CPUs and the rise of neurosymbolic AI

Gary Marcus argues that neurosymbolic AI, which combines neural networks with symbolic computation, requires CPUs alongside GPUs; he dates the pure-neural-network era from 2012 to mid-2023, when frontier companies began incorporating symbolic code interpreters.