On-device monitoring quick deck
Recall practical edge AI monitoring signals and the decisions they support.
Latency Which latency should an edge AI dashboard lead with? User-visible action latency, usually as p95 or p99. Model runtime is useful, but the SLO should track the wait that affects the workflow. Correctness Accuracy versus override rate Use both: validation measures known data; overrides reveal live workflow mismatch. Objection Device uptime is green, so why are we paging? Use when AI behavior is degraded while infrastructure is alive. Your line Uptime says the box is alive. The SLO says whether the service is doing the job: latency, correctness, and fallback activation are outside target. Do not let infrastructure health…
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