Pilot Shell provides command-line workflows (/prd, /spec, /fix, /review) that impose structure on AI coding assistants. It enforces test-driven development, persistent memory across sessions, and quality gates at multiple levels. The tool intercepts and orchestrates Claude Code and Codex execution to ensure consistent, production-grade output rather than letting the AI assistant make unchecked changes.