Our work.

Research and engineering

  1. Adaptive difficulty staircase

    8 min read

    Calibration Precedes Evaluation

    How we calibrate real-world robot evaluations with an adaptive difficulty staircase to learn more, spend less, and iterate faster.

    John Alvarez, Lucas Burgett

  2. Laundromat frontier

    10 min read

    Evaluation Precedes Capabilities

    Integral to robotics development will be the art of evaluation: measuring where we are today, where we want to go, and the gap between those.

    Cody Swain, John Newsom

  3. Token types in DROID

    15 min read

    Monosemantic Features in Vision-Language-Action Models

    We trained transcoders on π₀-FAST to uncover interpretable features in robotics models, revealing two classes: "scene" features that highlight objectives and "ego" features focused on the robot itself.

    John Newsom, Cody Swain