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3D interaction traces

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Machine Heart
Machine Heart
Jun 27, 2026 · Artificial Intelligence

Why Robots Shouldn’t Dream in Pixels: Introducing μ₀’s 3D Interaction Traces as a Physical Language

The article argues that pixel‑level world models are too low‑level and costly for robotics, proposes the μ₀ representation—compact 3D interaction traces that capture object, tool and contact dynamics—demonstrates its training pipeline, experimental speed and success rates, and suggests it as a scalable, interpretable physical language for embodied agents.

3D interaction tracesEmbodied AIrepresentation learning
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Why Robots Shouldn’t Dream in Pixels: Introducing μ₀’s 3D Interaction Traces as a Physical Language