{"id":7396,"date":"2026-10-11T10:11:35","date_gmt":"2026-10-11T02:11:35","guid":{"rendered":"https:\/\/nullthought.net\/?p=7396"},"modified":"2026-10-11T10:16:35","modified_gmt":"2026-10-11T02:16:35","slug":"%e4%bb%8e%e7%94%9f%e6%88%90%e7%ad%94%e6%a1%88%e5%88%b0%e7%9b%b4%e6%8e%a5%e5%86%b3%e7%ad%96%ef%bc%9a%e7%bb%93%e6%9e%84%e5%8c%96%e5%86%b3%e7%ad%96%e6%a8%a1%e5%9e%8b%e7%9a%84%e6%8a%80%e6%9c%af%e8%b7%af","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=7396","title":{"rendered":"\u4ece\u751f\u6210\u7b54\u6848\u5230\u76f4\u63a5\u51b3\u7b56\uff1a\u7ed3\u6784\u5316\u51b3\u7b56\u6a21\u578b\u7684\u6280\u672f\u8def\u7ebf\u3001\u4ea7\u4e1a\u8fdb\u5c55\u4e0e\u5e94\u7528\u524d\u666f"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">\u4e00\u3001AI\u6b63\u5728\u51fa\u73b0\u4e00\u4e2a\u65b0\u7684\u6280\u672f\u65b9\u5411\uff1a\u4e0d\u751f\u6210\u5185\u5bb9\uff0c\u800c\u662f\u76f4\u63a5\u4f5c\u51fa\u51b3\u7b56<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fc7\u53bb\u51e0\u5e74\uff0c\u4eba\u5de5\u667a\u80fd\u7684\u53d1\u5c55\u4e3b\u8981\u56f4\u7ed5\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5c55\u5f00\u3002\u4eceChatGPT\u5230\u5404\u7c7b\u63a8\u7406\u6a21\u578b\uff0c\u6280\u672f\u8fdb\u6b65\u7684\u91cd\u8981\u6807\u5fd7\u662f\u6a21\u578b\u80fd\u591f\u7406\u89e3\u591a\u4e48\u590d\u6742\u7684\u95ee\u9898\u3001\u751f\u6210\u591a\u4e48\u51c6\u786e\u7684\u7b54\u6848\uff0c\u4ee5\u53ca\u5b8c\u6210\u591a\u4e48\u56f0\u96be\u7684\u63a8\u7406\u4efb\u52a1\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7136\u800c\uff0c\u5f53AI\u9010\u6e10\u4ece\u804a\u5929\u5de5\u5177\u8f6c\u53d8\u4e3a\u8f6f\u4ef6\u7cfb\u7edf\u3001\u4e1a\u52a1\u6d41\u7a0b\u548c\u5de5\u4e1a\u8bbe\u5907\u4e2d\u7684\u81ea\u52a8\u5316\u7ec4\u4ef6\u65f6\uff0c\u4e00\u4e2a\u65b0\u7684\u95ee\u9898\u5f00\u59cb\u51f8\u663e\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f88\u591a\u5b9e\u9645\u5e94\u7528\u6839\u672c\u4e0d\u9700\u8981AI\u751f\u6210\u4e00\u6bb5\u6587\u5b57\uff0c\u800c\u53ea\u9700\u8981\u5b83\u5feb\u901f\u3001\u51c6\u786e\u5730\u4f5c\u51fa\u4e00\u4e2a\u5224\u65ad\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u5982\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5224\u65ad\u4e00\u6761\u62a5\u8b66\u4fe1\u606f\u662f\u5426\u9700\u8981\u7acb\u5373\u5904\u7406\u3002<\/li>\n\n\n\n<li>\u4ece\u591a\u4e2a\u5de5\u5177\u4e2d\u9009\u62e9\u6700\u9002\u5408\u5f53\u524d\u4efb\u52a1\u7684\u5de5\u5177\u3002<\/li>\n\n\n\n<li>\u5224\u65ad\u4e00\u4efd\u68c0\u6d4b\u62a5\u544a\u662f\u5426\u6ee1\u8db3\u89c4\u5b9a\u8981\u6c42\u3002<\/li>\n\n\n\n<li>\u8bc4\u4f30AI\u667a\u80fd\u4f53\u63d0\u51fa\u7684\u64cd\u4f5c\u662f\u5426\u5b58\u5728\u98ce\u9669\u3002<\/li>\n\n\n\n<li>\u6839\u636e\u8bbe\u5907\u72b6\u6001\uff0c\u5728\u9884\u5b9a\u4e49\u7684\u51e0\u79cd\u5904\u7406\u63aa\u65bd\u4e2d\u4f5c\u51fa\u9009\u62e9\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u5bf9\u4e8e\u8fd9\u4e9b\u4efb\u52a1\uff0c\u8ba9\u4e00\u4e2a\u5927\u578b\u63a8\u7406\u6a21\u578b\u5148\u7406\u89e3\u95ee\u9898\u3001\u751f\u6210\u5206\u6790\u8fc7\u7a0b\uff0c\u518d\u8f93\u51fa\u81ea\u7136\u8bed\u8a00\u7ed3\u8bba\uff0c\u5f80\u5f80\u5e76\u4e0d\u662f\u6700\u9ad8\u6548\u7684\u89e3\u51b3\u529e\u6cd5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u56e0\u6b64\uff0c\u4e00\u7c7b\u4e13\u95e8\u9762\u5411\u673a\u5668\u548c\u8f6f\u4ef6\u7cfb\u7edf\u7684\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u5f00\u59cb\u8fdb\u5165\u4ea7\u4e1a\u89c6\u91ce\uff1a\u7ed3\u6784\u5316\u51b3\u7b56\u6a21\u578b\uff08Structured Decision Models\uff09\uff0c\u4e5f\u5e38\u88ab\u79f0\u4e3aDecision Models\u6216Decision-Scoring Models\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2026\u5e749\u6708\u81f310\u6708\uff0c\u4e09\u9879\u4ea7\u4e1a\u8fdb\u5c55\u5c24\u5176\u503c\u5f97\u5173\u6ce8\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>TypeSafe AI\u4e8e9\u670815\u65e5\u63a8\u51faSystem One Models\u53ca\u9996\u6b3e\u6a21\u578bJev\uff0c\u5f3a\u8c03\u7c7b\u578b\u5316\u8f93\u51fa\u3001\u7ecf\u8fc7\u6821\u51c6\u7684\u6982\u7387\u4ee5\u53ca\u5e76\u884c\u51b3\u7b56\u3002<\/li>\n\n\n\n<li>OpenAI\u63a8\u51fa\u4e13\u7528Decisions API\uff0c\u901a\u8fc7\u56fa\u5b9a\u7684\u51b3\u7b56\u7c7b\u578b\uff0c\u5c06\u6587\u672c\u548c\u56fe\u50cf\u76f4\u63a5\u8f6c\u5316\u4e3a\u7a0b\u5e8f\u80fd\u591f\u5904\u7406\u7684\u5224\u65ad\u7ed3\u679c\u3002<\/li>\n\n\n\n<li>Microsoft\u4e8e10\u67089\u65e5\u6b63\u5f0f\u4ecb\u7ecdMicrosoft-Decision-1\uff0c\u5c06\u7ed3\u6784\u5316\u51b3\u7b56\u80fd\u529b\u5e26\u5165Microsoft Foundry\uff0c\u5e76\u62ab\u9732\u4e86\u6a21\u578b\u67b6\u6784\u3001\u6d4b\u8bd5\u7ed3\u679c\u548c\u5b9e\u9645\u5e94\u7528\u6848\u4f8b\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e09\u8005\u5171\u540c\u4f53\u73b0\u51fa\u4e00\u4e2a\u503c\u5f97\u5173\u6ce8\u7684\u53d8\u5316\uff1aAI\u7684\u80fd\u529b\u6b63\u5728\u4ece\u9762\u5411\u4eba\u7684\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92\uff0c\u8fdb\u4e00\u6b65\u5ef6\u4f38\u5230\u9762\u5411\u8f6f\u4ef6\u7cfb\u7edf\u7684\u4f4e\u5ef6\u8fdf\u3001\u53ef\u7ec4\u5408\u3001\u53ef\u63a7\u5236\u7684\u667a\u80fd\u5224\u65ad\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9700\u8981\u8bf4\u660e\u7684\u662f\uff0c\u7ed3\u6784\u5316\u51b3\u7b56\u5e76\u4e0d\u662f2026\u5e74\u624d\u51fa\u73b0\u7684\u6982\u5ff5\u3002\u4f20\u7edf\u673a\u5668\u5b66\u4e60\u4e2d\u7684\u5206\u7c7b\u5668\u3001\u6982\u7387\u9884\u6d4b\u3001\u6392\u5e8f\u6a21\u578b\u548c\u51b3\u7b56\u6811\uff0c\u65e9\u5df2\u5177\u5907\u7c7b\u4f3c\u80fd\u529b\u3002\u6b64\u6b21\u51fa\u73b0\u7684\u65b0\u8d8b\u52bf\uff0c\u662f\u5c06\u901a\u7528\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u8bed\u8a00\u7406\u89e3\u4e0e\u63a8\u7406\u80fd\u529b\uff0c\u4e13\u95e8\u4f18\u5316\u6210\u80fd\u591f\u5904\u7406\u591a\u79cd\u4efb\u52a1\u7684\u7edf\u4e00\u51b3\u7b56\u63a5\u53e3\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e5f\u5c31\u662f\u8bf4\uff0c\u8fd9\u4e0d\u662f\u7b80\u5355\u5730\u628a\u5927\u8bed\u8a00\u6a21\u578b\u7684\u8f93\u51fa\u6539\u6210JSON\uff0c\u800c\u662f\u5f00\u59cb\u5c06\u51b3\u7b56\u672c\u8eab\u4f5c\u4e3a\u72ec\u7acb\u7684\u6a21\u578b\u80fd\u529b\u548c\u63a8\u7406\u670d\u52a1\u6765\u8bbe\u8ba1\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/nullthought.net\/wp-content\/uploads\/2026\/10\/\u7ed3\u6784\u5316\u51b3\u7b56\u6a21\u578b-1024x1024.jpg\" alt=\"\" class=\"wp-image-7397\" srcset=\"https:\/\/nullthought.net\/wp-content\/uploads\/2026\/10\/\u7ed3\u6784\u5316\u51b3\u7b56\u6a21\u578b-1024x1024.jpg 1024w, https:\/\/nullthought.net\/wp-content\/uploads\/2026\/10\/\u7ed3\u6784\u5316\u51b3\u7b56\u6a21\u578b-150x150.jpg 150w, https:\/\/nullthought.net\/wp-content\/uploads\/2026\/10\/\u7ed3\u6784\u5316\u51b3\u7b56\u6a21\u578b-300x300.jpg 300w, https:\/\/nullthought.net\/wp-content\/uploads\/2026\/10\/\u7ed3\u6784\u5316\u51b3\u7b56\u6a21\u578b-768x768.jpg 768w, https:\/\/nullthought.net\/wp-content\/uploads\/2026\/10\/\u7ed3\u6784\u5316\u51b3\u7b56\u6a21\u578b-120x120.jpg 120w, https:\/\/nullthought.net\/wp-content\/uploads\/2026\/10\/\u7ed3\u6784\u5316\u51b3\u7b56\u6a21\u578b.jpg 1254w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u7ed3\u6784\u5316\u51b3\u7b56\u6a21\u578b\uff08Structured Decision Models\uff09<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001\u7ed3\u6784\u5316\u51b3\u7b56\u6a21\u578b\u7a76\u7adf\u662f\u4ec0\u4e48\uff1f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u53ef\u4ee5\u628a\u7ed3\u6784\u5316\u51b3\u7b56\u6a21\u578b\u7406\u89e3\u4e3a\u4e00\u79cd\u5177\u6709\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u80fd\u529b\u7684\u53ef\u7f16\u7a0b\u5224\u65ad\u5668\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f20\u7edf\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5de5\u4f5c\u65b9\u5f0f\u901a\u5e38\u662f\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8f93\u5165\u95ee\u9898 \u2192 \u7406\u89e3\u4e0e\u63a8\u7406 \u2192 \u9010\u8bcd\u751f\u6210\u56de\u7b54 \u2192 \u5e94\u7528\u7a0b\u5e8f\u89e3\u6790\u56de\u7b54\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7ed3\u6784\u5316\u51b3\u7b56\u6a21\u578b\u5219\u91c7\u7528\u53e6\u4e00\u79cd\u65b9\u5f0f\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8f93\u5165\u72b6\u6001\u53ca\u5019\u9009\u9009\u9879 \u2192 \u6a21\u578b\u8bc4\u4f30 \u2192 \u8f93\u51fa\u9009\u9879\u53ca\u6982\u7387 \u2192 \u5e94\u7528\u7a0b\u5e8f\u6267\u884c\u76f8\u5e94\u903b\u8f91\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u7684\u57fa\u672c\u63a5\u53e3\u901a\u5e38\u5305\u542b\u4e09\u4e2a\u90e8\u5206\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>State\uff08\u72b6\u6001\uff09\uff1a\u6a21\u578b\u9700\u8981\u5224\u65ad\u7684\u4e8b\u5b9e\u3001\u6587\u672c\u3001\u4e1a\u52a1\u6570\u636e\u6216\u5176\u4ed6\u4fe1\u606f\u3002<\/li>\n\n\n\n<li>Questions\uff08\u95ee\u9898\uff09\uff1a\u8981\u6c42\u6a21\u578b\u8fdb\u884c\u7684\u5177\u4f53\u5224\u65ad\uff0c\u4ee5\u53ca\u5141\u8bb8\u7684\u7ed3\u679c\u8303\u56f4\u3002<\/li>\n\n\n\n<li>Answers\uff08\u7b54\u6848\uff09\uff1a\u7531\u6a21\u578b\u76f4\u63a5\u8fd4\u56de\u7684\u6570\u503c\u3001\u7c7b\u522b\u548c\u6982\u7387\u5206\u5e03\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e00\u8bbe\u8ba1\u5c06\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u80fd\u529b\u4e0e\u786e\u5b9a\u6027\u7a0b\u5e8f\u903b\u8f91\u8fde\u63a5\u8d77\u6765\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u4e09\u7c7b\u57fa\u672c\u51b3\u7b56\u539f\u8bed<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u76ee\u524d\uff0cTypeSafe AI\u3001OpenAI\u548cMicrosoft\u90fd\u91c7\u7528\u4e86\u975e\u5e38\u76f8\u4f3c\u7684\u4e09\u7c7b\u57fa\u672c\u5224\u65ad\u65b9\u5f0f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u51b3\u7b56\u7c7b\u578b<\/th><th>\u529f\u80fd<\/th><th>\u4e3e\u4f8b<\/th><\/tr><tr><td>Predicate \/ Noul<\/td><td>\u5224\u65ad\u6761\u4ef6\u662f\u5426\u6210\u7acb<\/td><td>\u8bbe\u5907\u662f\u5426\u51fa\u73b0\u5f02\u5e38\u632f\u52a8\uff1f<\/td><\/tr><tr><td>Choice<\/td><td>\u4ece\u9884\u5b9a\u4e49\u9009\u9879\u4e2d\u9009\u62e9<\/td><td>\u5f02\u5e38\u5c5e\u4e8e\u673a\u68b0\u3001\u7535\u6c14\u8fd8\u662f\u4f20\u611f\u5668\u6545\u969c\uff1f<\/td><\/tr><tr><td>Score<\/td><td>\u6309\u89c4\u5b9a\u7b49\u7ea7\u8bc4\u5206<\/td><td>\u8be5\u6545\u969c\u7684\u4e25\u91cd\u7a0b\u5ea6\u662f\u591a\u5c11\uff1f<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e00\u7c7b\uff1a\u6761\u4ef6\u5224\u65ad\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u5982\uff0c\u7cfb\u7edf\u5411\u6a21\u578b\u63d0\u4f9b\u8bbe\u5907\u68c0\u6d4b\u8bb0\u5f55\uff0c\u8981\u6c42\u5224\u65ad\u662f\u5426\u5b58\u5728\u5f02\u5e38\u632f\u52a8\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6a21\u578b\u53ef\u80fd\u8f93\u51fa\u5f02\u5e38\u6982\u73870.92\uff0c\u800c\u4e0d\u662f\u751f\u6210\u201c\u6839\u636e\u68c0\u6d4b\u6570\u636e\u5206\u6790\uff0c\u8be5\u8bbe\u5907\u5f88\u53ef\u80fd\u5b58\u5728\u5f02\u5e38\u632f\u52a8\u201d\u8fd9\u6837\u7684\u6587\u5b57\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5e94\u7528\u7a0b\u5e8f\u6536\u52300.92\u540e\uff0c\u5c31\u53ef\u4ee5\u6267\u884c\u9884\u8bbe\u7684\u5904\u7406\u89c4\u5219\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e8c\u7c7b\uff1a\u591a\u9009\u9879\u51b3\u7b56\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u5982\uff0c\u7cfb\u7edf\u5df2\u7ecf\u8bc6\u522b\u5230\u8bbe\u5907\u5f02\u5e38\uff0c\u9700\u8981\u5c06\u6545\u969c\u5212\u5206\u4e3a\u4e09\u4e2a\u7c7b\u522b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"995\" height=\"286\" src=\"https:\/\/nullthought.net\/wp-content\/uploads\/2026\/10\/image-2.png\" alt=\"\" class=\"wp-image-7398\" srcset=\"https:\/\/nullthought.net\/wp-content\/uploads\/2026\/10\/image-2.png 995w, https:\/\/nullthought.net\/wp-content\/uploads\/2026\/10\/image-2-300x86.png 300w, https:\/\/nullthought.net\/wp-content\/uploads\/2026\/10\/image-2-765x220.png 765w\" sizes=\"auto, (max-width: 995px) 100vw, 995px\" \/><figcaption class=\"wp-element-caption\">\u6a21\u578b\u4e0d\u4f46\u7ed9\u51fa\u6700\u53ef\u80fd\u7684\u6545\u969c\u7c7b\u578b\uff0c\u8fd8\u63d0\u4f9b\u6bcf\u4e2a\u5019\u9009\u9879\u5bf9\u5e94\u7684\u6982\u7387\uff0c\u4f7f\u7a0b\u5e8f\u80fd\u591f\u7ed3\u5408\u4e1a\u52a1\u89c4\u5219\u51b3\u5b9a\u662f\u5426\u81ea\u52a8\u5904\u7406\u3002<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e09\u7c7b\uff1a\u7b49\u7ea7\u8bc4\u5206\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u5982\uff0c\u6545\u969c\u4e25\u91cd\u7a0b\u5ea6\u5206\u4e3a\u56db\u7ea7\uff1a\u6b63\u5e38\u3001\u8f7b\u5fae\u3001\u4e25\u91cd\u3001\u7d27\u6025\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6a21\u578b\u53ef\u4ee5\u7ed9\u51fa\u5404\u7ea7\u7684\u6982\u7387\uff0c\u518d\u8ba1\u7b97\u6982\u7387\u52a0\u6743\u5e73\u5747\u5206\u3002\u5047\u8bbe\u56db\u7ea7\u7684\u6982\u7387\u5206\u522b\u4e3a10%\u300120%\u300160%\u300110%\uff0c\u5bf9\u5e94\u7b49\u7ea7\u7f16\u53f7\u4e3a0\u30011\u30012\u30013\uff0c\u90a3\u4e48\u7efc\u5408\u5f97\u5206\u5c31\u662f1.7\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u91cc\u76841.7\u4e0d\u662f\u4e00\u4e2a\u65b0\u7684\u6545\u969c\u7b49\u7ea7\uff0c\u800c\u662f\u5bf9\u591a\u4e2a\u7b49\u7ea7\u53ef\u80fd\u6027\u7684\u6c47\u603b\uff0c\u53ef\u7528\u4e8e\u6392\u5e8f\u548c\u4f18\u5148\u7ea7\u7ba1\u7406\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u4e3a\u4ec0\u4e48\u6982\u7387\u6bd4\u5355\u7eaf\u7684\u5224\u65ad\u7ed3\u679c\u66f4\u91cd\u8981\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u7ed3\u6784\u5316\u51b3\u7b56\u6a21\u578b\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u4e0d\u4ec5\u5728\u4e8e\u8f93\u51fa\u4e00\u4e2a\u9009\u62e9\uff0c\u8fd8\u5728\u4e8e\u80fd\u591f\u8868\u8fbe\u4e0d\u786e\u5b9a\u6027\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u5982\uff0c\u7cfb\u7edf\u5bf91000\u6761\u62a5\u8b66\u5206\u522b\u7ed9\u51fa90%\u7684\u5f02\u5e38\u6982\u7387\u3002\u5982\u679c\u8fd9\u4e9b\u9884\u6d4b\u7ecf\u8fc7\u826f\u597d\u6821\u51c6\uff0c\u90a3\u4e48\u5728\u6761\u4ef6\u76f8\u8fd1\u7684\u5927\u91cf\u6837\u672c\u4e2d\uff0c\u7406\u8bba\u4e0a\u5e94\u6709\u7ea6900\u6761\u786e\u5b9e\u5f02\u5e38\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u5c31\u662f<strong>\u6982\u7387\u6821\u51c6\uff08Probability Calibration\uff09<\/strong>\u7684\u542b\u4e49\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6982\u7387\u6821\u51c6\u4e0e\u5206\u7c7b\u51c6\u786e\u7387\u662f\u4e24\u4e2a\u4e0d\u540c\u6307\u6807\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u4e2a\u6a21\u578b\u5373\u4f7f\u603b\u4f53\u5206\u7c7b\u51c6\u786e\u7387\u5f88\u9ad8\uff0c\u4e5f\u53ef\u80fd\u5728\u9519\u8bef\u5224\u65ad\u65f6\u8868\u73b0\u5f97\u8fc7\u5ea6\u81ea\u4fe1\u3002\u5bf9\u4e8e\u81ea\u52a8\u5316\u7cfb\u7edf\uff0c\u8fd9\u79cd\u95ee\u9898\u5c24\u5176\u5371\u9669\uff0c\u56e0\u4e3a\u7a0b\u5e8f\u53ef\u80fd\u4f9d\u636e\u865a\u9ad8\u7684\u6982\u7387\u76f4\u63a5\u6267\u884c\u9519\u8bef\u64cd\u4f5c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u56e0\u6b64\uff0c\u7ed3\u6784\u5316\u51b3\u7b56\u6a21\u578b\u9700\u8981\u540c\u65f6\u8003\u8651\u51c6\u786e\u7387\u3001\u6982\u7387\u6821\u51c6\u548c\u9519\u8bef\u51b3\u7b56\u7684\u4ee3\u4ef7\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53e6\u5916\u8fd8\u5fc5\u987b\u533a\u5206\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Probability\uff08\u6982\u7387\uff09\uff1a\u67d0\u4e2a\u5019\u9009\u7ed3\u679c\u6210\u7acb\u7684\u4f30\u8ba1\u53ef\u80fd\u6027\u3002<\/li>\n\n\n\n<li>Confidence\uff08\u7f6e\u4fe1\u5ea6\uff09\uff1a\u5bf9\u6982\u7387\u5206\u5e03\u96c6\u4e2d\u7a0b\u5ea6\u7684\u6982\u62ec\uff0c\u5177\u4f53\u5b9a\u4e49\u56e0\u4f9b\u5e94\u5546\u800c\u5f02\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u5982\uff0cTypeSafe\u7684Choice\u7f6e\u4fe1\u5ea6\u662f\u6839\u636e\u6700\u9ad8\u5019\u9009\u6982\u7387\u4e0e\u5747\u5300\u5206\u5e03\u4e4b\u95f4\u7684\u8ddd\u79bb\u8ba1\u7b97\u7684\uff0c\u5e76\u4e0d\u7b49\u4e8e\u6700\u9ad8\u5019\u9009\u6982\u7387\u672c\u8eab\u3002\u4e0d\u80fd\u5c06\u4e0d\u540c\u4f9b\u5e94\u5546\u8fd4\u56de\u7684confidence\u76f4\u63a5\u5f53\u4f5c\u542b\u4e49\u5b8c\u5168\u76f8\u540c\u7684\u6570\u5b57\u6bd4\u8f83\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001\u5173\u952e\u6280\u672f\u539f\u7406\uff1a\u4e3a\u4ec0\u4e48\u5b83\u4eec\u80fd\u591f\u66f4\u5feb\uff1f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u7ed3\u6784\u5316\u51b3\u7b56\u6a21\u578b\u4e0e\u4f20\u7edf\u5927\u8bed\u8a00\u6a21\u578b\u7684\u91cd\u8981\u533a\u522b\uff0c\u53d1\u751f\u5728\u6a21\u578b\u4f18\u5316\u76ee\u6807\u3001\u8f93\u51fa\u673a\u5236\u548c\u8ba1\u7b97\u65b9\u5f0f\u4e0a\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u4e0d\u518d\u4f9d\u8d56\u5b8c\u6574\u7684\u81ea\u56de\u5f52\u6587\u672c\u751f\u6210<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5178\u578b\u7684\u5927\u8bed\u8a00\u6a21\u578b\u4e3b\u8981\u91c7\u7528\u81ea\u56de\u5f52\uff08Autoregressive\uff09\u65b9\u5f0f\u751f\u6210\u5185\u5bb9\uff1a\u5148\u751f\u6210\u7b2c\u4e00\u4e2aToken\uff0c\u518d\u4f9d\u636e\u524d\u9762\u7684\u5185\u5bb9\u751f\u6210\u7b2c\u4e8c\u4e2aToken\uff0c\u4ee5\u6b64\u7c7b\u63a8\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u79cd\u673a\u5236\u975e\u5e38\u9002\u5408\u751f\u6210\u6587\u7ae0\u3001\u4ee3\u7801\u548c\u63a8\u7406\u8fc7\u7a0b\uff0c\u4f46\u5bf9\u4e8e\u53ea\u9700\u8981\u8fd4\u56de\u4e00\u4e2a\u5224\u65ad\u7684\u4efb\u52a1\uff0c\u53ef\u80fd\u5b58\u5728\u4e0d\u5fc5\u8981\u7684\u8ba1\u7b97\u5f00\u9500\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7ed3\u6784\u5316\u51b3\u7b56\u6a21\u578b\u5219\u53ef\u4ee5\u901a\u8fc7\u4e13\u95e8\u8bad\u7ec3\uff0c\u5728\u5b8c\u6210\u8f93\u5165\u7f16\u7801\u540e\uff0c\u76f4\u63a5\u8ba1\u7b97\u5404\u5019\u9009\u7ed3\u679c\u7684\u5206\u6570\u6216\u6982\u7387\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u6837\u65e2\u51cf\u5c11\u4e86\u8f93\u51fa\u9636\u6bb5\u7684\u8ba1\u7b97\uff0c\u4e5f\u907f\u514d\u4e86\u989d\u5916\u7684\u6587\u672c\u89e3\u6790\u8fc7\u7a0b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0d\u8fc7\uff0c\u8fd9\u5e76\u4e0d\u610f\u5473\u7740\u6240\u6709\u7ed3\u6784\u5316\u51b3\u7b56\u6a21\u578b\u90fd\u5b8c\u5168\u91c7\u7528\u76f8\u540c\u7684\u65b0\u578b\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\u3002\u90e8\u5206\u6a21\u578b\u4ecd\u7136\u5efa\u7acb\u5728Transformer\u5927\u8bed\u8a00\u6a21\u578b\u4e4b\u4e0a\uff0c\u53ea\u662f\u901a\u8fc7\u8bad\u7ec3\u4e0e\u63a8\u7406\u63a5\u53e3\u4f18\u5316\uff0c\u6539\u53d8\u4e86\u6700\u7ec8\u7684\u8f93\u51fa\u65b9\u5f0f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u5728\u540c\u4e00\u6b21\u8bf7\u6c42\u4e2d\u5e76\u884c\u8bc4\u4f30\u591a\u4e2a\u95ee\u9898<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">TypeSafe\u7684Jev\u5f3a\u8c03\u4e00\u79cd\u5e76\u884c\u51b3\u7b56\u65b9\u5f0f\uff1a\u591a\u4e2a\u76f8\u4e92\u72ec\u7acb\u7684\u95ee\u9898\u53ef\u4ee5\u5171\u4eab\u540c\u4e00\u4efd\u8f93\u5165\u72b6\u6001\uff0c\u5e76\u5728\u4e00\u6b21\u8bf7\u6c42\u4e2d\u5b8c\u6210\u8bc4\u4f30\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u5982\uff0c\u4e00\u4e2a\u8bbe\u5907\u68c0\u6d4b\u4efb\u52a1\u53ef\u4ee5\u540c\u65f6\u5224\u65ad\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u662f\u5426\u5b58\u5728\u5f02\u5e38\uff1f<\/li>\n\n\n\n<li>\u6700\u53ef\u80fd\u7684\u6545\u969c\u7c7b\u578b\u662f\u4ec0\u4e48\uff1f<\/li>\n\n\n\n<li>\u6545\u969c\u4e25\u91cd\u7a0b\u5ea6\u5982\u4f55\uff1f<\/li>\n\n\n\n<li>\u662f\u5426\u9700\u8981\u4eba\u5de5\u590d\u6838\uff1f<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u7531\u4e8e\u4e0d\u5fc5\u8ba9\u6a21\u578b\u4f9d\u6b21\u751f\u6210\u56db\u6bb5\u89e3\u91ca\uff0c\u8fd9\u79cd\u65b9\u5f0f\u6709\u671b\u660e\u663e\u964d\u4f4e\u6574\u4f53\u5ef6\u8fdf\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f46\u8981\u6ce8\u610f\uff0c\u53ea\u6709\u53ef\u4ee5\u72ec\u7acb\u8bc4\u4f30\u7684\u95ee\u9898\u624d\u9002\u5408\u8fd9\u79cd\u5e76\u884c\u673a\u5236\u3002\u5982\u679c\u7b2c\u4e8c\u4e2a\u95ee\u9898\u5fc5\u987b\u4f9d\u8d56\u7b2c\u4e00\u4e2a\u95ee\u9898\u7684\u7b54\u6848\uff0c\u901a\u5e38\u8fd8\u9700\u8981\u901a\u8fc7\u7a0b\u5e8f\u63a7\u5236\u4e0b\u4e00\u6b21\u8c03\u7528\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u4f7f\u7528\u4e13\u95e8\u7684\u8bad\u7ec3\u76ee\u6807<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f20\u7edf\u804a\u5929\u6a21\u578b\u5e38\u4f7f\u7528RLHF\uff08\u57fa\u4e8e\u4eba\u7c7b\u53cd\u9988\u7684\u5f3a\u5316\u5b66\u4e60\uff09\uff0c\u800c\u63a8\u7406\u6a21\u578b\u4e5f\u4f1a\u4f7f\u7528RLVR\uff08\u57fa\u4e8e\u53ef\u9a8c\u8bc1\u5956\u52b1\u7684\u5f3a\u5316\u5b66\u4e60\uff09\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">TypeSafe\u63d0\u51fa\u4e86RLCD\uff0c\u5373\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Reinforcement Learning for Calibrated Decisions\u2014\u2014\u9762\u5411\u6982\u7387\u6821\u51c6\u51b3\u7b56\u7684\u5f3a\u5316\u5b66\u4e60\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u5f3a\u8c03\u8bad\u7ec3\u6a21\u578b\u8f93\u51fa\u53ef\u9760\u7684\u51b3\u7b56\u5206\u5e03\uff0c\u800c\u4e0d\u662f\u8ba9\u6a21\u578b\u751f\u6210\u7b26\u5408\u4eba\u7c7b\u504f\u597d\u7684\u81ea\u7136\u8bed\u8a00\u8868\u8fbe\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Microsoft\u5219\u91c7\u7528\u53e6\u4e00\u79cd\u6280\u672f\u8def\u5f84\uff1a\u4ee5\u5f00\u6e90\u6743\u91cd\u6a21\u578b\u4e3a\u57fa\u7840\uff0c\u901a\u8fc7\u540e\u8bad\u7ec3\u5c06\u5176\u4f18\u5316\u6210\u4e13\u7528\u7684\u51b3\u7b56\u8bc4\u5206\u6a21\u578b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e24\u79cd\u65b9\u6848\u53cd\u6620\u51fa\u7ed3\u6784\u5316\u51b3\u7b56\u6a21\u578b\u6b63\u5728\u5f62\u6210\u4e0d\u540c\u6280\u672f\u8def\u7ebf\uff1a\u4e00\u7c7b\u5f3a\u8c03\u4e13\u7528\u6a21\u578b\u67b6\u6784\u548c\u8bad\u7ec3\u8303\u5f0f\uff0c\u53e6\u4e00\u7c7b\u5f3a\u8c03\u5229\u7528\u73b0\u6709\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u80fd\u529b\u8fdb\u884c\u9488\u5bf9\u6027\u6539\u9020\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0d\u8fc7\uff0c\u76ee\u524d\u516c\u5f00\u8d44\u6599\u5c1a\u4e0d\u8db3\u4ee5\u5b8c\u6574\u590d\u73b0TypeSafe\u7684RLCD\u8bad\u7ec3\u8fc7\u7a0b\uff0c\u56e0\u6b64\u4e0d\u80fd\u4ec5\u51ed\u5176\u540d\u79f0\u5c31\u8ba4\u5b9a\u8be5\u8bad\u7ec3\u65b9\u6cd5\u76f8\u8f83\u5176\u4ed6\u6982\u7387\u6821\u51c6\u65b9\u6cd5\u5177\u6709\u666e\u904d\u4f18\u52bf\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u56db\u3001\u4ea7\u4e1a\u683c\u5c40\uff1a\u4e94\u6761\u503c\u5f97\u5173\u6ce8\u7684\u6280\u672f\u8def\u7ebf<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u622a\u81f32026\u5e7410\u670811\u65e5\uff0c\u7ed3\u6784\u5316\u51b3\u7b56\u6a21\u578b\u5df2\u7ecf\u4e0d\u518d\u662fTypeSafe\u4e00\u5bb6\u516c\u53f8\u7684\u63a2\u7d22\u3002OpenAI\u3001Microsoft\u53ca\u591a\u4e2a\u5f00\u6e90\u9879\u76ee\u90fd\u5df2\u8fdb\u5165\u8fd9\u4e00\u9886\u57df\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. TypeSafe AI\uff1a\u5c06\u51b3\u7b56\u6a21\u578b\u4f5c\u4e3a\u65b0\u7684AI\u57fa\u7840\u7ec4\u4ef6<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">TypeSafe AI\u7531Diogo Almeida\u521b\u7acb\u3002\u5176\u6838\u5fc3\u89c2\u70b9\u662f\uff1a\u672a\u6765\u5927\u91cfAI\u5e94\u7528\u5c06\u53d1\u751f\u5728\u8f6f\u4ef6\u4e0e\u8f6f\u4ef6\u4e4b\u95f4\uff0c\u800c\u4e0d\u662f\u4eba\u4e0e\u804a\u5929\u673a\u5668\u4eba\u4e4b\u95f4\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2026\u5e749\u670815\u65e5\uff0cTypeSafe\u53d1\u5e03\u9996\u6b3eSystem One\u6a21\u578bJev\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5176\u4e3b\u8981\u7279\u70b9\u5305\u62ec\u7c7b\u578b\u5b89\u5168\u8f93\u51fa\u3001\u6982\u7387\u6821\u51c6\u3001\u591a\u4e2a\u95ee\u9898\u5e76\u884c\u8bc4\u4f30\uff0c\u4ee5\u53ca\u9762\u5411\u8f6f\u4ef6\u81ea\u52a8\u5316\u7684\u4f4e\u5ef6\u8fdf\u63a8\u7406\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">TypeSafe\u516c\u5f00\u7684\u6d4b\u8bd5\u58f0\u79f0\uff0c\u5728\u5176\u9009\u5b9a\u7684\u5de5\u4f5c\u6d41\u4efb\u52a1\u4e2d\uff0cJev\u76f8\u6bd4\u4f20\u7edf\u5927\u8bed\u8a00\u6a21\u578b\u65b9\u6848\u5b9e\u73b0\u4e86\u7ea6193.6\u500d\u901f\u5ea6\u63d0\u5347\u548c444.6\u500d\u6210\u672c\u964d\u4f4e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f46\u8fd9\u4e9b\u6570\u5b57\u5e76\u975e\u666e\u904d\u9002\u7528\u7684\u6027\u80fd\u7ed3\u8bba\u3002TypeSafe\u4e5f\u8bf4\u660e\uff0c\u6d4b\u8bd5\u91c7\u7528\u4e86\u7279\u5b9a\u5de5\u4f5c\u6d41\u548c\u53c2\u8003\u6a21\u578b\uff0c\u6d4b\u8bd5\u8bbe\u8ba1\u672c\u8eab\u53ef\u80fd\u5b58\u5728\u504f\u5411\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u503c\u5f97\u5173\u6ce8\u7684\u662f\u5176\u63d0\u51fa\u7684\u7406\u5ff5\uff1a\u5c06AI\u4f5c\u4e3a\u8f6f\u4ef6\u4e2d\u7684\u4e00\u4e2a\u667a\u80fd\u51fd\u6570\uff0c\u800c\u4e0d\u662f\u4e00\u4e2a\u4f1a\u804a\u5929\u7684\u52a9\u624b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. OpenAI\uff1a\u901a\u8fc7\u4e13\u7528API\u63d0\u4f9b\u51b3\u7b56\u80fd\u529b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">OpenAI\u4e8e2026\u5e7410\u67086\u65e5\u6b63\u5f0f\u63a8\u51faDecisions API\u516c\u5f00\u6d4b\u8bd5\u7248\uff0c\u5f53\u524d\u4f7f\u7528<code>gpt-6-luna<\/code>\u6a21\u578b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5176\u6280\u672f\u7279\u70b9\u662f\u5c06\u51b3\u7b56\u80fd\u529b\u5c01\u88c5\u4e3a\u72ec\u7acb\u63a5\u53e3\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><code>POST \/v1\/decisions<\/code><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u652f\u6301\u6587\u672c\u548c\u56fe\u50cf\u8f93\u5165\uff0c\u63d0\u4f9bPredicate\u3001Choice\u548cScore\u4e09\u7c7b\u8f93\u51fa\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b98\u65b9\u79f0\uff0c\u76f8\u6bd4\u901a\u8fc7Responses API\u5b8c\u6210\u540c\u7c7b\u5de5\u4f5c\uff0cDecisions API\u7ea6\u5feb10\u500d\u3002\u76ee\u524d\u7684\u516c\u5f00\u5b9a\u4ef7\u4e3a\u6bcf\u767e\u4e07\u8f93\u5165Token 0.10\u7f8e\u5143\uff0c\u4e0d\u6536\u53d6\u8f93\u51faToken\u8d39\u7528\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">OpenAI\u8def\u7ebf\u7684\u4e00\u4e2a\u91cd\u8981\u7279\u70b9\uff0c\u662f\u76f4\u63a5\u5728\u65e2\u6709\u6a21\u578b\u4e0eAPI\u5e73\u53f0\u4e2d\u63d0\u4f9b\u51b3\u7b56\u63a5\u53e3\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0d\u8fc7\uff0c\u516c\u5f00\u8d44\u6599\u5e76\u672a\u5145\u5206\u62ab\u9732\u5176\u5e95\u5c42\u662f\u5426\u91c7\u7528\u72ec\u7acb\u51b3\u7b56\u5934\u3001\u4e13\u95e8\u7684\u540e\u8bad\u7ec3\u673a\u5236\u6216\u5176\u4ed6\u63a8\u7406\u4f18\u5316\uff0c\u56e0\u6b64\u4e0d\u80fd\u7b80\u5355\u8ba4\u5b9a\u5b83\u4e0eJev\u62e5\u6709\u5b8c\u5168\u76f8\u540c\u7684\u795e\u7ecf\u7f51\u7edc\u7ed3\u6784\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. Microsoft\uff1a\u57fa\u4e8eQwen3.5-9B\u6784\u5efa\u4e13\u7528\u51b3\u7b56\u6a21\u578b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Microsoft-Decision-1\u4e8e2026\u5e7410\u67089\u65e5\u6b63\u5f0f\u4ecb\u7ecd\uff0c\u662f\u5f53\u524d\u975e\u5e38\u503c\u5f97\u5173\u6ce8\u7684\u4e00\u9879\u8fdb\u5c55\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6839\u636eMicrosoft\u7684\u62ab\u9732\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u57fa\u7840\u6a21\u578b\u4e3a\u963f\u91cc\u5df4\u5df4\u5f00\u6e90\u6743\u91cd\u7684Qwen3.5-9B\u3002<\/li>\n\n\n\n<li>Microsoft\u8fdb\u884c\u4e86\u9488\u5bf9\u51b3\u7b56\u8bc4\u5206\u4efb\u52a1\u7684\u540e\u8bad\u7ec3\u3002<\/li>\n\n\n\n<li>\u91c7\u7528\u5355\u6b21\u63a8\u7406\u8f93\u51fa\u5019\u9009\u9009\u9879\u7684\u6982\u7387\u3002<\/li>\n\n\n\n<li>\u652f\u6301\u6700\u957f32K Token\u4e0a\u4e0b\u6587\u3002<\/li>\n\n\n\n<li>\u5f53\u524d\u4ec5\u652f\u6301\u6587\u672c\u8f93\u5165\uff0c\u4e0d\u652f\u6301\u56fe\u50cf\u3001\u97f3\u9891\u548c\u89c6\u9891\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Microsoft\u516c\u5e03\u768436\u9879\u57fa\u51c6\u6d4b\u8bd5\u8986\u76d6\u63a5\u8fd115\u4e07\u4e2a\u95ee\u9898\u3002\u516c\u53f8\u79f0\u5176\u6a21\u578b\u5728\u7efc\u5408\u51c6\u786e\u7387\u6d4b\u8bd5\u4e2d\u9886\u5148\uff0c\u5e76\u4e14\u5177\u5907\u663e\u8457\u7684\u5ef6\u8fdf\u4f18\u52bf\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Microsoft\u8fd8\u62ab\u9732\u4e86\u5b9e\u9645\u4f7f\u7528\u6848\u4f8b\u3002Xbox\u7814\u7a76\u56e2\u961f\u5229\u7528\u8be5\u6a21\u578b\u5c06\u8d85\u8fc71\u4e07\u6761\u7528\u6237\u53cd\u9988\u5206\u914d\u5230\u9884\u5b9a\u4e49\u4e3b\u9898\uff1bCopilot\u56e2\u961f\u5229\u7528\u5b83\u8bc4\u4f30AI\u56de\u590d\u8d28\u91cf\uff1bMicrosoft Discovery\u5219\u5c06\u5176\u7528\u4e8e\u79d1\u5b66\u7814\u7a76\u667a\u80fd\u4f53\u4e2d\u7684\u5b9e\u9a8c\u7ed3\u679c\u8bc4\u5206\u548c\u52a8\u6001\u91cd\u65b0\u89c4\u5212\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5176\u4e2d\uff0cMicrosoft Discovery\u7684\u6848\u4f8b\u5c24\u5176\u503c\u5f97\u5173\u6ce8\uff1a\u7ed3\u6784\u5316\u51b3\u7b56\u6a21\u578b\u5f00\u59cb\u627f\u62c5\u79d1\u7814\u667a\u80fd\u4f53\u4e2d\u53cd\u590d\u53d1\u751f\u7684\u8bc4\u4f30\u548c\u63a7\u5236\u4efb\u52a1\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u666e\u901a\u6587\u672c\u5206\u7c7b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u76ee\u524dMicrosoft Foundry\u76ee\u5f55\u663e\u793a\u8be5\u6a21\u578b\u5904\u4e8e\u6b63\u5f0f\u53ef\u7528\u72b6\u6001\uff0c\u516c\u5f00\u5b9a\u4ef7\u4e3a\u6bcf\u767e\u4e07\u8f93\u5165Token 0.042\u7f8e\u5143\uff0c\u8f93\u51faToken\u514d\u8d39\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. H2O.ai\uff1a\u63a8\u52a8\u5f00\u653e\u6743\u91cd\u548c\u672c\u5730\u90e8\u7f72<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">H2O.ai\u63a8\u51fa\u7684H2O-Lightning-4B\uff0c\u5efa\u7acb\u5728Qwen3.5-4B\u57fa\u7840\u4e4b\u4e0a\uff0c\u91c7\u7528Apache 2.0\u8bb8\u53ef\u8bc1\u53d1\u5e03\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e2a\u6a21\u578b\u4e0d\u4ec5\u53ef\u4ee5\u5904\u7406\u6587\u672c\u51b3\u7b56\uff0c\u4e5f\u652f\u6301\u7ed3\u5408\u56fe\u50cf\u8fdb\u884c\u5224\u65ad\u3002\u5b83\u91c7\u7528\u5355\u6b21\u524d\u5411\u8ba1\u7b97\u548c\u6781\u77ed\u8f93\u51fa\u7684\u65b9\u5f0f\uff0c\u5e76\u63d0\u4f9b\u57fa\u4e8evLLM\u7684\u90e8\u7f72\u65b9\u6848\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728JevBench\u76f8\u5173\u6d4b\u8bd5\u4e2d\uff0cH2O-Lightning-4B v1.1\u8868\u73b0\u51fa\u4e86\u6709\u7ade\u4e89\u529b\u7684\u901f\u5ea6\u3001\u6210\u672c\u548c\u51b3\u7b56\u80fd\u529b\u3002\u4e0d\u8fc7\uff0c\u6d4b\u8bd5\u4e2d\u7684\u90e8\u7f72\u6210\u672c\u90e8\u5206\u5c5e\u4e8e\u4f30\u7b97\uff0c\u4e0d\u5e94\u76f4\u63a5\u5f53\u4f5c\u5b9e\u9645\u5546\u4e1a\u670d\u52a1\u4ef7\u683c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u7684\u91cd\u8981\u610f\u4e49\u662f\uff1a\u7ed3\u6784\u5316\u51b3\u7b56\u6a21\u578b\u5f00\u59cb\u5177\u5907\u53ef\u81ea\u884c\u90e8\u7f72\u7684\u5b9e\u73b0\u8def\u7ebf\uff0c\u4f01\u4e1a\u4e0d\u518d\u53ea\u80fd\u901a\u8fc7\u4e91\u7aef\u95ed\u6e90API\u4f7f\u7528\u8fd9\u79cd\u80fd\u529b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5. Strands Decider\uff1a\u66f4\u660e\u786e\u7684\u4e13\u7528\u7f51\u7edc\u7ed3\u6784<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f00\u6e90\u9879\u76eeStrands Decider\u63d0\u4f9b\u4e86\u53e6\u4e00\u79cd\u503c\u5f97\u7814\u7a76\u7684\u6280\u672f\u5b9e\u73b0\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5176\u7ea619\u4ebf\u53c2\u6570\u7684\u6a21\u578b\u4f7f\u7528Qwen3.5-2B\u4f5c\u4e3a\u57fa\u7840\uff0c\u5c06\u4f20\u7edf\u7684\u8bed\u8a00\u5efa\u6a21\u8f93\u51fa\u5934\u66ff\u6362\u4e3a\u4e13\u95e8\u7684\u9009\u9879\u8bc4\u5206\u5934\uff0c\u901a\u8fc7\u9690\u85cf\u72b6\u6001\u8ba1\u7b97\u5019\u9009\u7b54\u6848\u7684\u5206\u6570\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u56e0\u6b64\uff0c\u5b83\u4e0d\u9700\u8981\u751f\u6210\u5b8c\u6574\u7b54\u6848\uff0c\u800c\u662f\u76f4\u63a5\u5b8c\u6210\u5019\u9009\u9009\u9879\u8bc4\u5206\u3002\u9879\u76ee\u516c\u5f00\u4e86\u7f51\u7edc\u8bbe\u8ba1\u3001\u8bad\u7ec3\u65b9\u6cd5\u548c\u6d4b\u8bd5\u7ed3\u679c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e00\u65b9\u6848\u8868\u660e\uff0c\u7ed3\u6784\u5316\u51b3\u7b56\u4e0d\u53ea\u662f\u6539\u53d8API\u8fd4\u56de\u683c\u5f0f\uff0c\u4e5f\u53ef\u4ee5\u6df1\u5165\u5230\u795e\u7ecf\u7f51\u7edc\u8f93\u51fa\u5c42\u548c\u8bad\u7ec3\u673a\u5236\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e3b\u8981\u6a21\u578b\u4e0e\u5e73\u53f0\u5bf9\u6bd4<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u6a21\u578b\u6216\u5e73\u53f0<\/th><th>\u6280\u672f\u7279\u70b9<\/th><th>\u8f93\u5165\u652f\u6301<\/th><th>\u90e8\u7f72\u65b9\u5f0f<\/th><\/tr><tr><td>TypeSafe Jev<\/td><td>System One\u3001RLCD\u3001\u5e76\u884c\u51b3\u7b56<\/td><td>\u7ed3\u6784\u5316\u72b6\u6001\u3001\u6587\u672c<\/td><td>\u5546\u4e1aAPI\uff0c\u65e9\u671f\u8bbf\u95ee<\/td><\/tr><tr><td>OpenAI Decisions API<\/td><td>GPT-6 Luna\u4e13\u7528\u51b3\u7b56\u63a5\u53e3<\/td><td>\u6587\u672c\u3001\u56fe\u50cf<\/td><td>\u4e91\u7aefAPI\uff0c\u516c\u5f00\u6d4b\u8bd5<\/td><\/tr><tr><td>Microsoft-Decision-1<\/td><td>Qwen3.5-9B\u540e\u8bad\u7ec3\uff0c\u5355\u6b21\u8bc4\u5206<\/td><td>\u6587\u672c<\/td><td>Microsoft Foundry<\/td><\/tr><tr><td>H2O-Lightning-4B<\/td><td>4B\u7ea7\u6a21\u578b\uff0c\u5f00\u653e\u6743\u91cd<\/td><td>\u6587\u672c\u3001\u56fe\u50cf<\/td><td>\u53ef\u81ea\u884c\u90e8\u7f72<\/td><\/tr><tr><td>Strands Decider<\/td><td>\u7ea61.9B\u53c2\u6570\uff0c\u4e13\u7528\u8bc4\u5206\u5934<\/td><td>\u6587\u672c<\/td><td>\u5f00\u6e90\u90e8\u7f72<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ece\u6280\u672f\u8def\u7ebf\u770b\uff0c\u8fd9\u4e2a\u9886\u57df\u5df2\u7ecf\u5f62\u6210\u4e86\u4e09\u79cd\u8d8b\u52bf\uff1a\u4e13\u95e8\u8bbe\u8ba1\u7684\u51b3\u7b56\u6a21\u578b\u3001\u4ece\u901a\u7528\u9884\u8bad\u7ec3\u6a21\u578b\u6539\u9020\u800c\u6765\u7684\u51b3\u7b56\u6a21\u578b\uff0c\u4ee5\u53ca\u5728\u5927\u578bAI\u5e73\u53f0\u5185\u90e8\u63d0\u4f9b\u7684\u4e13\u7528\u51b3\u7b56API\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u76ee\u524d\u8fd8\u4e0d\u80fd\u65ad\u8a00\u54ea\u79cd\u8def\u7ebf\u6700\u7ec8\u80dc\u51fa\u3002\u5404\u5bb6\u516c\u5e03\u7684\u6d4b\u8bd5\u4efb\u52a1\u3001\u8f93\u5165\u957f\u5ea6\u3001\u786c\u4ef6\u73af\u5883\u53ca\u6307\u6807\u8ba1\u7b97\u65b9\u5f0f\u5e76\u4e0d\u5b8c\u5168\u4e00\u81f4\uff0c\u8de8\u5382\u5546\u6027\u80fd\u500d\u6570\u5c24\u5176\u9700\u8981\u8c28\u614e\u770b\u5f85\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e94\u3001\u7ed3\u6784\u5316\u51b3\u7b56\u6a21\u578b\u6700\u6709\u4ef7\u503c\u7684\u5e94\u7528\u9886\u57df<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1. AI\u667a\u80fd\u4f53\u7684\u6d41\u7a0b\u63a7\u5236<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f20\u7edfAI\u667a\u80fd\u4f53\u7ecf\u5e38\u4f7f\u7528\u540c\u4e00\u4e2a\u5927\u8bed\u8a00\u6a21\u578b\u5904\u7406\u6240\u6709\u73af\u8282\uff0c\u5305\u62ec\u7406\u89e3\u9700\u6c42\u3001\u9009\u62e9\u5de5\u5177\u3001\u751f\u6210\u53c2\u6570\u3001\u68c0\u67e5\u7ed3\u679c\u548c\u51b3\u5b9a\u4e0b\u4e00\u6b65\u52a8\u4f5c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u79cd\u65b9\u5f0f\u867d\u7136\u901a\u7528\uff0c\u4f46\u5f53\u667a\u80fd\u4f53\u9700\u8981\u8fde\u7eed\u6267\u884c\u51e0\u5341\u751a\u81f3\u4e0a\u767e\u4e2a\u64cd\u4f5c\u65f6\uff0c\u51b3\u7b56\u6b65\u9aa4\u7684\u5ef6\u8fdf\u548c\u8d39\u7528\u4f1a\u4e0d\u65ad\u7d2f\u79ef\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7ed3\u6784\u5316\u51b3\u7b56\u6a21\u578b\u53ef\u4ee5\u4e13\u95e8\u8d1f\u8d23\u5176\u4e2d\u7684\u8f7b\u91cf\u5224\u65ad\uff0c\u4f8b\u5982\u9009\u62e9\u5de5\u5177\u3001\u51b3\u5b9a\u662f\u5426\u91cd\u8bd5\u3001\u5224\u65ad\u662f\u5426\u9700\u8981\u4eba\u5de5\u5ba1\u6279\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5927\u578b\u63a8\u7406\u6a21\u578b\u5219\u7ee7\u7eed\u627f\u62c5\u590d\u6742\u5206\u6790\u3001\u89c4\u5212\u548c\u5185\u5bb9\u751f\u6210\u4efb\u52a1\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u5f62\u6210\u4e00\u79cd\u65b0\u7684\u667a\u80fd\u4f53\u67b6\u6784\uff1a\u590d\u6742\u4efb\u52a1\u7531\u63a8\u7406\u6a21\u578b\u5b8c\u6210\uff0c\u9891\u7e41\u51b3\u7b56\u7531\u4e13\u7528\u6a21\u578b\u5b8c\u6210\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u5de5\u4e1a\u8bbe\u5907\u76d1\u6d4b\u4e0e\u6545\u969c\u8bca\u65ad<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5bf9\u4e8e\u5de5\u4e1a\u8bbe\u5907\u76d1\u6d4b\uff0c\u7ed3\u6784\u5316\u51b3\u7b56\u6a21\u578b\u53ef\u4ee5\u7528\u4e8e\u8fde\u63a5\u5df2\u6709\u7684\u68c0\u6d4b\u7b97\u6cd5\u548c\u4e1a\u52a1\u5904\u7406\u903b\u8f91\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u5982\uff0c\u5728\u5de5\u4e1a\u8bbe\u5907\uff08\u52a8\u8bbe\u5907\uff09\u6545\u969c\u68c0\u6d4b\u4e2d\uff0c\u9996\u5148\u7531\u632f\u52a8\u3001\u7535\u6d41\u3001\u8ddd\u79bb\u7b49\u4f20\u611f\u5668\u63d0\u4f9b\u6570\u636e\uff0c\u518d\u7531\u4fe1\u53f7\u5904\u7406\u7b97\u6cd5\u548c\u6545\u969c\u5206\u7c7b\u6a21\u578b\u8bc6\u522b\u5f02\u5e38\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7ed3\u6784\u5316\u51b3\u7b56\u6a21\u578b\u4e0d\u4e00\u5b9a\u76f4\u63a5\u5904\u7406\u9ad8\u9891\u539f\u59cb\u6ce2\u5f62\uff0c\u800c\u662f\u66f4\u9002\u5408\u5229\u7528\u5df2\u7ecf\u63d0\u53d6\u7684\u7279\u5f81\u3001\u68c0\u6d4b\u7ed3\u679c\u3001\u8bbe\u5907\u8fd0\u884c\u72b6\u6001\u548c\u7ef4\u62a4\u89c4\u5219\uff0c\u8fdb\u4e00\u6b65\u5224\u65ad\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5f53\u524d\u5f02\u5e38\u662f\u5426\u9700\u8981\u590d\u6838\uff1f<\/li>\n\n\n\n<li>\u5e94\u4f18\u5148\u68c0\u67e5\u54ea\u7c7b\u6545\u969c\uff1f<\/li>\n\n\n\n<li>\u662f\u5426\u9700\u8981\u5b89\u6392\u7ef4\u4fdd\uff1f<\/li>\n\n\n\n<li>\u9700\u8981\u4e0a\u62a5\u7ed9\u54ea\u4e2a\u7cfb\u7edf\u6216\u8d23\u4efb\u4eba\u5458\uff1f<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u6837\u53ef\u4ee5\u5c06\u4f20\u7edf\u6545\u969c\u5206\u7c7b\u6a21\u578b\u3001\u4e1a\u52a1\u77e5\u8bc6\u548c\u5de5\u4f5c\u6d41\u63a7\u5236\u7ed3\u5408\u8d77\u6765\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9700\u8981\u5f3a\u8c03\u7684\u662f\uff0c\u6d89\u53ca\u5b89\u5168\u5173\u952e\u8bbe\u5907\u65f6\uff0c\u7ed3\u6784\u5316\u51b3\u7b56\u6a21\u578b\u4e0d\u80fd\u66ff\u4ee3\u5b89\u5168PLC\u3001\u786c\u4ef6\u8054\u9501\u3001\u6cd5\u5b9a\u4fdd\u62a4\u88c5\u7f6e\u6216\u7ecf\u8fc7\u9a8c\u8bc1\u7684\u5b89\u5168\u63a7\u5236\u903b\u8f91\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u66f4\u9002\u5408\u5e94\u7528\u4e8e\u8f85\u52a9\u8bca\u65ad\u3001\u7ef4\u4fdd\u4f18\u5148\u7ea7\u3001\u5de5\u5355\u5206\u914d\u4e0e\u4fe1\u606f\u5904\u7406\u7b49\u975e\u5b89\u5168\u4fdd\u62a4\u5c42\u9762\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. AI for Science\u4e0e\u79d1\u7814\u667a\u80fd\u4f53<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u79d1\u7814\u667a\u80fd\u4f53\u5305\u542b\u8bb8\u591a\u9700\u8981\u91cd\u590d\u5224\u65ad\u7684\u4efb\u52a1\uff0c\u4f8b\u5982\u8bc4\u4f30\u5019\u9009\u5b9e\u9a8c\u3001\u7b5b\u9009\u7814\u7a76\u5047\u8bbe\u3001\u5224\u5b9a\u5b9e\u9a8c\u6570\u636e\u662f\u5426\u6ee1\u8db3\u8981\u6c42\uff0c\u4ee5\u53ca\u51b3\u5b9a\u662f\u5426\u7ee7\u7eed\u5f00\u5c55\u4e0b\u4e00\u8f6e\u5b9e\u9a8c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7ed3\u6784\u5316\u51b3\u7b56\u6a21\u578b\u53ef\u4ee5\u627f\u62c5\u8fd9\u4e9b\u9ad8\u9891\u5224\u65ad\uff0c\u4f7f\u590d\u6742\u63a8\u7406\u6a21\u578b\u628a\u66f4\u591a\u8ba1\u7b97\u8d44\u6e90\u96c6\u4e2d\u5728\u7814\u7a76\u89c4\u5212\u3001\u673a\u7406\u5206\u6790\u548c\u79d1\u5b66\u89e3\u91ca\u4e0a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Microsoft Discovery\u7684\u76f8\u5173\u6d4b\u8bd5\uff0c\u5df2\u7ecf\u4f53\u73b0\u51fa\u8fd9\u79cd\u6280\u672f\u7ec4\u5408\u7684\u6f5c\u529b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. \u4f01\u4e1a\u6d41\u7a0b\u4e0e\u8f6f\u4ef6\u8d28\u91cf\u63a7\u5236<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u53e6\u5916\u4e00\u4e2a\u5177\u6709\u5546\u4e1a\u4ef7\u503c\u7684\u9886\u57df\u662f\u4f01\u4e1a\u81ea\u52a8\u5316\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u5982\uff0c\u9488\u5bf9\u5408\u540c\u5ba1\u67e5\u3001\u7968\u636e\u5904\u7406\u3001\u6280\u672f\u652f\u6301\u3001\u8f6f\u4ef6\u6d4b\u8bd5\u548c\u4fe1\u606f\u5b89\u5168\u5ba1\u8ba1\uff0c\u53ef\u4ee5\u5c06\u539f\u6765\u7684\u89c4\u5219\u4e0eAI\u5224\u65ad\u7ec4\u5408\u6210\u7a0b\u5e8f\u5316\u5de5\u4f5c\u6d41\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5173\u952e\u539f\u5219\u662f\uff1a\u786e\u5b9a\u6027\u7684\u4e8b\u5b9e\u548c\u89c4\u5219\u4ecd\u7531\u7a0b\u5e8f\u5904\u7406\uff0c\u53ea\u6709\u96be\u4ee5\u5b8c\u5168\u7528\u56fa\u5b9a\u89c4\u5219\u8868\u8fbe\u7684\u5224\u65ad\u4ea4\u7ed9\u6a21\u578b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u80fd\u591f\u51cf\u5c11\u6a21\u578b\u81ea\u7531\u53d1\u6325\u7684\u7a7a\u95f4\uff0c\u4e5f\u4f7f\u6574\u4e2a\u7cfb\u7edf\u66f4\u5bb9\u6613\u6d4b\u8bd5\u3001\u56de\u6eaf\u548c\u5ba1\u8ba1\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u516d\u3001\u73b0\u9636\u6bb5\u5fc5\u987b\u6b63\u89c6\u7684\u5c40\u9650\u6027<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c3d\u7ba1\u7ed3\u6784\u5316\u51b3\u7b56\u6a21\u578b\u5177\u6709\u660e\u663e\u7684\u5de5\u7a0b\u4ef7\u503c\uff0c\u4f46\u5b83\u5e76\u4e0d\u662f\u4e00\u79cd\u4e0d\u4f1a\u51fa\u9519\u7684\u4eba\u5de5\u667a\u80fd\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9996\u5148\uff0c\u8f93\u51fa\u683c\u5f0f\u6b63\u786e\u4e0d\u4ee3\u8868\u5224\u65ad\u5185\u5bb9\u6b63\u786e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">TypeSafe\u5f3a\u8c03\u7c7b\u578b\u5b89\u5168\uff0c\u751a\u81f3\u4f7f\u7528\u4e0d\u4f1a\u4ea7\u751f\u5e7b\u89c9\u7684\u5ba3\u4f20\u8868\u8ff0\u3002\u51c6\u786e\u5730\u8bf4\uff0c\u7c7b\u578b\u7ea6\u675f\u53ef\u4ee5\u907f\u514d\u6a21\u578b\u751f\u6210\u4e0d\u7b26\u5408\u63a5\u53e3\u8981\u6c42\u7684\u81ea\u7531\u6587\u672c\u6216\u975e\u6cd5\u9009\u9879\uff0c\u5374\u4e0d\u80fd\u4ece\u6839\u672c\u4e0a\u6d88\u9664\u9519\u8bef\u5206\u7c7b\u3001\u4e8b\u5b9e\u8bef\u5224\u548c\u8bed\u4e49\u7406\u89e3\u504f\u5dee\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5176\u6b21\uff0c\u8f93\u51fa\u6982\u7387\u5e76\u4e0d\u610f\u5473\u7740\u6982\u7387\u4e00\u5b9a\u53ef\u9760\u3002<\/p>\n\n\n\n<p 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Networks\u300b\u5c31\u6307\u51fa\uff0c\u795e\u7ecf\u7f51\u7edc\u7684\u9884\u6d4b\u6982\u7387\u53ef\u80fd\u5b58\u5728\u660e\u663e\u7684\u6821\u51c6\u95ee\u9898\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e09\uff0c\u5019\u9009\u7b54\u6848\u7684\u8bbe\u8ba1\u53ef\u80fd\u76f4\u63a5\u5f71\u54cd\u51b3\u7b56\u8d28\u91cf\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u7a0b\u5e8f\u53ea\u5141\u8bb8\u5728A\u3001B\u3001C\u4e09\u79cd\u6545\u969c\u4e2d\u9009\u62e9\uff0c\u800c\u771f\u5b9e\u60c5\u51b5\u662f\u672a\u77e5\u6545\u969cD\uff0c\u6a21\u578b\u53ef\u80fd\u4ecd\u7136\u4f1a\u628a\u6982\u7387\u5206\u914d\u7ed9\u5df2\u6709\u9009\u9879\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u56e0\u6b64\uff0c\u5b9e\u9645\u7cfb\u7edf\u5f80\u5f80\u9700\u8981\u63d0\u4f9b\u201c\u65e0\u6cd5\u5224\u65ad\u201d\u201c\u5176\u4ed6\u7c7b\u522b\u201d\u6216\u201c\u8f6c\u4eba\u5de5\u5904\u7406\u201d\u7b49\u9009\u9879\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u56db\uff0c\u7f3a\u5c11\u516c\u5f00\u7edf\u4e00\u7684\u9a8c\u8bc1\u4f53\u7cfb\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">JevBench\u7b49\u9879\u76ee\u6b63\u5728\u63a8\u52a8\u7ed3\u6784\u5316\u51b3\u7b56\u6a21\u578b\u7684\u6a2a\u5411\u8bc4\u6d4b\uff0c\u4f46\u884c\u4e1a\u8fd8\u9700\u8981\u66f4\u6210\u719f\u7684\u6d4b\u8bd5\u65b9\u6cd5\uff0c\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul 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class=\"wp-block-paragraph\">\u5bf9\u4e8e\u9ad8\u98ce\u9669\u5e94\u7528\uff0c\u4e0d\u80fd\u4ec5\u4f9d\u636e\u6a21\u578b\u63d0\u4f9b\u7684\u7f6e\u4fe1\u5ea6\u51b3\u5b9a\u662f\u5426\u81ea\u52a8\u6267\u884c\u64cd\u4f5c\u3002Microsoft\u4e5f\u660e\u786e\u6307\u51fa\uff0cMicrosoft-Decision-1\u4e0d\u5e94\u4f5c\u4e3a\u4fe1\u8d37\u3001\u5c31\u4e1a\u3001\u533b\u7597\u3001\u6559\u80b2\u53ca\u6cd5\u5f8b\u6743\u5229\u7b49\u91cd\u5927\u4e2a\u4eba\u51b3\u7b56\u7684\u552f\u4e00\u81ea\u52a8\u51b3\u7b56\u4f9d\u636e\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e03\u3001\u672a\u6765\u53d1\u5c55\u8d8b\u52bf<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ece\u5f53\u524d\u4ea7\u4e1a\u8fdb\u5c55\u5224\u65ad\uff0c\u7ed3\u6784\u5316\u51b3\u7b56\u6a21\u578b\u7684\u53d1\u5c55\u53ef\u80fd\u6cbf\u7740\u56db\u4e2a\u65b9\u5411\u5c55\u5f00\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e00\uff0c\u6210\u4e3aAI\u667a\u80fd\u4f53\u7684\u57fa\u7840\u63a7\u5236\u7ec4\u4ef6\u3002<\/p>\n\n\n\n<p 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API\u5df2\u7ecf\u652f\u6301\u56fe\u50cf\u8f93\u5165\uff0cH2O-Lightning-4B\u4e5f\u63d0\u4f9b\u76f8\u5173\u80fd\u529b\u3002\u672a\u6765\uff0c\u7ed3\u6784\u5316\u51b3\u7b56\u6a21\u578b\u53ef\u80fd\u8fdb\u4e00\u6b65\u5904\u7406\u5de5\u4e1a\u56fe\u50cf\u3001\u5c4f\u5e55\u72b6\u6001\u3001\u97f3\u9891\u4e8b\u4ef6\u548c\u5176\u4ed6\u611f\u77e5\u7ed3\u679c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0d\u8fc7\uff0c\u591a\u6a21\u6001\u8f93\u5165\u5e76\u4e0d\u610f\u5473\u7740\u80fd\u591f\u76f4\u63a5\u7528\u4e8e\u786c\u5b9e\u65f6\u63a7\u5236\uff0c\u5b9e\u9645\u90e8\u7f72\u4ecd\u53d6\u51b3\u4e8e\u4f20\u611f\u3001\u8ba1\u7b97\u548c\u901a\u4fe1\u94fe\u8def\u7684\u5ef6\u8fdf\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e09\uff0c\u5c0f\u6a21\u578b\u548c\u8fb9\u7f18\u90e8\u7f72\u53ef\u80fd\u6210\u4e3a\u91cd\u8981\u5206\u652f\u3002<\/p>\n\n\n\n<p 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class=\"wp-block-paragraph\">\u7b2c\u56db\uff0c\u51b3\u7b56\u6a21\u578b\u53ef\u80fd\u9010\u6e10\u5f62\u6210\u6807\u51c6\u5316\u63a5\u53e3\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u76ee\u524d\u591a\u5bb6\u5382\u5546\u90fd\u4f7f\u7528\u7c7b\u4f3c\u7684Predicate\/Noul\u3001Choice\u548cScore\u7ed3\u6784\uff0c\u8bf4\u660e\u884c\u4e1a\u5728\u57fa\u7840\u80fd\u529b\u4e0a\u51fa\u73b0\u4e86\u4e00\u5b9a\u7a0b\u5ea6\u7684\u8d8b\u540c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e3a\u672a\u6765\u8de8\u6a21\u578b\u5207\u6362\u3001\u7edf\u4e00\u6d4b\u8bd5\u3001\u6a21\u578b\u8def\u7531\u548c\u6df7\u5408\u90e8\u7f72\u63d0\u4f9b\u4e86\u6761\u4ef6\u3002\u4e0d\u8fc7\uff0c\u8fd9\u4e9b\u63a5\u53e3\u5c1a\u4e0d\u80fd\u89c6\u4e3a\u5b8c\u5168\u7edf\u4e00\u7684\u884c\u4e1a\u6807\u51c6\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u516b\u3001\u7ed3\u8bba\uff1a\u7ed3\u6784\u5316\u51b3\u7b56\u6a21\u578b\u53ef\u80fd\u6210\u4e3aAI\u8f6f\u4ef6\u5de5\u7a0b\u7684\u91cd\u8981\u57fa\u7840\u8bbe\u65bd<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u7ed3\u6784\u5316\u51b3\u7b56\u6a21\u578b\u7684\u5174\u8d77\uff0c\u5e76\u4e0d\u610f\u5473\u7740\u5927\u8bed\u8a00\u6a21\u578b\u6b63\u5728\u88ab\u66ff\u4ee3\uff0c\u800c\u662f\u8bf4\u660e\u4eba\u5de5\u667a\u80fd\u7684\u8f6f\u4ef6\u67b6\u6784\u6b63\u5728\u8fdb\u4e00\u6b65\u4e13\u4e1a\u5316\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fc7\u53bb\uff0c\u8bb8\u591aAI\u5e94\u7528\u91c7\u7528\u4e00\u4e2a\u901a\u7528\u6a21\u578b\u5b8c\u6210\u4ece\u7406\u89e3\u5230\u6267\u884c\u7684\u6240\u6709\u5de5\u4f5c\u3002\u73b0\u5728\uff0c\u4ea7\u4e1a\u754c\u5f00\u59cb\u5c1d\u8bd5\u5c06\u8fd9\u4e9b\u5de5\u4f5c\u62c6\u5206\u6210\u5177\u6709\u4e0d\u540c\u6027\u80fd\u548c\u53ef\u9760\u6027\u8981\u6c42\u7684\u7ec4\u4ef6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5176\u4e2d\uff0c\u7ed3\u6784\u5316\u51b3\u7b56\u6a21\u578b\u7684\u4ef7\u503c\u5728\u4e8e\uff0c\u628a\u539f\u672c\u9690\u85cf\u5728\u81ea\u7136\u8bed\u8a00\u56de\u7b54\u4e2d\u7684\u5224\u65ad\u80fd\u529b\uff0c\u8f6c\u5316\u4e3a\u7a0b\u5e8f\u80fd\u591f\u76f4\u63a5\u6d88\u8d39\u7684\u6982\u7387\u3001\u7c7b\u522b\u548c\u8bc4\u5206\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">TypeSafe\u7684Jev\u5f3a\u8c03\u9762\u5411\u673a\u5668\u7684\u4e13\u7528\u667a\u80fd\u67b6\u6784\uff1bOpenAI\u901a\u8fc7Decisions API\u5c06\u51b3\u7b56\u80fd\u529b\u96c6\u6210\u5230\u901a\u7528\u6a21\u578b\u5e73\u53f0\uff1bMicrosoft\u5219\u5c55\u793a\u4e86\u5229\u7528\u6210\u719f\u9884\u8bad\u7ec3\u6a21\u578b\u8fdb\u884c\u51b3\u7b56\u4e13\u7528\u5316\u7684\u53ef\u884c\u8def\u5f84\u3002H2O.ai\u548cStrands Decider\u7684\u51fa\u73b0\uff0c\u8fdb\u4e00\u6b65\u63a8\u52a8\u4e86\u8fd9\u4e00\u65b9\u5411\u7684\u5f00\u653e\u548c\u5de5\u7a0b\u5316\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ece\u6280\u672f\u6210\u719f\u5ea6\u770b\uff0c\u7ed3\u6784\u5316\u51b3\u7b56\u6a21\u578b\u76ee\u524d\u6700\u9002\u5408\u7684\u5b9a\u4f4d\uff0c\u662f\u901a\u7528\u5927\u6a21\u578b\u3001\u4f20\u7edf\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u4e0e\u786e\u5b9a\u6027\u8f6f\u4ef6\u7cfb\u7edf\u4e4b\u95f4\u7684\u667a\u80fd\u5224\u65ad\u5c42\uff0c\u800c\u4e0d\u662f\u53d6\u4ee3\u6240\u6709\u4f20\u7edf\u5206\u7c7b\u5668\u6216\u5b89\u5168\u63a7\u5236\u7cfb\u7edf\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672a\u6765\u5176\u5546\u4e1a\u4ef7\u503c\u80fd\u5426\u771f\u6b63\u91ca\u653e\uff0c\u4e3b\u8981\u53d6\u51b3\u4e8e\u4e09\u4e2a\u6761\u4ef6\uff1a\u80fd\u5426\u5728\u771f\u5b9e\u4efb\u52a1\u4e2d\u4fdd\u6301\u53ef\u9760\u7684\u6982\u7387\u6821\u51c6\uff0c\u80fd\u5426\u7a33\u5b9a\u964d\u4f4e\u7cfb\u7edf\u7684\u603b\u5ef6\u8fdf\u4e0e\u6210\u672c\uff0c\u4ee5\u53ca\u80fd\u5426\u5efa\u7acb\u6e05\u6670\u3001\u53ef\u9a8c\u8bc1\u7684\u5b89\u5168\u8fb9\u754c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u8fd9\u4e9b\u95ee\u9898\u80fd\u591f\u5f97\u5230\u6709\u6548\u89e3\u51b3\uff0c\u7ed3\u6784\u5316\u51b3\u7b56\u6a21\u578b\u6709\u671b\u6210\u4e3aAI\u667a\u80fd\u4f53\u3001\u4f01\u4e1a\u8f6f\u4ef6\u3001\u5de5\u4e1aAI\u548c\u79d1\u7814\u81ea\u52a8\u5316\u7cfb\u7edf\u4e2d\u7684\u91cd\u8981\u57fa\u7840\u7ec4\u4ef6\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u53c2\u8003\u6587\u732e\u4e0e\u8d44\u6599<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0b\u4ee5\u5b98\u65b9\u6280\u672f\u8d44\u6599\u3001\u6a21\u578b\u6587\u6863\u548c\u516c\u5f00\u7814\u7a76\u4e3a\u4e3b\uff0c\u94fe\u63a5\u5747\u4e3a\u5b8c\u6574HTTPS\u5730\u5740\uff0c\u4e0d\u5305\u542b\u8ddf\u8e2a\u53c2\u6570\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6838\u5fc3\u5382\u5546\u4e0e\u6a21\u578b\u8d44\u6599<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">1. TypeSafe AI \u2014 Official Website <a href=\"https:\/\/typesafe.ai\/\">https:\/\/typesafe.ai\/<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2. Introducing System One Models &amp; Jev \u2014 TypeSafe AI\uff082026\u5e749\u670815\u65e5\uff09 <a href=\"https:\/\/typesafe.ai\/blog\/introducing-system-one-models-and-jev\">https:\/\/typesafe.ai\/blog\/introducing-system-one-models-and-jev<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">3. Introduction \u2014 TypeSafe AI Documentation <a href=\"https:\/\/docs.typesafe.ai\/introduction\">https:\/\/docs.typesafe.ai\/introduction<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">4. Confidence \u2014 TypeSafe AI Documentation <a href=\"https:\/\/docs.typesafe.ai\/confidence\">https:\/\/docs.typesafe.ai\/confidence<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">5. Decisions \u2014 OpenAI API <a href=\"https:\/\/developers.openai.com\/api\/docs\/guides\/decisions\">https:\/\/developers.openai.com\/api\/docs\/guides\/decisions<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">6. Changelog \u2014 OpenAI API\uff08\u542b2026\u5e7410\u67086\u65e5Decisions API\u53d1\u5e03\u8bb0\u5f55\uff09 <a href=\"https:\/\/developers.openai.com\/api\/docs\/changelog\">https:\/\/developers.openai.com\/api\/docs\/changelog<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">7. Microsoft-Decision-1 \u2014 Microsoft Foundry Model Catalog <a href=\"https:\/\/ai.azure.com\/catalog\/models\/Microsoft-Decision-1\">https:\/\/ai.azure.com\/catalog\/models\/Microsoft-Decision-1<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">8. Introducing Microsoft-Decision-1, Our Model for Fast Decision-Making \u2014 Microsoft\uff082026\u5e7410\u67089\u65e5\uff09 <a href=\"https:\/\/commandline.microsoft.com\/microsoft-decision-1-model-foundry\/\">https:\/\/commandline.microsoft.com\/microsoft-decision-1-model-foundry\/<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">9. Deploy and Use Microsoft-Decision-1 in Microsoft Foundry \u2014 Microsoft Learn <a href=\"https:\/\/learn.microsoft.com\/en-us\/azure\/foundry\/foundry-models\/how-to\/use-foundry-models-microsoft-decision\">https:\/\/learn.microsoft.com\/en-us\/azure\/foundry\/foundry-models\/how-to\/use-foundry-models-microsoft-decision<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f00\u6e90\u5b9e\u73b0\u4e0e\u8bc4\u6d4b\u8d44\u6599<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">10. H2O-Lightning-4B \u2014 H2O.ai Model Card <a href=\"https:\/\/huggingface.co\/h2oai\/h2o-lightning-4b\">https:\/\/huggingface.co\/h2oai\/h2o-lightning-4b<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">11. Strands Decider \u2014 GitHub Repository <a href=\"https:\/\/github.com\/strands-labs\/strands-decider\">https:\/\/github.com\/strands-labs\/strands-decider<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">12. Jev vs H2O-Lightning-4B v1.1 \u2014 JevBench \/ Benchmark Heaven <a href=\"https:\/\/benchmarkheaven.com\/jev-models\/jev-vs-h2o-lightning-4b\">https:\/\/benchmarkheaven.com\/jev-models\/jev-vs-h2o-lightning-4b<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">13. Workflow Evals \u2014 TypeSafe AI <a href=\"https:\/\/evals.typesafe.ai\/\">https:\/\/evals.typesafe.ai\/<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u57fa\u7840\u5b66\u672f\u7814\u7a76<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">14. On Calibration of Modern Neural Networks \u2014 Guo et al., ICML 2017 <a href=\"https:\/\/proceedings.mlr.press\/v70\/guo17a.html\">https:\/\/proceedings.mlr.press\/v70\/guo17a.html<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4e00\u3001AI\u6b63\u5728\u51fa\u73b0\u4e00\u4e2a\u65b0\u7684\u6280\u672f\u65b9\u5411\uff1a\u4e0d\u751f\u6210\u5185\u5bb9\uff0c\u800c\u662f\u76f4\u63a5\u4f5c\u51fa\u51b3\u7b56 \u8fc7\u53bb\u51e0\u5e74\uff0c\u4eba\u5de5\u667a\u80fd\u7684\u53d1\u5c55\u4e3b\u8981\u56f4\u7ed5\u5927\u8bed\u8a00\u6a21\u578b\uff08L [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center 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center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[8],"tags":[39,103,94,86,79],"class_list":["post-7396","post","type-post","status-publish","format-standard","hentry","category-tech","tag-ai","tag-openai","tag-agentic-ai","tag-llm","tag-microsoft"],"rttpg_featured_image_url":null,"rttpg_author":{"display_name":"NullThought","author_link":"https:\/\/nullthought.net\/?author=1"},"rttpg_comment":0,"rttpg_category":"<a href=\"https:\/\/nullthought.net\/?cat=8\" rel=\"category\">Tech<\/a>","rttpg_excerpt":"\u4e00\u3001AI\u6b63\u5728\u51fa\u73b0\u4e00\u4e2a\u65b0\u7684\u6280\u672f\u65b9\u5411\uff1a\u4e0d\u751f\u6210\u5185\u5bb9\uff0c\u800c\u662f\u76f4\u63a5\u4f5c\u51fa\u51b3\u7b56 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