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AI Assistant Chat Interface

A project recipe — really a family of recipes — for an LLM-backed chat surface, organized along two axes: deployment shape (standalone vs embedded) and implementation path (custom vs prebuilt AI SDK). The target is an LLM-backed chat experience — either a standalone ChatGPT-style app or a third-party-mountable widget — built on the same React/Vite/Cloud Run foundations as the React SPA and React SPA with Firebase recipes. This recipe layers onto those — it does not replace them.