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Hi, I'm Gero 👋

Building at the intersection of physics, machine learning, and real-world systems.


🧭 About

I'm a researcher and engineer who likes taking ideas all the way down — from the math and physics, through the model, to hardware and shipped software. My work spans physics-informed machine learning, quantum dynamics, network security, and geospatial systems. I care about rigor and about things that actually run in the field.

🔬 What I'm working on

Project What it is
quantum-ml-pinn Physics-informed neural approaches to quantum dynamics — solving the time-dependent Schrödinger equation and studying where learned solvers meet classical integration.
math-physics-notes Self-study courses & notes: proof techniques, groups & Lie theory, and variational methods for intelligent systems.
tufutfem-mx A web platform for Mexican women's football (Liga MX Femenil) — hardened Node/Express backend behind Caddy.
cluster-guide A practical guide to building a 3-node home compute cluster.

Also working privately on LiDAR volumetric scanning (geospatial), routing/QoS ops for logistics, cadastral valuation ML, and a Raspberry Pi network-security node.

🛠️ Tech I reach for

Python PyTorch NumPy Node.js JavaScript Docker Linux LaTeX C

🧪 Interests

Neuromorphic Engineering · Physics-informed ML · quantum computing · statistical physics (KPZ, percolation, random fields) · IDS/network security · LiDAR & computer vision · edge computing.


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“From the equations to the field.”

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