
Edge AI Push Puts LLM Inference to the Test on Devices
Companies and researchers are intensifying efforts to run large language model inference directly on edge devices such as smartphones, laptops, and embedded systems. The goal is to cut latency, reduce cloud costs, and improve privacy, but hardware limits and power efficiency remain major hurdles.