A coding agent such as Codex CLI or Claude Code drives the robot, learns the task from its own tries and compiles what worked into a robot program. The agent is the programmer, not the operator, and plain code is something a plant can review.
For automation engineers and integrators who program robot cells: what you validate is ordinary code, not a live agent.
It finds the coordinate system Civil 3D embedded, keeps CAD layers as folders, turns blocks like valves and pumps into symbols, and prints a report of everything it skipped and why. That report is the honest part.
For land, right-of-way and survey teams: put design DWGs in front of managers in Google Earth, and read the skipped list before you share it.
When new orders arrive, the agent generates production scenarios and shows planners the impact of each, and a digital twin of the whole plant validates them before they are used. Siemens claims up to 20% cost savings from the planning agent and up to 85% less engineering effort for virtual ramp-up of new circuit board assemblies.
Polaris, in pilot at the Ulsan plant since September, answered within one second with operating rates, body defects and suggested fixes. The bigger move is one standard manufacturing platform across plants; humanoid robots are on the roadmap from 2032, not now.
