AI for Human Progress

We champion computational efficiency—from first principles in numerical linear algebra to cutting-edge circuit, chip and system design. Our goal is to unlock more insight per joule of energy and dollar of cloud spend, making advanced AI accessible to every classroom, lab, and garage innovator.

By fusing robust mechanical design with real-time perception and control, we translate algorithms into purposeful motion. Whether it’s precision agriculture or assistive exoskeletons, our focus is safe, affordable robots that extend human reach and resilience. 

We design AI agents that work with people, not around them—tools that explain their reasoning, learn from feedback, and amplify human judgment. The outcome is decision cycles that are faster, fairer, and more transparent across science, healthcare, and civic life. 

From climate-adaptive logistics to AI-guided drug discovery, we convene interdisciplinary teams to turn urgent challenges into open, testable pilots. Our mantra: prototype quickly, measure ruthlessly, share freely. 

We explore moonshots—self-maintaining micro-grids, universal personal tutors, democratic data trusts—laying the technical and ethical groundwork now so society can deploy them responsibly later. 

Progress thrives on sunlight. All code, data, and learnings flow into permissive repos, hackathons, and community workshops, inviting everyone to critique, fork, and improve. Together we convert individual sparks into a collective engine for human progress through education.