AI Lab Notes
This page serves as a small notebook for the occasional AI-related write-up that doesn’t quite fit into my regular localization blog structure.
These notes are one-offs from experiments, research and explorations. Due to their time-sensitive nature, they might only be available in one language.
If you landed here through an external link, start with the latest note below!
Latest Note
AI is changing the localization industry at warp speed. What are the implications for LSPs, freelance translators and entry-level linguists?
Previous Notes
The best Opus alternatives for OpenClaw: A look at the current tokenization crisis, and comparative pricing architecture of frontier models.
Additional Resources
- Modilingua’s toolkit (coming soon)
- AI transparency statement

AI Help for Small Businesses
Want to add AI to an existing workflow (content, localization, support, internal ops) or automate repetitive tasks?
Send a short note with your goal, current stack, constraints, and budget.
If you’re not sure where to start, you can also request a 1:1 AI orientation session.