Three core elements—tools, memory, and repository context—determine the success of coding agents. These components bridge the gap between raw LLM capabilities and practical software engineering. Integrating these layers reduces hallucination and improves code accuracy. Developers should focus on these specific architectural pillars to build reliable autonomous programming systems.