Elementary eigenspaces shared by square matrices that commute

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Let $X$ be a finite-dimensional linear space over the complex numbers, and $A$ and $B$ mapping $X$ to itself, which commute: $AB=BA$.

Show that $A$ and $B$ share the same elementary eigenspaces.

Given the context of the question, I think the answer will relate to the null-space of $(A - aI)^{k}$, but I'm not sure how.