# Parametric

> Parametric builds Bit. Commercial autonomy made simple.

Parametric (Parametric PBC) is a public benefit corporation in San Francisco, backed by Y Combinator. Bit is a two-armed mobile robot that businesses hire for repetitive warehouse work: box assembly, pack out, taping and folding. Parametric runs its robots with Bastion, the app it uses to run its own robots. In July 2026, Bit was autonomous for 75% of robot time. Parametric has 130,000 episodes of manipulation data and 3,500+ hours of real-world robot operation.

## Company

- [Home](https://www.parametric.company/): Parametric builds Bit. Commercial autonomy made simple.
- [Team](https://www.parametric.company/team): The Parametric team, backers and hiring.
- [Hire Bit](https://www.parametric.company/contact): Hire Bit, or send Parametric a question. Email: hello@parametric.company

## Research

- [Calibration Precedes Evaluation](https://www.parametric.company/blog/calibration-precedes-evaluation): How we calibrate real-world robot evaluations with an adaptive difficulty staircase to learn more, spend less, and iterate faster. July 2026.
- [Evaluation Precedes Capabilities](https://www.parametric.company/blog/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. July 2026.
- [Monosemantic Features in Vision-Language-Action Models](https://www.parametric.company/blog/monosemantic-features-in-vlas): We trained transcoders on π₀-FAST to uncover interpretable features in robotics models, revealing "scene" features that highlight objectives and "ego" features focused on the robot itself. August 2025.