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FastAPI-based In-Context RAG chatbot backend using LlamaIndex and Google Gemini. Features dynamic entity-matching context slicing, an automatic multi-model fallback chain for 429 quota resilience, thread-safe response caching, and adaptive temporal timeframe fallback.