Three core components—tools, memory, and repository context—drive the effectiveness of coding agents. These elements allow LLMs to navigate complex codebases and execute tasks with higher precision. By integrating environment-specific data, developers reduce hallucination rates. This framework provides a blueprint for building more reliable autonomous software engineering workflows in production.