How NVIDIA OpenShell Reference Architecture Secures and Governs AI Agent Workloads at Scale
<img width="768" height="432" src="https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/OpenShellKVcroppped-768x432.png" class="webfeedsFeaturedVisual wp-post-image" alt="" style="display: block; margin-bottom: 5px; clear:both;max-width: 100%;" link_thumbnail="" decoding="async" loading="lazy" srcset="https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/OpenShellKVcroppped-768x432.png 768w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/OpenShellKVcroppped-179x101.png 179w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/OpenShellKVcroppped-300x169.png 300w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/OpenShellKVcroppped-625x352.png 625w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/OpenShellKVcroppped-1536x864.png 1536w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/OpenShellKVcroppped-645x363.png 645w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/OpenShellKVcroppped-660x370.png 660w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/OpenShellKVcroppped-500x281.png 500w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/OpenShellKVcroppped-160x90.png 160w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/OpenShellKVcroppped-362x204.png 362w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/OpenShellKVcroppped-195x110.png 195w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/OpenShellKVcroppped-1024x576.png 1024w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/OpenShellKVcroppped-960x540.png 960w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/OpenShellKVcroppped.webp 1672w" sizes="auto, (max-width: 768px) 100vw, 768px" title="OpenShellKVcroppped" />Autonomous agents can work for hours on complex tasks, accessing files, tools, the internet, and spawning other agents to collaborate with. Executing complex...<img width="768" height="432" src="https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/OpenShellKVcroppped-768x432.png" class="webfeedsFeaturedVisual wp-post-image" alt="" style="display: block; margin-bottom: 5px; clear:both;max-width: 100%;" link_thumbnail="" decoding="async" loading="lazy" srcset="https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/OpenShellKVcroppped-768x432.png 768w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/OpenShellKVcroppped-179x101.png 179w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/OpenShellKVcroppped-300x169.png 300w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/OpenShellKVcroppped-625x352.png 625w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/OpenShellKVcroppped-1536x864.png 1536w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/OpenShellKVcroppped-645x363.png 645w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/OpenShellKVcroppped-660x370.png 660w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/OpenShellKVcroppped-500x281.png 500w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/OpenShellKVcroppped-160x90.png 160w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/OpenShellKVcroppped-362x204.png 362w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/OpenShellKVcroppped-195x110.png 195w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/OpenShellKVcroppped-1024x576.png 1024w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/OpenShellKVcroppped-960x540.png 960w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/OpenShellKVcroppped.webp 1672w" sizes="auto, (max-width: 768px) 100vw, 768px" title="OpenShellKVcroppped" /><p>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…</p>
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