I would like to suggest to read the paper Thermal oxidation of nuclear graphite: A large scale waste treatment option and the document included in the article Article Oxidation of graphite material used in reactor
“This report directly addresses the issue of uncontrolled, self -sustained oxidation (burning) of graphite and demonstrates that burning is not possible for high purity, nuclear graphite.” https://www.researchgate.net/publication/303855627_Role_of_Nuclear_Grade_Graphite_in_Controlling_Oxidation_in_Modular_HTGRs