OPEN SOURCE

Measured in public,
re-runnable by anyone.

The same rule as the systems I build, in the open: every number on these pages is produced by code in the repository, and the repository is public.

Music: "Techno Fashion" by Milestep, CC BY 3.0, https://www.jamendo.com/track/1842819

tokenlab

The same sentence, in Greek and in English. One of them costs 1.92x as much.

Music: "Dawn of a new era" by zero-project, CC BY 3.0, https://www.jamendo.com/track/1776516

I trained this model. Watch it think.

Music: "Electronic Suite No 43" by CHASMA, CC BY 3.0, https://www.jamendo.com/track/1364261

A 1,024 token chunk holds four times as much English as Greek.

Music: "The rain song, Part 2 (rainy version)" by zero-project, CC BY 3.0, https://www.jamendo.com/track/1831998

An AI coding agent wrote down six failures 32 times in 108 entries, and kept making them.

TRAINED, NOT PROMPTED

I did not call an API.
I trained the model.

MIT licence, 78 MB GGUF, runs on a CPU