Three core components—tools, memory, and repository context—determine how effectively LLMs handle complex software engineering tasks. These elements transform a static model into a functional agent capable of navigating large codebases. Developers must optimize this integration to reduce hallucinations. This framework provides a baseline for building more reliable autonomous coding workflows.