From Markov Chains to Modern LLMs: Understanding the Foundation

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Introduction: Tracing the Roots of Modern AI Before ChatGPT amazed the world, before transformers revolutionized natural language processing, and before neural networks became household terms, there was a simple yet powerful mathematical concept that laid the foundation for all modern language models: the Markov Chain. This article exists to trace that evolutionary journey—from the humble beginnings of probabilistic text prediction to today’s sophisticated AI systems—while showing Delphi developers ho

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