Léon Àmi Wagner

About Me

Hi, I'm Léon 👋

Mainz · Origin
Mainz · Origin
Greenpeace Mainz · climate protest
Greenpeace Mainz · climate protest

Mainz — where it started

Born and raised in Mainz, I wanted to understand early on how the systems around us work. That's why I spent two semesters studying Economics, even though deep down I already knew my heart belonged to technology and software. The interest was never purely academic: with Greenpeace I marched in climate protests and served as the local group's contact person for biodiversity. After two semesters I admitted to myself that the tools behind the systems pulled me in more than the theory: models, data, code. So I switched tracks.

HTW Berlin · Wilhelminenhof campus
HTW Berlin · Wilhelminenhof campus
Berlin · HTW · first builds
Berlin · HTW · first builds

Berlin — learning by building

I moved to Berlin for my degree: Computational Engineering at HTW, a mix of 60% computer science, 20% mechanical and 20% electrical engineering. Then the pandemic hit and suddenly everything was online. The university wasn't prepared, and making friends wasn't easy at first. Eventually I found my people to get through the digital semesters with, and realized along the way how much I burn for computer science. After two semesters came my first job: web developer in the university's executive office, on the team introducing HTW's new campus management system. On the side I built a vacuum robot and a voice-controlled model factory, both awarded as the year's best student contributions.

Berlin · Fraunhofer IPK
Berlin · Fraunhofer IPK

Fraunhofer — two years of shipping

In my fifth semester I joined Fraunhofer IPK as a working student and stayed for over two years. I learned the MERN stack there, built on the 'Process Assistant' in a Scrum team, developed a RAG chatbot over the Battery Pass documentation, and cut backend runtime by 60–70% with a caching layer. The project that shaped me most was the first prototype of the EU Digital Product Passport for traction batteries, an initiative meant to bring transparency into the EV battery supply chain from 2027 on. That's where I got to take on real responsibility: my bachelor thesis became the proof of concept, demonstrated end-to-end with a Lego value chain.

Berlin · Humboldt · NLP
Berlin · Humboldt · NLP

Humboldt — deeper into AI

After the bachelor's it was clear: I wanted to go deeper into AI. In the Computer Science master's at Humboldt University I focused on machine learning, process mining, computer vision and above all NLP. NLP properly grabbed me. I caught myself reading papers about transformers and language models at 2 a.m., not for a grade, but because I wanted to understand how these models actually work. That's when I knew my professional future lies in this field.

Barcelona · Erasmus 2025
Barcelona · Erasmus 2025

Barcelona — the Erasmus semester

To push my knowledge further, I went to UPC Barcelona for an Erasmus semester: semantic parsing, word embeddings, multi-agent systems, transformer architectures. It was also the first time I took a serious look at the ethical challenges around large language models. And it's a city that makes it easy to think about something other than attention mechanisms between two lectures.

Vienna · ApoVerlag · today
Vienna · ApoVerlag · today

Vienna — today

My master's thesis brought me to the AI Task Force at the AIT Austrian Institute of Technology in Vienna. I built production AI systems there: an enterprise RAG chatbot for quality-management documents that runs fully on-premise and has since been selected for company-wide rollout, a multi-agent pipeline that generates bilingual fine-tuning datasets from company policies, and a tool that converts PDFs into RAG-ready Markdown via vision LLMs — the very infrastructure I evaluated my 'Patch-and-Route' continual-learning framework against, the core of my thesis. Since August 2026 I've been a Fullstack Engineer on the .NET, Cloud & AI team at the Österreichische Apotheker-Verlagsgesellschaft (ApoVerlag), building software used daily across Austria's pharmacies. My goal: to keep pushing the limits of what language models — and the systems around them — can do in practice.

Off the Clock

the human behind the engineer

United States of AmericaNorwayFranceIndiaSwedenPolandAustriaGermanySwitzerlandNetherlandsPortugalSpainSri LankaDenmarkUnited KingdomFinlandSlovakiaCzechiaVienna
Been there18 countries · 3 continents

When I'm not shipping models, I'm somewhere on this map — or three moves from checkmate on a train back to Vienna.

How I recharge

Board Games
Video Games
Going for a walk
Deep Talks
Reading
Ping Pong / Table Tennis
Badminton
Running
Fitness
Chess♜ 1335 · ♞ 1558

On rotation

On the shelf

Currently reading2

all on Goodreads
Im Grunde gut. Eine neue Geschichte der Menschheit by Rutger BregmanAmi regresa (Ami, #2) by Enrique BarriosAmi, el niño de las estrellas (Ami, #1) by Enrique BarriosDas Kind in dir muss Heimat finden. Der Schlüssel zur Lösung (fast) aller Probleme by Stefanie StahlThinking, Fast and Slow by Daniel KahnemanRumo & His Miraculous Adventures (Zamonia, #3) by Walter MoersWetten, dass Sie Mathe können by Thomas RießingerBrave New World by Aldous HuxleyZero to One: Notes on Startups, or How to Build the Future by Peter ThielHow to Win Friends & Influence People by Dale CarnegieBlood of Elves (The Witcher, #1) by Andrzej SapkowskiSword of Destiny (The Witcher, #0.7) by Andrzej SapkowskiThe Time of Contempt (The Witcher, #2) by Andrzej SapkowskiBaptism of Fire (The Witcher, #3) by Andrzej SapkowskiThe Tower of the Swallow (The Witcher, #4) by Andrzej SapkowskiLady of the Lake (The Witcher, #5) by Andrzej SapkowskiSapiens: A Brief History of Humankind by Yuval Noah HarariSummary Of 21 Lessons for the 21st Century By Yuval Noah Harari by OneHour ReadsMass Effect: Revelation (Mass Effect, #1) by Drew KarpyshynMindset: The New Psychology of Success by Carol S. DweckMacbeth: Moment by Moment by William ShakespeareKrabat by Otfried PreußlerDer letzte Mohikaner by James Fenimore CooperHarry Potter and the Order of the Phoenix (Harry Potter, #5) by J.K. RowlingHarry Potter and the Philosopher's Stone (Harry Potter, #1) by J.K. RowlingHarry Potter and the Deathly Hallows (Harry Potter, #7) by J.K. RowlingHarry Potter and the Half-Blood Prince (Harry Potter, #6) by J.K. RowlingHarry Potter and the Chamber of Secrets (Harry Potter, #2) by J.K. RowlingHarry Potter and the Goblet of Fire (Harry Potter, #4) by J.K. RowlingHarry Potter and the Prisoner of Azkaban (Harry Potter, #3) by J.K. RowlingAtomic Habits: An Easy & Proven Way to Build Good Habits & Break Bad Ones by James ClearThe 13½ Lives of Captain Bluebear (Zamonia, #1) by Walter MoersSouverän investieren mit Indexfonds und ETFs. Wie Privatanleger das Spiel gegen die Finanzbranche gewinnen by Gerd KommerSouverän investieren für Einsteiger. Wie Sie mit ETFs ein Vermögen bilden by Gerd KommerLiebe (German Edition) by Richard David Precht (2012-01-17) by Richard David PrechtWer bin ich – und wenn ja, wie viele? by Richard David PrechtSecond Foundation (Foundation, #3) by Isaac AsimovFoundation and Empire (Foundation, #2) by Isaac AsimovFoundation (Foundation, #1) by Isaac AsimovThe 7 Habits of Highly Effective People: Powerful Lessons in Personal Change by Stephen R. Covey

Want to read16

all on Goodreads
Ami 3: Civilizaciones Internas (Ami, #3) by Enrique BarriosDer Mythos Schönheit by Naomi WolfThe Alchemist by Paulo CoelhoThe Help by Kathryn StockettThe Diary of a Young Girl by Anne FrankThe Stand by Stephen  KingTo Kill a Mockingbird by Harper LeePride and Prejudice by Jane AustenThe Hunger Games (The Hunger Games, #1) by Suzanne CollinsDas Kind in mir will achtsam morden (Achtsam morden #2) by Karsten DusseNiemand kann sagen, er hätte es nicht gewusst: Die ungeheuerlichen Pläne der AfD by Marcus BensmannSuperintelligence: Paths, Dangers, Strategies by Nick BostromDer Name des Windes (Die Königsmörder-Chronik, #1) by Patrick RothfussAchtsam morden am Rande der Welt (Achtsam morden #3) by Karsten DusseAber meiner Tante hat's geholfen: Wie wir Scheinargumente, unwissenschaftlichen Unsinn und Pseudoexperten entlarven by Maximilian DoeckelThe Demon-Haunted World: Science as a Candle in the Dark by Carl Sagan