Quantized neural networks running on sub-50mW microcontrollers, on-device anomaly detection, and zero-cloud edge inference.
How 8-bit integer quantization (INT8) and CMSIS-NN enable sub-15ms vibration and acoustic anomaly detection on ARM Cortex-M microcontrollers while slashing cellular data costs by 92%.
Active connected IoT devices have crossed 21.9 billion in 2026, but the vanity era of streaming raw sensor telemetry to central clouds is over. From sub-15ms Edge AI and mandatory EU Cyber Resilience Act compliance to closed-loop digital twins and 3GPP satellite roaming, here is how modern engineering leaders build autonomous physical systems.
Our engineering team designs sub-50ms distributed backends, edge AI pipelines, and high-concurrency systems.