We craft expert-owned RL environments: high-fidelity artifacts built and owned by the human experts. We believe in the world where machine intelligence is distributed, trained, monetized and supervised by experts, and where agents improve on demand by interacting with purposely built environments.

GROUND TRUTHHuman ExpertCORE AGENTPolicy Agenttext responsesSYNTHETIC ENVEnvironment Simulatorclient responsesAUXILIARYCritic Agenttext assessment cAUXILIARYValue Function Qscalar scoreAUXILIARYUncertainty Estimatescalar uncertaintyf1/f2/f3eeepisodesdecisions