What this means in real training
Acute fuel use is not the same as fat loss
Fasted exercise can increase fat oxidation during that workout.
That is a fuel-use effect, not proof of extra fat loss across the week or month.
What the comparative studies found
A systematic review and meta-analysis found no meaningful body-composition advantage from fasted versus fed aerobic exercise.
A randomized trial also found no clear fasted-state advantage for body composition, and a newer four-day crossover trial found no difference in the components of energy balance.
When broader fasting programs can still work
If eating first improves performance, volume, or adherence, the fed version is probably the better practical choice.
Broader exercise-plus-intermittent-fasting programs can improve body composition in adults with overweight or obesity, but that points to the overall plan, not a magic pre-breakfast workout advantage.