Shadow Mode Model Evaluation

Running next-generation perception models silently in the background of production vehicles, comparing outputs against human decisions.

Shadow Mode Architecture

Running next-generation perception models silently in the background of production vehicles, comparing outputs against human decisions.

Production deployments adhere strictly to 3GPP specifications, automotive safety integrity levels (ASIL), and deterministic latency parameters.

Deterministic sub-millisecond packet delivery across congested radio channels.
Full adherence to IEEE 1609.2 and ETSI TS 103 097 security credential specifications.
Interoperable integration with automotive Electronic Control Units (ECUs) and drive-by-wire buses.