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.
Soilytix
2023 — Present
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.
peau.ai
2025 — 2026
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.
2024 — 2026
Engineered the full-stack B2C platform for immune health, connecting high-throughput automated RNA blood analysis pipelines directly to user-facing applications.
11/2024 — Present
Advisory on machine learning architecture, MLOps, and scalable software pipelines for clinical RNA sequencing analysis and biomarker discovery.
| 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 |
Visual vignette capturing street cats in Istanbul (Jan 2023). Music: Altın Gün (Kolbastı). Filmed on Pixel 7, edited in DaVinci Resolve.
Most likely the first high-quality, non-experimental, fully AI-generated music video in this form, dating to 2020.
Steve Reich’s minimalist piece reimagined as danceable down-tempo electronica. Live recording on 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.
An evolving sonic soundscape and ambient synthesis exploration.
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.
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