We study fundamental gaps for the Dirichlet -Laplacian on bounded convex domains with convex potentials. We prove log-concavity of the positive first eigenfunction by a regularization and two-point maximum principle. For , we identify a sharp transition at through collapsing smooth convex domains: the gap vanishes for , remains of order for , and diverges for . For and convex potentials, we first establish a degenerate weighted Poincaré inequality, which yields quantitative stability estimates for the -Poincaré inequality and, in turn, dimension-free bounds for the fundamental gap; for zero potential, we further obtain an enhanced gap estimate involving both the first eigenvalue and the diameter. We also prove existence of diameter-normalized gap minimizers for and show that they degenerate as . Finally, for we prove the sharp inequality for every and every convex potential, with equality precisely for constant potentials.

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