Welcome
Father - Ultrarunner - Builder
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, mostly by AI engineering nowdays.
Currently working as a full stack developer and coach at Sitowise and finishing a master's degree in AI & Data Engineering.
Recent Articles
Gandi.net DNS-propagation issue resolved
2026-09-08
I needed to change email backend to Resend. I could not get it to work, even as I diligently pasted their console output to Gandi's DNS-records.
Agents as productivity leverage (24 tested PR's to production during naptimes)
2026-09-08
Agents, and especially great harnesses, like Cursor, have taken the drudgery out of coding. I like solving problems, and the level of abstraction for problems does not matter. Some programmers struggle with the change, since a big part of their identity has been chiseling out the code.
At the same time, I'm grateful for the fact that I can code, so I can appreciate the tools we now have. It's not unlike music - you can appreciate it more, if you understand the complexity and skills required to produce it.
FFMPEG to the rescue, again
2026-09-07
LinkedIn is going to be one of my direct integrations, if it's possible, so that I can write an article once and publish it on my own platform and do external distribution. Who has a non-svg logo available in 2026? I don't so I need to fix it.
Lets dictate
2026-09-07
Why should one bother with writing text manually when you can just dictate stuff?
Harry Potter moment
2026-09-07
Went shopping for bananas, shipped 3 new features on the 30 min walk.
Public Refs
Fullstack (Rust, Python, PostgreSQL, Svelte). GIS-data mining, analytics and visualizations. (2026)
- 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
Data mining & processing (2024)
- Mines Finnish Wikipedia for superlatives and handles suffix exceptions
- Publishes three randomized adjectives each day
Python Wordle clone with word definitions (2022)
- Wordle-style guessing with hand-built word data and logic
- Shows the definition right after a successful guess