Fitness Level Adaptive Exercise Selection

via “fitness-level-adaptive-exercise-selection”

Unique: Implements fitness-level gating at generation time through prompt-based exercise filtering rather than post-generation validation, ensuring generated workouts are inherently appropriate without requiring separate difficulty branches

vs others: Simpler than trainer-based form analysis but more flexible than static difficulty tiers, though lacks the real-time adjustment capability of live coaching apps