I have spent 20+ years in Canadian wealth management, operational risk, digital platforms, and technology innovation.

I'm Stanley, and my work has focused on turning complex systems into practical operating capability: modernizing investment platforms, leading large-scale transformation programs, building governance around risk and control, and exploring how emerging technologies can improve the way people and organizations work.

AI has sharpened that focus. Since gaining early access to GPT-3 in 2020, I have been studying and experimenting with large language models, AI-assisted workflows, and the practical skills professionals need to use these tools well.

This site is where I work through that thinking in public. The goal is not to chase hype. It is to make AI more understandable, more useful, and more governable for the people who will have to lead through it.