Radical intermediates can be generated through various methods, including thermal decomposition, photolysis, and redox reactions. In catalytic systems, they are often formed via single-electron transfer (SET) processes. For instance, transition metal catalysts can facilitate SET reactions, leading to the formation of radical species.