M.Sc. team project · University of Mannheim
In progressOncoMatch-AI
An agent-based system that matches oncology patients to clinical trials. Our team is extending an existing LLM agent that uses tool calling to search and reason over trial criteria.
Systematic literature review · Green Software Engineering
Energy-efficient LLMs
A systematic review of techniques for reducing the energy cost of large language models, presented as part of the Green Software Engineering course in June 2026.
Local LLM chat app
A chat interface for running language models locally, built end to end to understand how the request flow, streaming and frontend fit together.
Loan management web app
A web app for tracking personal loans and repayments, with a lightweight backend and no frontend framework.
Data Mining group project · University of Mannheim
Adult income prediction
A group project predicting income brackets from the UCI Adult census dataset, covering preprocessing, model comparison and evaluation.
Mannheim RAG chatbot
A chatbot that answers questions about life in Mannheim, grounded in local sources using retrieval-augmented generation.