Edge AI: LLM & SLM Research
Exploratory AI work measuring the practical limits of large and small language models when they run on edge devices and inside Windows Shell experiences.
LLMsSLMsBenchmarkingEdge Computing
Scope
My final Microsoft work focused on R&D projects spanning AI groupware and Windows Shell experiences driven by AI.
Engineering
I scoped exploratory efforts to quantify, benchmark, and study the limitations of LLMs and SLMs on edge computing hardware.
Outcome
The work turned broad AI capability claims into concrete questions about model size, latency, hardware constraints, and what an edge-native Shell could actually support.