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Generative AI models like GPT-4 and Claude are based on transformer architectures that use self-attention mechanisms to process text. These models have billions of parameters - GPT-4 is estimated to have over 1.7 trillion parameters - which allows them to generate remarkably human-like text, translate languages, write creative content, and even code.