A new open-source project demonstrates building a functional GPT-style large language model using only PyTorch and Python's standard library, stripping away complex frameworks to reveal core transformer mechanics. This minimalist implementation trains a 1.2M parameter model on consumer hardware, serving as a powerful educational tool for understanding LLM fundamentals.