Open Roles
Member of Technical Staff, Unconventional Talent
Art / Film / Physics / Philosophy / Math + CS/AIFull-timeSan Francisco
Interdisciplinary thinkers who combine domain expertise in art, film, physics, philosophy, or mathematics with a strong foundation in CS or AI. The hardest part of building a reward signal for video is knowing what correct looks like, and why.
Member of Technical Staff
Ex-founder or ResearcherFull-timeSan Francisco
Build verifiable reward models, expert-calibrated reward systems, and RL training environments for video AI. Deep experience in multimodal ML, video understanding, or reinforcement learning. We are excited to work with you.
Member of Technical Staff, Intern
Research InternshipSan Francisco
Work directly with the founding team on core research in video reward modeling and evaluation. Graduate students or exceptional undergraduates with strong ML fundamentals. You will ship real research, not run experiments in a sandbox.
How We Work

What to expect

Small team, high ownership. We are a small team where everyone works on the hardest problems directly. There are no layers between you and the work that matters. You will have more responsibility and more impact than at any larger organization.

Research with production urgency. We publish and we ship. Our work advances the field and serves real design partners at frontier labs. If you want to do research that matters immediately, not in two years, this is the place.

First-principles thinking. The verification problem for visual AI does not have established solutions. We start from the structure of the problem, not from what existing pipelines can be adapted. This requires intellectual honesty and comfort with ambiguity.