Three critical components—tools, memory, and repository context—enable LLMs to function as effective coding agents. These systems move beyond simple text generation by interacting directly with file systems and tracking state. Practitioners must integrate these elements to reduce hallucinations. This structural approach transforms a basic model into a functional software engineer.