Continuous improvement is one of the most celebrated ideas in modern management. On paper, it promises better efficiency, stronger quality, lower waste, safer operations, and a more engaged workforce. In practice, however, many organizations launch continuous improvement programs with enthusiasm, only to watch them slowly lose momentum, credibility, and impact.