on-mobile-llm is a research-style project that evaluates how well small language models (0.5B–2B parameters) run fully offline on an Android smartphone using GGUF + llama.cpp + Termux. The goal is to measure speed, memory usage, thermals, stability, and output quality across a variety of SLM architectures.