vsmlite
Small steps toward autonomy.
One parent organization helps a new one learn to work on its own. Responsibility grows with evidence.
We build tools for autonomous organizations
and benchmarks to see what AI can really do.
An organization needs a purpose, roles, and rules for making decisions. We want those things to be clear enough to describe in code and run as a working system.
02 / Products
Meet the tools ↗Small steps toward autonomy.
One parent organization helps a new one learn to work on its own. Responsibility grows with evidence.
Let the work speak.
An open benchmark platform for independent researchers. Compare AI systems through tasks, traces, and public results.
03 / Index
Open all 132 ↗Evidence-backed fingerprints with dated reviews and pinned GitHub refs.
| Harness | S1 | S2 | S3 | S3* | S4 | S5 |
|---|---|---|---|---|---|---|
| Headcount | A | A | A | C | A | A |
| Omnigent | A | A | A | A | — | — |
| LoopX | A | A | A(P) | A | — | P |
| OpenHarness (HKUDS) | A | A | A | A | — | — |
04 / Research
Beyond familiar patternsSmall models. New reasoning tasks.
Explore visual puzzles that test rule discovery, state tracking, and planning
Then compare how small models solve them.