The twisted Alexander polynomials of a space, associated to a linear representation of the fundamental group, are non-abelian refinements of the classical Alexander polynomial from knot theory. In this paper, we show that they arise naturally from a new family of invariants – the twisted homology jump loci – which extend the rank-one characteristic varieties to higher-rank local systems. Using the tropical geometry of these twisted loci, we obtain sharper upper bounds for the Bieri–Neumann–Strebel–Renz (BNSR) -invariants. For compact orientable -manifolds with toroidal or empty boundary, we use a theorem of Friedl–Vidussi to show that the closure of the union of these twisted tropical bound is sharp: it recovers the fibered faces of the Thurston norm ball exactly, a result that fails without twisting. For compact Kähler manifolds, we prove that the -invariant of is controlled by the orbifold fibrations of for any representation , and that the twisted Alexander polynomial must equal or . Both results provide obstructions to geometric realizability that are strictly stronger than their classical untwisted counterparts.

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