{"id":7376,"date":"2026-08-27T09:00:13","date_gmt":"2026-08-27T01:00:13","guid":{"rendered":"https:\/\/1ow.top\/index.php\/2026\/08\/27\/%e7%a5%9e%e7%a7%98%e3%80%8c%e7%89%9b%e6%9d%a5%e3%80%8d%e6%a8%a1%e5%9e%8b%e6%9e%9c%e7%84%b6%e6%98%af%e6%99%ba%e8%b0%b1%ef%bc%81glm%e9%a6%96%e4%b8%aa%e5%8e%9f%e7%94%9f%e5%a4%9a%e6%a8%a1%e6%80%81\/"},"modified":"2026-08-27T09:00:13","modified_gmt":"2026-08-27T01:00:13","slug":"%e7%a5%9e%e7%a7%98%e3%80%8c%e7%89%9b%e6%9d%a5%e3%80%8d%e6%a8%a1%e5%9e%8b%e6%9e%9c%e7%84%b6%e6%98%af%e6%99%ba%e8%b0%b1%ef%bc%81glm%e9%a6%96%e4%b8%aa%e5%8e%9f%e7%94%9f%e5%a4%9a%e6%a8%a1%e6%80%81","status":"publish","type":"post","link":"https:\/\/1ow.top\/index.php\/2026\/08\/27\/%e7%a5%9e%e7%a7%98%e3%80%8c%e7%89%9b%e6%9d%a5%e3%80%8d%e6%a8%a1%e5%9e%8b%e6%9e%9c%e7%84%b6%e6%98%af%e6%99%ba%e8%b0%b1%ef%bc%81glm%e9%a6%96%e4%b8%aa%e5%8e%9f%e7%94%9f%e5%a4%9a%e6%a8%a1%e6%80%81\/","title":{"rendered":"\u795e\u79d8\u300c\u725b\u6765\u300d\u6a21\u578b\u679c\u7136\u662f\u667a\u8c31\uff01GLM\u9996\u4e2a\u539f\u751f\u591a\u6a21\u6001\uff0c\u8fd8\u7528\u7684\u56fd\u4ea7\u5361"},"content":{"rendered":"
\"\u795e\u79d8\u300c\u725b\u6765\u300d\u6a21\u578b\u679c\u7136\u662f\u667a\u8c31\uff01GLM\u9996\u4e2a\u539f\u751f\u591a\u6a21\u6001\uff0c\u8fd8\u7528\u7684\u56fd\u4ea7\u5361\"\/<\/div><\/figure>\n
\"\u795e\u79d8\u300c\u725b\u6765\u300d\u6a21\u578b\u679c\u7136\u662f\u667a\u8c31\uff01GLM\u9996\u4e2a\u539f\u751f\u591a\u6a21\u6001\uff0c\u8fd8\u7528\u7684\u56fd\u4ea7\u5361\"\/<\/div><\/figure>\n
\"\u795e\u79d8\u300c\u725b\u6765\u300d\u6a21\u578b\u679c\u7136\u662f\u667a\u8c31\uff01GLM\u9996\u4e2a\u539f\u751f\u591a\u6a21\u6001\uff0c\u8fd8\u7528\u7684\u56fd\u4ea7\u5361\"\/<\/div><\/figure>\n
\"\u795e\u79d8\u300c\u725b\u6765\u300d\u6a21\u578b\u679c\u7136\u662f\u667a\u8c31\uff01GLM\u9996\u4e2a\u539f\u751f\u591a\u6a21\u6001\uff0c\u8fd8\u7528\u7684\u56fd\u4ea7\u5361\"\/<\/div><\/figure>\n

\u91d1\u78ca \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n

\u7ec8\u4e8e\uff0c\u8fd9\u51e0\u5929\u5728\u7f51\u4e0a\u7092\u5f97\u6cb8\u6cb8\u626c\u626c\u7684\u795e\u79d8\u6a21\u578b\u300c\u725b\u6765\u300d\uff08Ox Alpha\uff09\uff0c\u771f\u8eab\u66dd\u5149\u4e86\uff01<\/p>\n

\u800c\u4e14\u679c\u7136\u662f\u6765\u81ea\u4e2d\u56fd\u73a9\u5bb6\u2014\u2014<\/p>\n

\u662f\u667a\u8c31\u521a\u521a\u53d1\u5e03\u5373\u5f00\u6e90\u7684GLM-5.3 Flash\uff0c\u8fd8\u662f5\u7cfb\u5217\u91cc\u9996\u4e2a\u539f\u751f\u591a\u6a21\u6001\u7684\u90a3\u79cd\u3002<\/p>\n

\u300c\u725b\u6765\u300d\u5728\u706b\u7684\u8fd9\u51e0\u5929\u91cc\u554a\uff0c\u5176\u5b9e\u5df2\u7ecf\u6709\u4e0d\u5c11\u4eba\u7528Ox Alpha\u8fd9\u4e2a\u7248\u672c\u5728\u5b9e\u6d4b\u4e86\u3002<\/p>\n

\u5176\u4e2d\u73a9\u513f\u5f97\u6bd4\u8f83\u591a\u7684\uff0c\u4fbf\u662f\u624b\u6413\u4e00\u4e2aSpaceX Raptor\u731b\u79bd\u53d1\u52a8\u673a3D\u4ea4\u4e92\u7f51\u9875\u3002<\/p>\n

\u4f8b\u5982\u535a\u4e3bTim Jayas\u65f6\u9694\u51e0\u65e5\uff0c\u7528\u540c\u6837\u7684Prompt\u8ba9\u300c\u725b\u6765\u300d\u505a\u4e86\u4e24\u6b21\u8fd9\u4e2a\u4efb\u52a1\u540e\uff0c\u76f4\u63a5\u53d1\u51fa\u4e86\u8fd9\u6837\u7684\u611f\u6168\uff1a<\/p>\n

\u611f\u89c9\u300c\u725b\u6765\u300d\u662f\u4e00\u4e2a\u80fd\u81ea\u5df1\u6301\u7eed\u5b66\u4e60\u7684\u6a21\u578b\u3002<\/p>\n

\u5de7\u4e86\uff0c\u6211\u4eec\u521a\u597d\u4e5f\u62ff\u5230\u4e86GLM-5.3 Flash\u7684\u5185\u6d4b\u8d44\u683c\uff0c\u4e5f\u505a\u4e86\u540c\u6b3e\u7684\u9879\u76ee\uff1b\u5728\u6211\u4eec\u8f93\u5165\u5b8cPrompt\u4e4b\u540e\uff0c\u5168\u7a0b\u65e0\u9700\u4efb\u4f55\u64cd\u4f5c\uff1a<\/p>\n

\u5728\u7b49\u5019\u7247\u523b\u4e4b\u540e\uff0c3D\u731b\u79bd\u5f15\u64ce\u9879\u76ee\u5c31\u51fa\u7089\u4e86\uff0c\u6765\u611f\u53d7\u4e00\u4e0b\u8fd9\u4e2afeel\uff1a<\/p>\n

\u89c6\u9891\u5730\u5740\uff1ahttps:\/\/mp.weixin.qq.com\/s\/wNQAWeUacfB8a1F_kQZe_g<\/p>\n

\u4ece\u6548\u679c\u5bf9\u6bd4\u6765\u770b\uff0c\u55ef\uff0c\u65e0\u9700\u591a\u8a00\uff0cGLM-5.3 Flash\u505a\u51fa\u6765\u76843D\u731b\u79bd\u5f15\u64ce\uff0c\u66f4\u7cbe\u8fdb\u4e86\u3002<\/p>\n

\u90a3\u4e3a\u5565\u300c\u725b\u6765\u300d\u6a21\u578b\u4f1a\u8fd9\u4e48\u706b\uff1f<\/p>\n

\u5355\u5355\u662f\u4ece\u5404\u5927\u5b98\u65b9\u7684\u5e16\u5b50\u4e2d\uff0c\u6211\u4eec\u5c31\u80fd\u7aa5\u77e5\u4e00\u4e8c\u3002<\/p>\n

\u4f8b\u5982\u5728OpenRouter\u4e0a\uff0c\u300c\u725b\u6765\u300d\u9996\u65e5\u4fbf\u51b2\u4e0a\u4e86\u699c\u9996\uff0c\u8fd8\u5237\u65b0\u4e86\u5237\u65b0\u5355\u65e5tokens\u7528\u91cf\u5386\u53f2\u7eaa\u5f55\uff1a<\/p>\n

OpenCode\u5219\u8868\u793a\uff0cOx Alpha\u4e00\u51fa\u4e16\uff0c\u5373\u7ec8\u7ed3\u4e86DeepSeek\u5728OpenCode\u8fde\u7eed56\u5929\u9738\u699c\u7684\u7eaa\u5f55\uff1a<\/p>\n

\u800c\u5728\u667a\u8c31\u6b63\u5f0f\u8ba4\u9886\u5b8c\u300c\u725b\u6765\u300d\u4e4b\u540e\uff0c\u6211\u4eec\u8fd8\u53d1\u73b0\u4e86GLM-5.3 Flash\u5176\u5b83\u4eae\u70b9\u3002<\/p>\n

\u5728\u6a21\u578b\u5c3a\u5bf8\u65b9\u9762\uff0cGLM-5.3 Flash\u4ec5\u4e3a320B\uff0c\u4f46\u5728\u80fd\u529b\u4e0a\u5168\u9762\u8d85\u8d8a\u4e86\u4f53\u91cf\u4e3a753B\u7684GLM-5.2\u3002<\/p>\n

\u9664\u6b64\u4e4b\u5916\uff0c\u6839\u636e\u6700\u65b0\u7684AA\u699c\u5355\u663e\u793a\uff0cGLM-5.3 Flash\u5df2\u7ecf\u62ff\u4e0b57\u5206\uff0c\u653e\u773c\u5168\u7403\u8303\u56f4\u5185\u5df2\u7136\u662f\u6b65\u5165\u524d\u6cbf\u4e4b\u5217\uff0c\u5e76\u4e14\u4e0eClaude Opus 4.8\u5f97\u5206\u6301\u5e73\u3002<\/p>\n

\u5728\u4ef7\u683c\u65b9\u9762\uff0cGLM-5.3 Flash\u7684\u5b9a\u4ef7\u662f5.3\u7248\u672c\u76841\/10\uff0c\u9650\u65f6\u6298\u6263\u4e3a1\/20\u7684GLM-5.3\uff0c1\/40\u7684Opus 4.8\uff0c\u5b9a\u4ef7\u4f4e\u4e8eDS-V4-Flash\u3002<\/p>\n

\u4ee5\u53ca\uff0c\u8fd8\u6709\u4e00\u4ef6\u503c\u5f97\u9a84\u50b2\u7684\u4e8b\u513f\u2014\u2014<\/p>\n

\u4e0a\u9762\u63d0\u5230\u768462T Tokens\u90fd\u8dd1\u5728\u56fd\u4ea7\u5361\u4e0a\uff01\u539f\u6765\u8001\u5916\u8ffd\u4e86\u4e00\u4e2a\u6708\u7684\u795e\u79d8\u6a21\u578b\uff0c\u662f\u5934\u7eaf\u8840\u56fd\u4ea7\u725b\u3002<\/p>\n

\u90a3\u4e48\u63a5\u4e0b\u6765\uff0c\u8001\u89c4\u77e9\uff0c\u4e00\u6ce2\u6df1\u5ea6\u5b9e\u6d4b\uff0c\u8d70\u8d77~<\/p>\n

\u6b63\u5982\u6211\u4eec\u521a\u624d\u63d0\u5230\u7684\uff0c\u667a\u8c31GLM-5.3 Flash\u662f5\u7cfb\u5217\u91cc\u7684\u9996\u4e2a\u539f\u751f\u591a\u6a21\u6001\u6a21\u578b\u3002<\/p>\n

\u6240\u4ee5\u7b2c\u4e00\u6ce2\u5b9e\u6d4b\uff0c\u6211\u4eec\u5c31\u56f4\u7ed5\u591a\u6a21\u6001\u6765\u5c55\u5f00\u3002<\/p>\n

\u4f8b\u5982\u6211\u4eec\u7ed9GLM-5.3 Flash\u4e00\u4e2a\u591a\u4eba\u8bf4\u8bdd\u7684\u89c6\u9891\uff0c\u8ba9\u5b83\u80fd\u57fa\u4e8e\u539f\u89c6\u9891\uff0c\u5206\u6e05\u8c01\u5728\u8bf4\u8bdd\uff0c\u5e76\u4e14\u7cbe\u51c6\u914d\u4e0a\u5b57\u5e55\u3002<\/p>\n

Prompt\u5982\u4e0b\uff1a<\/p>\n

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\u90a3\u4e48\u6211\u4eec\u6765\u770b\u4e00\u4e0bGLM-5.3 Flash\u7684\u8868\u73b0\uff1a<\/p>\n

\u89c6\u9891\u5730\u5740\uff1ahttps:\/\/mp.weixin.qq.com\/s\/wNQAWeUacfB8a1F_kQZe_g<\/p>\n

\u5176\u4e2d\u4e00\u4e2a\u7ec6\u8282\u662f\uff0cGLM-5.3 Flash\u53ef\u4ee5\u5148\u4ece\u753b\u9762\u91cc\uff0c\u6355\u6349\u5230\u54ea\u6015\u53ea\u51fa\u73b0\u4e86\u4e00\u6b21\u7684\u201c\u540d\u7b7e\u201d\u8fd9\u4e2a\u7ec6\u8282\uff0c\u4ee5\u6b64\u6765\u5bf9\u5e94\u58f0\u97f3\u3001\u540d\u5b57\u548c\u4eba\u7269\u7684\u5173\u7cfb\u3002<\/p>\n

\u7531\u6b64\u53ef\u89c1\uff0cGLM-5.3 Flash\u5728\u8fd9\u4e2a\u4efb\u52a1\u4e0a\u7684\u591a\u6a21\u6001\u80fd\u529b\u662f\u6bd4\u8f83\u8fc7\u5173\u7684\u3002<\/p>\n

\u5982\u679c\u4f60\u89c9\u5f97\u914d\u5b57\u5e55\u8fd9\u4e2a\u4efb\u52a1\u6709\u70b9\u7b80\u5355\uff0c\u90a3\u4e48\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u518d\u201c\u5582\u201d\u7ed9GLM-5.3 Flash\u4e00\u6574\u90e8\u7ecf\u5178\u7535\u5f71\u300a\u795e\u8bdd\u300b\uff0c\u8ba9\u5b83\u76f4\u63a5\u505a\u4e00\u4e2a\u7535\u5f71\u89e3\u8bf4\u89c6\u9891\u3002<\/p>\n

Prompt\u5982\u4e0b\uff1a<\/p>\n

\u8bf7\u5c06\u8fd9\u90e8\u5b8c\u6574\u7535\u5f71\u526a\u8f91\u6210\u4e00\u6761\u4e2d\u6587\u7535\u5f71\u89e3\u8bf4\u89c6\u9891\uff0c\u68b3\u7406\u4e3b\u7ebf\u5267\u60c5\u548c\u4eba\u7269\u5173\u7cfb\uff0c\u7a81\u51fa\u5173\u952e\u51b2\u7a81\u4e0e\u60c5\u7eea\u8f6c\u6298\uff0c\u786e\u4fdd\u89e3\u8bf4\u5185\u5bb9\u4e0e\u539f\u7247\u4e00\u81f4\uff0c\u5e76\u751f\u6210\u914d\u97f3\u548c\u4e2d\u6587\u5b57\u5e55\u3002<\/p>\n

\u6765\u770b\u4e0b\u6700\u7ec8\u7684\u6210\u7247\uff1a<\/p>\n

\u89c6\u9891\u5730\u5740\uff1ahttps:\/\/mp.weixin.qq.com\/s\/wNQAWeUacfB8a1F_kQZe_g<\/p>\n

\u76f8\u6bd4\u521a\u624d\u7684\u914d\u5b57\u5e55\u6765\u8bf4\uff0cGLM-5.3 Flash\u8fd9\u6b21\u8981\u201c\u770b\u201d\u7684\u89c6\u9891\u65f6\u957f\u66f4\u957f\uff0c\u8fd8\u8981\u5bf9\u6574\u4e2a\u5267\u60c5\u6709\u628a\u63a7\uff0c\u622a\u53d6\u51fa\u6765\u7684\u5173\u952e\u7247\u6bb5\u4e14\u5f97\u662f\u8fde\u8d2f\u548c\u91cd\u8981\u3002<\/p>\n

\u800c\u4ece\u6700\u7ec8\u7ed3\u679c\u6765\u770b\uff0cGLM-5.3 Flash\u80fd\u81ea\u5df1\u7406\u89e3\u5e76\u6267\u884c\u7535\u5f71\u89e3\u8bf4\u80cc\u540e\u7684\u4e00\u5207\u5173\u952e\u6b65\u9aa4\uff0c\u5e76\u4e14\u6548\u679c\u5448\u73b0\u4e0a\uff0c\u5df2\u7136\u4e5f\u662f\u591f\u8fbe\u6807\u7684\u3002<\/p>\n

\u63a5\u4e0b\u6765\uff0c\u9664\u4e86\u591a\u6a21\u6001\u4e4b\u5916\uff0c\u6211\u4eec\u518d\u628aCoding\u80fd\u529b\u653e\u8fdb\u6765\u4e00\u8d77\u8003\u9a8c\u3002<\/p>\n

\u5927\u81f4\u7684\u4efb\u52a1\u662f\u5148\u7ed9GLM-5.3 Flash\u4e00\u5f20\u5b8c\u6574\u7684\u4ea7\u54c1\u8bbe\u8ba1\u7a3f\uff0c\u8ba9\u5b83\u57fa\u4e8e\u4e00\u5f20\u56fe\uff0c\u505a\u51fa\u6765\u53ef\u4ee5\u4ea4\u4e92\u4ea7\u54c1\u4f7f\u7528\u754c\u9762\u3002<\/p>\n

\u51c6\u5907\u7684\u8bbe\u8ba1\u7a3f\u5982\u4e0b\uff08\u4e0a\u4e0b\u6ed1\u52a8\u67e5\u770b\u5168\u56fe\uff09\uff1a<\/p>\n

Prompt\u662f\u8fd9\u6837\u7684\uff1a<\/p>\n

\u6309\u7167\u8fd9\u5f20 UI \u8bbe\u8ba1\u7a3f\u5b9e\u73b0\u4e00\u4e2a\u5b8c\u6574\u7684\u79fb\u52a8\u7aef\u8d2d\u7269 App\uff0c\u5c3d\u91cf\u8fd8\u539f\u539f\u8bbe\u8ba1\u91cc\u7684\u914d\u8272\u3001\u5b57\u4f53\u3001\u56fe\u7247\u3001\u5361\u7247\u548c\u9875\u9762\u5e03\u5c40\uff0c\u5e76\u628a\u56fe\u4e2d\u5c55\u793a\u7684\u4e3b\u8981\u9875\u9762\u548c\u8d2d\u7269\u6d41\u7a0b\u505a\u6210\u53ef\u5b9e\u9645\u4ea4\u4e92\u7684\u7248\u672c\u3002\u5b9e\u73b0\u9996\u9875\/\u53d1\u73b0\u3001\u5546\u54c1\u5217\u8868\u3001\u7b5b\u9009\u3001\u5546\u54c1\u8be6\u60c5\u3001\u8bc4\u4ef7\u3001\u6536\u85cf\u3001\u8d2d\u7269\u8f66\u3001\u914d\u9001\u3001\u5730\u5740\u3001\u652f\u4ed8\u3001\u8ba2\u5355\u5b8c\u6210\u3001\u95e8\u5e97\u5730\u56fe\u3001\u4e2a\u4eba\u4e2d\u5fc3\u548c\u8bbe\u7f6e\u7b49\u529f\u80fd\u3002<\/p>\n

\u6765\u770b\u4e0b\u6700\u7ec8\u4e92\u52a8\u7684\u6548\u679c\uff1a<\/p>\n

\u89c6\u9891\u5730\u5740\uff1ahttps:\/\/mp.weixin.qq.com\/s\/wNQAWeUacfB8a1F_kQZe_g<\/p>\n

\u4f9d\u65e7\u662f\u4e00\u8fde\u4e32\u7684\u529f\u80fd\u90fd\u80fd\u6309\u7167Prompt\u7684\u8981\u6c42\uff0c\u4e1d\u6ed1\u5730\u8fdb\u884c\u4ea4\u4e92\u3002<\/p>\n

\u81f3\u4e8e\u66f4\u52a0\u590d\u6742\u7684\u4efb\u52a1\uff0c\u667a\u8c31\u5b98\u65b9\u5c55\u793a\u4e86\u4e00\u4e2a\u7531GLM-5.3 Flash\u72ec\u7acb\u8dd1\u4e8612\u4e2a\u5c0f\u65f6\u540e\u76843D Blender\u573a\u666f\u6784\u5efa\u4efb\u52a1\u7684\u6548\u679c\uff1a<\/p>\n

\u89c6\u9891\u5730\u5740\uff1ahttps:\/\/mp.weixin.qq.com\/s\/wNQAWeUacfB8a1F_kQZe_g<\/p>\n

\u55ef\uff0c\u73b0\u5728GLM-5.3 Flash\u7684\u60c5\u51b5\u5c31\u662f\uff0c\u53ea\u8981\u4f60\u7ed9\u591f\u5b83\u65f6\u95f4\uff0c\u5b83\u5c31\u80fd\u4ee5\u4f4e\u5ec9\u7684\u4ef7\u683c\uff0c\u81ea\u5df1\u628a\u590d\u6742\u4efb\u52a1\u7ed9\u8dd1\u901a\u3002<\/p>\n

\u5728\u770b\u5b8c\u5b9e\u6d4b\u540e\u7684\u7ed3\u679c\uff0c\u6216\u8bb8\u4f60\u4f1a\u597d\u5947\u4e00\u4e2a\u95ee\u9898\uff1a<\/p>\n

\u4e3a\u5565\u4e00\u4e2a320B\u7684\u6a21\u578b\uff0c\u5c31\u80fd\u505a\u5230\u8fd9\u6837\u7684\u6548\u679c\u5462\uff1f<\/p>\n

\u7b54\u6848\u5176\u5b9e\u85cf\u5728\u201cFlash\u201d\u8fd9\u4e2a\u8bcd\u7684\u80cc\u540e\u3002<\/p>\n

\u8fd9\u4e00\u6b21\uff0c\u667a\u8c31\u4ece\u6a21\u578b\u67b6\u6784\u672c\u8eab\u5c31\u5f00\u59cb\u62a0\u6548\u7387\u3002<\/p>\n

GLM-5.3 Flash\u603b\u53c2\u6570\u4e3a320B\uff0c\u5b9e\u9645\u6fc0\u6d3b\u53c2\u6570\u53ea\u670918B\uff0c\u5c42\u6570\u4e5f\u4eceGLM-4.5\u65f6\u671f\u768492\u5c42\u538b\u5230\u4e8645\u5c42\u3002\u4f46\u7626\u8eab\u4e4b\u540e\uff0c\u80fd\u529b\u53cd\u800c\u8d85\u8fc7\u4e86\u4e0a\u4e00\u4ee3\u66f4\u5927\u7684GLM-5.2\u3002\u914d\u5408\u6700\u65b0\u768430T Token\u591a\u6a21\u6001\u9884\u8bad\u7ec3\u8bed\u6599\uff0c\u667a\u8c31\u5e0c\u671b\u505a\u5230\u7684\u662f\u5c11\u7b97\u4e00\u70b9\uff0c\u4f46\u522b\u5c11\u5e72\u6d3b\u3002<\/p>\n

\u8fd9\u91cc\u9762\u6700\u5173\u952e\u7684\u4e00\u5200\uff0c\u780d\u5728\u4e86\u6ce8\u610f\u529b\u673a\u5236\u4e0a\u3002GLM-5.3 Flash\u91c7\u7528\u4e86\u7ebf\u6027\u6ce8\u610f\u529b+\u7a00\u758f\u6ce8\u610f\u529b\u7684\u6df7\u5408\u67b6\u6784\u3002<\/p>\n

\u7ebf\u6027\u6ce8\u610f\u529b\u8d1f\u8d23\u6293\u4f4f\u5c40\u90e8\u4fe1\u606f\uff0c\u7a00\u758f\u6ce8\u610f\u529b\u518d\u901a\u8fc7\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u7d22\u5f15\u5668\uff0c\u628a\u771f\u6b63\u76f8\u5173\u7684\u5168\u5c40\u4e0a\u4e0b\u6587\u635e\u56de\u6765\u3002\u9762\u5bf91M\u8fd9\u6837\u8d85\u957f\u7684\u4e0a\u4e0b\u6587\uff0c\u5b83\u4e0d\u7528\u8ba9\u6240\u6709Token\u90fd\u5f7c\u6b64\u72e0\u72e0\u5e72\u4e00\u904d\u8ba1\u7b97\u3002<\/p>\n

\u667a\u8c31\u8fd8\u52a0\u4e86\u4e00\u4e2aIndexPool\uff0c\u628a\u7d22\u5f15\u5668\u539f\u672c4\u4e2a\u7f13\u5b58\u5411\u91cf\u538b\u62101\u4e2a\u3002\u7b97\u4e0b\u6765\uff0c\u76f8\u6bd4GLM-5.3\uff0cGLM-5.3 Flash\u7684\u6ce8\u610f\u529b\u8ba1\u7b97\u91cf\u964d\u4f4e\u4e863.01\u500d\uff0cKV Cache\u4e5f\u7f29\u5c0f\u4e864.44\u500d\u3002<\/p>\n

\u8fd9\u4e5f\u89e3\u91ca\u4e86\u524d\u9762\u5b9e\u6d4b\u91cc\u4e00\u4e2a\u633a\u660e\u663e\u7684\u611f\u53d7\uff0c\u90a3\u5c31\u662f\u5b83\u867d\u7136\u9876\u7740\u201cFlash\u201d\u7684\u540d\u5b57\uff0c\u4f46\u505a\u8d77\u957f\u4efb\u52a1\u6765\uff0c\u5e76\u6ca1\u6709\u4e00\u80a1\u201c\u8f7b\u91cf\u7248\u201d\u7684\u5473\u9053\u3002<\/p>\n

\u5c24\u5176\u662f\u8fd9\u6b21\u7ec8\u4e8e\u957f\u51fa\u6765\u7684\u8fd9\u53cc\u773c\u775b\u3002\u667a\u8c31\u4e13\u95e8\u4e3aVisual Coding\u505a\u4e86\u6570\u636e\u5408\u6210\u6d41\u6c34\u7ebf\uff0c\u8ba9\u6a21\u578b\u5728\u6267\u884c\u4efb\u52a1\u8fc7\u7a0b\u4e2d\uff0c\u80fd\u591f\u81ea\u5df1\u53bb\u770b\u6700\u7ec8\u9875\u9762\u3001\u4ea4\u4e92\u548c3D\u573a\u666f\uff0c\u518d\u6839\u636e\u89c6\u89c9\u53cd\u9988\u7ee7\u7eed\u4fee\u6539\u3002<\/p>\n

\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48\u521a\u624d\u8bbe\u8ba1\u7a3f\u8fd8\u539f\u30013D\u5efa\u6a21\u8fd9\u7c7b\u4efb\u52a1\u91cc\uff0c\u5b83\u80fd\u4e00\u8fb9\u5199\u3001\u4e00\u8fb9\u770b\u3001\u4e00\u8fb9\u7ee7\u7eed\u6539\u3002<\/p>\n

\u9664\u6b64\u4e4b\u5916\uff0cGLM-5.3 Flash\u76ee\u524d\u627f\u63a5\u8fd9\u4e9b\u7ebf\u4e0a\u771f\u5b9e\u8bf7\u6c42\u7684\uff0c\u80cc\u540e\u8dd1\u7684\u90fd\u662f\u56fd\u4ea7\u82af\u7247\u3002<\/p>\n

\u4e3a\u4e86\u5728\u56fd\u4ea7\u52a0\u901f\u82af\u7247\u4e0a\u625b\u4f4f\u591a\u6a21\u6001\u548c1M\u4e0a\u4e0b\u6587\uff0c\u667a\u8c31\u628a\u591a\u6a21\u6001\u7f16\u7801\u3001Prompt\u9884\u586b\u5145\u548c\u9010Token\u89e3\u7801\u62c6\u6210\u4e86\u53ef\u4ee5\u72ec\u7acb\u8c03\u5ea6\u3001\u6269\u7f29\u5bb9\u7684Encode-Prefill-Decode\u5206\u79bb\u5f0f\u67b6\u6784\uff0c\u540c\u65f6\u53e0\u4e0aLayer Split\u3001\u6df7\u5408\u7f13\u5b58\u91cf\u5316\u7b49\u4e00\u7cfb\u5217\u5e95\u5c42\u4f18\u5316\u3002<\/p>\n

\u6700\u7ec8\uff0c\u76f8\u6bd4\u540c\u4e00\u5957\u786c\u4ef6\u4e0a\u7684\u521d\u59cb\u57fa\u7ebf\uff0c\u7aef\u5230\u7aef\u670d\u52a1\u6027\u80fd\u63d0\u5347\u4e863\u500d\uff0c\u5355Token\u6210\u672c\u4e5f\u505a\u5230\u4e86\u4e0e\u4e3b\u6d41\u82f1\u4f1f\u8fbeGPU\u76f8\u5f53\u7684\u6c34\u5e73\u3002<\/p>\n

\u8fd9\u4e48\u4e00\u6765\uff0c\u518d\u56de\u5934\u770b\u300c\u725b\u6765\u300d\u8fd9\u51e0\u5929\u5728\u6d77\u5916\u7a81\u7136\u7206\u706b\uff0c\u5473\u9053\u5176\u5b9e\u5c31\u4e0d\u592a\u4e00\u6837\u4e86\u3002<\/p>\n

\u5728\u6b63\u5f0f\u8ba4\u9886\u4e4b\u524d\uff0cOpenRouter\u548cOpenCode\u4e0a\u7684\u6d77\u5916\u5f00\u53d1\u8005\u538b\u6839\u4e0d\u77e5\u9053Ox-Alpha\u662f\u8c01\u5bb6\u7684\u3002\u5927\u5bb6\u5c31\u662f\u89c9\u5f97\u597d\u7528\uff0c\u7136\u540e\u4e00\u8f6e\u53c8\u4e00\u8f6ePrompt\u5f80\u91cc\u585e\uff0c\u786c\u751f\u751f\u628a\u5b83\u7528\u5230\u4e86\u699c\u4e00\u3002<\/p>\n

\u7ed3\u679c\u7b49\u667a\u8c31\u628a\u724c\u7ffb\u5f00\uff0c\u624d\u53d1\u73b0\u8fd8\u6709\u540e\u534a\u622a\uff1a<\/p>\n

\u6a21\u578b\u662f\u56fd\u4ea7\u7684\uff0c\u8fde\u80cc\u540e\u63a5\u4f4f\u8fd9\u6ce2\u5168\u7403\u771f\u5b9e\u6d41\u91cf\u7684\u7b97\u529b\uff0c\u4e5f\u662f\u56fd\u4ea7\u7684\u3002<\/p>\n

\u6b63\u5982\u6211\u4eec\u4e0a\u6587\u63d0\u5230\u7684\uff0cOx-Alpha\u533f\u540d\u6d4b\u8bd5\u671f\u95f4\u521b\u4e0b\u4e86OpenRouter\u3001OpenCode\u53cc\u5e73\u53f0\u8c03\u7528\u91cf\u65b0\u9ad8\uff0c\u800c\u8fd9\u4e9b\u8bf7\u6c42\u5168\u90e8\u7531\u56fd\u4ea7\u82af\u7247\u63d0\u4f9b\u7b97\u529b\u652f\u6301\u3002<\/p>\n

\u8fd9\u4ef6\u4e8b\u7684\u610f\u4e49\uff0c\u751a\u81f3\u4e0d\u53ea\u5728\u201c\u56fd\u4ea7\u6a21\u578b\u53c8\u8d62\u4e86\u4e00\u6b21\u201d\u3002\u8fc7\u53bb\u524d\u6cbf\u6a21\u578b\u6709\u4e2a\u8d8a\u6765\u8d8a\u73b0\u5b9e\u7684\u95ee\u9898\uff1a\u80fd\u529b\u8d8a\u6765\u8d8a\u5f3a\uff0c\u8c03\u7528\u8d77\u6765\u4e5f\u8d8a\u6765\u8d8a\u8d35\u3002<\/p>\n

\u5c24\u5176Agent\u5f00\u59cb\u771f\u6b63\u5e72\u6d3b\u4e4b\u540e\uff0c\u4e00\u6b21\u4efb\u52a1\u8dd1\u51e0\u5341\u5206\u949f\u3001\u51e0\u4e2a\u5c0f\u65f6\uff0cToken\u50cf\u5f00\u4e86\u6c34\u9f99\u5934\u4e00\u6837\u5f80\u5916\u6d41\u3002\u6a21\u578b\u518d\u806a\u660e\uff0c\u4ef7\u683c\u9876\u5728\u90a3\u513f\uff0c\u5f88\u591a\u4efb\u52a1\u4f9d\u7136\u4f1a\u8ba9\u4eba\u4e0b\u610f\u8bc6\u7b97\u8d26\u3002<\/p>\n

GLM-5.3 Flash\u8fd9\u6b21\u7ed9\u51fa\u7684\u7b54\u6848\u5c31\u5f88\u7b80\u5355\u3002\u628a\u67b6\u6784\u3001\u63a8\u7406\u548c\u7b97\u529b\u6548\u7387\u7ee7\u7eed\u5f80\u4e0b\u62a0\uff0c\u7136\u540e\u628a\u524d\u6cbf\u80fd\u529b\u7684\u4ef7\u683c\u4e00\u8d77\u6253\u4e0b\u6765\u3002<\/p>\n

\u5b83\u5728AA\u62ff\u523057\u5206\uff0c\u4e0eClaude Opus 4.8\u6301\u5e73\uff1b\u4ef7\u683c\u5374\u53ea\u6709\u540e\u8005\u76841\/40\u3002\u524d\u6cbf\u6a21\u578b\u7ec8\u4e8e\u5f00\u59cb\u6709\u4e86\u70b9\u201c\u65e5\u5e38\u6d88\u8017\u54c1\u201d\u7684\u610f\u601d\u3002<\/p>\n

\u6700\u540e\u8fd8\u6709\u5f00\u6e90\u3002<\/p>\n

GLM-5.3 Flash\u5df2\u7ecf\u6b63\u5f0f\u9762\u5411\u5168\u7403\u5f00\u6e90\uff0c\u540c\u65f6\u63a5\u5165ZCode\u3001\u5f00\u653eAPI\u3002\u6a21\u578b\u80fd\u8dd1\u5728\u56fd\u4ea7\u82af\u7247\u4e0a\uff0c\u6743\u91cd\u53c8\u76f4\u63a5\u6253\u5f00\uff0c\u5f00\u53d1\u8005\u62ff\u5f97\u5230\uff0c\u4f01\u4e1a\u4e5f\u6709\u673a\u4f1a\u81ea\u5df1\u90e8\u7f72\u3002<\/p>\n

\u6a21\u578b\u3001\u56fd\u4ea7\u7b97\u529b\u548c\u5f00\u6e90\u751f\u6001\uff0c\u8fd9\u4e00\u6b21\u7b97\u662f\u771f\u6b63\u63a5\u5230\u4e86\u4e00\u8d77\u3002<\/p>\n

\u6240\u4ee5\u5230\u8fd9\u91cc\uff0c\u518d\u770b\u300c\u725b\u6765\u300d\u8fd9\u4e2a\u540d\u5b57\uff0c\u7a81\u7136\u8fd8\u633a\u8d34\u5207\u3002<\/p>\n

\u80fd\u5e72\u6d3b\uff0c\u5403\u5f97\u5c11\u3002\u800c\u4e14\u8fd9\u56de\uff0c\u725b\u662f\u81ea\u5df1\u7684\uff0c\u8349\u4e5f\u662f\u81ea\u5df1\u7684\u3002<\/p>\n

BigModel\u5f00\u653e\u5e73\u53f0\uff1ahttps:\/\/docs.bigmodel.cn\/cn\/guide\/models\/vlm\/glm-5.3-flash<\/p>\n

Z.ai\uff1ahttps:\/\/docs.z.ai\/guides\/vlm\/glm-5.3-flash<\/p>\n

GLM Coding Plan\uff1ahttps:\/\/bigmodel.cn\/glm-coding<\/p>\n

Blog\uff1ahttps:\/\/z.ai\/blog\/glm-5.3-flash<\/p>\n

\u5f00\u6e90\u94fe\u63a5\uff1ahttps:\/\/huggingface.co\/zai-org\/GLM-5.3-Flashhttps:\/\/huggingface.co\/zai-org\/GLM-5.3-Flash-BF16<\/p>\n

\n

\u7248\u6743\u58f0\u660e\uff1a<\/strong><\/p>\n

\u672c\u535a\u5ba2\u90e8\u5206\u5185\u5bb9\u4e3a\u8f6c\u8f7d\u6587\u7ae0\uff0c\u65e8\u5728\u5206\u4eab\u6709\u4ef7\u503c\u7684\u4fe1\u606f\uff0c\u7248\u6743\u5f52\u539f\u4f5c\u8005\u6240\u6709\u3002<\/p>\n

\u8f6c\u8f7d\u4ec5\u4e3a\u4e2a\u4eba\u5b66\u4e60\u4e0e\u4ea4\u6d41\u76ee\u7684\uff0c\u4e0d\u5bf9\u6587\u7ae0\u89c2\u70b9\u8d1f\u8d23\uff0c\u4ea6\u4e0d\u7528\u4e8e\u4efb\u4f55\u5546\u4e1a\u7528\u9014\u3002<\/p>\n

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\u91d1\u78ca \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n

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