Three critical pillars—tool use, memory, and repository context—determine whether a coding agent succeeds. LLMs struggle with large codebases without structured retrieval and persistent state. Integrating these elements allows agents to navigate complex directories and maintain consistency across files. Developers must prioritize these architectural components to move beyond simple autocomplete toward autonomous software engineering.