Agentic retrieval with LangChain and Amazon Bedrock Knowledge Bases

What happened
Build a Retrieval Augmented Generation (RAG) application on Amazon Bedrock Managed Knowledge Base with LangChain, and see how agentic retrieval handles the multi-part questions that single-shot retrieval answers poorly.
Run the same query through both paths, read the trace events, and compare what each retrieval path costs.
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