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That indeed makes more sense: it only fits short-run predictions. It justifies short-run policies.
Longer term policies need a different justification: you’re definitely right there.
I think economists have a name for mistaking short- & long-run effects (something to do with equilibrium), but the course was too long ago for me to recall.