Why I am building in public
I want to make the building process visible. The decisions, tradeoffs, messy middle, and shipped checkpoints are often more useful than the final screenshot. This portfolio is where I show that work as it compounds.
About me
I use AI to build useful tools in public.
I work in banking, and I am using this site to explore how far one person can go when AI becomes real leverage: not as a gimmick, but as a way to turn ideas into useful tools people can understand, inspect, and learn from.
Operating principles
Show the build instead of only showing the outcome
Use AI as leverage, not as a replacement for judgment
Make useful tools, not just impressive demos
Explain technical work with everyday analogies
The banking lens
Banking trains you to care about trust, systems, risk, customers, and whether something actually works in the real world. That lens shapes how I think about AI tools: they should be practical, explainable, and useful beyond the novelty.
How I explain AI
I love analogies because they make technical ideas easier to hold. I want this site to help people see AI building less like magic and more like learning to use a new set of tools in a workshop.
What I am building
Fleur AI
A parenting intelligence product exploring assessment flows, evidence-informed content, and report generation.
Pawprint
A mobile companion prototype using AI avatars, onboarding, and lightweight care loops.
Zest
A mortgage intelligence product shaped by open banking, switching pressure, and consumer finance workflows.
Outside In
A market intelligence dashboard that turns external data into structured views for decision-making.
SabanOS
The public operating surface for the portfolio itself: build velocity, project profiles, and visible progress.