Special Feature • Master's Thesis
Comparative evaluation of retrieval strategies (flat vector retrieval, LightRAG, HippoRAG 2) and automated schema-guided Knowledge Graph construction for generating test scenarios from UN Regulation No. 152, benchmarked against 59 annotated test scenarios.
A community platform for a non-profit salsa school in Munich with 60+ active users. Built with Supabase and React 19/TypeScript on Vercel. Handles class scheduling, registrations, credits, waitlists, and a levelled learning resource library.
Designed the RAG and generative AI subsystem for an intelligent course material assistant. LangChain microservice with document embedding, Weaviate vector database, and integrations with cloud and local LLMs.
Full-stack AI-powered travel journal assistant integrating React, FastAPI, PostgreSQL, and Docker. Led GenAI vision microservice for automated photo analysis and timeline creation.
A framework designed to reduce manual effort in transitioning research-stage software tools to professional production applications using LLM models (Python and Gemini).
Research project investigating resolution differences and state-of-the-art segmentation techniques on 3D medical images using PyTorch, Deep Learning, and nnU-Net.