About

I plan, build and maintain AI platform infrastructure: the parts that have to keep working when real people and real money depend on them.

Now
Sitemate, construction-tech AI platform A$27.5M Series A, Blackbird-led
Before
LRQA, assurance for 61,000+ clients across 150+ countries
Earlier
Startups in Hong Kong

What I fix

AI features look great in a demo and get shaky the moment real people and real money touch them. Lost state. An effect that ran but was never recorded. A guardrail that was a hope instead of a guarantee.

I find where a feature loses state, double-acts, or quietly fails, and make the failure impossible instead of unlikely.

Work with me

If that sounds like your feature, that's my work. The simplest way to start is a message: tell me about the one that keeps you up at night.

Message me on LinkedIn