You describe a skill and get a verified environment built from real cases. It's an early path to training agents on an operation's own tasks.
Arda's agent works from a product's CAD files to set the assembly order, write the work instructions and lay out the stations, and Anduril says basic work instructions dropped from 10 hours to 15 minutes (company figure). After defense, the first markets named are makers of transformers and electrical equipment for the data center supply chain.
Customer sites are rebuilt in NVIDIA Isaac Sim so navigation, safety logic and traffic with people and manual forklifts get tested before a truck arrives, and synthetic images raised pallet detection recall by more than 70%. Toyota also targets up to 40% faster time to market; all figures are company figures.
Carbon keeps planning, production, quality and accounting in one Postgres database, from quote to invoice, with lot and serial tracing. An agent can read that one schema through the API or MCP server instead of reconciling four systems that never agree.
For fabrication shops and small manufacturers: one open system an agent can query, from the same company that sells Carbon Cloud.