The Hierarchy of Agentic Capabilities: Evaluating Frontier Models on Realistic RL Environments

Logan Ritchie, Sushant Mehta, Nick Heiner +2

The advancement of large language model (LLM) based agents has shifted AI evaluation from single-turn response assessment to multi-step task completion in interactive environments.…