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If you where in a constant state of caloric deficit you would constantly loose weight.

At every calorie level above starvation, there is an equilibrium weight associated.

(Metabolism (which drops with less weight) + Exercise - Intake) -> over time -> equilibrium weight.

So assuming you pick a low calorie diet for now, eventually you'd maintain at a skinny weight.. and maybe live longer. Maybe.