In the rapidly evolving landscape of artificial intelligence, Large Language Models (LLMs) like GPT-4, Llama, and Claude have become the defining technology of the decade. For many developers and researchers, the ultimate challenge is no longer just using these models, but understanding how to build a large language model from scratch .