AI has the power to change every electronic platform, but what works in the data center may not work in an industrial edge platform like a security camera, robotic arm, or even a vehicle. There is no one-size-fits-all for edge AI because of space, power, data security, and performance-latency requirements, which means there is not one solution for all AI applications. Transitioning to edge AI requires new solutions, especially for on-device training.