Three primary components—tools, memory, and repository context—enable LLMs to perform complex software engineering. These elements transform a static model into a functional agent capable of navigating large codebases. Developers must integrate these specific layers to move beyond simple chat interfaces. This framework reduces hallucination and improves code accuracy for production environments.