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Edge AI~7 min read

Predictive maintenance starter kit: labels, sensors, and honest baselines

Without failure history, start with health scores—not magic failure dates.

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Practical notes from AIoT field work and internal pilots.

Prefer measurable KPIs (latency, uptime, alert noise) before scaling a pattern.

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