For more than twelve years I have worked between business need and technical reality — from hands-on enterprise infrastructure in banking, retail and manufacturing environments, to leading end-to-end IT service delivery for enterprise customers across organisations with hundreds of technical specialists.
I see AI not as a demonstration but as a new way to notice, decide and get work done faster — provided it is embedded in a real process, with real boundaries and a human who stays accountable.
