$ ls -1 ~/work

Selected work

Each project has its own page: what the problem actually was, what I tried — including what did not work — and what the measured result was. Below, all of it on one timeline and in one table.

show

timeline

every project

Most recent first; ongoing work at the top.
Year Project Role Status Links
2026 – now Calibrated decision layers S.A.C.I., S.A.C.O. and an injection screen: small models that answer bounded questions with calibrated probabilities — and abstain when they should. Research & engineering research
2025 – now Unattended trading systems Automated gold trading on a demo account, built to run with nobody watching; retired in October 2026 Developer research
2024 – now RoiGenius Revenue attribution SaaS — eight microservices in production, 89 integrated platforms Tech Lead, Principal Systems Architect & General Manager (Interim CEO) running
2024 – now Local-first AI platform Model serving, memory and agent governance that keep working with the network cable out Architect and operator running
2023 – 2024 Quantum-classical neural networks for CRISPR Classical against hybrid quantum-classical networks on a genomic regression — SSCAD 2024 Author research
2021 Discount Leverage Discount personalisation as a bandit problem — 3rd place at a national hackathon Development lead awarded

also

Benchmark methodology — how models are chosen here, and how the numbers are kept honest. Research — publications and the method behind them. CV — the formal, printable version of all of this.