Three critical pillars—tool use, memory, and repository context—enable LLMs to function as effective coding agents. These systems move beyond simple text completion by interacting with file systems and tracking state. Practitioners must integrate these components to reduce hallucination. This structural approach transforms a static model into a functional software engineer.