{"id":4227,"date":"2026-07-16T12:41:36","date_gmt":"2026-07-16T12:41:36","guid":{"rendered":"https:\/\/umaax.com\/tengxunhunyuanhy3shiceyuglm51deepseekv4prohengxiangduibi01mo\/"},"modified":"2026-07-16T12:41:36","modified_gmt":"2026-07-16T12:41:36","slug":"tengxunhunyuanhy3shiceyuglm51deepseekv4prohengxiangduibi01mo","status":"publish","type":"post","link":"https:\/\/umaax.com\/en\/tengxunhunyuanhy3shiceyuglm51deepseekv4prohengxiangduibi01mo\/","title":{"rendered":"\u817e\u8baf\u6df7\u5143 Hy3 \u5b9e\u6d4b \u2013 \u4e0e GLM 5.1\u3001DeepSeek V4 Pro \u6a2a\u5411\u5bf9\u6bd401. \u6a21\u578b\u5b9e\u6d4b02. \u6d4b\u8bd5\u603b\u7ed303. \u4e00\u4e9b\u5206\u4eab"},"content":{"rendered":"<p><img fetchpriority=\"high\" decoding=\"async\" class=\"alignnone size-full wp-image-81791\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/07\/\u672a\u547d\u540d24-71.png\"  alt=\"\" width=\"1200\" height=\"549\" \/> <\/p>\n<p>\u6700\u8fd1\u817e\u8baf\u7684\u6df7\u5143 Hy3\u51fa\u4e86\uff0cWorkBuddy \u76f4\u63a5\u80fd\u514d\u8d39\u7528\u5230\uff0c\u5927\u5bb6\u62a2\u7740\u7528\u90fd\u5e72\u6392\u961f\u4e86\u3002<\/p>\n<p>Hy3 \u662f 4 \u6708\u5e95\u53d1\u5e03\u7684 Hy3 preview \u5347\u7ea7\u7248\u3002<\/p>\n<p>\u5728\u771f\u5b9e\u5de5\u4f5c\u7684\u6a21\u578b\u76f2\u6d4b\u4e2d\uff0cHy3 \u5747\u5206\u4f18\u4e8e GLM 5.1\u3002\u5728\u63a8\u7406\u3001\u667a\u80fd\u4f53\u3001\u957f\u4e0a\u4e0b\u6587\u7b49\u4efb\u52a1\u66f4\u662f\u6bd4\u80a9\u56fd\u5185\u5916\u66f4\u5927\u5c3a\u5bf8\u65d7\u8230\u6a21\u578b\uff08\u53c2\u6570\u89c4\u6a21\u5f80\u5f80\u662f Hy3 \u7684 2\uff5e5 \u500d\uff09\u7684\u6548\u679c\u3002<\/p>\n<p> <img decoding=\"async\" class=\"aligncenter wp-image-81792\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/07\/\u672a\u547d\u540d24-72.png\"  alt=\"\" width=\"678\" height=\"482\" \/> <\/p>\n<p>\u65e2\u7136 Hy3 \u7684\u5ba3\u4f20\u8bf4\u6bd4\u80a9\u66f4\u5927\u5c3a\u5bf8\uff082-5\u500d\uff09\u65d7\u8230\u6a21\u578b\uff0c\u6bd4 GLM 5.1 \u5b9e\u6d4b\u5f3a\uff0c\u90a3\u80af\u5b9a\u8981\u6839\u636e\u8fd9\u4e2a\u5ba3\u4f20\u6d4b\u6d4b\u7684\u3002<\/p>\n<p>\u6211\u9009\u62e9\u4e86\u4e24\u4e2a\u53c2\u6570\u91cf\u6bd4 Hy3 \u9ad8\u7684\uff1aGLM 5.1\uff0cDeepSeek-V4-Pro\uff0c\u4e00\u4e2a\u548c\u4ed6\u53c2\u6570\u91cf\u5dee\u4e0d\u591a\u7684\uff1aDeepSeek-V4-Flash\uff0c\u4e00\u8d77\u6a2a\u8bc4\u4e00\u4e0b\u3002<\/p>\n<p>\u662f\u9aa1\u5b50\u662f\u9a6c\uff0c\u54b1\u62c9\u51fa\u6765\u6e9c\u6e9c\uff01<\/p>\n<p>\u00a0<\/p>\n<h1 style=\"text-align: center;\"><span style=\"font-size: 24pt;\">01. \u6a21\u578b\u5b9e\u6d4b<\/span><\/h1>\n<p>\u00a0<\/p>\n<h3><strong>case 1 \u524d\u7aef\u8bbe\u8ba1<\/strong><\/h3>\n<blockquote>\n<p>\u63d0\u793a\u8bcd\uff1a<\/p>\n<p>\u505a\u4e00\u4e2a AI \u6a21\u578b\u6a2a\u8bc4 Dashboard\u3002<\/p>\n<p>\u00a0<\/p>\n<p>\u5185\u5bb9\u5305\u62ec\uff1a<\/p>\n<ul>\n<li>1.\u9876\u90e8\u5c55\u793a 4 \u4e2a\u6a21\u578b\uff1ahy3\u3001GLM 5.1\u3001DeepSeek V4 Pro\u3001DeepSeek V4 Flash\u3002<\/li>\n<li>2.\u4e2d\u95f4\u662f\u8bc4\u5206\u77e9\u9635\uff1a\u4ee3\u7801\u3001\u63a8\u7406\u3001\u5199\u4f5c\u3001\u89c6\u89c9\u3001\u901f\u5ea6\u3001\u7a33\u5b9a\u6027\u3002<\/li>\n<li>3.\u53f3\u4fa7\u5c55\u793a\u5f53\u524d\u9009\u4e2d\u6a21\u578b\u7684\u4f18\u7f3a\u70b9\u3002<\/li>\n<li>4.\u5e95\u90e8\u5c55\u793a\u6d4b\u8bd5 case \u8fd0\u884c\u8bb0\u5f55\u3002<\/li>\n<\/ul>\n<p>\u8bbe\u8ba1\u8981\u6c42\uff1a<\/p>\n<ul>\n<li>1.\u4e0d\u8981\u505a\u8425\u9500\u843d\u5730\u9875\u3002<\/li>\n<li>2.\u8981\u50cf\u4e13\u4e1a SaaS \u5de5\u5177\uff0c\u4fe1\u606f\u5bc6\u5ea6\u9ad8\u4f46\u4e0d\u4e71\u3002<\/li>\n<li>3.\u652f\u6301\u684c\u9762\u548c\u624b\u673a\u3002<\/li>\n<li>4.\u6709\u771f\u5b9e\u4ea4\u4e92\uff1a\u5207\u6362\u6a21\u578b\u3001\u7b5b\u9009\u6d4b\u8bd5\u7c7b\u578b\u3001\u6392\u5e8f\u5206\u6570\u3002<\/li>\n<li>\u4e0d\u8981\u4f7f\u7528\u5927\u6e10\u53d8\u80cc\u666f\u3001\u73bb\u7483\u62df\u6001\u3001\u7a7a\u6d1e\u88c5\u9970\u3002<\/li>\n<\/ul>\n<\/blockquote>\n<p><strong>Hy3\uff1a<\/strong><\/p>\n<p> <img decoding=\"async\" class=\"aligncenter wp-image-81833\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/07\/\u672a\u547d\u540d24-74.png\"  alt=\"\" width=\"678\" height=\"789\" \/> <\/p>\n<p>Hy3 \u5b8c\u6210\u5ea6\u5f88\u9ad8\uff0c\u4fe1\u606f\u67b6\u6784\u6700\u50cf\u771f\u5b9e\u6a2a\u8bc4\u5de5\u5177\uff1a\u9876\u90e8 KPI\u30014 \u4e2a\u6a21\u578b\u5361\u3001\u8bc4\u5206\u77e9\u9635\u3001\u53f3\u4fa7\u6a21\u578b\u8be6\u60c5\u3001\u96f7\u8fbe\u56fe\u3001\u7ef4\u5ea6\u660e\u7ec6\u3001\u4f18\u7f3a\u70b9\u3001\u89c4\u683c\u533a\u3001\u6d4b\u8bd5\u8bb0\u5f55\u548c\u7b5b\u9009\u90fd\u9f50\u4e86\u3002<\/p>\n<p>\u684c\u9762\u4e2d\u6bb5\u5de6\u4fa7\u6709\u4e00\u5757\u660e\u663e\u7a7a\u767d\uff0c\u9020\u6210\u9875\u9762\u6d4f\u89c8\u8282\u594f\u4e0d\u5747\u3002<\/p>\n<p><strong>DeepSeek-V4-Pro\uff1a<\/strong><\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-81834\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/07\/\u672a\u547d\u540d24-75.png\"  alt=\"\" width=\"678\" height=\"878\" \/> <\/p>\n<p>DeepSeek-V4-Pro \u7684\u7ed3\u6784\u6e05\u695a\uff0c\u505a\u4e86 6 \u7ef4\u5ea6 \u00d7 4 \u6a21\u578b\u7684\u8bc4\u5206\u77e9\u9635\uff0c\u9009\u4e2d\u5217\u3001\u7b5b\u9009\u6309\u94ae\u3001\u6d4b\u8bd5\u5386\u53f2\u8868\u90fd\u80fd\u5de5\u4f5c\u3002<\/p>\n<p>\u4f46\u8bbe\u8ba1\u8fa8\u8bc6\u5ea6\u504f\u5f31\uff0c\u50cf\u201c\u6807\u51c6\u767d\u5e95 SaaS \u8868\u683c demo\u201d\uff1b\u77e9\u9635\u533a\u57df\u6709\u5927\u5757\u7a7a\u767d\uff0c\u9875\u9762\u5bc6\u5ea6\u63a7\u5236\u4e0d\u597d\uff1b\u7ec6\u8282\u4e0a\u5c11\u4e86\u6a21\u578b\u753b\u50cf\u3001\u89c4\u683c\u3001\u56fe\u5f62\u5316\u80fd\u529b\u9762\u677f\uff0c\u8bb0\u5fc6\u70b9\u4e0d\u591f\u3002<\/p>\n<p><strong>DeepSeek-V4-Flash\uff1a<\/strong><\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-81835\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/07\/\u672a\u547d\u540d24-77.png\"  alt=\"\" width=\"678\" height=\"757\" \/> <\/p>\n<p>DeepSeek-V4-Flash \u5361\u7247\u3001\u6761\u5f62\u56fe\u3001\u8868\u683c\u90fd\u5f88\u7a33\uff0c\u89c6\u89c9\u514b\u5236\uff0c\u6ca1\u4e71\u7528\u88c5\u9970\u3002<\/p>\n<p>\u4f46\u6240\u8c13\u201c\u8bc4\u5206\u77e9\u9635\u201d\u53ea\u5c55\u793a\u5f53\u524d\u9009\u4e2d\u6a21\u578b\u7684 6 \u4e2a\u7ef4\u5ea6\uff0c\u4e0d\u662f\u771f\u6b63\u7684\u56db\u6a21\u578b\u6a2a\u5411\u77e9\u9635\u3002\u4fe1\u606f\u5c42\u7ea7\u5c11\uff0c\u50cf\u6a21\u578b\u8be6\u60c5\u9875 + \u8bb0\u5f55\u8868\uff0c\u4e0d\u592a\u50cf\u5b8c\u6574\u6a2a\u8bc4\u5de5\u4f5c\u53f0\u3002<\/p>\n<p><strong>GLM 5.1\uff1a<\/strong><\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-81836\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/07\/\u672a\u547d\u540d24-78.png\"  alt=\"\" width=\"678\" height=\"525\" \/> <\/p>\n<p>GLM 5.1 \u9875\u9762\u6ca1\u6709\u8dd1\u8d77\u6765\u3002\u6d4f\u89c8\u5668\u62a5\u4e86 Invalid or unexpected token\uff0c\u6a21\u578b\u5361\u7247\u3001\u77e9\u9635\u3001\u8be6\u60c5\u3001\u6d4b\u8bd5\u8bb0\u5f55\u5168\u90fd\u6ca1\u6e32\u67d3\uff0c\u53ea\u5269\u6697\u8272\u5916\u58f3\u548c\u7a7a\u8868\u5934\u3002<\/p>\n<p><strong>\u672c case \u6392\u540d\uff1aHy3 > DeepSeek-V4-Pro > DeepSeek-V4-Flash > GLM 5.1<\/strong><\/p>\n<h3><strong>case 2 3D\u7269\u7406\u4ea4\u4e92<\/strong><\/h3>\n<blockquote>\n<p>\u63d0\u793a\u8bcd\uff1a<\/p>\n<p>\u505a\u4e00\u4e2a 3D \u5c0f\u7403\u8ff7\u5bab\u3002<\/p>\n<p>\u00a0<\/p>\n<p>\u8981\u6c42\uff1a<\/p>\n<ol>\n<li>\u4f7f\u7528 Three.js\u3002<\/li>\n<li>\u753b\u9762\u4e2d\u6709\u4e00\u4e2a\u503e\u659c\u8ff7\u5bab\u677f\u548c\u4e00\u4e2a\u5c0f\u7403\u3002<\/li>\n<li>\u901a\u8fc7\u952e\u76d8\u65b9\u5411\u952e\u63a7\u5236\u8ff7\u5bab\u677f\u503e\u659c\u3002<\/li>\n<li>\u5c0f\u7403\u4f1a\u6839\u636e\u503e\u659c\u65b9\u5411\u6eda\u52a8\u3002<\/li>\n<li>\u6709\u5899\u4f53\u3001\u7ec8\u70b9\u3001\u5931\u8d25\u6d1e\u53e3\u3002<\/li>\n<li>\u5230\u8fbe\u7ec8\u70b9\u663e\u793a\u901a\u5173\u65f6\u95f4\u3002<\/li>\n<li>\u6389\u8fdb\u6d1e\u53e3\u540e\u91cd\u7f6e\u3002<\/li>\n<li>\u8981\u6709\u57fa\u7840\u7269\u7406\u6548\u679c\uff0c\u4e0d\u80fd\u53ea\u662f\u6539\u5750\u6807\u5047\u88c5\u6eda\u52a8\u3002<\/li>\n<\/ol>\n<\/blockquote>\n<p style=\"width: 100%; height: 400px;\"><iframe style=\"width: 100%; height: 100%;\" src=\"https:\/\/player.bilibili.com\/player.html?isOutside=true&#038;aid=116910436130583&#038;bvid=BV1qqNC6YEB4&#038;cid=39899105565&#038;p=1\" frameborder=\"no\" scrolling=\"no\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<p>\u975e\u5e38\u7a33\uff0c\u672c\u5730\u81ea\u5e26 three.min.js\uff0c\u53ef\u76f4\u63a5\u8dd1\uff1b\u7269\u7406\u5b9e\u73b0\u6e05\u695a\uff0c\u6709\u503e\u659c\u677f\u3001\u6eda\u52a8\u5c0f\u7403\u3001\u5899\u4f53\u78b0\u649e\u3001\u6d1e\u53e3\u6389\u843d\u91cd\u7f6e\u3001\u7ec8\u70b9\u3001\u8ba1\u65f6\u3001\u6389\u843d\u6b21\u6570\u3001\u79fb\u52a8\u7aef D-pad\u3002\u6309\u952e\u540e\u7403\u7684\u4f4d\u7f6e\u548c\u8ba1\u65f6\u90fd\u660e\u663e\u53d8\u5316\u3002<\/p>\n<p><strong>DeepSeek-V4-Pro\uff1a<\/strong><\/p>\n<p style=\"width: 100%; height: 400px;\"><iframe style=\"width: 100%; height: 100%;\" src=\"https:\/\/player.bilibili.com\/player.html?isOutside=true&#038;aid=116910435933957&#038;bvid=BV1EqNC6vEAs&#038;cid=39899105275&#038;p=1\" frameborder=\"no\" scrolling=\"no\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<p>DeepSeek-V4-Pro \u601d\u8def\u5f88\u9ad8\u7ea7\uff0c\u7528\u4e86 React Three Fiber + Rapier\uff0c\u6784\u5efa\u4e5f\u901a\u8fc7\uff0c\u8bf4\u660e\u77e5\u9053\u8be5\u7528\u7269\u7406\u5f15\u64ce\u3002<\/p>\n<p>\u4f46\u5b9e\u9645\u73a9\u8d77\u6765\u95ee\u9898\u6709\u70b9\u5927\uff0c\u5de6\u53f3\u91cd\u529b\u903b\u8f91\u662f\u6df7\u4e71\u7684\uff0c\u677f\u5b50\u7fd8\u8d77\u6765\u5374\u5f80\u9ad8\u5904\u8dd1\u3002<\/p>\n<p><strong>DeepSeek-V4-Flash\uff1a<\/strong><\/p>\n<p style=\"width: 100%; height: 400px;\"><iframe style=\"width: 100%; height: 100%;\" src=\"https:\/\/player.bilibili.com\/player.html?isOutside=true&#038;aid=116910419156987&#038;bvid=BV17zNC6PEjb&#038;cid=39899104806&#038;p=1\" frameborder=\"no\" scrolling=\"no\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<p>\u6709 canvas\u3001\u6709\u8ff7\u5bab\u3001\u6709\u8ba1\u65f6\u3001\u6709\u6d1e\u53e3\u548c\u901a\u5173\u5f39\u7a97\u3002<\/p>\n<p>\u7f3a\u70b9\u662f\u6e38\u620f\u7cfb\u7edf\u4ecd\u504f\u8584\uff1a\u6d1e\u53e3\u5c11\u3001HUD \u4fe1\u606f\u5c11\u3001\u5de6\u53f3\u91cd\u529b\u903b\u8f91\u662f\u6df7\u4e71\u7684\uff0c\u677f\u5b50\u7fd8\u8d77\u6765\u5374\u5f80\u9ad8\u5904\u8dd1\u3002\u3002<\/p>\n<p><strong>GLM 5.1\uff1a<\/strong><\/p>\n<p style=\"width: 100%; height: 400px;\"><iframe style=\"width: 100%; height: 100%;\" src=\"https:\/\/player.bilibili.com\/player.html?isOutside=true&#038;aid=116910419089130&#038;bvid=BV1ZzNC6AEJy&#038;cid=39899104492&#038;p=1\" frameborder=\"no\" scrolling=\"no\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<p>\u5b8c\u6210\u5ea6\u5f88\u9ad8\uff0c\u753b\u9762\u91cc\u6709\u5b8c\u6574\u8ff7\u5bab\u3001\u5899\u4f53\u3001\u591a\u4e2a\u5931\u8d25\u6d1e\u53e3\u3001\u7ec8\u70b9\u3001\u9634\u5f71\u3001HUD\u3001\u6700\u4f73\u65f6\u95f4\u3001WASD\/\u65b9\u5411\u952e\u3001R \u91cd\u5f00\u3001\u9f20\u6807\u89c6\u89d2\u65cb\u8f6c\u3002<\/p>\n<p>\u4f46\u662f\u4e0a\u4e0b\u5de6\u53f3\u91cd\u529b\u903b\u8f91\u90fd\u662f\u6df7\u4e71\u7684\uff0c\u677f\u5b50\u7fd8\u8d77\u6765\u5374\u5f80\u9ad8\u5904\u8dd1\u3002<\/p>\n<p><strong>\u672c case \u6392\u540d\uff1aHy3 > GLM 5.1 > DeepSeek-V4-Pro > DeepSeek-V4-Flash<\/strong><\/p>\n<h3><strong>case 3 \u5854\u9632\u6e38\u620f<\/strong><\/h3>\n<blockquote>\n<p>\u63d0\u793a\u8bcd\uff1a<\/p>\n<p>\u505a\u4e00\u4e2a\u8ff7\u4f60\u5854\u9632\u6e38\u620f\u3002<\/p>\n<p>\u00a0<\/p>\n<p>\u8981\u6c42\uff1a<\/p>\n<ol>\n<li>\u5730\u56fe\u4e0a\u6709\u56fa\u5b9a\u8def\u5f84\uff0c\u654c\u4eba\u6cbf\u8def\u5f84\u79fb\u52a8\u3002<\/li>\n<li>\u73a9\u5bb6\u53ef\u4ee5\u5728\u7a7a\u5730\u653e\u7f6e\u70ae\u5854\u3002<\/li>\n<li>\u70ae\u5854\u81ea\u52a8\u653b\u51fb\u8303\u56f4\u5185\u6700\u8fd1\u7684\u654c\u4eba\u3002<\/li>\n<li>\u654c\u4eba\u6b7b\u4ea1\u6389\u91d1\u5e01\u3002<\/li>\n<li>\u6bcf\u4e00\u6ce2\u654c\u4eba\u6570\u91cf\u548c\u901f\u5ea6\u589e\u52a0\u3002<\/li>\n<li>\u6709\u751f\u547d\u503c\u3001\u91d1\u5e01\u3001\u6ce2\u6b21\u3001\u6682\u505c\u3001\u91cd\u65b0\u5f00\u59cb\u3002<\/li>\n<li>\u70ae\u5854\u81f3\u5c11\u6709\u4e24\u79cd\uff1a\u5355\u4f53\u9ad8\u4f24\u3001\u8303\u56f4\u4f4e\u4f24\u3002<\/li>\n<li>\u6e38\u620f\u8981\u80fd\u5e73\u8861\u5230\u81f3\u5c11\u73a9 5 \u6ce2\u3002<\/li>\n<\/ol>\n<\/blockquote>\n<p><strong>Hy3\uff1a<\/strong><\/p>\n<p style=\"width: 100%; height: 400px;\"><iframe style=\"width: 100%; height: 100%;\" src=\"https:\/\/player.bilibili.com\/player.html?isOutside=true&#038;aid=116910419218906&#038;bvid=BV1BzNC6PEhc&#038;cid=39899103924&#038;p=1\" frameborder=\"no\" scrolling=\"no\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<p>Hy3 \u6709\u4e09\u79cd\u5854\uff1a\u7bad\u5854\u3001\u70ae\u5854\u3001\u51b0\u5854\uff0c\u8986\u76d6\u5355\u4f53\u3001AOE\u3001\u51cf\u901f\uff1b\u8fd8\u6709\u51fa\u552e\u8fd4\u8fd8\u3001\u6682\u505c\u3001\u91cd\u5f00\u3001\u6ce2\u6b21\u72b6\u6001\u3002UI \u6e05\u695a\uff0c\u654c\u4eba\u8840\u6761\u3001\u8def\u5f84\u3001\u5854\u4f4d\u53cd\u9988\u90fd\u597d\uff0c\u50cf\u4e00\u4e2a\u5b8c\u6574\u5c0f\u6e38\u620f\u539f\u578b\u3002<\/p>\n<p><strong>DeepSeek-V4-Pro\uff1a<\/strong><\/p>\n<p style=\"width: 100%; height: 400px;\"><iframe style=\"width: 100%; height: 100%;\" src=\"https:\/\/player.bilibili.com\/player.html?isOutside=true&#038;aid=116910435995918&#038;bvid=BV1zqNC6vE7J&#038;cid=39899105365&#038;p=1\" frameborder=\"no\" scrolling=\"no\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<p>DeepSeek-V4-Pro \u7684React\/Vite \u7248\u672c\uff0c\u653e\u5854\u548c 5 \u6ce2\u6d41\u7a0b\u53ef\u7528\u3002<\/p>\n<p>\u4f46\u6574\u4f53\u66f4\u50cf\u57fa\u7840 Demo\uff1a\u53ea\u6709\u4e24\u79cd\u5854\u3001\u6ca1\u6709\u65e5\u5fd7\/\u51fa\u552e\/\u51cf\u901f\/\u654c\u4eba\u7c7b\u578b\u53d8\u5316\uff0c\u89c6\u89c9\u4e5f\u6bd4\u8f83\u7b80\u5355\u3002<\/p>\n<p><strong>DeepSeek-V4-Flash\uff1a<\/strong><\/p>\n<p style=\"width: 100%; height: 400px;\"><iframe style=\"width: 100%; height: 100%;\" src=\"https:\/\/player.bilibili.com\/player.html?isOutside=true&#038;aid=116910419090163&#038;bvid=BV1ZzNC6AEcd&#038;cid=39899104583&#038;p=1\" frameborder=\"no\" scrolling=\"no\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<p>DeepSeek-V4-Flash \u5355\u6587\u4ef6\u5b8c\u6210\u5ea6\u4e0d\u9519\uff0c\u80fd\u653e\u5854\u3001\u5f00\u6ce2\u3001\u51fb\u6740\u8fd4\u94b1\uff0c\u6709\u4e8b\u4ef6\u63d0\u793a\u548c\u5854\u5c5e\u6027\u9762\u677f\u3002<\/p>\n<p>\u77ed\u677f\u662f\u53ea\u6709\u4e24\u79cd\u5854\uff0c\u654c\u4eba\u548c\u7b56\u7565\u6df1\u5ea6\u4e00\u822c\uff0c\u754c\u9762\u89c2\u611f\u5f31\u3002<\/p>\n<p><strong>GLM 5.1\uff1a<\/strong><\/p>\n<p style=\"width: 100%; height: 400px;\"><iframe style=\"width: 100%; height: 100%;\" src=\"https:\/\/player.bilibili.com\/player.html?isOutside=true&#038;aid=116910419221474&#038;bvid==BV1BzNC6PEP8&#038;cid=39899103975&#038;p=1\" frameborder=\"no\" scrolling=\"no\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<p>GLM 5.1 \u7684\u6e38\u620f\u7ed3\u6784\u5f88\u4ea7\u54c1\u5316\uff1a10 \u6ce2\u3001\u4e24\u79cd\u5854\u3001\u591a\u654c\u4eba\u7c7b\u578b\u3001\u901f\u5ea6\u6309\u94ae\u3001\u4e8b\u4ef6\u65e5\u5fd7\u3001\u53f3\u4fa7\u5546\u5e97\u4fe1\u606f\u5b8c\u6574\u3002<\/p>\n<p>\u4f46\u753b\u9762\u504f\u6697\uff0c\u6218\u6597\u53cd\u9988\u4e0d\u76f4\u89c2\uff1b\u5854\u7c7b\u578b\u5c11\uff0c\u4e5f\u6ca1\u6709\u51fa\u552e\/\u5347\u7ea7\u3002<\/p>\n<p>\u672c case \u6392\u540d\uff1aHy3 > GLM 5.1 > DeepSeek-V4-Flash > DeepSeek-V4-Pro<\/p>\n<h3><strong>case 4\u4ee3\u7801\u8c03\u8bd5<\/strong><\/h3>\n<blockquote>\n<p>\u63d0\u793a\u8bcd\uff1a<\/p>\n<p>\u4e0b\u9762\u8fd9\u6bb5 Python \u4ee3\u7801\u7528\u4e8e\u627e\u51fa\u6570\u7ec4\u4e2d\u548c\u4e3a target \u7684\u4e24\u4e2a\u6570\u4e0b\u6807\uff0c\u4f46\u6709 bug\u3002\u8bf7\u6307\u51fa bug\u3001\u7ed9\u51fa\u4fee\u590d\u4ee3\u7801\uff0c\u5e76\u8865\u5145 3 \u4e2a\u6d4b\u8bd5\u7528\u4f8b\u3002<\/p>\n<p>\u00a0<\/p>\n<p>def two_sum(nums, target):<\/p>\n<p>seen = {}<\/p>\n<p>for i, n in enumerate(nums):<\/p>\n<p>if target \u2013 n in seen:<\/p>\n<p>return [i, seen[n]]<\/p>\n<p>seen[n] = i<\/p>\n<p>return []<\/p>\n<\/blockquote>\n<p><strong>Hy3\uff1a<\/strong><\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-81950\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/07\/\u672a\u547d\u540d18.png\"  alt=\"\" width=\"678\" height=\"831\" \/> <\/p>\n<p>Hy3 \u6807\u51c6\u7528\u4f8b\u89e3\u91ca\u6e05\u695a\uff0c\u80fd\u6307\u51fa [2,7,11,15] \u4f1a KeyError\uff0c\u4fee\u590d\u4ee3\u7801\u6b63\u786e\uff0c\u6d4b\u8bd5\u8986\u76d6\u57fa\u672c\u3001\u91cd\u590d\u3001\u65e0\u89e3\u3002<\/p>\n<p>\u53ea\u662f\u5bf9\u201c\u53ea\u6709 n == target \u2013 n \u624d\u6b63\u786e\u201d\u7684\u8868\u8ff0\u7565\u7edd\u5bf9\uff0c\u539f\u59cb\u8fd4\u56de\u987a\u5e8f\u5982\u679c\u4e25\u683c\u8981\u6c42 [0,1]\uff0c[3,3] \u539f\u4ee3\u7801\u4e5f\u53ef\u80fd\u662f\u53cd\u7684\u3002<\/p>\n<p><strong>DeepSeek-V4-Pro\uff1a<\/strong><\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-81951\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/07\/\u672a\u547d\u540d18-1.png\"  alt=\"\" width=\"678\" height=\"549\" \/> <\/p>\n<p>DeepSeek-V4-Pro \u7684\u4fee\u590d\u548c\u6d4b\u8bd5\u662f\u5bf9\u7684\uff0c4 \u4e2a\u7528\u4f8b\u8986\u76d6\u4e5f\u5168\u3002\u4f46\u89e3\u91ca\u91cc\u8bf4 seen[n] \u53ef\u80fd\u662f\u201c\u5f53\u524d\u6570\u5b57 n \u7684\u7d22\u5f15\uff0c\u5373 i \u672c\u8eab\u201d\uff0c\u8fd9\u4e0d\u4e25\u8c28\uff0c\u56e0\u4e3a seen[n] = i \u53d1\u751f\u5728\u5224\u65ad\u4e4b\u540e\uff0c\u901a\u5e38\u8fd8\u6ca1\u5199\u5165\u3002<\/p>\n<p><strong>DeepSeek-V4-Flash\uff1a<\/strong><\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-81952\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/07\/\u672a\u547d\u540d18-2.png\"  alt=\"\" width=\"678\" height=\"359\" \/> <\/p>\n<p>DeepSeek-V4-Flash \u660e\u663e\u9519\u8bef\uff0c\u628a\u95ee\u9898\u8bef\u5224\u6210\u201c\u8fd4\u56de\u987a\u5e8f\u53cd\u4e86\u201d\uff0c\u4f46\u4ecd\u7136\u5199 seen[n]\uff0c\u6ca1\u6709\u6539\u6210 seen[target \u2013 n]\u3002\u6807\u51c6\u7528\u4f8b [2,7,11,15], target=9 \u4ecd\u4f1a KeyError\uff0c\u7ed9\u51fa\u7684\u6d4b\u8bd5\u81ea\u5df1\u90fd\u8dd1\u4e0d\u8fc7\u3002<\/p>\n<p><strong>GLM 5.1\uff1a<\/strong><\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-81953\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/07\/\u672a\u547d\u540d18-3.png\"  alt=\"\" width=\"678\" height=\"547\" \/> <\/p>\n<p>GLM 5.1 \u51c6\u786e\u6293\u5230\u6838\u5fc3\uff1a\u5224\u65ad\u7684\u662f target \u2013 n in seen\uff0c\u6240\u4ee5\u8fd4\u56de\u5fc5\u987b\u53d6 seen[target \u2013 n]\u3002\u8fd8\u8865\u5145\u4e86 seen[n] \u53ef\u80fd KeyError \u6216\u547d\u4e2d\u65e7\u91cd\u590d\u503c\uff0c\u89e3\u91ca\u5f88\u4e25\u8c28\u3002\u4fee\u590d\u4ee3\u7801\u548c\u6d4b\u8bd5\u90fd\u6b63\u786e\u3002<\/p>\n<p><strong>\u672c case \u6392\u540d\uff1aGLM 5.1 > Hy3 > DeepSeek-V4-Pro > DeepSeek-V4-Flas<\/strong><strong>h<\/strong><\/p>\n<h3><strong>case 5 \u4e2d\u6587\u5199\u4f5c<\/strong><\/h3>\n<blockquote>\n<p>\u63d0\u793a\u8bcd\uff1a<\/p>\n<p>\u8bf7\u628a\u4e0b\u9762\u8fd9\u6bb5\u8bdd\u6539\u6210\u66f4\u81ea\u7136\u7684\u516c\u4f17\u53f7\u6b63\u6587\uff0c\u4e0d\u8981\u50cf AI \u5199\u7684\u3002<\/p>\n<p>\u539f\u6587\uff1a<\/p>\n<p>\u5728\u4eba\u5de5\u667a\u80fd\u5feb\u901f\u53d1\u5c55\u7684\u4eca\u5929\uff0cAgent \u5df2\u7ecf\u4e0d\u518d\u53ea\u662f\u4e00\u4e2a\u6280\u672f\u6982\u5ff5\uff0c\u800c\u662f\u6b63\u5728\u6210\u4e3a\u6539\u53d8\u751f\u4ea7\u529b\u7684\u91cd\u8981\u5de5\u5177\u3002\u5bf9\u4e8e\u666e\u901a\u4eba\u6765\u8bf4\uff0c\u7406\u89e3 Agent \u7684\u610f\u4e49\u975e\u5e38\u91cd\u8981\uff0c\u56e0\u4e3a\u5b83\u4e0d\u4ec5\u80fd\u591f\u63d0\u5347\u5de5\u4f5c\u6548\u7387\uff0c\u8fd8\u80fd\u591f\u5e2e\u52a9\u6211\u4eec\u91cd\u65b0\u601d\u8003\u4eba\u4e0e\u673a\u5668\u7684\u5173\u7cfb\u3002<\/p>\n<\/blockquote>\n<p><strong>Hy3\uff1a<\/strong><\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-81954\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/07\/\u672a\u547d\u540d18-4.png\"  alt=\"\" width=\"678\" height=\"482\" \/> <\/p>\n<p>Hy3 \u5ba1\u7a3f\u610f\u8bc6\u5f88\u5f3a\uff0c\u80fd\u51c6\u786e\u6307\u51fa\u539f\u6587\u91cc\u7684 AI \u8154\u6765\u6e90\uff0c\u6539\u5199\u4e5f\u6709\u516c\u4f17\u53f7\u5f00\u5934\u7684\u6293\u529b\u3002<\/p>\n<p><strong>DeepSeek-V4-Pro\uff1a<\/strong><\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-81956\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/07\/\u672a\u547d\u540d18-5.png\"  alt=\"\" width=\"678\" height=\"109\" \/> <\/p>\n<p>DeepSeek-V4-Pro \u5e72\u51c0\uff0c\u77ed\u3001\u76f4\u63a5\u3001\u4e0d\u6cb9\u817b\u3002\u4f46\u4fe1\u606f\u91cf\u504f\u5c11\uff0c\u628a Agent \u5199\u6210\u666e\u901a\u6548\u7387\u5de5\u5177\uff0c\u5c11\u4e86\u201c\u4e3b\u52a8\u6267\u884c\u3001\u591a\u6b65\u9aa4\u4efb\u52a1\u3001\u4eba\u673a\u5206\u5de5\u53d8\u5316\u201d\u8fd9\u4e9b\u5173\u952e\u70b9\u3002<\/p>\n<p><strong>DeepSeek-V4-Flash\uff1a<\/strong><\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-81957\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/07\/\u672a\u547d\u540d18-6.png\"  alt=\"\" width=\"678\" height=\"109\" \/> <\/p>\n<p>DeepSeek-V4-Flash \u867d\u7136\u6bd4\u539f\u6587\u53e3\u8bed\u5316\uff0c\u4f46\u8fd8\u4fdd\u7559\u4e86\u660e\u663e\u6a21\u677f\uff1a \u4e0d\u53ea\u662f\u2026\u2026\u3001\u5b9e\u6253\u5b9e\u5730\u2026\u2026\u3001\u5de5\u4f5c\u6548\u7387\u7ffb\u500d\u3001\u91cd\u65b0\u60f3\u60f3\u3002\u4eba\u548c\u673a\u5668\u4e4b\u95f4\uff0c\u5230\u5e95\u8c01\u8be5\u542c\u8c01\u7684\uff0c\u8fd9\u53e5\u4e5f\u6709\u6807\u9898\u515a\u5473\u3002<\/p>\n<p><strong>GLM 5.1\uff1a<\/strong><\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-81958\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/07\/\u672a\u547d\u540d18-7.png\"  alt=\"\" width=\"678\" height=\"151\" \/> <\/p>\n<p>GLM 5.1 \u5177\u4f53\u3001\u6709\u573a\u666f\uff0c\u4e0d\u53ea\u8bf4\u201c\u63d0\u5347\u6548\u7387\u201d\uff0c\u800c\u662f\u5199\u5230\u8ba2\u673a\u7968\u3001\u6574\u7406\u6587\u6863\u3001\u76ef\u8fdb\u5ea6\u3001\u62a5\u8868\u3001\u90ae\u4ef6\u3001\u8d44\u6599\u5f52\u6863\uff0c\u8bfb\u8005\u80fd\u9a6c\u4e0a\u7406\u89e3 Agent \u7684\u7528\u5904\u3002\u8bed\u6c14\u4e5f\u6bd4\u8f83\u81ea\u7136\uff0c\u6ca1\u6709\u592a\u591a\u6a21\u677f\u53e5\u3002\u5c0f\u95ee\u9898\u662f\u201c\u4e0e\u5176\u2026\u2026\u4e0d\u5982\u2026\u2026\u201d\u7528\u4e86\u4e24\u6b21\u3002<\/p>\n<p><strong>\u672c case \u6392\u540d\uff1aGLM 5.1 > Hy3 > DeepSeek-V4-Pro > DeepSeek-V4-Flash<\/strong><\/p>\n<h3><strong>case 6\u7ea6\u675f\u9075\u5faa<\/strong><\/h3>\n<blockquote>\n<p>\u63d0\u793a\u8bcd\uff1a\u8bf7\u7528 JSON \u8f93\u51fa\uff0c\u4e0d\u8981 Markdown\uff0c\u4e0d\u8981\u89e3\u91ca\u3002<\/p>\n<p>\u4efb\u52a1\uff1a\u7ed9\u4e00\u5bb6 AI \u7f16\u7a0b\u5de5\u5177\u8bbe\u8ba1 5 \u6761\u4e2d\u6587\u5e7f\u544a\u8bed\u3002<\/p>\n<p>\u7ea6\u675f\uff1a<\/p>\n<ul>\n<li>1. \u6bcf\u6761\u4e0d\u8d85\u8fc7 16 \u4e2a\u6c49\u5b57\u3002<\/li>\n<li>2. \u4e0d\u80fd\u51fa\u73b0\u201c\u6548\u7387\u201d\u201c\u667a\u80fd\u201d\u201c\u672a\u6765\u201d\u4e09\u4e2a\u8bcd\u3002<\/li>\n<li>3. \u6bcf\u6761\u90fd\u8981\u5305\u542b\u4e00\u4e2a\u52a8\u8bcd\u3002<\/li>\n<li>4. JSON \u5b57\u6bb5\u4e3a slogans\uff0c\u503c\u4e3a\u5b57\u7b26\u4e32\u6570\u7ec4\u3002<\/li>\n<\/ul>\n<\/blockquote>\n<p><strong>Hy3\uff1a<\/strong><\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-81959\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/07\/\u672a\u547d\u540d18-8.png\"  alt=\"\" width=\"312\" height=\"468\" \/> <\/p>\n<p>Hy3 \u7684JSON \u683c\u5f0f\u89c4\u8303\uff0c\u5b57\u6bb5\u6b63\u786e\uff0c\u521a\u597d 5 \u6761\uff0c\u5168\u662f\u4e2d\u6587\u77ed\u53e5\uff0c\u6ca1\u6709\u82f1\u6587\u3001\u7a7a\u683c\u3001\u591a\u4f59\u89e3\u91ca\u3002<\/p>\n<p><strong>DeepSeek-V4-Pro\uff1a<\/strong><\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-81960\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/07\/\u672a\u547d\u540d18-9.png\"  alt=\"\" width=\"678\" height=\"75\" \/> <\/p>\n<p>DeepSeek-V4-Pro \u7684JSON \u5408\u89c4\uff0c\u6587\u6848\u66f4\u6709\u753b\u9762\u611f\uff0c\u4f46\u6709\u51e0\u6761\u504f\u957f\uff0c\u6bd4\u5982\uff1a\u5f00\u53e3\u8bf4\u9700\u6c42\uff0c\u4ee3\u7801\u81ea\u5df1\u957f\u3001\u628a\u60f3\u6cd5\u4e22\u8fdb\u53bb\u5c31\u884c\u3002<\/p>\n<p><strong>DeepSeek-V4-Flash\uff1a<\/strong><\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-81961\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/07\/\u672a\u547d\u540d18-10.png\"  alt=\"\" width=\"678\" height=\"75\" \/> <\/p>\n<p>DeepSeek-V4-Flash \u683c\u5f0f\u6ca1\u95ee\u9898\uff0c\u4f46\u7ea6\u675f\u9075\u5faa\u6700\u5f31\u3002\u7528\u4e86 bug\u3001AI \u8fd9\u6837\u7684\u82f1\u6587\uff1b\u6539\u5b8cbug\u76f4\u63a5\u4e0a\u7ebf\u3001\u4e00\u4eba\u4e00AI\u6491\u8d77\u5168\u6808\uff0c\u4e5f\u6bd4\u8f83\u5938\u5f20\uff0c\u50cf\u5ba3\u4f20\u8bdd\u672f\u3002<\/p>\n<p><strong>GLM 5.1\uff1a<\/strong><\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-81962\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/07\/\u672a\u547d\u540d18-11.png\"  alt=\"\" width=\"678\" height=\"75\" \/> <\/p>\n<p>GLM 5.1 \u4e5f\u5f88\u7a33\uff0c5 \u6761\u90fd\u77ed\uff0c\u8282\u594f\u7edf\u4e00\u3002\u4f46\u7528\u4e86 Bug\u8fd9\u4e2a\u82f1\u6587\u5355\u8bcd\u3002<\/p>\n<p><strong>\u672c case \u6392\u540d\uff1aHy3 > DeepSeek-V4-Pro> GLM 5.1 > DeepSeek-V4-Flashcase 7<\/strong><\/p>\n<h3><strong>\u4ee3\u7801\u91cd\u6784<\/strong><\/h3>\n<blockquote>\n<p>\u63d0\u793a\u8bcd\uff1a\u4e0b\u9762\u51fd\u6570\u5df2\u7ecf\u5728\u7ebf\u4e0a\u8dd1\u4e86\u4e24\u5e74\uff0c\u73b0\u5728\u8981\u652f\u6301\u4f18\u60e0\u5238\u3001\u4f1a\u5458\u6298\u6263\u3001\u533a\u57df\u7a0e\u7387\u3002\u8bf7\u8bbe\u8ba1\u91cd\u6784\u65b9\u6848\u3002<\/p>\n<p>function calcTotal(items, user) {<\/p>\n<p>let total = 0<\/p>\n<p>for (const item of items) {<\/p>\n<p>total += item.price * item.count<\/p>\n<p>}<\/p>\n<p>if (user.vip) total *= 0.9<\/p>\n<p>total *= 1.06<\/p>\n<p>return Math.round(total * 100) \/ 100<\/p>\n<p>}<\/p>\n<p>\u8981\u6c42\uff1a<\/p>\n<ul>\n<li>1. \u4e0d\u8981\u8fc7\u5ea6\u8bbe\u8ba1\u3002<\/li>\n<li>2. \u4fdd\u7559\u53ef\u6d4b\u8bd5\u6027\u3002<\/li>\n<li>3. \u7ed9\u51fa TypeScript \u4ee3\u7801\u3002<\/li>\n<li>4. \u7ed9\u51fa\u5355\u5143\u6d4b\u8bd5\u6837\u4f8b\u3002<\/li>\n<li>5. \u8bf4\u660e\u54ea\u4e9b\u903b\u8f91\u5e94\u8be5\u914d\u7f6e\u5316\u3002<\/li>\n<\/ul>\n<\/blockquote>\n<p><strong>Hy3\uff1a<\/strong><\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-81963\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/07\/\u672a\u547d\u540d18-12.png\"  alt=\"\" width=\"678\" height=\"1050\" \/> <\/p>\n<p>Hy3 \u62c6\u5206\u7eaf\u51fd\u6570\u3001\u914d\u7f6e\u5bf9\u8c61\u3001\u7a0e\u7387\/\u4f1a\u5458\u6298\u6263\/\u4f18\u60e0\u5238\u8fb9\u754c\u8bb2\u5f97\u6e05\u695a\uff0c\u5de5\u7a0b\u5224\u65ad\u7a33\u3002<\/p>\n<p><strong>DeepSeek-V4-Pro\uff1a<\/strong><\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-81964\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/07\/\u672a\u547d\u540d18-13.png\"  alt=\"\" width=\"678\" height=\"464\" \/> <\/p>\n<p>DeepSeek-V4-Pro \u843d\u5730\u624e\u5b9e\u3001\u6d4b\u8bd5\u8986\u76d6\u5e7f\u3001\u96f6\u4f9d\u8d56\u53ef\u8dd1\u3002\u6263\u5206\u70b9\u662f User \u6539\u6210 membership\uff0c\u5982\u679c\u539f\u7ebf\u4e0a\u662f vip \u5b57\u6bb5\uff0c\u4f1a\u6709\u517c\u5bb9\u98ce\u9669\u3002<\/p>\n<p><strong>DeepSeek-V4-Flash\uff1a<\/strong><\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-81965\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/07\/FCBA2229-7031-4972-BBE8-CD3ED50BFA2F_AI\u770b\u56fe.jpg\"  alt=\"\" width=\"678\" height=\"2618\" \/> <\/p>\n<p>DeepSeek-V4-Flash \u601d\u8def\u65b9\u5411\u5bf9\uff1a\u5e38\u91cf\u914d\u7f6e\u5316\u3001\u8ba1\u7b97\u987a\u5e8f\u56fa\u5316\u3001\u4e0d\u641e\u7b56\u7565\u6a21\u5f0f\u3002<\/p>\n<p>\u4f46\u5b9e\u73b0\u95ee\u9898\u6700\u591a\uff1a\u4f18\u60e0\u5238\u5148\u4e8e\u4f1a\u5458\u6298\u6263\uff0c\u4e14\u4f1a\u5458\u6298\u6263\u6309 subtotal \u6263\uff0c\u7ec4\u5408\u5238\u65f6\u5bb9\u6613\u548c\u4e1a\u52a1\u76f4\u89c9\u4e0d\u4e00\u81f4\uff1b\u56fa\u5b9a\u5238\u6ca1\u6709\u6700\u7ec8\u515c\u5e95\uff0c\u53e0\u52a0\u591a\u5238\u53ef\u80fd\u7b97\u6210\u8d1f\u6570\u6574\u4f53\u50cf\u4e00\u7248\u8349\u7a3f\u3002<\/p>\n<p><strong>GLM 5.1\uff1a<\/strong><\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-81966\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/07\/172761D8-C627-4EE9-989F-0E814FCB669A_AI\u770b\u56fe.jpg\"  alt=\"\" width=\"678\" height=\"3572\" \/> <\/p>\n<p>GLM 5.1 \u8bbe\u8ba1\u8bb2\u5f97\u597d\uff1a\u914d\u7f6e\u6ce8\u5165\u3001\u8fc1\u79fb\u8282\u594f\u3001\u54ea\u4e9b\u4e0d\u8981\u8fc7\u5ea6\u8bbe\u8ba1\u90fd\u8bf4\u5230\u4e86\uff0c\u5c24\u5176\uff1a\u5148\u7528\u65e7\u786c\u7f16\u7801\u914d\u7f6e\u56de\u5f52\uff0c\u518d\u63a5\u8fd0\u8425\u540e\u53f0\uff0c\u5f88\u50cf\u771f\u5b9e\u5de5\u7a0b\u5904\u7406\u3002<\/p>\n<p>\u6263\u5206\u70b9\u662f\u4ee3\u7801\u7247\u6bb5\u4e5f\u6709\u5c0f\u7455\u75b5\uff0cpricing.ts \u6ca1\u5c55\u793a\u4ece types.ts \u5bfc\u5165\u7c7b\u578b\uff0c\u6d4b\u8bd5\u91cc DiscountPolicy\/TaxPolicy \u4e5f\u6ca1\u5bfc\u5165\uff0c\u76f4\u63a5\u590d\u5236\u4e0d\u4e00\u5b9a\u80fd\u8dd1\u3002<\/p>\n<h3><strong>case 8 Excel\u81ea\u52a8\u5316<\/strong><\/h3>\n<blockquote>\n<p>\u63d0\u793a\u8bcd\uff1a<\/p>\n<p>\u6211\u6709\u4e00\u5f20\u9500\u552e\u8868\uff0c\u5b57\u6bb5\u5982\u4e0b\uff1a<\/p>\n<p>\u65e5\u671f\u3001\u9500\u552e\u5458\u3001\u57ce\u5e02\u3001\u4ea7\u54c1\u3001\u9500\u552e\u989d\u3001\u6210\u672c\u3001\u5ba2\u6237\u7c7b\u578b\u3002<\/p>\n<p>\u8bf7\u8bbe\u8ba1\u4e00\u4e2a Excel \u5206\u6790\u6a21\u677f\uff0c\u8981\u6c42\uff1a<\/p>\n<ol>\n<li>\u81ea\u52a8\u8ba1\u7b97\u6bdb\u5229\u3001\u6bdb\u5229\u7387\u3002<\/li>\n<li>\u6309\u6708\u4efd\u3001\u57ce\u5e02\u3001\u9500\u552e\u5458\u751f\u6210\u900f\u89c6\u5206\u6790\u3002<\/li>\n<li>\u627e\u51fa\u6bdb\u5229\u7387\u4f4e\u4e8e 15% \u7684\u8ba2\u5355\u3002<\/li>\n<li>\u751f\u6210\u4e00\u4e2a\u7ba1\u7406\u5c42\u770b\u677f\u3002<\/li>\n<li>\u7ed9\u51fa\u9700\u8981\u4f7f\u7528\u7684\u516c\u5f0f\u3001\u900f\u89c6\u8868\u5b57\u6bb5\u914d\u7f6e\u3001\u56fe\u8868\u7c7b\u578b\u3002<\/li>\n<\/ol>\n<\/blockquote>\n<p><strong>Hy3\uff1a<\/strong><\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-82003\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/07\/\u5fae\u4fe1\u56fe\u7247_20260716112452_102_8.png\"  alt=\"\" width=\"678\" height=\"1225\" \/> <\/p>\n<p>Hy3 \u771f\u5b9e\u4ea4\u4ed8\u4e86 .xlsx\uff0c\u5e76\u4e14\u6709\u751f\u6210\u811a\u672c\u3001\u516c\u5f0f\u5217\u3001\u6761\u4ef6\u683c\u5f0f\u3001\u81ea\u52a8\u6c47\u603b\u3001KPI \u548c 3 \u5f20\u56fe\u8868\u3002\u867d\u7136\u6ca1\u6709\u771f\u6b63\u521b\u5efa Excel \u900f\u89c6\u8868\uff0c\u4f46\u7ed9\u4e86\u900f\u89c6\u5b57\u6bb5\u8bf4\u660e\u3002<\/p>\n<p><strong>DeepSeek-V4-Pro\uff1a<\/strong><\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-82004\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/07\/\u5fae\u4fe1\u56fe\u7247_20260716112545_104_8.png\"  alt=\"\" width=\"678\" height=\"3452\" \/> <\/p>\n<p>DeepSeek-V4-Pro \u7ed3\u6784\u6e05\u695a\uff0c6 \u5f20 Sheet \u7684\u8bbe\u8ba1\u5b8c\u6574\uff0cKPI \u516c\u5f0f\u548c FILTER \u4f4e\u6bdb\u5229\u6e05\u5355\u6bd4\u8f83\u53ef\u843d\u5730\u3002\u6bdb\u5229\u7387\u5728\u900f\u89c6\u8868\u91cc\u7528\u201c\u6bdb\u5229 \/ \u9500\u552e\u989d\u201d\u7684\u8ba1\u7b97\u5b57\u6bb5\u5f88\u4e25\u8c28\u3002<\/p>\n<p><strong>DeepSeek-V4-Flash\uff1a<\/strong><\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-82005\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/07\/\u5fae\u4fe1\u56fe\u7247_20260716112553_106_8.png\"  alt=\"\" width=\"678\" height=\"3417\" \/> <\/p>\n<p>DeepSeek-V4-Flash \u65b9\u6848\u6709\u57fa\u672c\u6846\u67b6\uff0c\u4f46\u516c\u5f0f\u7ec6\u8282\u95ee\u9898\u591a\uff1a\u4f4e\u6bdb\u5229\u6807\u8bb0\u6ca1\u6709\u9632\u9664\u96f6\uff0cCOUNTIF(I:I,<0.15) \u5c11\u4e86\u5f15\u53f7\uff0c\u900f\u89c6\u8868\u6bdb\u5229\u7387\u5efa\u8bae\u4e5f\u4e0d\u591f\u51c6\u786e\u3002<\/p>\n<p><strong>GLM 5.1\uff1a<\/strong><\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-82006\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/07\/\u5fae\u4fe1\u56fe\u7247_20260716112603_108_8.png\"  alt=\"\" width=\"678\" height=\"3531\" \/> <\/p>\n<p>GLM 5.1 \u5f88\u63a5\u8fd1\u5b9e\u9645 Excel \u642d\u5efa\u6d41\u7a0b\u3002\u8d85\u7ea7\u8868\u3001\u900f\u89c6\u8868\u3001\u4f4e\u6bdb\u5229\u9884\u8b66\u3001\u5207\u7247\u5668\u3001\u65f6\u95f4\u8f74\u3001\u9608\u503c\u653e\u5230\u8bbe\u7f6e\u5355\u5143\u683c\uff0c\u8fd9\u4e9b\u90fd\u5f88\u5b9e\u7528\u3002\u4f46\u90e8\u5206\u516c\u5f0f\u5199\u6cd5\u504f\u8bf4\u660e\u6027\u8d28\uff0c\u6bd4\u5982 =\u603b\u6bdb\u5229\/\u603b\u9500\u552e\u989d\u3002<\/p>\n<p><strong>\u672c case \u6392\u540d\uff1aHy3 > GLM 5.1 > DeepSeek-V4-Pro > DeepSeek-V4-Flash<\/strong><\/p>\n<h3><strong>case 9 DCF\u4f30\u503c<\/strong><\/h3>\n<p>\u63d0\u793a\u8bcd\uff1a<\/p>\n<p>\u57fa\u4e8e\u4ee5\u4e0b\u5047\u8bbe\u505a\u4e00\u4e2a DCF \u4f30\u503c\u3002<\/p>\n<p>2026 \u5e74\u81ea\u7531\u73b0\u91d1\u6d41 1200 \u4e07\uff0c\u4e4b\u540e 4 \u5e74\u589e\u957f\u7387\u5206\u522b\u4e3a 18%\u300115%\u300112%\u30018%\u3002\u6c38\u7eed\u589e\u957f\u7387 3%\uff0cWACC 10%\u3002\u51c0\u503a\u52a1 2000 \u4e07\uff0c\u6d41\u901a\u80a1 1000 \u4e07\u80a1\u3002<\/p>\n<p>\u8bf7\u8ba1\u7b97\uff1a<\/p>\n<ol>\n<li>\u663e\u6027\u671f\u73b0\u91d1\u6d41\u73b0\u503c\u3002<\/li>\n<li>\u7ec8\u503c\u3002<\/li>\n<li>\u4f01\u4e1a\u4ef7\u503c\u3002<\/li>\n<li>\u80a1\u6743\u4ef7\u503c\u3002<\/li>\n<li>\u6bcf\u80a1\u4ef7\u503c\u3002<\/li>\n<li>\u505a WACC 9%-11%\u3001\u6c38\u7eed\u589e\u957f 2%-4% \u7684\u654f\u611f\u6027\u5206\u6790\u3002<\/li>\n<\/ol>\n<p><strong>Hy3\uff1a<\/strong><\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-81970\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/07\/\u672a\u547d\u540d18-16.png\"  alt=\"\" width=\"678\" height=\"329\" \/> <\/p>\n<p>Hy3 \u6298\u73b0\u53e3\u5f84\u6b63\u786e\uff1a2026\u20132030 \u4e94\u5e74\u73b0\u91d1\u6d41\u6309 t=1..5 \u6298\u73b0\uff0c2030 \u5e74\u672b\u7ec8\u503c\u4e5f\u6298\u73b0 5 \u5e74\uff0c\u57fa\u51c6\u6bcf\u80a1 21.95 \u5143\u662f\u5bf9\u7684\uff0c\u8fd8\u5b9e\u9645\u751f\u6210\u4e86 HTML \u62a5\u544a\u548c\u8ba1\u7b97\u811a\u672c\u3002<\/p>\n<p><strong>DeepSeek-V4-Pro\uff1a<\/strong><\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-82007\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/07\/\u5fae\u4fe1\u56fe\u7247_20260716112621_111_8.png\"  alt=\"\" width=\"678\" height=\"1454\" \/> <\/p>\n<p>DeepSeek-V4-Pro \u4e5f\u6709\u672c\u5730\u811a\u672c\uff0c\u4f46\u6838\u5fc3\u53e3\u5f84\u9519\u4e86\uff1a\u628a 2026 \u5e74 1,200 \u4e07 FCF\u6f0f\u6389\uff0c\u53ea\u4ece 2027 \u5e74\u5f00\u59cb\u6298\u73b0\uff1b\u7ec8\u503c\u4e5f\u53ea\u6298\u73b0 4 \u5e74\uff0c\u6240\u4ee5\u4f30\u503c\u88ab\u62ac\u9ad8\u5230 23.14 \u5143\u3002<\/p>\n<p><strong>DeepSeek-V4-Flash\uff1a<\/strong><\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-82008\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/07\/\u5fae\u4fe1\u56fe\u7247_20260716112631_113_8.png\"  alt=\"\" width=\"678\" height=\"1261\" \/> <\/p>\n<p>DeepSeek-V4-Flash\u548c DeepSeek-V4-Pro \u72af\u4e86\u540c\u4e00\u4e2a DCF \u53e3\u5f84\u9519\u8bef\uff1a\u6f0f\u6389 2026 \u73b0\u91d1\u6d41\uff0c\u7ec8\u503c\u6298\u73b0\u671f\u5c11\u4e00\u5e74\u3002\u4f46\u6bd4 DeepSeek-V4-Pro \u5dee\u7684\u662f\u6ca1\u6709\u672c\u5730\u6587\u4ef6\uff0c\u89e3\u91ca\u4e5f\u66f4\u77ed\u3002<\/p>\n<p><strong>GLM 5.1\uff1a<\/strong><\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-82009\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/07\/\u5fae\u4fe1\u56fe\u7247_20260716112643_115_8.png\"  alt=\"\" width=\"678\" height=\"1658\" \/> <\/p>\n<p>GLM 5.1\u8ba1\u7b97\u548c\u53e3\u5f84\u4e25\u8c28\uff0c\u660e\u786e\u5199\u4e86\u4f30\u503c\u65e5\u3001\u5e74\u672b\u73b0\u91d1\u6d41\u7ea6\u5b9a\u3001\u7ec8\u503c\u6298\u73b0 5 \u5e74\uff0c\u654f\u611f\u6027 5\u00d75 \u4e5f\u5b8c\u6574\u3002\u7ed3\u8bba\u91cc\u7684\u7ec8\u503c\u5360\u6bd4\u3001\u4ea4\u53c9\u9a8c\u8bc1\u63d0\u9192\u6709\u91d1\u878d\u5efa\u6a21\u610f\u8bc6\uff0c\u53ef\u60dc\u6ca1\u6709\u751f\u6210\u672c\u5730\u4ea4\u4ed8\u6587\u4ef6\u3002<\/p>\n<p><strong>\u672c case \u6392\u540d\uff1aHy3 > GLM 5.1 > DeepSeek-V4-Pro > DeepSeek-V4-Flash<\/strong><\/p>\n<p>\u00a0<\/p>\n<h1 style=\"text-align: center;\"><span style=\"font-size: 24pt;\">02. \u6d4b\u8bd5\u603b\u7ed3<\/span><\/h1>\n<p>\u00a0<\/p>\n<p>\u4ece\u6d4b\u8bd5\u7ed3\u679c\u6765\u770b\uff0cHy3\u7684\u5ba3\u4f20\u8fd8\u662f\u5f88\u5b9e\u8bda\u7684\uff0c\u786e\u5b9e\u6574\u4f53\u8dd1\u4e0b\u6765\u8981\u6bd4 GLM 5.1\u8981\u5f3a\uff0c\u6211\u6bd4\u8f83\u60ca\u8bb6\u7684\u662f\u6bd4DeepSeek-V4-Pro \u90fd\u8981\u5f3a\u4e00\u70b9\u3002<\/p>\n<p>Hy3 \u5728\u524d\u7aef\u3001\u5854\u9632\u3001\u7ea6\u675f\u9075\u5faa\u3001\u4ee3\u7801\u91cd\u6784\u3001Excel \u81ea\u52a8\u5316\u3001DCF \u8fd9\u4e9b\u9898\u90fd\u62ff\u5230\u7b2c\u4e00\uff0c\u5c24\u5176\u5f3a\u5728\u80fd\u4ea4\u4ed8\uff1a\u4f1a\u751f\u6210\u6587\u4ef6\u3001\u80fd\u8dd1\u9875\u9762\u3001\u80fd\u628a\u9700\u6c42\u62c6\u6210\u771f\u5b9e\u4ea7\u7269\u3002<\/p>\n<p>GLM 5.1 \u5728\u4ee3\u7801\u8c03\u8bd5\u3001\u4e2d\u6587\u5199\u4f5c\u3001DCF \u53e3\u5f84\u8fd9\u4e9b\u9700\u8981\u5224\u65ad\u529b\u7684\u9898\u4e0a\u5f88\u5f3a\uff0c\u89e3\u91ca\u4e25\u8c28\uff0c\u91d1\u878d\u5efa\u6a21\u610f\u8bc6\u4e5f\u597d\u3002<\/p>\n<p>DeepSeek V4 Pro \u66f4\u50cf\u4e00\u4e2a\u4e2d\u89c4\u4e2d\u77e9\u7684\u5de5\u7a0b\u578b\u9009\u624b\uff0c\u7ed3\u6784\u5316\u80fd\u529b\u4e0d\u9519\uff0c\u4ee3\u7801\u91cd\u6784\u91cc\u8fd8\u771f\u7684\u8dd1\u901a\u4e86 20 \u4e2a\u6d4b\u8bd5\u3002<\/p>\n<p>DeepSeek V4 Flash \u9002\u5408\u8f7b\u91cf\u4efb\u52a1\u3002\u5355\u6587\u4ef6\u9875\u9762\u3001\u5c0f\u578b Demo\u3001\u5feb\u901f\u8349\u7a3f\u8fd8\u53ef\u4ee5\uff0c\u4f46\u4e00\u5230\u9700\u8981\u4e25\u8c28\u63a8\u7406\u3001\u7ea6\u675f\u9075\u5faa\u3001\u590d\u6742\u4e1a\u52a1\u53e3\u5f84\uff0c\u5c31\u6709\u70b9\u5f31\u4e86\u3002<\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-81971\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/07\/\u672a\u547d\u540d18-17.png\"  alt=\"\" width=\"678\" height=\"413\" \/> <\/p>\n<p>\u00a0<\/p>\n<h1 style=\"text-align: center;\"><span style=\"font-size: 24pt;\">03. \u4e00\u4e9b\u5206\u4eab<\/span><\/h1>\n<p>\u00a0<\/p>\n<p>\u6d4b\u4e0b\u6765\uff0c\u5bf9 Hy3 \u7684\u611f\u89c9\u633a\u660e\u786e\uff1a\u65e5\u5e38\u5de5\u4f5c\u91cc\u771f\u7684\u53ef\u4ee5\u62ff\u6765\u5e72\u6d3b\u4e86\u3002<\/p>\n<p>\u5f53\u7136\u4e5f\u8981\u5148\u8bf4\u6e05\u695a\uff0c\u6211\u8fd9\u6b21\u6d4b\u8bd5\u7528\u7684\u662f WorkBuddy\u3002\u817e\u8baf\u81ea\u5bb6\u7684 Agent 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