**Short Description (237 characters)** Multi-agent systems look great in demos...

https://atavi.com/share/xuhawnz12k3mf

**Short Description (237 characters)** Multi-agent systems look great in demos until the first tool-call loop crashes your budget. Let’s cut through the theory and look at how to actually ship reliable agents