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February 10, 2026 · Validation

Head-to-head: Manifold vs Physical Intelligence on identical hardware


We ran a direct comparison using identical hardware: a UR5e robotic arm with the same effector and sensors. Manifold achieved 98% accuracy versus Physical Intelligence's 14% in the same scenario. Manifold operated zero-shot with no training, while PI's software had the benefit of training and simulation.

The outcome is not a matter of training or sensors. It is calculated physics precision versus guessing via pattern-matching.