For finite-dimensional $V$, $T$ restricts to an automorphism of its generalized range $R=\operatorname{range}(T^n)$. Stabilization gives $T(R)=R$, so the restriction is surjective and hence injective in finite dimension. On the complementary generalized kernel, the restriction is nilpotent.
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