Focus & Background
I build data platforms and machine learning systems from initial theoretical foundations to scalable production platforms.
My work spans causal inference on clinical RNA sequencing data, geospatial soil intelligence platforms, and zero-to-one full-stack applications. Outside engineering, I spend time on summits in the Alps, in woodcraft, through auteur cinema, and composing soundscapes.
Engineering Practice
- Full-stack data platforms TypeScript / Python
- Causal ML & high-throughput pipelines PyTorch
- Geospatial analytics & map visualizers Mapbox / GIS
- Cross-platform mobile apps Flutter
Explorations
- Alpine summits & trail running Wilderness
- Visual beauty in complex data Data-Viz
- Auteur & world cinema Film
- Minimalist & electronic sound Synthesis
Ventures & Leadership
Scaled from idea to revenue in one year. Architected and engineered the data-driven agricultural soil intelligence platform, processing global datasets with interactive geospatial visualization and farmer-facing analytics.
Shipped from 0 to MVP in two quarters. Cross-platform mobile app for personalized skincare, full-stack Firebase architecture, on-device/cloud Computer Vision models for skin analysis, and LLM recommendation agents.
Engineered the full-stack B2C platform for immune health, connecting high-throughput automated RNA blood analysis pipelines directly to user-facing applications.
Advisory on machine learning architecture, MLOps, and scalable software pipelines for clinical RNA sequencing analysis and biomarker discovery.
Career & Education
| 2026 — Present | Soilytix — CTO | Soil Intelligence / Next.js |
| 2025 — 2026 | peau.ai — Founding Engineer | Skincare AI / Flutter / Firebase |
| 2024 — 2026 | Muno — Founding Engineer | Immune Health / RNA-Seq |
| 2023 — Present | Soilytix — Founding Engineer | Soil Intelligence / Next.js |
| 2024 — Present | Hummingbird Diagnostics — Architect Advisor | ML Architecture / MLOps |
| 2020 — 2024 | Hummingbird Diagnostics — ML Scientist | Causal ML / PyTorch / Graph Nets |
| 2019 — 2020 | AMLab (Max Welling Lab, UvA) — Research Intern | Deep Learning / SLURM |
| 2019 | BMW Group — ML Engineer Intern | PySpark / Palantir / Dash |
| 2017 — 2018 | Bürgerwerke eG — Full-stack Web Developer | Ruby on Rails |
| 2018 — 2020 | University of Amsterdam — M.Sc. Artificial Intelligence | GPA 4.0/4.0 · cum laude |
| 2014 — 2017 | Heidelberg University — B.Sc. Applied Computer Science | GPA 3.58/4.0 · Computer Vision |
Selected Software & Open Source
Sound, Cinema & Photography
Another Steve Reich's classic, “Music for 18 musicians” as danceable down-tempo. Live recording, played on a Novation Launchpad.
Steve Reich's “Piano Phase” adapted for electronica and phased synthesizers.
A gentle chamber waltz composed after watching In the Mood for Love. Scored for Violin, Cello, and Marimba.
sheet musicAn evolving sonic soundscape and ambient synthesis exploration.
Just some techno what else does one need to know.
Small pick and choose from the symph orchestra.
Sounds like a certain DJ named after a type of beer involved with a certain label from a big western German city.
Interactive Artifacts & Explorations
Live calculators and other standalone investigations.
Parametric financial model calculating Dutch Box 1/2/3 taxes, 30% ruling thresholds, and freelance vs. BV dividend distribution optimization with real-time reactive charting.
An interactive compendium to Volume I of Marx's Capital: a clickable concept map tracing the argument from commodity to accumulation, the book's own table of contents, a searchable glossary of 23 terms, and cited passages.
My own LLM token usage and cost over the last 90 days, from platform billing APIs fused with local agent logs, rendered by aiusage. Every cost carries its provenance.
Colophon
Set in Atkinson Hyperlegible. Built with zero tracking, zero cookies, and zero analytics.