AnalysisOpinion / analysisAgents & Tool Use1 source · Oct 21, 2026

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

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

Key points

  • Autonomous agents can work for hours on complex tasks, accessing files, tools, the internet, and spawning other agents to collaborate with.
  • Executing complex tasks over long time horizons leads to compounding risk: the agents may download code, build new tools, request additional privileges, and touch more of the underlying infrastructure.
  • The agents’ action paths are determined as they work...

Sources (1)

Extractive summary: sentences quoted from the sources.

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