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.

Writing & work

Notes on applied AI, the economics of agents, and what I've shipped.

A CPV pre-filter, a diffusion LLM and prompt caching turn an unscalable problem into a matter of split seconds and cents.

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

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

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

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

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

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

Hundreds of AI advisors retrieve and rank German funding programs through agentic RAG — built into the Casanoova real-estate platform.

A 50-page graphical-calculator handbook for exams — over 5,000 downloads.

A digital school-registration system built during lockdown, featured in the Weser Kurier.

Every German foreclosure auction analysed end to end — OCR, valuation and risk — matched to investor preferences.