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

Soilytix ↗ 2023 — Present
CTO & Founding Engineer

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.

Next.js · TypeScript · Prisma · Mapbox GL · Nivo · Vercel
Peau ↗ 2025 — Present
Founding Engineer

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.

Flutter · Firebase · Riverpod · ML Kit · Google Cloud
Muno ↗ 2024 — Present
Founding Engineer

Engineered the full-stack B2C platform for immune health, connecting high-throughput automated RNA blood analysis pipelines directly to user-facing applications.

Python · Bioinformatics · ML Engineering · Cloud Architecture
Hummingbird Diagnostics ↗ 11/2024 — Present
Software Architect Advisor

Advisory on machine learning architecture, MLOps, and scalable software pipelines for clinical RNA sequencing analysis and biomarker discovery.

MLOps · System Architecture · Bio-pipelines

Career & Education

2025 — Present Peau — Founding Engineer Skincare AI / Flutter / Firebase
2024 — Present Muno — Founding Engineer Immune Health / RNA-Seq
2023 — Present Soilytix — CTO & 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

The Cats of Istanbul Video · 2023

Visual vignette capturing street cats in Istanbul (Jan 2023). Music: Altın Gün (Kolbastı). Filmed on Pixel 7, edited in DaVinci Resolve.

Down-tempo for 18 Musicians Audio

Steve Reich’s minimalist piece reimagined as danceable down-tempo electronica. Live recording on Novation Launchpad.

ePiano Phase Audio

Steve Reich’s Piano Phase adapted for electronica and phased synthesizers.

Chow’s Theme Chamber

A gentle chamber waltz composed after watching In the Mood for Love. Scored for Violin, Cello, and Marimba.

Metropolitan Mornings Soundscape

An evolving sonic soundscape and ambient synthesis exploration.

Interactive Artifacts & Explorations

Live calculators, sourced reviews, and other standalone investigations. Soilytix workshop pages live on their own overview.

Colophon & Legal

Set in Instrument Sans and JetBrains Mono. Built with zero tracking, zero cookies, and zero analytics.