Three core elements—tools, memory, and repository context—determine how LLMs perform in software engineering tasks. These components allow agents to navigate complex codebases and maintain state across long sessions. Developers must prioritize these architectural layers over raw model size to improve reliability. This framework reduces hallucination during autonomous code generation and refactoring.