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
Opus 4.6 is currently a top model for the orchestration layer of OpenClaw, but it’s too easy to burn through thousands of dollars in tokens each month. So how do the budget-friendly alternatives to Opus stack up?
What’s Inside
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
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Send a short note with your goal, current stack, constraints, and budget.
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