By Manuel Nau, Editorial Director at IoT Business News. In 2026, the momentum behind on-device AI—also known as edge inference or tinyML—has moved well beyond experimentation. Driven by new low-power AI accelerators, maturing development toolchains, and the cost of cloud inference, IoT manufacturers are reassessing where