Migrate AI Agents to Amazon Bedrock AgentCore Runtime

Organizations building multi-model AI agents often struggle with infrastructure complexity, spending more time managing containers, scaling, and observability than developing agent logic. Amazon Bedrock AgentCore runtime offers a managed solution that handles these operational concerns automatically. This guide demonstrates migrating a multi-model healthcare AI agent from self-managed Amazon ECS infrastructure to AgentCore runtime. The migration preserves existing capabilities, including triple-model orchestration using BioM-ELECTRA and Llama 3.1 70B, plus vector-enhanced knowledge retrieval via Amazon OpenSearch Service, while reducing infrastructure overhead.