Define the edge AI service level first
Write edge AI SLIs and SLOs that reflect user-visible latency, availability, and correctness.
The move: turn edge behavior into service levels. An edge AI model is part of a service, not just a file on a device. The user experiences a chain: sensor capture, preprocessing, inference, decision logic, action, logging, and recovery. A service level objective names how well that chain must perform. Speed that users feel Use p95 or p99 latency for the action, not only model inference time. A forklift alert that arrives after the turn is a failed service even if the model itself ran quickly. Reliability that operations can manage Track device online rate, update success, watchdog restarts, and…
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