AboutProfile

I do a bunch of
different things.

I'm an ML and platform engineer, which on a good day means two jobs at once. One is getting machine learning models that read the earth's subsurface out of the notebook and into production. The other is building the data platform the rest of the company stands on: the landing zones, the architecture, the boring foundations that make everything above them possible.

Before this I built real-time odds-prediction systems and spent a good while on cloud architecture at scale. On the side I ship and run my own products, SortedOut and Rinqer, and I'm building a personal AI coach from scratch to see how far I can push it.

I don't really think of myself as a writer. This is just where I keep what I learn so I don't have to learn it twice: the problems worth coming back to, and what they taught me. If any of it is useful to you, even better.

Off the clock
TNS
TennisOn a court most weekends.
PKL
PickleballTennis's scrappier cousin, and lately a bit of an addiction.
KIT
CookingFood carries a whole culture. The right meal takes me from Melbourne to Bangladesh and back.
TRN
TrainingLifting. The muscle is a bonus; I'm really in it for the sleep and the steadier cortisol.
Get in touch

Notes from the next
hard thing, now and then.

No schedule, no funnel. Just a short note when a build teaches me something worth passing on.

or just email me at codewithnumbers@gmail.com