Interactive math resources reveal π0 and GR00T share nearly the same robot brain architecture
Fowe · x · 2026-11-10
A curated list of 10 hands-on resources for learning the math behind robotics: interactive linear algebra, probability & Bayes, Markov chains, Kalman filters, A path planning, Fourier transforms, momentum gradient descent, Karpathy's RL course, plus Transformers and Diffusion.
The author notes that two of the three humanoid "brains" — π0, NVIDIA GR00T, and Tesla Optimus — are built almost identically: a Transformer that understands the scene and a diffusion-style head that turns noise into arm motion. Context: Physical Intelligence reportedly raised at $20B valuation, NVIDIA gives GR00T away on GitHub, and Tesla builds Optimus in Fremont.
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