01
Built
Sense
Sole engineer on an AI platform that turns plain-English questions into live answers from a business's own systems in under 30 seconds. No dashboards. No data team required.
- AI business intelligence
- Co-founder and sole engineer
Independent software engineer, South Africa, working globally
I rescue, build, and harden production systems for teams who cannot afford to ship on vibes. Useful when an AI-built or inherited app demos well and fails in the real world, or when a validated idea needs to be built correctly the first time.

How I work
Four commitments. Not a skills grid. The receipts are in Recent work.
01
I make the call and write the code. You should not need another team to turn advice into a running system.
02
Mature systems and AI-built apps fail in specific ways. I reproduce those failure modes before I prescribe a rewrite.
03
UI, API, data, tests, and deploy. When hand-offs stall the work, I own the thin slice end to end.
04
AI is a force multiplier. Review, tests, and types still decide what merges. Speed without recklessness.
Recent work
Not a capability list. Episodes where I took responsibility and shipped something production could trust.
01
Built
Sole engineer on an AI platform that turns plain-English questions into live answers from a business's own systems in under 30 seconds. No dashboards. No data team required.
02
Built
Membership PWA for exclusive local deals, redeemed in-store by QR scan, with subscriptions funding community radio. Live in market.
03
Shipped on
Crypto payment acceptance with instant fiat or stablecoin settlement. Merchants avoid volatility risk. Multinational product team.
04
Built
API that generates realistic South African test data: people, addresses, companies, and bank accounts. Built so teams stop inventing fake ID numbers by hand.
05
Harden
AI-built and inherited apps that look fine in a demo and fail under real load. I stabilise failure modes, close the gaps, and leave a system you can stand behind.
Clients
How we start
You do not need a polished brief. Choose what is closest, see the first moves, then match it to Rescue, Build, Embed, or Advise.
I work with the people closest to the failure, trace symptoms to causes, and turn that into a plan the team can execute.
Working outcome: a safer system, a clear path, and a team that knows the next move.
AI-built or inherited app demos well but breaks under real load.
Validated idea. Scope to a hardened, production-ready system.
Senior judgment inside the work for a fixed stretch.
Second eyes on architecture, hiring, or a risky call.
Engage
Or tell me what you need built. I reply within two business days with whether I can help, what the first step looks like, and what it will cost. No obligation. Selective engagements. I will say if I am the wrong person.
South Africa / remote-friendly / selective engagements
Prefer to talk live? Book a free 15-minute intro. No deck. No hard sell. Just enough to see if I can help.