AI Researcher
- Organization
- University of Stuttgart
- Location
- Stuttgart, Germany
- Duration
- 3 yrs
Highlights
- Prototypes across healthcare, automotive HMI, semantic search, and decision support
- Five smart-car HMI scenarios prototyped and validated through user testing with Lotus Tech
- Industry partners including Fega & Schmitt, Vogel, and Tesat
Applied research role spanning healthcare, automotive HMI, semantic search, and enterprise decision support, with responsibility for turning ambiguous industry problems into working AI prototypes.
Work and responsibilities
- Owned applied research responsibilities across requirements discovery, stakeholder workshops, prototype design, AI workflow implementation, and validation with industry partners.
- Translated business and research questions into demonstrable AI systems, balancing exploratory research with usable dashboards, interfaces, and evaluation workflows.
- CARE-LLM: Designed a multi-agent framework and patient-facing dashboard for simplifying complex kidney-care information based on patient profiles and medical context.
- LLM Multi-Agent Decision Support: Designed and developed a UI prototype that virtualizes multi-criteria decision-making with role-based LLM agents and explainable outputs.
- Fega & Schmitt, Germany: Developed an exploratory semantic-search retrieval prototype using language models for efficient article retrieval from large datasets based on natural-language descriptions.
- Lotus Tech, Frankfurt: Collaborated on research to pinpoint luxury smart-car HMI use cases through user studies, interviews, and workshops; developed prototypes for five selected scenarios and validated them through user testing.
- Vogel GmbH, Germany: Engineered a dynamic real-time dashboard using Python and Power BI to assess supplier metrics and support data-driven decision-making.
- Tesat GmbH: Built an initial semantic search prototype for retrieving and interpreting error logs, supporting faster diagnostics and troubleshooting.
Methods and tools
AI & Data
- LLMs
- Hugging Face
- Semantic search
- Knowledge graphs
- Neo4j
- SPARQL
Product Work
- UX prototyping
- Explainable AI
- User studies
- Interactive dashboards
Tools
- Python
- Power BI
- Unity
- C#
Domains
- Healthcare
- Automotive HMI
- Tender processing
- Industrial diagnostics