A single prompt is manageable. Add tools, memory, and multi-step workflows, and the system starts behaving differently under real conditions. Small inconsistencies compound, dependencies become harder to track, and issues surface in places you weren’t looking. This session focuses on where orchestration starts to break down in practice, how complexity builds across systems, why it’s difficult to debug, and what teams are doing to make these workflows more stable. Key takeaways: → Where orchestration introduces failure points as systems become more interconnected → Why multi-step workflows are harder to reason about than they appear → What teams are doing to reduce fragility across complex systems