

I make AI actually do something.
Notes and projects on applied AI: finding the work worth automating, then building pipelines that do it for cents, around the clock.
All views are my own and do not represent any employer or client.
Notes on applied AI, the economics of agents, and what I've shipped.

Research@msg
Agentic compliance systems that draft accurate, well-cited audit reports.

Business@AI
On Frankfurt School's Studio 57: exchange semesters in Berkeley and Hong Kong, and moving from finance into AI.

FS-Hub.com
An AI networking graph for a whole university's students and alumni — 300+ users in the first day.

AI Intern
Crawlers and AI pipelines hunting insolvencies and unusual balance sheets — 5B+ tokens a month at peak.

Captcha Chrome Extension
An OCR model that solves Bundesanzeiger CAPTCHAs in under 50ms, shipped as a Chrome extension.

Neura Labs AI
The lab I co-founded — consulting startups on agentic systems and a home for research projects.




