Notes from the work.
Engineering tradeoffs, product decisions, and the occasional deep-dive into how a system is actually built — from client engagements at EY to shipping Jamaal and Riqa on nights and weekends.
Docs rot the moment they're written down separately from the code. Here's how the prefill flow on a government platform is documented with Mermaid diagrams that live in the same repo — and the same pull request — as the code they describe.
On pricing honestly and respecting the people who pay you.
What building Riqa taught me about pricing models.
How Threads tokens survive iOS, macOS, web, and watchOS.
Jamaal's rules engine — and why v1 has no ML at all.
The real-world gaps the WWDC sessions don't mention.
What actually gets a solution architecture across the line.
Need something built? Let's talk.
I take on a small number of consulting projects alongside the day job. If timing works, let's find out.