Hi everyone! I’m building an embedded/IoT app and want to add AI features like voice commands, image recognition, anomaly detection, or smart automation. What’s the best approach for on-device AI vs cloud AI? Any recommended tools/frameworks, real examples, or common pitfalls to avoid?

Connectivity and login problems tend to pop up with firmware tools. Curious if anyone found a reliable workaround.

Serial and server connection issues can be tricky — been there! Sometimes it’s just a port config or baud mismatch. Hope you find the root cause soon!