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In this paper, we study harmonic RCD spaces as the counterpart of harmonic Riemannian manifolds with Ricci curvature bounded from below. We prove that a compact RCD space is isometric to a smooth closed Riemannian manifold if it satisfies either of the following harmonicity conditions:(1) the heat kernel depends only on the variable and the distance between points and ; (2) the volume of the intersection of two geodesic balls depends only on their radii and the distance between their centers.

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