Why do Astra and Sol 6.1 perform so well? Multi-agent RL and epistemic vigilance

scaling01 · x · 2026-11-06

scaling01 speculates on why Astra and Sol 6.1 perform so well: general reasoning gains from 'dirty loopers', or new multi-agent RL—specifically safety training for cogsec, termed 'epistemic vigilance'. He also suspects OpenAI has RL environments for all such games and analogous message-board/web scenarios.

Original post →

More from Models

Models channel →