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Modern AUIS integrates neural networks to detect driver drowsiness or distraction. This introduces non-determinism into a safety system.

Lena took a deep breath, her mind racing through the Software Development Life Cycle. "We need to isolate the module," she said, her voice regaining its edge. "Check the handshake protocol. I think the latency in the local network is timing out the requests." software engineering auis

Legacy AUIS used a single ECU (Electronic Control Unit) running a monolithic RTOS (Real-Time Operating System). Modern vehicles, however, require two opposing environments on the same hardware: Modern AUIS integrates neural networks to detect driver