You can't austerity your way to prosperity. Growth shrinks the deficit-to-GDP ratio naturally—just ask anyone who lived through the post-WWII boom that paid down our biggest debt ever.
Post-WWII debt fell after massive war spending cuts, not endless deficits. Austerity plus growth is how ratios actually shrink.
