We all consume calories simply staying alive. A typical person around 2000 (plus or minus 500) calories each day. Adding exercise boosts your calorific capacity and leads to other benefits too (here). So science suggests we can consume calories at a rate below our BMR (Basal Metabolic Rate) and not add weight. You can calculate your BMR here.