llm-applications

LangChain composes Bedrock models, tools, and retrieval; AgentCore hosts production agents. Reuse the B2B CRM Gateway canary (~180→95 ms) and 50K-session ~$791/mo silhouette — do not give the model the warehouse.

Build production-ready AI agents on Bedrock with tool use, multi-step workflows, and supervisor patterns. From single agents to multi-agent orchestration.