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We present high temperature inelastic neutron scattering and magnetic susceptibility measurements of the antiferromagnetic insulator LaMnPO that are consistent with the presence of two-dimensional magnetic correlations up to a temperature T sub(max) approximately 700 >> T sub(N) = 375K, the Neel temperature. Optical transmission measurements show the T = 300 K direct charge gap Delta = 1 eV has decreased only marginally by 500 K and suggest it decreases by only 10% at T sub(max). Density functional theory and dynamical mean-field theory calculations reproduce a direct charge gap in paramagnetic LaMnPO only when a strong Hund's coupling J sub(H) = 0.9eV is included, as well as on-site Hubbard U = 8 eV. Our results show that LaMnPO is a Mott-Hund's insulator, in which the charge gap is rather insensitive to antiferromagnetic exchange coupling.