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We study the dynamical scaling of long-range models after a sudden quench to the critical temperature, using the functional renormalization group approach. We characterize both short-time aging and long-time relaxation as a function of the symmetry index , the interaction range decay exponent and the dimension . Our results substantially improve on perturbative predictions, as demonstrated by benchmarks against Monte Carlo simulations and the large- limit. Finally, we demonstrate that long-range systems increase the performance of critical heat engines with respect to a local active medium.

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