Your question is Multi-Agent Orchestration Challenges. Take a moment with it on the right.
Talk me through your thinking if you like. When you're confident, submit your answer and I'll grade it like a real screen (7/10 or better passes).
What are the primary challenges in deploying multi-agent systems for complex task orchestration?
Discuss how you would design an end-to-end production architecture, including agent coordination, tool integration, state management, model serving, observability, and failure recovery. Address how you would evaluate quality, control cost and latency, and handle non-determinism, security, and training-serving skew at scale.
