Platform
The platform is structured around four capabilities. Each layer composes the next: observation feeds intelligence; intelligence constrains autonomy; autonomy validates against simulation; and simulation feeds back into observation as ground-truth for the next iteration of every model.
01
Multimodal industrial ingest — every signal the floor emits.
PLC + DCS + SCADA + MES + ERP + LIMS over OPC UA, MQTT Sparkplug B, EtherNet/IP, Profinet, Modbus, MTConnect. Machine vision (Cognex, Keyence, drones). Vibration + acoustic emission for rotating-machinery health. Robotic telemetry over ROS 2. Fleet telematics from CAT VisionLink, Komatsu KOMTRAX, John Deere TimberManager. All time-aligned in an ISA-95 Unified Namespace.
How observation works02
Foundation models, fused into one understanding.
TimesFM / Chronos / Moirai for equipment-health and OEE forecasting. OpenVLA / Octo / RT-2 for robotic manipulation. Qwen3-VL / Pixtral for inspection at production-line speed. PANNs / YAMNet for acoustic anomaly detection. SAC + PPO controllers (with PID hybrids) for chemical and refining process loops. Gemini for reasoning and tool orchestration.
How intelligence works03
Agentic action, with auditable provenance.
Agentic dispatch across the floor: predictive-maintenance work-order generation, cobot task assignment under ISO 10218 envelopes, AGV/AMR fleet routing, autonomous-truck shift handoff (Cat MineStar pattern), batch-recipe optimisation, GMP-compliant change-control loops. Every decision logged with input window, model lineage, and approval policy.
How autonomy works04
Test the future, before you ship it.
Discrete-event simulation for line balancing. Process simulators (Aspen / gPROMS-class) for chemical and refining. Digital twins built on NVIDIA Omniverse / Siemens Digital Twin Composer for plant-scale rehearsal. The same simulator powers the autonomous dispatch loop in production — the agent is constrained to actions that simulate cleanly first.
How simulation works