Arcen Research

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Industrial AI that never compromises your data. Train machine learning models across your facilities, or even across industries, without production data leaving your floor.

Your Facility Stays Sovereign

Our edge computing framework processes everything locally. Real time decisions happen on your floor, not in someone else's data center. And when you want to learn from other facilities, only the lessons travel. Never the data.

Peer-to-Peer Mesh Networking

No central server required. Whiteboxes form a mesh network and share model weights directly. If one node goes down, the others keep working. Add or remove nodes without reconfiguring everything.

Edge Native Architecture

Whitebox units with NPU accelerators sit where your data is. They run inference in real-time and train models locally. Container-based, so they work with whatever hardware you've got.

Isolated Networks

Optional air-gap operation with complete physical isolation. Maximum security for hospitals, pharmaceutical manufacturers, or anyone who needs absolute separation from public networks.

Observability built In

Interactive dashboard shows you what's happening across the mesh—which nodes are training, network health, model performance. Logs are local by default but you can export them if needed.

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