A hands-on workshop for building a production multi-agent AI system on Amazon Bedrock AgentCore. An orchestrator agent coordinates three specialists — each built with a different framework (Strands, LangChain) and protocol (HTTP, A2A, MCP) — to diagnose, analyze, and fix data pipeline issues. Covers Runtime, Gateway, Memory, Policy, and Evaluations - View it on GitHub