Multi-agent demos look great until your production environment hits a wall....

https://www.bookmark-help.win/multi-agent-setups-look-elegant-in-a-notebook-but-production-reality-is

Multi-agent demos look great until your production environment hits a wall. Agents often fall into infinite tool-call loops that wreck your token budget. Forget the hype—building these systems requires brutal state management and real observability.