About this research

The house rules, because they are what make the rest of the site worth reading:

iksnerd, independent researcher, no affiliation. Everything on this site - the models, the instruments, the measurements and the write-ups - is one person's work, which is why the house rules above are written down rather than assumed.

• huggingface.co/glassbox - the published weights, datasets and the browser demo
• github.com/iksnerd/bg-eval - the standalone MIT evaluation harness, with its expected values checked in
• github.com/iksnerd - everything else that is public

The full write-ups. Each strand above has a findings document behind it - the tables, the seed spreads, the caveats - and the source repository is private for now. The model weights are being published on Hugging Face under glassbox - the roster page lists what's live and what's still on its way. The architecture log is published in full at /findings.

What is already downloadable: the Bulgarian small-model toolkit - the 91M flagship, the 14M model as int8 ONNX, the restorer with both its WASM builds, the shlyokavitsa pair set, and the browser demo. The numbers those repos are judged on are re-runnable rather than quoted: bg-eval is a standalone MIT harness that loads the published checkpoints without this project's training code, and its expected values are checked into the repo, so a mismatch is visible rather than arguable.

Glassbox's icon, in the six appearances iOS renders an app icon through: flat, dark, tinted, and behind glass.

Default

Dark

Tinted

Tinted, dark

Clear

Clear, dark