Most React Native AI integrations I've seen share two failure modes: they're locked to one provider, and they have no strategy for rate limits. After rebuilding the same glue code across multiple projects, I packaged it into react-native-ai-hooks v0.6.0. The Core Problems Provider Fragmentation Anthropic, OpenAI, and Gemini all return structurally different responses. Building UI on top of that means your components need to know which provider they're talking to — which is the wrong abstraction