29°S 25°E · South Africa→23.7°N 121°E · Taiwan→41.7°N 86.2°W · Notre Dame
Notre Dame, Indiana
i’m a south african student studying cs at notre dame. i’m into continual learning, startups, metaphysics, ai governance and i love all sports. favorite movie is inception. fun fact: i had a hole-in-one when i was eleven.
Shipping to real users in hard conditions taught me the lesson I keep coming back to: systems have to survive contact with reality.
I research continual learning — how models retain and adapt capabilities over time — and I’m building an open benchmark for agent memory. I’m also CTO and cofounder of an early-stage startup.
Long term, I want to build a technically ambitious AI company. This site is where I work in public: the systems I build, the research I run, and the political and institutional questions the technology keeps raising.
- 01Continual-learning research (structural credit assignment)
- 02Building agent-memory-bench, an open agent-memory benchmark
- 03CTO & cofounder, early-stage startup
- 04CS sophomore @ Notre Dame
Building
All projectsGovernance Tools
VulaLearn
An education platform used by understaffed schools in South Africa, with a past-papers library for exam preparation.
Check it outApplied ML
Agent Memory Bench
An open benchmark harness comparing memory strategies for LLM agents — no memory, vector recall, summarization, and a future-value-scored memory policy — with a public leaderboard.
Check it outInfrastructure
Market Pulse
A high-throughput streaming pipeline that ingests live financial news, runs quantized FinBERT sentiment and entity extraction, and computes a real-time sentiment shock signal.
Check it out