IntroductionArtificial intelligence appears to have erupted into public consciousness overnight, reshaping industries and redefining how people interact with technology. Yet today’s surge in large language models is not the result of a single breakthrough. It is the cumulative product of seventy years of layered innovation—symbolic logic from the 1950s, neural networks from the 1980s, backpropagation Read.