GPT 5.5 biosafety bounty
Summary
ParlAI explores disentangling model size from compute, introducing Hash Layers and Staircase Attention to show that increasing compute without adding parameters can boost performance and that hashing-based routing enables efficient scaling. The work argues for decoupled design of parameters and computation and highlights practical architectures like Ladder and Staircase, with implications for efficiency and AI safety research.