Reverse-RAG: Building AI-Driven Synthetic Staging Environments on AWS

Your CI/CD pipeline is green. Your unit tests pass. You deploy the latest update to your AI application. Ten minutes later, a user inputs a bizarre, multi-layered edge-case prompt, and your AI assistant completely breaks character, hallucinates a feature that doesn't exist, and ruins the user experience. Welcome to the reality of deploying Generative AI. Traditional QA testing is built for deterministic systems: If user clicks A, system returns B. But LLMs are non-deterministic. Human QA t...