LIBAOXIA·Aug 20he messy truth about team AI spending — and how we tamed itAfter small teams adopt AI, the first component that typically fails is not model performance, but **billing management**.
LIBAOXIA·Aug 17Cross-posting our experience, since vendor risk keeps coming up here:We were burning on single-provider keys — pricing spikes (DeepSeek peak = 4.5× now), throttling, the works. Moved to a single…
LIBAOXIA·Aug 17Your AI bill shouldn’t 4.5× just because a provider hit peak hours.We put 31 models (DeepSeek, Qwen, GLM, Kimi…) behind one OpenAI-compatible key. Switch by changing one param. Flat rate absorbs upstream…
LIBAOXIA·Jul 21I Stopped Maintaining 3 LLM SDKs — Here’s the OpenAI-Compatible ShortcutIf you’re building with LLMs in 2026, the hard part usually isn’t “which model is smartest.”