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NablaEngine

Fast, exact simulation gradients for the Unitree G1: a differentiable GPU physics engine with JAX and PyTorch interfaces.

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GITHUB · launched Oct 30, 2026 · 23 upvotes (top 59%)

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Could you build this?

No The project is a differentiable GPU physics engine tied to published humanoid-control research, which requires novel research and deep simulation expertise.

What it would actually take: Building this means writing a differentiable simulator with exact gradients for multibody contact dynamics on GPU, plus JAX and PyTorch bindings and a humanoid model (Unitree G1). It also requires the training methodology from the paper, which is novel research. That needs graduate-level robotics, numerical methods, and GPU kernel expertise, along with robot hardware or simulators to validate results.

Competitors

Other products that read as similar to this one : 3184 launches clear the similarity bar, closest 8 shown.

Attention rank: #1760 of 3185 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 366 days after the earliest competitor.

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