Generic short-range interacting quantum systems with a conserved quantity exhibit universal diffusive transport at late times. We employ non-equilibrium quantum field theory and semi-classical phase-space simulations to show how this universality is replaced by a more general transport process in a long-range XY spin chain at infinite temperature with couplings decaying algebraically with distance as $r^{-alpha}$. While diffusion is recovered for $alpha>1.5$, longer-ranged couplings with $0.5<alphaleq 1.5 $ give rise to effective classical Levy flights; a random walk with step sizes drawn from a distribution with algebraic tails. We find that the space-time dependent spin density profiles are self-similar, with scaling functions given by the stable symmetric distributions. As a consequence, for $0.5<alphaleq1.5$ autocorrelations show hydrodynamic tails decaying in time as $t^{-1/(2alpha-1)}$ and linear-response theory breaks down. Our findings can be readily verified with current trapped ion experiments.
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