AI and Methods Services Trainee
Statistics Finland
May 2026 - August 2026
Built a semantic and contextual layer between large language models and statistical data so the language model can provide controlled answers from statistical data.
Statistics Finland
May 2026 - August 2026
Built a semantic and contextual layer between large language models and statistical data so the language model can provide controlled answers from statistical data.
University of Turku / TurkuNLP
May 2024 - December 2025
Worked on Finnish and multilingual language model evaluation, benchmark development, dataset preparation, validation, reporting, and HPC research runs. Contributed to HPLT and FIN-bench-v2 work, supervised one bachelor's thesis under professor supervision, and presented research at ACL 2025.
Terveyspalvelut Sympatikus Oy
2015 - present, part-time
Website administration, helpdesk, IT security support, and digital communication workspace design for a small organization. A long-running exercise in doing practical ICT where the users are real and the problems have names.
Poutapilvi Web Design
2012 - 2014
Wrote newsletters, announcements, brochures, web texts, edited customer material, and practiced the old art of making a page say what it claims to say.
University of Turku, 2023 - present
Cybersecurity studies with strong NLP and language technology work: system and application security, network security, firewall and IPS technology, ethical hacking, corpus processing, automatic text processing, and deep learning for human language technology.
Turku University of Applied Sciences, completed
Telecommunications, networking, electronics, routing and switching, fiber-optic networks, product development, and the useful habit of remembering that software eventually touches physical reality.
Turku University of Applied Sciences, earlier studies
Professional copywriting, web writing, proofreading, plain language, campaign planning, visual storytelling, and communication for people who did not ask for a stack trace.
Best technical content, Turku University of Applied Sciences, 2018.