec\u8bbe\u60f3\u4e00\u4e2a\u806a\u660e\u7684\u535a\u58eb\u751f\uff0c\u4ed6\u5df2\u7ecf\u7b26\u5408 scaling law \u7684\u6240\u6709\u7ef4\u5ea6\uff08\u5927\u8111\u5f3a\u5927\u3001\u77e5\u8bc6\u6e0a\u535a\u3001\u64c5\u957f\u601d\u8003\uff09\u3002\u4f46\u4ed6\u4e3a\u4ec0\u4e48\u8fd8\u8981\u7ee7\u7eed\u8ddf\u968f\u5bfc\u5e08\u8bad\u7ec3\uff1f\u5bfc\u5e08\u7684\u5de5\u4f5c\u5e76\u975e\u662f\u4f20\u6388\u77e5\u8bc6\uff0c\u800c\u662f\u5f15\u5bfc\u5b66\u751f\u601d\u8003\u3001\u63d0\u51fa\u95ee\u9898\u3002\u6211\u4eec\u6b63\u5728\u6a21\u4eff\u8fd9\u79cd\u6a21\u5f0f\u6765\u8bad\u7ec3\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u6bd4\u5982\u5728\u4e00\u4e2a\u590d\u6742\u95ee\u9898\u4e0a\uff0c\u6211\u4eec\u4e0d\u662f\u76f4\u63a5\u544a\u8bc9\u5b83\u7b54\u6848\uff0c\u800c\u662f\u5f15\u5bfc\u5b83\u505a\u8ba1\u5212\u3001\u7ec6\u5316\u6b65\u9aa4\uff0c\u5e76\u9a8c\u8bc1\u6bcf\u4e00\u4e2a\u6b65\u9aa4\u3002\u4ee4\u4eba\u5403\u60ca\u7684\u662f\uff0c\u53ea\u7528\u4e00\u4e2a\u7b80\u5355\u7684\u7ea6\u675f\u6027\u5f15\u5bfc\u95ee\u9898\uff0c\u6a21\u578b\u7684\u6570\u5b66\u63a8\u7406\u80fd\u529b\u5c31\u51fa\u73b0\u4e86\u98de\u8dc3\uff0c\u8fbe\u5230\u4e86\u9876\u7ea7\u6a21\u578b\u7684\u80fd\u529b\uff0c\u800c\u4e14\u8fd9\u8fd8\u4e0d\u9700\u8981\u989d\u5916\u7684\u6a21\u578b\u8bad\u7ec3\u3002\u6211\u4eec\u8ba4\u4e3a\uff0c\u8fd9\u80fd\u5f15\u5bfc\u51fa\u6a21\u578b\u7684\u62bd\u8c61\u80fd\u529b\u548c\u9ad8\u9636\u89c4\u5212\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u53e6\u4e00\u4e2a\u65b9\u5411\u662f\u957f\u671f\u8bb0\u5fc6\u3002\u5927\u8bed\u8a00\u6a21\u578b\u5728\u5904\u7406\u590d\u6742\u95ee\u9898\u65f6\uff0c\u9700\u8981\u7c7b\u4f3c\u4e8e\u5927\u8111\u6d77\u9a6c\u4f53\u7684\u957f\u671f\u8bb0\u5fc6\u673a\u5236\u3002\u5b83\u9700\u8981\u5bf9\u201c\u4e0a\u4e0b\u6587\u7a97\u53e3\u201d\u8fdb\u884c\u5904\u7406\u3001\u603b\u7ed3\u548c\u53bb\u566a\uff0c\u5c06\u4fe1\u606f\u5b58\u50a8\u5728\u957f\u7ebf\u8bb0\u5fc6\u4e2d\uff0c\u8fd9\u5bf9\u4e8e\u89e3\u51b3\u5f53\u524d\u548c\u672a\u6765\u7684\u590d\u6742\u95ee\u9898\u90fd\u975e\u5e38\u6709\u5e2e\u52a9\u3002\u957f\u671f\u8bb0\u5fc6\u673a\u5236\u662f\u8fdb\u4e00\u6b65\u63d0\u9ad8\u5927\u8bed\u8a00\u6a21\u578b\u63a8\u7406\u80fd\u529b\u7684\u91cd\u8981\u673a\u9047\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u5c06\u4e0a\u9762\u51e0\u79cd\u601d\u8def\u603b\u7ed3\u6210\u4e3a\u4e00\u79cd\u65b0\u8303\u5f0f agentic reasoning\uff08\u57fa\u4e8e\u667a\u80fd\u4f53\u7684 AI \u63a8\u7406\uff09\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u63a8\u7406\u662f\u63d0\u9ad8\u751f\u4ea7\u529b\u7684\u6838\u5fc3\u52a8\u529b\">\u63a8\u7406\u662f\u63d0\u9ad8\u751f\u4ea7\u529b\u7684\u6838\u5fc3\u52a8\u529b<\/h2>\n\n\n\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u4ece\u5e94\u7528\u843d\u5730\u7684\u89d2\u5ea6\u6765\u770b\uff0c\u60a8\u600e\u4e48\u770b\u5f85\u63a8\u7406\u8fd9\u4e2a\u6838\u5fc3\u80fd\u529b\u5728\u6574\u4e2a AI \u7cfb\u7edf\u91cc\uff0c\u4ee5\u53ca\u5728\u8fd9\u4e9b\u5177\u4f53\u5e94\u7528\u4e2d\u7684\u771f\u6b63\u4ef7\u503c\uff1f<\/strong><\/p>\n\n\n\n<p><strong>\u6768\u51e1\uff1a<\/strong>\u63a8\u7406\u662f\u667a\u80fd\u80fd\u529b\u6700\u7a81\u51fa\u7684\u4f53\u73b0\u65b9\u5411\u4e4b\u4e00\u3002\u6700\u8fd1\u5fae\u8f6f\u516c\u53f8 CEO \u8428\u63d0\u4e9a\u00b7\u7eb3\u5fb7\u62c9\uff08Satya Nadella\uff09\u66fe\u63d0\u5230\u4e00\u53e5\u8bdd\uff0c\u6211\u975e\u5e38\u8ba4\u53ef\uff0c\u90a3\u5c31\u662f\u201c\u8861\u91cf AI \u7684\u771f\u6b63\u6807\u51c6\uff0c\u662f\u5168\u7403 GDP \u589e\u957f10%\u201d\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u4e00\u4e2a\u4eba\u7684\u63a8\u7406\u80fd\u529b\u518d\u9ad8\uff0c\u6700\u7ec8\u4e5f\u9700\u8981\u5728\u5177\u4f53\u7684\u751f\u4ea7\u6d3b\u52a8\u4e2d\u5f97\u5230\u4f53\u73b0\uff0c\u90a3\u624d\u662f\u6709\u7528\u7684\u3002<\/p>\n\n\n\n<p>\u5f88\u660e\u663e\uff0c\u63a8\u7406\u662f\u975e\u5e38\u6838\u5fc3\u7684\u80fd\u529b\u3002\u5728\u7edd\u5927\u591a\u6570\u751f\u4ea7\u6d3b\u52a8\u4e2d\u90fd\u9700\u8981\u63a8\u7406\uff0c\u5c24\u5176\u662f\u5728\u5904\u7406\u96be\u5ea6\u8f83\u9ad8\u7684\u4efb\u52a1\u65f6\u3002\u56e0\u6b64\uff0c\u63a8\u7406\u8fd9\u4e2a\u80fd\u529b\u5728\u6240\u6709\u7684\u5e94\u7528\u4e2d\u90fd\u5177\u6709\u5de8\u5927\u7684\u4ef7\u503c\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u4e3a\u4ec0\u4e48\u6570\u5b66\u662f-\u901a\u7528\u667a\u80fd-\u7684\u8bad\u7ec3\u573a\">\u4e3a\u4ec0\u4e48\u6570\u5b66\u662f\u201c\u901a\u7528\u667a\u80fd\u201d\u7684\u8bad\u7ec3\u573a\uff1f<\/h2>\n\n\n\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u6211\u4eec\u63a5\u7740\u804a\u4e00\u4e2a\u5728\u4e1a\u754c\u975e\u5e38\u70ed\u95e8\u7684\u8bdd\u9898\u2014\u2014\u201c\u901a\u7528\u63a8\u7406\u80fd\u529b\u201d\u3002\u8fd9\u4e2a\u6982\u5ff5\u542c\u8d77\u6765\u5f88\u5b8f\u5927\uff0c\u5b83\u610f\u5473\u7740 AI \u6a21\u578b\u80fd\u591f\u5728\u8de8\u4efb\u52a1\u3001\u8de8\u9886\u57df\u7684\u65f6\u5019\uff0c\u90fd\u5177\u5907\u7075\u6d3b\u3001\u53ef\u9760\u7684\u903b\u8f91\u63a8\u5bfc\u80fd\u529b\u3002\u5728\u60a8\u770b\u6765\uff0c\u5b9e\u73b0\u8fd9\u4e2a\u201c\u901a\u7528\u63a8\u7406\u201d\u7684\u76ee\u6807\uff0c\u79bb\u6211\u4eec\u73b0\u5728\u8fd8\u6709\u591a\u8fdc\uff1f<\/strong><\/p>\n\n\n\n<p><strong>\u6768\u51e1\uff1a<\/strong>\u6211\u4eec\u5982\u679c\u628a\u63a8\u7406\u80fd\u529b\u5e94\u7528\u5728\u4e0d\u540c\u7684\u573a\u666f\u4e2d\uff0c\u5929\u7136\u5730\u5c31\u9700\u8981\u6240\u8c13\u7684\u901a\u7528\u63a8\u7406\u80fd\u529b\u3002\u6211\u8ba4\u4e3a\u901a\u7528\u63a8\u7406\u80fd\u529b\u7684\u57fa\u7840\u4ecd\u7136\u662f\u63a8\u7406\u672c\u8eab\uff0c\u4e5f\u5c31\u662f\u5b83\u9700\u8981\u6b63\u786e\uff0c\u9700\u8981\u67d0\u79cd\u903b\u8f91\u3002\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48\u6211\u4eec\u76f8\u4fe1\uff0c\u4ece\u672c\u8d28\u4e0a\u8bb2\uff0c\u8bad\u7ec3\u4e00\u4e2a AI \u7684\u6570\u5b66\u63a8\u7406\u80fd\u529b\u81f3\u5173\u91cd\u8981\u3002\u5982\u679c\u5b83\u80fd\u5728\u6570\u5b66\u4e0a\u505a\u5230\u975e\u5e38\u4e25\u8c28\uff0c\u90a3\u4e48\u6211\u4eec\u8ba4\u4e3a\u5b83\u5c31\u6709\u66f4\u9ad8\u7684\u53ef\u80fd\u53bb\u6cdb\u5316\u5230\u5176\u4ed6\u7684\u9886\u57df\u3002<\/p>\n\n\n\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u542c\u4e0a\u53bb\u6570\u5b66\u5c31\u50cf\u662f\u4e00\u79cd\u201c\u901a\u7528\u5e95\u5ea7\u201d\u3002\u90a3\u662f\u4e0d\u662f\u6570\u5b66\u4e00\u5f3a\u5c31\u4e07\u4e8b\u5927\u5409\u4e86\uff1f<\/strong><\/p>\n\n\n\n<p><strong>\u6768\u51e1\uff1a<\/strong>\u5e76\u4e0d\u662f\u8bf4\u6570\u5b66\u63a8\u7406\u80fd\u529b\u5f88\u9ad8\u4e86\uff0c\u5c31\u81ea\u7136\u800c\u7136\u5730\u5728\u6240\u6709\u9886\u57df\u5177\u5907\u4e86\u901a\u7528\u63a8\u7406\u80fd\u529b\u3002\u8fd9\u53ef\u80fd\u8fd8\u6d89\u53ca\u5230\u5927\u91cf\u7684\u5176\u4ed6\u9886\u57df\u77e5\u8bc6\u83b7\u53d6\u7684\u95ee\u9898\uff0c\u4ee5\u53ca\u5728\u4e0d\u540c\u9886\u57df\u4e2d\u9700\u8981\u9075\u5faa\u7684\u7279\u5b9a\u884c\u89c4\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"ai\u5982\u4f55\u501f\u9274\u4eba\u7c7b\u7684\u601d\u7ef4\u673a\u5236\">AI\u5982\u4f55\u501f\u9274\u4eba\u7c7b\u7684\u601d\u7ef4\u673a\u5236\uff1f<\/h2>\n\n\n\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u60a8\u89c9\u5f97\u5728\u4eba\u7c7b\u7684\u601d\u7ef4\u673a\u5236\u91cc\uff0c\u6bd4\u5982\u53cd\u601d\u3001\u56e0\u679c\uff0c\u6216\u8005\u5e38\u8bc6\uff0c\u6709\u54ea\u4e9b\u662f\u503c\u5f97 AI \u53bb\u501f\u9274\u548c\u5b9e\u73b0\u7684\uff1f<\/strong><\/p>\n\n\n\n<p><strong>\u6768\u51e1\uff1a<\/strong>\u5728\u5177\u4f53\u7684\u5b9e\u9a8c\u4e2d\u6211\u4eec\u53d1\u73b0\uff0c\u5982\u679c AI \u8981\u60f3\u62e5\u6709\u5f3a\u5927\u7684\u63a8\u7406\u80fd\u529b\uff0c\u5b83\u9700\u8981\u51e0\u4e4e\u6240\u6709\u4eba\u7c7b\u601d\u7ef4\u4e2d\u7684\u9ad8\u9636\u601d\u8003\u80fd\u529b\u3002\u6bd4\u5982\uff0c\u53cd\u601d\u3002\u8fd9\u662f\u76ee\u524d\u4e3a\u6b62\u5927\u5bb6\u8ba4\u4e3a\u6700\u91cd\u8981\u7684\u4e00\u4e2a\u673a\u5236\u3002\u6211\u4eec\u8fd8\u53d1\u73b0\uff0c\u521b\u9020\u6027\u5728\u63a8\u7406\u4e2d\u4e5f\u975e\u5e38\u91cd\u8981\u3002\u5c24\u5176\u662f\u5728\u8d8a\u56f0\u96be\u7684\u95ee\u9898\u4e2d\uff0c\u521b\u9020\u6027\u5c31\u8d8a\u5173\u952e\uff0c\u56e0\u4e3a\u5b83\u4ee3\u8868\u7740\u5e38\u89c4\u7684\u601d\u8def\u53ef\u80fd\u5df2\u7ecf\u96be\u4ee5\u89e3\u51b3\u95ee\u9898\u4e86\uff0c\u8fd9\u65f6\u5019\u4e00\u5b9a\u9700\u8981\u4e00\u79cd\u8df3\u51fa\u6846\u67b6\u7684\u521b\u65b0\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p>\u6b64\u5916\uff0c\u8fd8\u9700\u8981\u6709\u975e\u5e38\u597d\u7684\u62bd\u8c61\u80fd\u529b\uff0c\u8fd9\u6837\u63a8\u7406\u624d\u80fd\u6709\u8db3\u591f\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u4ee5\u53ca\u5728\u5904\u7406\u7279\u522b\u590d\u6742\u7684\u95ee\u9898\u65f6\uff0c\u9700\u8981\u6709\u975e\u5e38\u597d\u7684\u89c4\u5212\u80fd\u529b\u3002\u6240\u4ee5\uff0c\u51e0\u4e4e\u6240\u6709\u4eba\u7c7b\u601d\u7ef4\u4e2d\u7684\u6838\u5fc3\u673a\u5236\uff0c\u90fd\u9700\u8981\u5728\u63a8\u7406\u4e2d\u5f97\u5230\u67d0\u79cd\u7a0b\u5ea6\u7684\u4f53\u73b0\u3002<\/p>\n\n\n\n<p>\u81f3\u4e8e\u56e0\u679c\uff0c\u8fd9\u662f\u4e00\u4e2a\u975e\u5e38\u590d\u6742\u7684\u95ee\u9898\u3002\u6211\u4eec\u80fd\u4e0d\u80fd\u4ece\u770b\u8d77\u6765\u76f8\u5173\u7684\u4e1c\u897f\u4e2d\u63a8\u5bfc\u51fa\u56e0\u679c\u5173\u7cfb\uff0c\u5b9e\u9645\u4e0a\u662f\u6709\u4e89\u8bae\u7684\u3002\u4f20\u7edf\u7edf\u8ba1\u5b66\u6d3e\u5bf9\u6b64\u53ef\u80fd\u6301\u6709\u5f02\u8bae\u3002\u5927\u8bed\u8a00\u6a21\u578b\u5c31\u662f\u8fd9\u79cd\u4e89\u8bae\u7684\u4e00\u4e2a\u77db\u76fe\u4f53\u73b0\u3002\u5b83\u770b\u8d77\u6765\u8868\u73b0\u51fa\u4e00\u5b9a\u7684\u56e0\u679c\u63a8\u7406\u80fd\u529b\uff0c\u4f46\u5b83\u662f\u57fa\u4e8e\u76f8\u5173\u6027\u7684\u3002\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48\u6709\u4eba\u8ba4\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\u53ea\u662f\u5728\u6a21\u62df\u63a8\u7406\uff0c\u800c\u4e0d\u662f\u771f\u7684\u7406\u89e3\u56e0\u679c\u3002<\/p>\n\n\n\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u6240\u4ee5\u5b83\u4e0d\u4e00\u5b9a\u662f\u6709\u56e0\u679c\u5173\u7cfb\uff0c\u53ea\u4e0d\u8fc7\u662f\u8fd9\u4e24\u4e2a\u4e8b\u7269\u6709\u5173\u8054\uff1f<\/strong><\/p>\n\n\n\n<p><strong>\u6768\u51e1\uff1a<\/strong>\u5bf9\uff0c\u5173\u8054\u548c\u56e0\u679c\u5728\u672c\u8d28\u4e0a\u662f\u4e0d\u540c\u7684\u4e1c\u897f\u3002\u6240\u4ee5\uff0c\u5982\u679c\u4f60\u8ba4\u4e3a\u4e0d\u53ef\u80fd\u4ec5\u4ec5\u901a\u8fc7\u89c2\u5bdf\u76f8\u5173\u6027\u5c31\u7406\u89e3\u56e0\u679c\u5173\u7cfb\uff0c\u90a3\u4e48 AI \u53ef\u80fd\u5c31\u6c38\u8fdc\u6ca1\u6709\u7406\u89e3\u56e0\u679c\u5173\u7cfb\u7684\u80fd\u529b\u3002\u4f46\u6211\u7684\u60f3\u6cd5\u662f\uff0c\u5982\u679c AI \u4e0d\u80fd\u201c\u7406\u89e3\u201d\uff0c\u4f46\u5b83\u5374\u80fd\u89e3\u51b3\u975e\u5e38\u56f0\u96be\u7684\u73b0\u5b9e\u95ee\u9898\uff0c\u90a3\u4e48\u4ece\u5b9e\u7528\u4e3b\u4e49\u7684\u89d2\u5ea6\u6765\u770b\uff0c\u8fd9\u6709\u4ec0\u4e48\u533a\u522b\u5462\uff1f\u6211\u4eec\u771f\u7684\u9700\u8981\u5173\u5fc3\u5b83\u662f\u5426\u7406\u89e3\u5417\uff1f\u5982\u679c\u5b83\u80fd\u591f\u89e3\u51b3\u73b0\u5b9e\u4e2d\u7684\u95ee\u9898\uff0c\u6211\u8ba4\u4e3a\u8fd9\u4e2a\u95ee\u9898\u5c31\u662f\u503c\u5f97\u6211\u4eec\u7ee7\u7eed\u53bb\u63a2\u8ba8\u7684\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u5c55\u671b\u672a\u6765-\u5f53ai\u63a8\u7406\u878d\u5165\u751f\u4ea7\u529b\">\u5c55\u671b\u672a\u6765\uff1a\u5f53AI\u63a8\u7406\u878d\u5165\u751f\u4ea7\u529b<\/h2>\n\n\n\n<p><strong>\u4e3b\u6301\u4eba\uff1a\u5047\u5982\u6211\u4eec\u628a\u65f6\u95f4\u8f74\u62c9\u5230\u4e09\u5230\u4e94\u5e74\u4ee5\u540e\uff0c\u5728\u60a8\u770b\u6765\uff0cAI \u63a8\u7406\u6280\u672f\u6700\u6709\u53ef\u80fd\u5e26\u6765\u4e00\u6b21\u201c\u8d28\u53d8\u201d\uff0c\u4f1a\u662f\u5728\u54ea\u4e2a\u65b9\u9762\uff1f<\/strong><\/p>\n\n\n\n<p><strong>\u6768\u51e1\uff1a<\/strong>\u867d\u7136\u5f88\u96be\u7ed9\u51fa\u786e\u5207\u7684\u7b54\u6848\uff0c\u4f46\u6211\u53ef\u4ee5\u505a\u51fa\u4e00\u4e9b\u731c\u6d4b\u3002\u76ee\u524d\u5927\u8bed\u8a00\u6a21\u578b\u5c55\u73b0\u51fa\u4e24\u79cd\u77db\u76fe\u7684\u73b0\u8c61\uff1a\u4e00\u65b9\u9762\uff0c\u5b83\u5728\u67d0\u4e9b\u4e13\u4e1a\u9886\u57df\u5df2\u7ecf\u5f3a\u5927\u5230\u666e\u901a\u4eba\u96be\u4ee5\u5224\u65ad\u5176\u80fd\u529b\u662f\u5426\u8fdb\u4e00\u6b65\u63d0\u9ad8\uff1b\u53e6\u4e00\u65b9\u9762\uff0c\u5b83\u4ecd\u4f1a\u5728\u4e00\u4e9b\u975e\u5e38\u7b80\u5355\u7684\u5730\u65b9\u72af\u9519\u3002<\/p>\n\n\n\n<p>\u6211\u731c\u6d4b\uff0c\u672a\u6765\u4e09\u5230\u4e94\u5e74\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u5f88\u53ef\u80fd\u4ecd\u7136\u4f1a\u72af\u7b80\u5355\u7684\u9519\u8bef\uff0c\u4f46\u6982\u7387\u4f1a\u8d8a\u6765\u8d8a\u5c0f\u3002\u5b83\u7684\u63a8\u7406\u80fd\u529b\u5728\u67d0\u4e9b\u4e13\u4e1a\u9886\u57df\u5c06\u8fdb\u4e00\u6b65\u63d0\u5347\u3002\u6700\u91cd\u8981\u7684\u662f\uff0c\u63a8\u7406\u6280\u672f\u4e00\u5b9a\u4f1a\u8fdb\u5165\u89e3\u51b3\u73b0\u5b9e\u7684\u751f\u4ea7\u95ee\u9898\uff0c\u5207\u5207\u5b9e\u5b9e\u5730\u63d0\u9ad8\u751f\u4ea7\u529b\u3002\u6211\u8ba4\u4e3a\u8fd9\u662f\u4e00\u4e2a\u5f88\u9ad8\u6982\u7387\u7684\u4e8b\u4ef6\u3002<\/p>\n\n\n\n<p><strong>\u4e3b\u6301\u4eba\uff1a<\/strong>\u611f\u8c22\u6768\u51e1\u535a\u58eb\u7684\u6df1\u5165\u5206\u4eab\uff01\u6b22\u8fce\u8ba2\u9605\u3001\u5206\u4eab\u300aAI Next\u300b\u3002\u6211\u4eec\u4f1a\u5728\u63a5\u4e0b\u6765\u7684\u8282\u76ee\u91cc\uff0c\u7ee7\u7eed\u5e26\u5927\u5bb6\u63a2\u7d22\u4eba\u5de5\u667a\u80fd\u7684\u524d\u6cbf\u3002\u4e0b\u671f\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 href=\"https:\/\/www.microsoft.com\/en-us\/research\/articles\/llms-reasoning-abilities\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u6587\u7ae0\uff1a\u4ece\u76f4\u89c9\u5230\u201c\u6df1\u5ea6\u601d\u8003\u201d\uff1a\u591a\u7ef4\u8fdb\u5316\u7684\u5927\u6a21\u578b\u63a8\u7406\u80fd\u529b<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.microsoft.com\/en-us\/research\/articles\/li-zhang-rstar-math\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u5bf9\u8bdd\u5f20\u4e3d\uff1a\u5927\u9053\u81f3\u7b80\uff0crStar-Math\u8ba9\u5c0f\u8bed\u8a00\u6a21\u578b\u5177\u6709\u66f4\u5f3a\u7684\u63a8\u7406\u80fd\u529b<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.microsoft.com\/en-us\/research\/articles\/cpl\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u6587\u7ae0\uff1a\u5982\u4f55\u6cdb\u5316AI\u7684\u6df1\u5ea6\u63a8\u7406\u80fd\u529b\uff1f<\/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=\"thinkinghttps:\/\/arxiv.org\/pdf\/2501.04519\">\u8bba\u6587\uff1arStar-Math: Small LLMs can master math reasoning with self-evolved deep<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\/2502.14768\">\u8bba\u6587\uff1aLogic-RL: Unleashing LLM reasoning with rule-based reinforcement learning<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:\/\/openreview.net\/pdf?id=FiyS0ecSm0\">\u8bba\u6587\uff1aProving Olympiad inequalities by synergizing LLMs and symbolic reasoning<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:\/\/openreview.net\/pdf?id=8ihVBYpMV4\">\u8bba\u6587\uff1aAutoformalizing mathematical statements by symbolic equivalence and semantic consistency<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n<\/ul>\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:\/\/openreview.net\/pdf?id=CIcMZGLyZW\">\u8bba\u6587\uff1aNeuro-symbolic data generation for math reasoning<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\/2501.11110\">\u8bba\u6587\uff1aChain-of-Reasoning: Towards unified mathematical reasoning in LLMs via a multi-paradigm perspective<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\/2409.08642\">\u8bba\u6587\uff1aCPL: Critical plan step learning boosts LLM generalization in reasoning tasks<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n<\/ul>\n\n\n\n<p><\/p>\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(opens in new tab)<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>\u8fdb\u884c\u4e3e\u62a5\u3002<\/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\u9996\u671f\u8282\u76ee\u4e2d\uff0c\u6211\u4eec\u4e0e\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u8d44\u6df1\u9996\u5e2d\u7814\u7a76\u5458\u6768\u51e1\u535a\u58eb\uff0c\u5171\u540c\u63a2\u8ba8\u4e86 AI \u63a8\u7406\u7684\u672c\u8d28\uff1a\u5b83\u5982\u4f55\u5728\u901f\u5ea6\u4e0e\u6b63\u786e\u6027\u4e4b\u95f4\u6743\u8861\uff0c\u5982\u4f55\u5b9e\u73b0\u201c\u65e2\u6709\u76f4\u89c9\u3001\u53c8\u8bb2\u903b\u8f91\u201d\uff0c\u4ee5\u53ca\u667a\u80fd\u4f53\u63a8\u7406\uff08agentic reasoning\uff09\u5982\u4f55\u4e3a\u672a\u6765\u7684\u667a\u80fd\u7a81\u7834\u94fa\u5e73\u9053\u8def\u3002\u8fd9\u4e0d\u4ec5\u662f\u4e00\u573a\u5173\u4e8e\u6280\u672f\u53d1\u5c55\u7684\u4ea4\u6d41\uff0c\u66f4\u662f\u4e00\u573a\u5173\u4e8e\u601d\u8003\u65b9\u5f0f\u7684\u63a2\u7d22\u3002\u5f53 AI \u5b66\u4f1a\u201c\u63a8\u7406\u201d\uff0c\u4eba\u7c7b\u6216\u8bb8\u4e5f\u5c06\u91cd\u65b0\u7406\u89e3\u667a\u80fd\u7684\u8fb9\u754c\u3002 \u5609\u5bbe\u4ecb\u7ecd \u6768\u51e1\u535a\u58eb\u73b0\u4efb\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u8d44\u6df1\u9996\u5e2d\u7814\u7a76\u5458\uff0c\u7cfb\u7edf\u7814\u7a76\u7ec4\u8d1f\u8d23\u4eba\u3002\u4ed6\u76ee\u524d\u8d1f\u8d23\u7cfb\u7edf\u65b9\u5411\u7684\u7814\u7a76\u6218\u7565\u89c4\u5212\uff0c\u534f\u8c03\u3001\u7ba1\u7406\u7cfb\u7edf\u7ec4\u7684\u7814\u7a76\u3001\u4ea7\u54c1\u8f6c\u5316\uff0c\u4ee5\u53ca\u516c\u53f8\u5185\u5916\u7684\u5408\u4f5c\u9879\u76ee\u3002\u4ed6\u4e2a\u4eba\u7684\u4e3b\u8981\u7814\u7a76\u5174\u8da3\u4e3a\u8ba1\u7b97\u673a\u7cfb\u7edf\uff0c\u7279\u522b\u662f\u5927\u578b\u5206\u5e03\u5f0f\u7cfb\u7edf\u3002\u4ed6\u76ee\u524d\u4e3b\u8981\u5173\u6ce8\u65b0\u5174\u5e94\u7528 (\u5982\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u7b49) \u53ca\u5176\u6240\u4ea7\u751f\u7684\u65b0\u578b\u8ba1\u7b97\u673a\u7cfb\u7edf\u539f\u7406\u3001\u8bbe\u8ba1\u548c\u5b9e\u73b0\u3002\u4ed6\u7684\u591a\u9879\u6280\u672f\u6210\u679c\u90fd\u5df2\u5f00\u6e90\u5e76\u5728\u5fae\u8f6f\u516c\u53f8 Bing\u3001Azure\u3001Office \u7b49\u90e8\u95e8\u843d\u5730\uff0c\u5176\u4e2d\u591a\u9879\u6210\u679c\u5747\u53d1\u8868\u5728\u7cfb\u7edf\u9876\u7ea7\u4f1a\u8bae\uff08\u5982OSDI\/SOSP\uff09\u4e0a\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\u751f\u6210\u5408\u6210AI\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 \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 \u5982\u4e0b\u662f\u300aAI Next\u300b\u7b2c\u4e00\u671f\u64ad\u5ba2\u5185\u5bb9\u7684\u6587\u5b57\u6574\u7406\uff1a \u4e3b\u6301\u4eba\uff1a\u5927\u5bb6\u597d\uff0c\u6b22\u8fce\u6536\u542c\u300aAI Next\u300b\u7b2c\u4e00\u5b63\u7b2c\u4e00\u671f\u3002\u4f5c\u4e3a\u672c\u5b63\u7684\u5f00\u7bc7\uff0c\u6211\u4eec\u805a\u7126\u4e8e\u4e00\u4e2a\u8ba9 AI \u771f\u6b63\u5177\u5907\u6df1\u5ea6\u7406\u89e3\u4e0e\u51b3\u7b56\u80fd\u529b\u7684\u6838\u5fc3\u8981\u7d20\u2014\u2014\u63a8\u7406\u3002 \u73b0\u5728\u7684 AI \u529f\u80fd\u5f3a\u5927\uff0c\u4f46\u6709\u65f6\u53c8\u4f1a\u5728\u7b80\u5355\u7684\u903b\u8f91\u95ee\u9898\u4e0a\u201c\u72af\u9519\u201d\u3002AI \u7a76\u7adf\u662f\u5982\u4f55\u601d\u8003\u7684\uff1f\u5b83\u7684\u63a8\u7406\u80fd\u529b\u662f\u5426\u5b58\u5728\u6839\u672c\u6027\u7684\u5c40\u9650\uff1f\u4eca\u5929\uff0c\u6211\u4eec\u9080\u8bf7\u4e86\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u8d44\u6df1\u9996\u5e2d\u7814\u7a76\u5458\u6768\u51e1\u535a\u58eb\uff0c\u4e0e\u6211\u4eec\u6df1\u5165\u63a2\u8ba8 AI \u63a8\u7406\u7684\u672c\u8d28\u3001\u524d\u6cbf\u8fdb\u5c55\u548c\u672a\u6765\u53ef\u80fd\u3002 \u4e3b\u6301\u4eba\uff1a\u5f88\u591a\u542c\u4f17\u5bf9\u201c\u63a8\u7406\u201d\u7684\u7406\u89e3\uff0c\u53ef\u80fd\u8fd8\u505c\u7559\u5728\u4eba\u7c7b\u7684\u903b\u8f91\u63a8\u7406\uff0c\u6bd4\u5982\u798f\u5c14\u6469\u65af\u90a3\u6837\u7684\u4e25\u5bc6\u903b\u8f91\u3002\u4f46\u5f53\u6211\u4eec\u5728 AI \u9886\u57df\u8c08\u8bba\u63a8\u7406\u65f6\uff0c\u5b83\u4e0e\u4f20\u7edf\u903b\u8f91\u63a8\u7406\u7684\u672c\u8d28\u533a\u522b\u662f\u4ec0\u4e48\uff1f\u73b0\u5728\u5927\u5bb6\u666e\u904d\u8ba4\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\u5f88\u5389\u5bb3\uff0c\u662f\u6982\u7387\u6027\u7684\u3001\u57fa\u4e8e\u5927\u6570\u636e\u7684\u5f52\u7eb3\u3002\u60a8\u5982\u4f55\u770b\u5f85\u8fd9\u4e2a\u5b9a\u4e49\uff1f [&hellip;]<\/p>\n","protected":false},"author":34512,"featured_media":1158406,"template":"","meta":{"msr-url-field":"https:\/\/www.xiaoyuzhoufm.com\/episode\/6932a1db4ef12f9fe913597d","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-1158150","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\/1158150","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":13,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post\/1158150\/revisions"}],"predecessor-version":[{"id":1159537,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post\/1158150\/revisions\/1159537"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media\/1158406"}],"wp:attachment":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media?parent=1158150"}],"wp:term":[{"taxonomy":"msr-research-area","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/research-area?post=1158150"},{"taxonomy":"msr-locale","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-locale?post=1158150"},{"taxonomy":"msr-post-option","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-post-option?post=1158150"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}