The predictive modelling of previously unknown materials is now common. Established protocols to filter out implausible candidates include: (i) the absence of imaginary phonons modes as an indicator of local stability; and (ii) endothermic decomposition reactions as an indicator of global stability. These filters are commonly based on harmonic phonon dispersion and athermal internal energies, respectively, which both have known limitations that will result in unreliable predictions.