In a previous post, the AI Digital Engineer pattern was introduced, featuring a single Claude Code agent guided by Skills and enforced by Hooks to execute a complete engineering workflow. This approach demonstrated effectiveness in delivering production-ready code with guaranteed quality gates. However, a fundamental …