File Search is a fully managed Retrieval Augmented Generation (RAG) system built directly into the Gemini API.File Search is a fully managed Retrieval Augmented Generation (RAG) system built directly into the Gemini API.File Search is a fully managed Retrieval Augmented Generation (RAG) system built directly into the Gemini API.