Hours-not-months is a target. A documented cell with baseline hours against ATOM hours is still to come. The other two figures are from the simulations below.DescribeWrite the application in plain language: parts, fixtures, conveyor, robot and task. ATOM turns it into a structured workcell specification.Write the application in plain language: parts, fixtures, conveyor, robot and task. ATOM turns it into a structured workcell specification.The language model interprets what you asked for. It never generates geometry, coordinates or motion. Every dimension comes from real asset data, so there are no invented reach envelopes.It does not replace a controls engineer or a safety assessment. It is not an autonomous robot brain: the output is a conventional, readable robot program. It is not a runtime, because once the code is on the controller it is your controller's program.ATOM uses a multi-agent AI pipeline to turn your plain-language cell description into a structured simulation. Each agent handles one job — parsing the request, selecting equipment, laying out the cell, generating motion — so the system is auditable and deterministic where it matters.PalletizingFANUCIsaac Sim Palletizing line, three FANUC cells Three M-710iC/50 robots on Electron risers, a stretch wrapper, pallet dispenser and forklift in one plant. Includes a robot swap to the R-2000iC/210F and a fault caught before build. 122 placements measured in the swap comparison Read the case study · Watch the videoElectronics assemblyABBOpenUSD Solder paste dispensing, ABB IRB 1200 An ABB robot dispenses paste onto 32 pad targets on a circuit board, ahead of a reflow station. Four virtual cameras show the cell, the robot, the paste and the result. 32 pad targets per board Watch the simulationA three-robot FANUC M-710iC palletizing cell on Electron risers, running in ATOM. On pallet two, layer 3, one carton could not be placed.Same conveyor, same pallet pattern, two robots. ATOM ran a FANUC M-710iC/50 and a FANUC R-2000iC/210F through the cell and measured every placement, so the choice is made from data before anyone orders a robot.From the Round 2 video: 122 placements across two takes, medians only. Faster and less precise is a trade-off the layout has to accept or fix. A longer run will tighten these numbers.An ABB IRB 1200 places solder paste on a circuit board that then moves to a reflow station. The same run is filmed from four virtual cameras: cell overview, robot side, paste microscope and paste inspection.