Banky

I build software that takes work off people's hands.

Oxford engineering master's · Three shipped products

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Portrait of Banky, the site's builder

I'm Banky. I build software that takes work off people's hands.

Most of my work starts the same way. Someone is doing a job by hand that a computer should be doing. Copying numbers between two systems, rebuilding the same report every month, checking something that only changes once a week. I build the thing that does it instead, and I try to get it down to no clicks at all.

I work as a data scientist at a financial firm in London. I built the pipelines that pull in up to 100,000 securities and refresh them three times a day, the calculations that sit on top of them, and the report generator that replaced work people used to do by hand. Figures the team once waited a month to see now arrive every morning.

The part I care about most isn't getting something working once. It's that it keeps working after I've stopped looking at it. Anyone can build a script that runs today. I'd rather build the thing you can trust on a Monday morning without checking it first.

I studied Engineering Science at Oxford, where I worked on multi-agent reinforcement learning and natural language processing. My final-year project used reinforcement learning to control batteries in household power grids, and I compared it against the mathematically optimal answer to see how close it got. It came close in simple cases and struggled in realistic ones, which taught me more than a clean result would have.

Outside work I've shipped three things. LeWell is a health habit app, live in both app stores. I built a wedding website where guests type their name and see their seat, running off a spreadsheet the client already knew how to edit. And ley-khaa reads a messy conversation and works out the one clear job hiding inside it.

If there's a job that eats hours of your week, tell me about it. If I'm the right person for it I'll say so, and if I'm not I'll tell you that too.

Read my full CV →

01

LeWell

A health app that teaches you one small habit a day.

Personal product · 2026

02

Wedding Website

Guests type their name and find their seat.

Private client · 2026

03

ley-khaa

An assistant that turns a messy conversation into a finished job.

Personal product · 2026