Three critical components—tools, memory, and repository context—determine the efficacy of coding agents. These elements allow LLMs to move beyond simple text completion to active software engineering. By integrating local file structures and historical state, developers can reduce hallucination rates. This framework provides a technical blueprint for building more reliable autonomous programming tools.