An accessible introduction to how LLMs like GPT-4 and Claude work. Covers tokenization, embeddings, the transformer architecture, attention mechanisms, and training (pre-training, fine-tuning, RLHF). Explains emergent capabilities, hallucinations, context windows, and temperature. Designed for product managers, designers, and business leaders who need to understand AI without deep technical background.