REINFORCEAI
Manifesto

Twenty watts.
Real understanding.

01Mission

The human brain runs on 20 watts. It carries biological priors and builds real understanding by experiencing the real world, and from that understanding, it handles uncertainty.

ReinforceAI builds machines on biological mechanism. The same substrate living systems use to navigate the real world, now running on hardware.

We see a future where humanoid astronauts carry out space missions, where a pet dog runs on biological mechanism the way a real dog does, and where intelligence is something everyone can afford, needing no internet, no training data, and no heavy compute. Like biological brains, it recognizes its people, learns its surroundings, grows from every experience, and handles uncertainty from real understanding.

02Team
Founder
Viraj Deshwal
Founder
Viraj Deshwal
AI & Physics researcher

Models the geometry of intelligence in high-dimensional space.

Advisors
Karl Friston
Academic Adviser
Karl Friston
Neuroscientist & Theoretician

Free Energy Principle & Active Inference.

Michael Mannino
Academic Adviser
Michael Mannino
Neuroscientist & Complex Systems Scientist

Coordination Dynamics & Brain Networks.