Independent research,
in the open.

On language models and
the systems around them.

README.md
What it is
A research harness for coding agents
Kind
Artifacts
Status
Released
Reading
1 min
0.51.512.50.53.520.5Unmarked weights 0.25. Lengths in cells.

An experimental research harness for running coding agents through a sequence of experiments, evaluating their results, and keeping a record of what happened.

Labloop's plate, shown with its construction. The thin thread represents the loop, the two heavy terminals represent the gate, and the slot between them is the only way out. In the print, the plate is the clear area.

Flint

By Marco De Santis; work predating Nullsilver.

README.md
What it is
Compressing reasoning without breaking it
Kind
Research
Status
Earlier work
Reading
1 min

A study on whether reasoning models can learn from compressed versions of their own outputs, reducing the tokens they use without losing the steps needed to solve a problem.

From the entry

The evaluations are small, and shorter traces alone are not enough to show that a model reasons better.
README.md
What it is
Deterministic project marks
Kind
Artifacts
Status
Released
Reading
1 min

A generator for the project marks used on this site, producing reproducible SVG and PNG files from project-specific rules and a name-based seed.

From the entry

The seed can change how many elements appear and how heavy they are, but it does not decide what the mark represents.

Lab log

No entries The log stays empty until there is something that can be checked.