Photovoltaic cells are thin and fragile, making them susceptible to edge chipping and corner breakage during manual handling, which directly impacts product yield. Manual operations also require rotating shifts, resulting in labor-intensive work, high physical strain, and fatigue-induced errors. The customer urgently needs AI algorithms to improve inspection accuracy, efficiency, and consistency.