Picture this: your AI agents are humming along, analyzing production-like data, generating insights, or debugging automated pipelines. Then an innocent query slips through, one that includes a customer email, credit card fragment, or internal secret. Suddenly, your model knows something it shouldn’t. That is the quiet nightmare of LLM