Applied AI for Enterprise Engineering
Researched and prototyped applied AI systems combining LLMs, knowledge graphs, and retrieval-augmented pipelines to tackle complex engineering challenges at enterprise scale.
Siemens
01
Selected work
The Coldplay App
Engineered production XR features for the Music of the Spheres World Tour app — 1M+ downloads on iOS & Android, using Unity as a Library embedded in native mobile.
Coldplay / SAP (Hays)
3D Digital Twin Platform
Built the backend services, DevOps and cloud infrastructure for a WebXR digital twin platform for buildings, based on 3D point clouds.
Baro-Pfannenstein
Onion-Hash: 3D Perceptual Hashing
Invented a rotation- and scale-resistant 3D hash for tamper-proof asset authentication — +25.6% detection over prior art.
Siemens / University of Passau
Exergames Platform
Co-founded a TUM-backed medtech startup; built real-time skeletal tracking and biofeedback pipelines clinically deployed at German Heart Center Munich and Schön Klinik.
UnternehmerTUM
02
Research & patents
My research focuses on 3D data and AI in industrial engineering. During my PhD with Siemens and the University of Passau, I worked on identifying and authenticating 3D assets, which led to Onion-Hash, a perceptual hash that holds up under rotation and scaling. I have also written on industrial metaverse architectures for smart manufacturing, and as a postdoc at Siemens I combined LLMs, knowledge graphs and retrieval-augmented generation for engineering work. Earlier, at the German Heart Center, I worked on multisensor diagnostics and exergames with biofeedback.
Onion-Hash: A Compact and Robust 3D Perceptual Hash for Asset Authentication
Computer-Aided Design Journal (CAD), Elsevier
Industrial Metaverse for Smart Manufacturing: Ecosystem Architecture and Applications
Future of Information and Communication Conference (FICC) 2025 · Lecture Notes in Networks and Systems (Springer)
Exergames and Biofeedback
German Heart Center and TUM
Multisensor Platforms for Medical Diagnostics
German Heart Center
03
Background
PhD in Computer Science (summa cum laude)
Distributed Information Systems · University of Passau
Skydeck Batch 15
Startup Accelerator · University of California, Berkeley
Master of Science
Media Informatics · Ludwig-Maximilians University, Munich
Bachelor of Science
Media Informatics · Ludwig-Maximilians University, Munich
04
Availability
Currently taking on freelance contracts, and open to senior engineering and tech-lead roles. Email reaches me fastest.
- Engagement
- Freelance contract, direct or through an agency
- Also open to
- Senior engineer · tech lead · applied R&D
- Working from
- Munich · remote across the EU, on-site where it helps
- Languages
- German · English
Worked with
