Welcome
I'm a proud father and an ultrarunner, with an extensive background in catering & events. I'm enthusiastic about programming, AI, Linux, investing and art.
This site is hosted and developed by me.
Currently working as a full stack developer and coach at Sitowise and finishing a master's degree in AI & Data Engineering.
Recent Articles
Luentotulkki - MIT-licenced private university lecture transcriber for Finnish
2026-09-03
I made a convenience tool that did the video watching for me in my previous article: Ripped for your pleasure - this makes the pipeline a nice package for your convenience. Feel free to mod it and utilize it commercially, since it's a bunch of open source tools bunched together.
Ripped for your pleasure
2026-08-30
Ever find yourself needing a transcription from an obscure Finnish video, and need to do it without sending proprietory data to our MAG-7 overlords? You can now locally do that by ripping it from the source using ffmpeg and then doing the transcription locally. No fancy AI subscriptions needed.
Power of BUX/Service design
2026-06-27
I wanted to highlight a case study I did while in school for my BBA in 2021, so 5 years ago about Tori.fi.
Master's thesis
2026-06-12
Completed a master's thesis, so that's in public domain now. Here are the key observations from the said thesis.
Public Refs
Fullstack (Rust, Python, PostgreSQL, Svelte). GIS-data mining, analytics and visualizations. (2026)
