In this talk, I will discuss the long term quenched asymptotics for the parabolic Anderson models with time-independent Gaussian noise that has been investigated in recent years. In addition, I will explain why this type of behavior only exists in the setting of time-independence. Part of the talk is based on the joint work with Chakrabotry, P., Gao, B. and Tindel, S.