RAG-based navigation fails on large codebases, leading to hallucinations and token bloat. To build production-grade AI developers, you must implement a robust 'agent harness'—using file-system navigation, modular configuration files, specialized hooks, and scoped sub-agents—to give models precise, context-aware control over complex projects.
Topics: AI Agents, Claude Code, Software Engineering, System Architecture, Developer Tools
