Everything on Evaluation Metrics

The "Reward Hacking" phenomenon in benchmarks like Open-Claw shows that high synthetic scores often fail to translate into real-world task completion.

Impact: Shifts the industry focus from generic benchmarks to domain-specific, real-world validation.

— from Frontier Models, Open Weights, and the Rise of Edge AI · INNOQ Podcast· Apr 20, 2026