YOLO-based detector, per-species validated on field dataset.
Real-time on-device inference, ~40 ms latency end-to-end.
Horizontally scalable; zero-touch provisioning of new nodes.
Edge autonomy + store-and-forward; survives cloud outage.
Metrics, logs & traces per node; Grafana + alerting.
Signed OTA model & firmware rollouts with staged canaries.