This repository provides a local-first introduction to AI agent development without relying on frameworks or cloud APIs. It walks through building an agent step by step, covering fundamental concepts including system prompts and roles, structured output, decision-making and routing logic, and tool integration. The project emphasizes transparency, with no hidden reasoning or magic in the implementation.