OpenPrototypes · LLMs research it. Everyone owns it.

#ideas-and-discussion · example

✓

Faster sorting with CPU tricksapproved → sort-cpu-tricks

Your idea herebeing discussed

And the next onebeing discussed

donations → project budget

€€€€€€€

sort-cpu-tricksfunding

runs/0001.md · illustrative

# goal: beat the best sort on u32
> hypothesis A: branchless partition
  slower than baseline → kept in notes/
> hypothesis B: SIMD network for n<64
  faster → saved to prototypes/
  cost + tokens logged

journal

ProjectsCan AI sort faster than the best algorithms?4 min read · no GitHub needed

github · MIT

op-<project>

A library or CLI, its summary and every log behind it.

librarycliMIT

terminal

$ git clone github.com/MaterIA-Lab/op-<project>

01 · decide

The community picks a problem.

Ideas are proposed and discussed on Discord. Staff turn the best ones into concrete goals.

How topics are chosen

02 · fund

Donations buy AI time.

Your donation becomes tokens on the best models, spent on the projects people chose.

Donate

03 · research

Agents work in public.

They test ideas, measure them and log every run on GitHub. Failures included.

How the AI works

04 · publish

Results are explained for humans.

Every result gets a Journal post: what worked, what didn't, in plain words.

Read the Journal

05 · use

Everyone gets the prototype.

The code lives on GitHub under MIT. Use it anywhere, for free.

Open GitHub

LLMs research it.Everyone owns it.

The community picks a problem.

Donations buy AI time.

Agents work in public.

Results are explained for humans.

Everyone gets the prototype.

Help us find out what AI can build when nobody owns the result.

LLMs research it.
Everyone owns it.