Most AI writing stops at the API call. Most mobile writing stops at the screen. I work in between: native iOS and Android in front, models and pipelines behind. Everything here is something I measured, built, or broke in production.

on-device inference · quantization · Core ML · MLX · LiteRT · hybrid routing
LLM orchestration · verifier loops · prompt caching · evals · cost engineering

Engineering
Leadership & Teams