AI Workflow Reliability
Prompt versioning, lightweight evaluation, and debugging practices for inspectable AI systems.
Computer Engineering · AI Research · Product Building
Building practical AI systems, public tools, and agentic workflows.
I am a Computer Engineering student at RWTH Aachen University and a Werkstudent Researcher at Fraunhofer IAIS. I build across prompt workflows, local AI systems, edge deployments, and public-facing desktop tools.
Werkstudent Researcher @ Fraunhofer IAIS
Computer Engineering Student @ RWTH Aachen University
Aachen, Germany
Latest: OpenAnima surpassed 500+ downloads across platforms.
Current Direction
What I am building and researching right now.
Local AI Tools
Small, practical utilities for prompt workflows, local experimentation, and reproducible AI tooling.
Edge AI Deployments
TinyML and embedded ML pipelines that run outside notebooks on constrained hardware.
Public Desktop Products
Packaged applications such as OpenAnima and MediaRecorder Lite, released for real users.
Selected Work
A quick snapshot of the projects that best represent my current direction.
OpenAnima
Public ProductA lightweight desktop visual companion and local-first animated overlay system.
500+ downloads
Microsoft Store
Open source
JumpNet — Vision-Based Game Agent
Computer VisionA real-time visual agent where timing, data collection, and deployment behavior mattered as much as offline model metrics.
Real-time inference
Timing
Data tooling
PromptLedger
Developer ToolLocal-first prompt version control with Git-style diffs, labels, metadata, and SQLite.
PyPI package
SQLite ledger
CLI
Edge AI Sound Classifier
Edge AIAn end-to-end TinyML audio classifier running on Raspberry Pi Pico and RP2040 hardware.
On-device inference
C++ firmware
~87% accuracy
Public Products
Small desktop tools packaged and released for real users.
OpenAnima
Desktop visual companion
A lightweight desktop visual companion and local-first animated overlay system. It has surpassed 500+ downloads across platforms and is available through GitHub, Microsoft Store, and itch.io.
500+ downloads
Microsoft Store
Open source
MediaRecorder Lite
Vertical screen recorder
A lightweight vertical screen recorder for creators making TikTok, Instagram Reels, and YouTube Shorts content. It focuses on fast capture-area selection, simple recording, and 9:16 export.
Microsoft Store
Creator tool
9:16 export
Research & Engineering Tracks
The main technical directions behind my projects.
AI Workflow Reliability & Developer Tooling
PromptLedger, local LLM tools, reproducible workflows, and debugging utilities for practical AI systems.
Edge AI & Embedded ML
Raspberry Pi Pico, TinyML, C++ inference, signal processing, and constrained hardware.
Experimental ML & Developer Tools
PromptLedger, VAE/VQ-VAE, JumpNet, dataset tooling, and learning through complete builds.
Writing
Project write-ups, technical notes, and public learning logs.
PromptLedger — Local-first Prompt Version Control
Designing a portable prompt ledger with diffs, metadata, labels, and SQLite.
Read write-upBuilding an Edge AI Sound Classifier
From dataset preparation and feature extraction to Pico firmware and live inference.
Start seriesBuilding JumpNet
Collecting gameplay data, training a vision policy, and running real-time inference.
Start series