Helsinki traffic accident map
Interactive Helsinki traffic accident hotspots map (2000–2024), built from open city data. Explore accident concentration by year and road-user category,…
Seun Kuti & Egypt 80
Seun Kuti & Egypt 80 performing at Huvila during Helsinki Festival 2008 – a night of Afrobeat in Helsinki.
Winter 2026
Snowy winter 2026 photo series from Helsinki’s Vuosaari and adjacent islands including Kruunuvuori bridge — aerial and landscape images capturing cold light…
Human-Centred AI at OEB 2025
My first OEB presentation and panel explored how GenAI can support coherent, human-centred learning design. Reflections from Berlin include insights inspired…
Unleashing LLM on YouTube
Pulling transcripts from YouTube videos and feeding them into a local LLM turned passive watching into active learning. This post shares how I automated the…
From PDFs to Conversations: Testing GPT4All’s LocalDocs
Large language models are often used as cloud services, but there is a growing case for running them locally. Tools such as GPT4All and Ollama allow you to…
The Baltics by train
The Baltics by train: A slow family journey across Estonia, Latvia, and Lithuania Three cities, three countries, and one gentle-paced summer journey by train…
Building a Civic-Scale Threat Monitoring Tool — With No-Code + AI + Coffee
What started as a simple thought — "How do I assess the actual threat level in these current geopolitically unstable times?" — quickly evolved into a deeply…