Over 2,000 submissions from 1,000 participants defined the Parameter Golf competition. The event tested how coding agents and humans optimize model design under strict constraints. Findings highlight the current limits of AI-assisted machine learning research. Practitioners can now see where autonomous agents fail during complex quantization and architectural tuning tasks.