5 production challenges in multi-agent systems and how Deep Insight solved them
AWS built production multi-agent system Deep Insight applying Anthropic's Context Engineering techniques on Bedrock
“Building a multi-agent system is now pretty straightforward. Taking it to production is where the real challenges begin.”
AWS Solutions Architecture team built Deep Insight, a production-grade multi-agent system that applies Anthropic's Context Engineering techniques including structured note-taking and human-in-the-loop patterns. The system coordinates a hierarchy of specialized agents to automate complex data analysis on Amazon Bedrock and Bedrock AgentCore. The three-part series documents real trade-offs encountered moving from pilot to production, making it a practical reference for teams hitting the same wall.