Validate AI Factory Changes with Digital Twins and AI Agents

<img width="768" height="432" src="https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/Networking-Software-e1790963723399-768x432.webp" class="webfeedsFeaturedVisual wp-post-image" alt="Three monitors display a network simulation and infrastructure monitoring dashboards in front of data center server racks." style="display: block; margin-bottom: 5px; clear:both;max-width: 100%;" link_thumbnail="" decoding="async" srcset="https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/Networking-Software-e1790963723399-768x432.webp 768w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/Networking-Software-e1790963723399-179x101.webp 179w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/Networking-Software-e1790963723399-300x169.webp 300w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/Networking-Software-e1790963723399-625x351.webp 625w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/Networking-Software-e1790963723399-1536x863.webp 1536w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/Networking-Software-e1790963723399-2048x1151.webp 2048w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/Networking-Software-e1790963723399-645x362.webp 645w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/Networking-Software-e1790963723399-660x370.webp 660w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/Networking-Software-e1790963723399-500x281.webp 500w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/Networking-Software-e1790963723399-160x90.webp 160w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/Networking-Software-e1790963723399-362x203.webp 362w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/Networking-Software-e1790963723399-196x110.webp 196w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/Networking-Software-e1790963723399-1024x575.webp 1024w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/Networking-Software-e1790963723399-960x540.webp 960w" sizes="(max-width: 768px) 100vw, 768px" title="Networking-Software" />AI factories are some of the most complex operations in the world, combining GPUs, CPUs, switches, DPUs, and SuperNICs alongside schedulers, orchestration...<img width="768" height="432" src="https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/Networking-Software-e1790963723399-768x432.webp" class="webfeedsFeaturedVisual wp-post-image" alt="Three monitors display a network simulation and infrastructure monitoring dashboards in front of data center server racks." 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/Networking-Software-e1790963723399-768x432.webp 768w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/Networking-Software-e1790963723399-179x101.webp 179w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/Networking-Software-e1790963723399-300x169.webp 300w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/Networking-Software-e1790963723399-625x351.webp 625w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/Networking-Software-e1790963723399-1536x863.webp 1536w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/Networking-Software-e1790963723399-2048x1151.webp 2048w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/Networking-Software-e1790963723399-645x362.webp 645w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/Networking-Software-e1790963723399-660x370.webp 660w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/Networking-Software-e1790963723399-500x281.webp 500w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/Networking-Software-e1790963723399-160x90.webp 160w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/Networking-Software-e1790963723399-362x203.webp 362w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/Networking-Software-e1790963723399-196x110.webp 196w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/Networking-Software-e1790963723399-1024x575.webp 1024w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/Networking-Software-e1790963723399-960x540.webp 960w" sizes="auto, (max-width: 768px) 100vw, 768px" title="Networking-Software" /><p>AI factories are some of the most complex operations in the world, combining GPUs, CPUs, switches, DPUs, and SuperNICs alongside schedulers, orchestration services, security controls, and a rapidly changing software stack. Deploying this infrastructure effectively is a challenge. But so is being able to validate that the infrastructure, software, and policies work together for the workloads the…</p> <p><a href="https://developer.nvidia.com/blog/validate-ai-factory-changes-with-digital-twins-and-ai-agents/" rel="nofollow" data-wpel-link="internal" target="_self">Source</a></p>