Chief Architect at TWINii and Fractional CTO for seed to Series B AI teams. I work at the layer after the demo, where an AI system has to survive real users, real traffic and a real budget.

Open source on the side. Right now that is polinrider-cleaner: shell-only detection and recovery for the PolinRider supply-chain campaign across GitHub organisations, personal accounts and developer machines. Dry-run by default, zero runtime dependencies. Also git.wtf, UsingDeno.com and a few smaller tools.

A coffee covers CI minutes, test machines and the evenings that keep these maintained. Thank you.