Research

We study how to represent physical experience as episodes — the structured unit of robot learning. Selected work from the team. We're in stealth; more to come.

PositionJanuary 2026

Episodes: The Structured Unit of Robot Learning

Raw trajectories and clips are the wrong granularity for learning from physical experience. We define the episode — goal, context, objects, actions, state changes, failures, recoveries, interventions, and outcome — and argue why it is a more compact and reusable learning signal than disconnected demonstrations.

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