AI evaluation and data quality, sports betting market efficiency, probabilistic modelling, offline knowledge archives, assistive AI for kids with special needs. Systems and context architect in Windsor, Ontario, building Project Blue Joker, Talk with Buddy, Operation Noah's Ark (an offline, fact-checked knowledge archive on a single 512 GB drive), and CลUR DE 22 (independent mechanical watchmaking, in design and prototyping).