Your question is Multi-Agent System 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 main challenges in implementing a multi-agent system for collaborative tasks?
Discuss the problem as a practical ML system design exercise. Cover agent coordination, task decomposition, communication protocols, shared state, model reliability, observability, evaluation, security, cost, and recovery from partial failures. Explain how you would decide between centralized orchestration, decentralized collaboration, or a hybrid design, and how you would validate the system before production.