Scaling agentic AI: Enterprise patterns without vendor lock-in
AWS has published architectural guidance outlining enterprise patterns for scaling multi-agent AI systems while mitigating vendor lock-in. According to AWS, technical teams operating across heterogeneous environments of frameworks, foundation models, and cloud providers require decoupled architectural interfaces to manage multiple autonomous agents cohesively. The framework details operational principles for orchestrating multi-agent systems across diverse infrastructure stacks, referencing integration with services such as Amazon Bedrock and Amazon SageMaker AI alongside multi-provider environments.