Players Outsource Victory to AI

Competitive participants increasingly use powerful, widely available AI engines to produce winning moves, creating a divergence between online results and offline (over‑the‑board) skill, and forcing communities to choose between policing tool use or accepting AI‑assisted accomplishments. The Carlo Metta / Leela Zero case shows how circumstantial evidence, governance opacity, and stigma about 'AI cheating' produce contested punishments and cultural fracture. — If replicated across sports, arts, or credentialing, this pattern forces legal, organizational, and cultural changes about evidence, fairness, and what counts as expertise.