Your Battery Team Wastes Weeks on
Work AI Can Do in Hours

Building AI Tools for Battery Engineering

Cell selection, test data analysis, compliance checking — I build AI tools that eliminate the manual grind. Not generic AI. Purpose-built by an engineer with a PhD and 6+ years in motorsport battery systems.

Let's Talk

10x

Faster Data Processing

6+

Years in Battery Systems

2,700+

Research Citations

Research Impact Over Time

Expertise Dimensions

Off the Clock

Thoughts on life, hobbies, and everything else.

Projects

Open source tools and side projects from my GitHub. Click tags to filter.

Deep in tinkering with AI tools, chasing fresh ideas, and building new things with Python.

By day, I'm a battery engineer with a PhD, working on motorsport battery systems — where Matlab/Simulink/Python is my daily tool. Outside of work, I'm deep in learning new tricks, like using A.I. and developing some new projects.

It's never too late to learn AI: "The best time to plant a tree was 30 years ago. The next best time is now."

This website is my personal space to record my AI journey, share resources, and document my learning experiences. I'll keep exploring, building, and sharing it all here.

What I Do

🤖 AI & ML Learning ⚡ Vibe Coding 🐍 Python & Data Analysis 📊 Model Building 🔋 Battery Lifecycle 🏎️ Motorsport Systems ✈️ eVTOL/Aerospace 📈 System Modeling

Battery Related Work

2,700+

Citations

6+

Years in Industry

Experience

2024 - Present

Sr. Battery System Performance Engineer

⚡ Fortescue • Oxford, UK

Leading motorsport analytics for Formula E and LMDh. Built "Digital Battery Factory" integrating manufacturing data with race telemetry.

2023 - 2024

Battery System Modeling Specialist

🔋 Envision Energy

Probabilistic physics models for grid-scale battery systems. 50%+ improvement in lifetime prediction accuracy.

2021 - 2023

Senior Simulation Engineer

✈️ Vertical Aerospace

Cell-to-system thermal modeling for eVTOL certification. Scaled cell-level physics to full pack simulations.

2019 - 2021

Cell Project Engineer

🏎️ McLaren Automotive

End-to-end cell development for Speedtail. Defined specs, managed suppliers, root-cause analysis via IC/DV.

Featured Projects

Automated "Digital Battery Factory"

End-to-end pipeline for chaotic race telemetry. Preserves electrochemical features needed for failure prediction.

Data Optimization Automated Pipelines Digital Twin

Cell-to-System Thermal Modeling

Scaled cell-level physics models to full pack simulations for eVTOLs. Matched real-world flight data with <2°C error.

System Modeling Simulink

ML-Driven Aging Identification

IC/DV analysis and ML clustering to identify degradation modes. Automated processing of 50+ data channels.

Machine Learning Empirical Analysis

Education

2015 - 2019

PhD, Electrical Engineering

Vrije Universiteit Brussel

Highest Honour. Focus on Data-Driven Battery Health diagnostics.

2012 - 2015

Master's, Advanced Material Science

Technical University of Munich

Key Publications

Connect

My Thoughts

Building a Claude Skill for Automated Battery Data Extraction

I Failed at the Second Brain for 3 Years. Here's How AI Finally Fixed It

Stop Building AI Skyscrapers on a Data Swamp

Your Battery Team Wastes Weeks on
Work AI Can Do in Hours

Research Impact Over Time

Expertise Dimensions

Off the Clock

Projects

Battery Related Work

Experience

Featured Projects

Education

Key Publications

My Thoughts

Building a Claude Skill for Automated Battery Data Extraction

I Failed at the Second Brain for 3 Years. Here's How AI Finally Fixed It

Stop Building AI Skyscrapers on a Data Swamp

Your Battery Team Wastes Weeks onWork AI Can Do in Hours

Research Impact Over Time

Expertise Dimensions

Off the Clock

Projects

Battery Related Work

Experience

Featured Projects

Education

Key Publications

Your Battery Team Wastes Weeks on
Work AI Can Do in Hours