Edge AI~6 min read
Firmware OTA on constrained gateways: rollback, signing, and staged fleets
Ship updates without bricking devices—partitioning, dual-bank images, and canary groups.
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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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