System design
Alan was approached as a full orchestration product rather than a chat interface with hidden complexity behind it. Task decomposition, worker routing, approvals, provider management, and execution safety all need to feel coherent together for a multi-agent system to be trustworthy. That is why the product puts equal weight on the operator-facing UI and the orchestration engine underneath it.