NVIDIA releases factory agent blueprint, with Siemens
NVIDIA's Factory Operations Blueprint gives manufacturers a reference architecture for a manager agent that coordinates specialist AI agents across existing factory systems, and Siemens is already applying the approach at its Erlangen electronics plant.
NVIDIA has described its Factory Operations Blueprint (FOX). It's a reference architecture for adding a long-running "factory manager agent" to existing machine databases, manufacturing execution systems (MES), and ERP systems. Developers connect their own data and tools, configure specialist agents, and decide which decisions need operator review.
The manager is built with the NVIDIA Agent Toolkit from three parts:
- An LLM. This can be a frontier model such as GPT-6 Astra or an open model such as Nemotron.
- NemoClaw. This is the default agent harness and handles tools, memory, scheduled jobs and delegation.
- NVIDIA OpenShell. It isolates execution and enforces access policies on files, commands and network destinations.
Specialist agents can call NVIDIA Cosmos for visual inspection and Kumo for time-series anomaly detection. Equipment connects through MCP, APIs, ROS 2 and Isaac Sim. Elasticsearch stores the context of each investigation. NVIDIA says FOX can run fully on-premises on a DGX Station. Teams that use externally hosted models have to check what data leaves the factory.
The post's reference example is a surface-mount technology line for printed circuit boards. In it, an automated optical inspection alert sets off agent-led inspection, rework and root-cause analysis.
Separately, Siemens' Erlangen electronics factory makes more than a thousand products a year. There, agents built on FOX and powered by Nemotron run rush-order simulations through Siemens Intelligence Center X. NVIDIA says this approach can enable cost savings of "up to 20%." Siemens is also combining its software with Cosmos and Omniverse to prepare inspection processes virtually, which NVIDIA says can cut time to market by "up to 40%." The post doesn't explain how either figure was measured. It also doesn't give availability or pricing for the blueprint.