Andrew Robert Williams is a Visiting Researcher at ServiceNow Research in the Human Decision Support Program. He is also a machine Learning PhD student at Mila - Quebec AI Institute in the CERC-AAI lab. He holds an M. Sc. in Computer Science for Université de Montréal, where we was advised by Alain Tapp and Gilles Brassard. Andrew’s research interests include complex systems modelling, agentic AI, multimodality and time series forecasting.