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The Missing Layer for Physical AI

Shadnam Khan, co-founder and CEO of Multiset AI, explains how visual positioning gives physical spaces a coordinate system that phones, headsets, drones, and robots can understand.Shad breaks down: the real trade-off between each capture format and why most maps fail on the capture plan rather than the scanner, why a better-looking map does not localize better, how one walk produces both a splat a human reads and a map a machine localizes against, and where visual positioning genuinely does not work.

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The skinny

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