CAPABILITY MATRIX & DISCIPLINARY TAXONOMY
Tools, Methodologies &
Core Technical Skills.
An indexed catalogue of technical methodologies across artificial intelligence, automotive HMI/HCI, real-time creative code, rapid prototyping, and software engineering.
APPARATUS 03 · DISCIPLINARY MATRIXMODULAR CAD SPECIFICATION
Apparatus 03 · Disciplinary Matrix
ACTIVE: NEURAL ENCODERSPyTorch / BPE / Transformers
SEC.01 // AI & MLDEEP LEARNING, NLP & COMPUTER VISION
Multimodal AI & Parameter-Efficient LLMs
- ›Multimodal Transformers (Vision-Language-Audio fusion: CLIP, HuBERT, LLaMA)
- ›Parameter-Efficient Fine-Tuning (PEFT, LoRA, Adapter layers)
- ›Domain-specific LLM evaluation & benchmarking strategies
- ›Edge-based Small Language Models (SLM) & embedded quantization
- ›PyTorch, TensorFlow, TorchVision, Hugging Face transformers
- ›Low-resource NLP tokenization & Byte-Pair Encoding (BPE)
SEC.02 // HMI & INTERACTIONADVANCED HMI & SPATIAL INTERACTION
Spatial UI/UX & Interactive Displays
- ›AR Head-Up Display (DualHUD) concept design for complex optical surfaces
- ›Dynamic projection UI/UX concepts & distortion masking for interactive spaces
- ›Multi-purpose gesture-control & spatial interaction design
- ›End-to-end user journeys for prototype interactive systems (AIC / MAIC)
- ›Motion graphics generation & interactive demo design (Munich showcases)
- ›ADAS computer vision validation & testing (Bosch & Toyota Woven City stack)
SEC.03 // REALTIME & DESIGNVISUAL COMPUTING & RAPID PROTOTYPING
Real-Time Graphics, Media & Design Tools
- ›Figma, InDesign, Photoshop, Illustrator, After Effects
- ›TouchDesigner real-time node networks & interactive systems
- ›MadMapper spatial projection mapping & lighting control
- ›Blender 3D modeling, rendering & motion design
- ›GLSL vertex & fragment shaders, WebGL / Three.js interactive visualizers
- ›Design Thinking, rapid prototyping & Agile cross-functional teamwork
SEC.04 // SOFTWARE & FULL-STACKAPPLICATION & PLATFORM ENGINEERING
Software Systems & Frontend Architecture
- ›Python, TypeScript, JavaScript, Dart, MATLAB, C++, Bash
- ›Next.js 15+ App Router, React 19, Flutter, Firebase
- ›Tailwind CSS design systems, MDX rendering, KaTeX math formatting
- ›REST & WebSocket real-time communication protocols
- ›Git version control, Linux/UNIX ergonomics, Docker workflows
- ›CI/CD deployment pipelines on Vercel & cloud platforms
SEC.05 // BIOSENSING & HARDWAREEMBEDDED SYSTEMS & BIOSENSOR TRANSLATION
Sensing Systems & Physical Prototyping
- ›Real-time continuous biosensing algorithms (AixSense creatinine monitoring)
- ›SensUs 2024 Award-winning sensor data science & translation modeling
- ›Parametric mechanical CAD (Fusion 360) & tolerancing
- ›FDM additive manufacturing (PETG, PC-CF carbon fiber composite)
- ›Microcontroller interfacing & hardware telemetry sensor feeds
- ›Design for Additive Manufacturing (DfAM) for electronic enclosures
SEC.06 // LANGUAGES & LEADERSHIPMULTILINGUAL & CROSS-CULTURAL COLLABORATION
Global Communication & Project Leadership
- ›Mongolian (Native)
- ›English (Fluent, IELTS 8.0)
- ›Japanese (Fluent, JLPT N1)
- ›German (Conversational, B1)
- ›Technical project management (BMW Group Japan, Bosch Germany)
- ›Leading international interdisciplinary teams across Asia & Europe
PRACTICE CHRONOLOGY
Interested in the research trajectory?
Read about the academic thesis work, linguistic challenges, and the shift into physical machines.