language-environments

Introduces the State-Centric Decision Process (SDP), a runtime framework that enables language agents to construct task-induced state spaces, observation-to-state mappings, certified transitions, and termination criteria from raw text environments, achieving state-of-the-art training-free results on five benchmarks.