This article provides a complete algebraic description of -derivations, local -derivations, and 2-local -derivations on -dimensional totally graded complex filiform Lie algebras of maximum length. Based on the foundational classification framework established by Janez Bernik (2020), we systematically determine the vector spaces of -derivations for the six infinite structural sequences (, , , , , ) and the five exceptional one-parameter families ( through ). By analyzing the pointwise local evaluation equations via parametric matrix systems, we establish the structural linearity and rigidity of local -derivations. In contrast, we demonstrate that the independent parameters residing in the boundary rows of the -derivation matrices provide sufficient degrees of freedom to bypass linearity constraints. Exploiting these boundary configurations, we explicitly construct pure non-linear and non-additive 2-local -derivations leveraging the homogeneous function of degree one, , thereby defining the exact boundary where local rigidity fails.

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