https://ailab.yuting.cc/tags/error-429/Recent content in Error 429 on AI Lab @ Yutinghttps://ailab.yuting.cc/images/ai-cover.pnghttps://ailab.yuting.cc/images/ai-cover.pngHugozh-twWed, 08 Jul 2026 16:51:26 +0800https://ailab.yuting.cc/posts/gemini-429-quota-management/Wed, 08 Jul 2026 16:51:26 +0800https://ailab.yuting.cc/posts/gemini-429-quota-management/<blockquote> <p>🔗 <strong>資料來源</strong>：</p> <ul> <li>此篇內容源自我們內部實戰解決 Gemini 429 錯誤的經驗總結。（<a href="https://ailab.yuting.cc/downloads/Gemini-429-%E9%8C%AF%E8%AA%A4%E5%88%86%E6%9E%90%E8%88%87%E5%B0%8D%E7%AD%96.pdf">📥 下載原始簡報 PDF</a>）</li> <li>延伸閱讀：<a href="https://cloud.google.com/blog/products/ai-machine-learning/build-a-robust-and-cost-effective-gen-ai-strategy">Build a robust and cost-effective gen AI strategy (Google Cloud Blog)</a></li> </ul> </blockquote> <p>在大型語言模型的實際應用中，當我們以為配額相當充足時，卻時常會意外撞上 <strong>「429 RESOURCE_EXHAUSTED」</strong> 的錯誤牆。本篇筆記將帶您深入剖析這個令人困惑的現象，並提供具體的架構調整與 Python 實踐範例。</p>