Large Language Models are rapidly reshaping the way people search for information, write software, analyze documents, and interact with machines. But beneath the polished interfaces and conversational fluency lies a complex architecture built on probabilities, patterns, transformers, and attention mechanisms. Understanding how these systems actually work is becoming increasingly important for business leaders, technologists, and everyday users alike.