Independent researcher on multilingual AI safety and low-resource NLP, studying transformer-based large language models from the linear-algebra layer up. Author of SomaliWeb v1 (arXiv:2605.18232) — the first dedicated quality-filtered Somali pretraining corpus with a matched tokenizer and language-identification benchmark. Previously architected Somalia’s first national Electronic Health Record system, serving 100+ clinics.