Coding agents rely on three core components: tools, memory, and repo context. By integrating external APIs, storing conversation history, and indexing codebases, they extend a LLMs’s reach beyond token limits. Developers can now write, debug, and refactor code with fewer prompts. The approach reduces friction and speeds up iteration cycles.