Small Language Models on Device: Edge Inference Architecture (2026) Posted by By MPRAUTO MPRAUTO July 10, 2026Posted inAINo Comments How to run small language models (SLMs) on-device: model sizing, distillation, quantization, NPU acceleration, memory budgets, and when a 1-8B SLM beats a cloud LLM.