low power AI Archives - Meningan Tech

TinyML at Scale: Quantization for Sub-10 mW Sensors

March 29, 2026March 13, 2026 by Panji Yudian

Ultra-low-power environmental sensor node running TinyML inference on a coin-cell battery in an industrial IoT setting.

Running machine learning on a cloud server is easy. Running it on a device that must survive for years on a coin-cell battery is not. TinyML — the practice of deploying machine learning models on microcontrollers and ultra-low-power processors — exists precisely to solve this problem. At scale, the real constraint isn’t compute capability but … Read more

Neuromorphic Processors vs GPUs: Efficiency Benchmarks Explained

March 29, 2026February 25, 2026 by Panji Yudian

Neuromorphic processor chip compared with modern GPU showing energy efficiency differences

As artificial intelligence workloads diversify beyond massive data center training, the hardware landscape is fragmenting. While GPUs remain the dominant workhorse for deep learning, neuromorphic processors are emerging as highly specialized contenders for ultra-efficient, event-driven computation. The comparison is often framed incorrectly. Neuromorphic chips are not designed to replace GPUs across the board. Instead, they … Read more