Ambient IoT devices, which often rely on energy harvesting methods such as photovoltaic cells, require firmware that is meticulously optimized for ultra-low power consumption. For product companies venturing into this space, collaborating with external firmware specialists can be a strategic decision.

The vast amounts of data collected by IoT devices serve as the lifeblood for AI agents, enabling them to learn, adapt, and make intelligent decisions in real-time.