Long Horizon

OdysseyArena: Benchmarking Large Language Models For Long-Horizon, Active and Inductive Interactions

OdysseyArena tests agents on environments where they must discover hidden rules over hundreds of steps, not just follow given instructions. Even top models struggle, showing that long-run discovery and strategy remain weak points.