Seahaven is an open-source Python framework for building synthetic RL environments that isolate agent runs with reproducibility and state tracking. It handles parallel instances, change logging, and serves environments via OpenEnv, with features like fixtures for known starting states, concurrent serving, and a web console for inspection.