TOOL

GOFish (70 stars): turn fisheye camera footage into a sim-ready digital twin.

GOFish is University of Maryland research code that reconstructs a photo-real 3D scene from fisheye imagery and pairs it with an aligned mesh for collisions in a robot simulator. It is early research code with no license stated. The direction matters for plant digital twins built from a camera walk-through.

For digital twin and robotics teams.

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Hyperscaler cooling specs now decide who wins orders, after Eaton, Schneider and Ecolab spent about $15B on liquid-cooling deals.

Michael Job notes Eaton, Schneider and Ecolab spent about $15 billion buying liquid-cooling makers, led by Eaton's $9.5 billion Boyd Thermal deal, yet none of their brands made Nvidia's first qualified cooling list. He argues hyperscaler-written specs decide who wins orders. If you buy the gear, write the spec version into design docs and ask bidders which version they built to.