The NVIDIA Factory Operations Blueprint (FOX) provides a reference architecture for adding a factory manager agent to existing factory systems, according to NVIDIA’s technical blog. Developers connect existing data and tools, configure specialized agents, and define which decisions require operator review. These agents can monitor operations in real time, identify bottlenecks, investigate root causes of errors or defects, and orchestrate robot fleets to reduce downtime and improve yield. The article cites a Siemens report estimating that unplanned downtime costs an average large plant in the surveyed sectors $253 million per year. At the Siemens Electronics Factory in Erlangen, which produces more than a thousand products a year, frequent changeovers make production planning and inspection important. For rush orders, agents built with the FOX Blueprint and powered by NVIDIA Nemotron run simulations through Siemens Intelligence Center X, balancing costs, existing orders, supply levels, and line setups without requiring a planner to manually query each system; the end-to-end agentic system can enable cost savings of up to 20%. For new product designs, Siemens is combining its product lifecycle management software and Process Preparation X with NVIDIA Cosmos and NVIDIA Omniverse to generate a virtual prototype and synthetic training data, helping electronics manufacturers prepare and optimize automated optical inspection (AOI) processes before physical production begins; this virtual production preparation can reduce time to market by up to 40%.