Sim-to-real aligned simulation also makes evaluation scalable. Here, the same failure behavior and outcome appear in both virtual and physical worlds. The simulation captures more than the task setup or final success label; it reproduces the conditions that push a policy toward success or failure. The result is faster iteration, broader coverage, and substantially lower cost.