AI Reports · Amazon · 2026-10-21 · Blog / commentary
5 production challenges in multi-agent systems and how Deep Insight solved them
Thanks to open source frameworks and cloud services, teams can build a multi-agent AI prototype in days, but moving it into production is where the real challenges begin. Deep Insight, an open source multi-agent system on AWS, addresses five production challenges: orchestration, per-agent model selection, reliable operation, secure code execution, and monitoring. The AWS Solutions Architecture team shares how it applied Anthropic's Context Engineering techniques in a real production environment, along with trade-offs and operational insights, across a three-part series.