Tag - Device Logs

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Real ESP32 firmware development is not just about connecting a device to Wi-Fi. It is about structuring BSP, drivers, protocols, config, OTA, logs, and maintenance into a system that can survive production. This guide outlines a more scalable firmware architecture for IoT devices.
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Edge AI deployments rarely fail first on model accuracy. They fail when teams cannot see input health, inference health, version context, or diagnostic evidence. This article explains why observability should be designed as a core Edge AI capability from ESP32-class devices to Linux edge boxes.

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