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You can't trust a GPU you can't see — the mechanics that make decentralized compute usable

This story is from 2026-10-19. It is preserved in the archive; the latest stories are on the live feed.

The pitch for decentralized GPU networks is easy to dismiss: "strangers' computers, doing your AI work, for less money." The dismissal is fair if you stop there. A requester ships a model and a dataset to a node they've never met, on hardware they can't inspect, in a jurisdiction they don't know. W…

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  1. 2026-10-19 19:07 · DEV Community — AI
    You can't trust a GPU you can't see — the mechanics that make decentralized compute usable

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