There was not nothing, the entire AI tech tree has had a gradual decades long buildup. Its just that Transformer based Large Language Models and Diffusion models for image generation (which include a sizeable language Transformer of their own) are the applications that finally made the headlines, caught the public attention and blew the minds of people unfamiliar with the tech.
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