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In most plant design tools the P&ID and the 3D model are separate datasets and mismatches turn up late in a validation check. This prototype keeps permanent IDs apart from editable tags, so renaming or moving a pump updates every output or flags it as pending.
For piping designers and package engineers: see what a single source of truth for a skid could look like before the next revision fight.
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Describe the data format once and it draws plots, gauges and maps, records sessions and exports them. The free build covers serial, Bluetooth and network sockets; Modbus, OPC UA, MQTT, CAN and Siemens S7 need the paid Pro build.
For instrumentation techs and automation engineers: a quick way to see what a device is actually sending before anyone builds on that data.
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NVIDIA Research treats training as skill refinement instead of gradient descent, so the result is a repo of robot skills rather than model weights. The loop ships as skills for Claude Code and Codex.
For robotics teams: build a skill library you can read and reuse instead of reprogramming each cell from scratch.
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Upload a LiDAR or SLAM scan from any scanner, up to 200 GB per file, and get back a twin with every object separated and editable and robots such as autonomous forklifts, pallet AMRs and palletizing arms placed on your floor. You can try layouts, fleet sizes and routes before a robot arrives.
For plant, warehouse and yard managers planning automation: test the robot layout on your real floor before you buy.