A governed infrastructure control plane for non-deterministic AI agents
Give AI agents a curated internal API instead of direct cloud credentials, require every infrastructure change to pass through GitOps, and enforce non-negotiable policies before changes are applied. The control plane converts agent declarations into compliant infrastructure and continuously reconciles reality to the declared state. Organizations with sufficient scale or data-sovereignty requirements can also run model inference on infrastructure they own.
From DevOps & AI Toolkit — AI Agents Are Non-Deterministic. So Are You. Deal with It. at 03:56
Problem: AI agents can act quickly and continuously but may make inconsistent or unsafe choices when given unrestricted access to cloud APIs. The approach limits their blast radius, creates an audit trail, prevents policy violations, and provides a reversible path for infrastructure changes.
For: Platform and infrastructure teams running AI agents that provision or operate production systems, especially larger organizations or organizations whose data cannot leave their environment.
Examples
- A cluster abstraction can represent a cluster, its node groups, VPC, and firewall rules as one compliant request.