Muksukartta

Muksukartta (2026). Travel-time map for kids.

• Serverless Finnish kids POI PWA with isochrone/travel-time maps
• React + Leaflet
• ETL for open-data / event feeds
• Applied LLM for event parsing

Maritime

Architected an automated spatial analytics pipeline for live AIS vessel tracking over MQTT - ported key ingestion paths to Rust, cutting processing time by an order of magnitude.

• Live AIS vessel tracking for the Baltic Sea and coastal Finland
• Tap a ship for metadata, speed/heading, and its recent track on the map
• Forms automated GIS-based analysis of vessel data

Superlatiivit.com

Fullstack (Django, Python, SQLite, Linux, Apache) data mining project

• Mines Finnish Wikipedia for superlatives and handles suffix exceptions
• Publishes three randomized adjectives each day

Kalletolonen.com

Fullstack (Django, PostgreSQL, Linux, Apache, Bootstrap)

Paiste.fi

Frontend (Bootstrap + HTML)

Luentotulkki – Local Lecture Ripper & AI Transcriber

MIT-licensed local pipeline for Finnish lecture video

• Rips streams, extracts slides, and transcribes with Whisper on-device
• Summarizes to structured notes/PDF with a local Ollama model

Deftle

A Python Wordle clone with word definitions as a twist, originally made in 2022.

• Wordle-style guessing with hand-built word data and logic
• Shows the definition right after a successful guess

AsunnonEtsin

RPA-project to search for houses and compare their asking price to actual sales prices