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bjoernbethge/README.md

๐Ÿ‘‹ Hi, I'm Bjรถrn Bethge

Building intelligent solutions where AI meets 3D visualizationโ€”20+ years evolving from creative coding to deep learning, always finding simple paths through complex technologies.


๐Ÿ› ๏ธ Tech Stack

AI/ML:

  • PyTorch, Lightning, Transformers, Torch Geometric
  • Graph Neural Networks, Attention Mechanisms, MoE Architectures
  • Local Inference: Ollama, llama.cpp, GGUF, 4-bit Quantization
  • Computer Vision: OpenCV, Torchvision, 3D Deep Learning

Engineering:

  • Python (since 2004) | C++ (since 2004) | CUDA | Rust (learning)
  • Blender Python API | Unreal Engine | AR/VR
  • FastAPI | Docker | Edge Deployment

๐Ÿš€ Open Source Contributions

Published PyPI Packages

  • torch-relativistic: Physics-inspired neural network components
  • pydeevo: Neural architecture search & hyperparameter optimization
  • marimo-flow: Interactive ML notebooks with MLflow integration
  • bpy-widget: Interactive Blender 3D viewport for notebooks
  • illustris: Enhanced tools for cosmological simulation data

Ollama Models


๐Ÿญ Industry Experience

Effekt-Etage (2022-2024): Pipeline Developer

  • Unreal Engine C++ development for Adidas VR Studio & VW Streaming Configurator
  • Python REST APIs & Unreal Engine scripting
  • Full-stack development (TypeScript, Node.js, Vue.js)
  • Docker containerization & virtual development environments

Volkswagen Group R&D (2008-2022): Technical Specialist โ†’ Lead

  • Digital Twin & Visualization: Lead for Audi A8 Digital Twin, RTT DeltaGen expert
  • VR/AR Development: Unity real-time visualizations, VR designer
  • Systems & Tools: IC IDO, Autodesk VRED, 3ds Max - configuration & optimization
  • Knowledge Transfer: Trained students, PhDs, and colleagues in immersive technologies
  • Research Support: System calibration, study supervision, data pipeline development
  • Project Management: Cross-departmental coordination, release management

Journey: 3D Artist โ†’ VR Designer โ†’ System Architect โ†’ Pipeline Developer โ†’ AI Engineer

Virtual-Pix (2007-2008): Digital Artist

  • 3D animations & visual effects
  • Transitioned from IT to creative technology

Multi Media BBS (2004-2007): IT System Kaufmann

  • First programming: C++, Python via Blender 3D (Python API & Game Engine)
  • Early game modding experience
  • Foundation in both business IT and creative coding

Notable Projects:

Volkswagen 3D Streaming Configurator


๐ŸŽฏ Research Interests

  • Graph-based Code Understanding: Enhancing LLMs with structural code representations
  • Extreme Context Windows: Practical applications of 1M+ token contexts
  • Physics-Informed Neural Networks: Bridging physical laws with deep learning
  • 3D Vision & Scientific Visualization: From cosmology to manufacturing

๐Ÿ“š Education & Philosophy

  • AI Engineering Studies (Digethics, 2025)
  • European Art Designer (EPZ/Virtual-Pix, 2008)
  • IC.IDO Certifications (ICIDO GmbH, 2008-2009)
    • VDP Support (ITIL 2nd Level)
    • IDO:Package, Animation, Reflect, Explore, Flexible, Ergonomics
  • Media Technology Specialization (Crestron, 2009)
  • IT System Kaufmann (Multi Media BBS, 2004-2007)
  • Self-taught developer since 2004 - started with Blender scripting
  • Journey: IT โ†’ 3D Artist โ†’ VR Designer โ†’ System Architect โ†’ AI Engineer
  • Core Principles:
    • "Simple solutions with new technologies"
    • "Code is truth" โ€” no legacy, only modern APIs
    • Clean code advocate: KISS, explicit > implicit

๐Ÿ“Š GitHub Stats

GitHub Stats

Top Languages


๐Ÿ”— Connect

Ollama PyPI Email


๐Ÿ’ก Featured Project

BPY Widget - Interactive Blender 3D viewport for Jupyter/Marimo notebooks
Real-time Eevee rendering with Python API access

Blender 4.4 Python 3.11+

"Breaking complexity down to simple solutions"

Pinned Loading

  1. illustris illustris Public

    Forked from illustristng/illustris_python

    Illustris[TNG] public data release: Python scripts.

    Python 2

  2. astro-lab astro-lab Public

    A machine learning framework for astronomical data analysis and interactive 3D visualization with advanced cosmic web analysis capabilities.

    Python

  3. astronomical astronomical Public

    Astronomical Blender Extension

    Python

  4. bpy-widget bpy-widget Public

    Interactive Blender 3D viewport widget for notebooks with real-time Eevee Next rendering.

    Python

  5. infinigen infinigen Public

    Infinite Photorealistic Worlds using Procedural Generation

    Python

  6. marimo-flow marimo-flow Public

    Modern reactive ML development with Marimo notebooks and MLflow experiment tracking

    Python 9 1