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> never seen hydroponic potatoes either

Aeroponic potatoes. They don't even need any substrate.

I think that's seed potato production, where the consistency and lack of pathogens justifies the extra cost. Here's a manual:

It would be possible to grow potatoes for human consumption with a similar system, but I don't think it's currently economic.