Alif Semiconductor, supplier of low-power, secure, AI/ML-enhanced fusion processors and microcontrollers (MCUs), announced collaboration with Telit, a global leader in the Internet of Things (IoT), to deliver developer kits that provide cloud-connected hardware and software reference designs for a wide variety of distributed and IoT edge applications. The kits focus on connected AI/ML-enhanced vision, voice, vibration, and sensor applications such as AI cameras, smart home, city infrastructure, biometric access control, and wearables. Ensemble devices utilize innovative aiPM power management technology that feature a High Efficiency, always-on region that senses the environment using initial AI/ML processing, while a separate High Performance region wakes as needed to rapidly execute additional heavy AI/ML workloads and returns to sleep. In addition to smart power management, the Ensemble family provides multiple layers of security based on a secure identity and strong root-of-trust for complete lifecycle management handling keys, certificates, secure boot, remote updates and more. The developer kits include Telit's wireless connectivity modules from Wi-Fi and Bluetooth to LTE and 5G cellular, including low-power wide-area (LPWA) offerings in Cat-M and NB-IoT for IoT applications that require lower power consumption and longer battery life.