Explore practical applications of TinyML for industrial safety and personnel performance monitoring in this tinyML Talks Ukraine presentation. Delve into Leantegra's journey from custom MCU-side ML algorithms to implementing a standard TensorFlow Lite stack for RTLS devices. Learn about TagML, a customized version of TensorFlow Lite for UWB and BLE tags used as wearables or embedded in industrial equipment like cap lamps for underground miners. Discover use cases focusing on personnel safety and performance monitoring through motion recognition from IMU data. Gain insights into hardware and software examples, R&D activities, IMU theory, and various industrial applications. The talk covers topics such as battery life, data labeling, model validation, device status monitoring, certifications, firmware upgrades, collision avoidance, and future developments in the field of industrial TinyML implementations.