As agentic AI expands across the cloud native ecosystem, a lack of uniform standardization and interoperability threatens secure enterprise scaling.

In this session, co-authors from the CNCF AI TCG provide an essential structural and operational update based on our recent foundational standards checklist for Kubernetes-driven workloads.We will break down the core pillars required for reliable multi-agent systems: communication protocols like MCP and A2A , identity and authorization frameworks including SPIFFE/SPIRE, granularity in time-series observability metrics , and flexible governance models designed to mitigate emergent AI behaviors.

Attendees will walk away with an agnostic view of cloud-native best practices to deploy securely, scale reliably, and ensure explainability across distributed agent networks.