Unsupervised Back

About us

We are not competing on how many tasks a robot can do. We are competing on how rarely it fails.

85% A thousand tasks at 85%
A research demo.
99.9% One task at 99.9%
A job replaced.

A thousand picks is roughly one shift on one line. Each mark is one pick and each coral mark is a stoppage. At 85% per attempt the line stops about 150 times. At 99.9% it stops once.

Generality is the axis the field is optimising and it is not the axis companies buy on. A policy that attempts a thousand different tasks and succeeds at most of them is a research result. A cell that does one job every time is a position on a shift schedule, and the difference between those two things is the last few points of reliability, which do not come from scale. They come from failing in a real building and fixing it.

Who is building it

Ryan Cruz

Ryan Cruz

Co-founder, CEO

Reinforcement learning research, and sim-to-real transfer closed first-hand. He built OpenDOG, an open source RL quadruped trained entirely in simulation and deployed onto 3D-printed hardware. First nationally at HackDef 2025 and second in the Latin American Cybersecurity Challenge 2025. Founded GENESIS, Mexico's largest university aerospace team. Started reverse engineering games at nine.

OpenDOG, a 3D-printed RL quadruped
OpenDOG. Trained in simulation, running on 3D-printed hardware.
ryan.com.mx/work
Cuauhtli Padilla

Cuauhtli Padilla

Co-founder, CTO

Hardware that shipped. He took Sunu from prototype to a product in 50 countries, past $1M in sales and 5,000 users. Twice a YC founder, with Sunu in S17 and Clara in P26. Inventor on two patents, Techstars Miami 2023, and twice on Shark Tank.

The Sunu band, shipped to 50 countries
Sunu. Prototype to a product in 50 countries.
Y Combinator Verified founder Sunu S17 · Clara P26