Forklift operations remain central to warehouse productivity, yet every interaction between equipment, pedestrians, and surrounding infrastructure introduces a degree of operational risk. Despite continued investments in training and established safety procedures, forklift-related workplace fatalities still occur, reinforcing that collision risk remains a persistent challenge across modern warehouse environments. Reducing that exposure depends on more than detecting a developing hazard.