Are AI labs chasing better models or better benchmark scores? Alex Mashrabov, Co-Founder & CEO of Higgsfield, argues that tying rewards to benchmarks creates the wrong incentives. He says some researchers use test data in training to improve scores and secure quarterly bonuses. Higher scores can look like progress. But what are they actually measuring?