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We establish universal interior Hölder and fractional energy estimates for stable solutions of , , with nonnegative and convex. The bounds depend only on a weighted norm of the solution and hold under optimal conditions on the dimension and the fractional order. In particular, the half-Laplacian estimate holds through dimension eight. The estimates extend to stable finite-energy Dirichlet -weak solutions without an a priori local boundedness assumption, and an explicit logarithmic solution proves optimality in this class. Applications include global bounds in convex domains, bounded extremal solutions, and a Liouville theorem.

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