Ensuring Operational Stability for a Self-Managed Agentic AI Platform on Amazon EKS: Infrastructure Automation and Observability

AWS EKS Auto Mode, Bifrost AI Gateway, and Langfuse are combined to build a self-managed agentic AI platform on Amazon EKS.

The setup automatically provisions GPU resources and uses Bifrost to route requests between self-hosted models and Amazon Bedrock.

Langfuse adds two-layer tracing, giving visibility into both infrastructure and application performance.

The architecture helps enterprises lower cost and latency while keeping governance and reliability at scale.