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The interesting shift with “quantum AI” isn’t the research

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The interesting shift with “quantum AI” isn’t the research papers anymore — it’s that companies are starting to package it like a normal product category with hardware roadmaps, cloud access, and developer tools attached. Feels a lot like early AI accelerators a few years ago: still expensive, still messy, but no longer living only inside university demos.

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