5 entries
Onboarding for South African law firms
FICA and client-onboarding software for South African law firms — the compliance paperwork a firm has to complete before it can take a matter on, moved off email and spreadsheets. Built for small and mid-size practices that can't carry enterprise compliance tooling.
Status:In progress
Modern sequence architectures against transformers for financial forecasting — 87.5% win rate across eight datasets
Honours research testing whether modern sequence architectures actually beat transformers on financial forecasting, rather than assuming either way. Mamba and its relatives against transformer baselines across eight datasets, with an 87.5% win rate. For anyone reaching for a transformer because it's what everyone reaches for.
Status:Honours · 2025
Ministry internship, and the systems and web work behind it
Campus ministry internship at Wits, and the systems and web work that runs alongside it — sign-ups, communications, and the site students actually land on. For the students and the team running it week to week.
Status:Present
Design and build studio — brand, site, and the systems under it
A design and build studio: brand, site, and the systems underneath, taken as one job rather than three handoffs. For small teams who need the whole thing to hold together.
Status:Ongoing
This site — dark editorial, hand-built, no template underneath
This site. Dark editorial, hand-built, no template underneath — every layout value is solved rather than picked, and all the motion is GSAP.
Status:2026
Writing lives on Musings