LLM & RAG systems
Retrieval, summarization, and validation with vector search, embeddings, and evaluation-focused workflows.
Expertise
What I bring to the table
A balance of applied research and reliable engineering to move from insight to deployable systems.
Data extraction pipelines
End-to-end pipelines for cleaning, normalization, and dataset preparation across text and multimodal sources.
Applied research tooling
Experiment design, benchmarking, and well-documented software to support analysis and decision-making.
CV Snapshot
Selected Experience
A focused view of my most relevant roles and achievements.
AI Engineer · PrimentoringAI
Building an AI-powered mentoring and education platform with LLM-driven reasoning and data ingestion components.
AI Research Engineer · University of Turku (TurkuNLP)
Designing multilingual data pipelines for embeddings and indexing plus benchmarking retrieval quality and LLM behavior.
Technical Research Assistant · University of Turku (FTLab)
Prepared real-world interaction data with transcription and annotation workflows in a mixed-reality research project.
Highlights
Signature projects and outcomes
A short selection that demonstrates scope, leadership, and results.
RAG system for ship design validation
Retrieval-augmented pipeline extracting and comparing parameters across drawings, 3D models, and technical specs.
Consistency & anomaly checking
AI meeting assistant
Summarizes transcripts and extracts action items with focused cleaning, segmentation, and post-processing.
LLM summarization
SinceAI Hackathon agent
Recommends data visualizations and produces concise summaries of analysis using a FastAPI backend.
Data viz + insights
Contact
Let us build something meaningful
For consulting, speaking, or collaboration opportunities, reach out directly or connect on LinkedIn.
Location
Turku, Finland (open to relocation)