The Core Finding
People who treat AI responses as starting points — who push back, ask follow-ups,
and refine — show dramatically better outcomes than those who accept and move on.
⚠️ The Polished Output Trap
When AI produces polished-looking outputs (code, docs, apps), users become less critical —
exactly when they should verify more.