Local knowledge systems
Privacy-conscious assistants that retrieve evidence from an organization’s own documents and make sources visible.
Explore local RAG →Current focus
Research and development
From document collections and retrieval pipelines to specialized language models and transparent evaluation.
Task-specific fine-tuning
Improving small and medium open-weight language models for grounded answers, hard negatives and structured output.
Explore TSFT-RAG →Evaluation and benchmarks
Comparing base and tuned models with realistic test sets, citation checks and reproducible metrics.
Explore evaluation →Open work
Models, code and documentation
Public model releases, repositories and technical documentation make experiments inspectable and reusable.
Selected work
Projects
Applied research connecting technical development, university practice and open knowledge.
RAG in Teaching
Local AI-supported FAQ systems for teaching, student services and university administration.
Project details →RAG Memory Bot
An experimental memory and retrieval assistant that connects conversational interaction with controlled document retrieval.
Project details →LaTeX Resources
More than two decades of courses, examples, package documentation and material for scientific writing.
Browse LaTeX resources →