Tether’s own AI study shows when buying a laptop costs more than cloud tokens

Tether’s October 20 announcement of an investment in AI computing company Tenstorrent extends CEO Paolo Ardoino’s push for user-controlled technology. Yet QVAC, the stablecoin issuer’s local AI platform, shows why buying a laptop will not save every user money. The constraint is usage. In one dense-model scenario, QVAC’s estimated output over a working month falls short of the volume needed to cover a new machine’s assumed cost against cheap cloud access. Existing device owners face a different calculation because they have no new purchase to recover.