Transformer Explainer is an educational web application that lets users input text and watch a real GPT-2 model process it, visualizing attention patterns, feed-forward computations, and token prediction in real time. Built with JavaScript and based on research published at IEEE VIS 2024, it aims to make the internal mechanics of large language models accessible to learners without requiring deep ML expertise.