TCPFN
Foundation model for Industry 4.0
One temporal causal model running side-by-side with a digital teammate — discovery, estimation, attribution, and counterfactual replay across every system you operate. Step inside any twin.
causal discoverytreatment estimationroot-cause attributioncounterfactual replayalways-on autonomy
1
model
temporal · causal · foundation
3digital twinschecking simulators…
∞
autonomy
always on
…
process · pulp & paper
The Tank
Heated process tank — inflow, outflow, heater. The hello-world of industrial process control.
digital twin · /tankenter→
…
process · chemicals · refining
The Distillation Column
Binary separation, light/heavy. Reflux + reboiler against feed-comp drift, fouling, and ambient swings.
digital twin · /columnenter→
…
logistics · AS/RS
The Warehouse
Two-aisle automated storage & retrieval system — stacker cranes, I/O queues, WERC cycle-time KPI.
digital twin · /warehouseenter→