This random walk is known in the literature as the "geodesic random walk". For a manifold with positive curvature, theorems 1 and 4 of <A HREF="https://arxiv.org/abs/1609.02901">arXiv:1609.02901</A> prove that the uniform measure on the manifold is the unique stationary distribution of the geodesic walk.