Send one focused question about GenAI engineering, RAG, Agentic AI, Amazon Bedrock, LangGraph, retrieval quality, evaluation, or production deployment. Include enough context for one useful answer. I reply within TopMate's one-day response window. This is not a full codebase review, implementation service, or ongoing chat. Do not share confidential material; outcomes are not guaranteed.