RAG System & Hybrid Reasoning Implementation

Design the RAG system architecture, including your choice of vector database, embedding model, and retrieval strategy for storing and recalling user memories. Detail how you will implement hybrid instant/deep reasoning, describing the conditions under which an agent transitions from instant responses to engaging a deeper, adaptive thinking budget for more complex conversational turns or problem-solving.