One agent answering questions is a chatbot. A team of agents handling document intake, approvals, and follow-up is a productivity engine. This session is a hands-on look at designing multi-agent workflows in Microsoft Foundry - when to split work across agents, how they hand off context, and how to keep the whole system observable and debuggable.