From Token to Action: A Complete Guide to LLMs and AI Agents

This guide explains how LLMs work, from tokenization and embeddings to attention mechanisms and decoding. It covers training, fine-tuning, RAG, vector databases, and AI agents that can take actions like booking flights. The article also addresses evaluation, production engineering, safety, and scaling laws.