System Exposure
Why the system matters
Machine-vision products need consistent frame timing, camera recovery, thermal control, and signed inference artifacts within a compact embedded platform.
Demonstrates how compute, thermal, camera, and release controls can be treated as one product system instead of disconnected integration tasks.

Machine-vision products need consistent frame timing, camera recovery, thermal control, and signed inference artifacts within a compact embedded platform.
Reference module coordinates camera ingestion, zero-copy preprocessing, TensorRT inference, watchdog recovery, thermal throttling, device telemetry, and signed model deployment with repeatable latency benchmarks.