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Please, do us the favor of drawing the through-line between this action and inflation.

I guess they mean that if it's not coming from the existing money pool (i.e., taxes) then a new money will be printed (i.e., inflation)

Printing money (whether that's relevant here or not) is simply not what inflation means.