# How NVIDIA OpenShell Reference Architecture Secures and Governs AI Agent Workloads at Scale

Source: https://developer.nvidia.com/blog/how-nvidia-openshell-reference-architecture-secures-and-governs-ai-agent-workloads-at-scale
Published: 2026-10-21
Status: unreviewed source report

## Source excerpt (up to 25 words)

> Autonomous agents can work for hours on complex tasks, accessing files, tools, the internet, and spawning other agents to collaborate with. Executing complex...

## Review question

Compare accepted end-to-end outcomes, tool permissions, intervention rate, recovery behavior and total cost on the same workload. A polished demo does not establish unattended reliability.

No independent proof check or claim of peer review.