I will discuss work with O. Chodosh, K. Choi, and F. Schulze on perturbations of mean curvature flows near multiplicity-one non-generic singular points, with particular focus on a recent simplified proof of Huisken's genericity conjecture when combined with the Bamler--Kleiner resolution of the multiplicity-one conjecture.