Unorganized Machines Tools & research
We verify that AI training is actually right.
Check your GPUs, test coding agents against real code behaviour, and examine the proof of how a model was trained.
Both releases are available by request on Hugging Face.
Contact usThings you can put to the test.
All productsLive
Card-check
A seconds-long check of your GPU’s training arithmetic, bit for bit.
One fixed step. A reference for your configuration. A result you can compare.
Try itLive · Free sample
Reed
500 verified records of what real code changes actually did.
The before, the after, and the environment that lets you check them yourself.
DownloadResearch
Training receipts
Cryptographic proof of training, one recorded step at a time.
Exact integer rules. Linked receipts. A research record you can inspect.
See the proofA result, in plain sight
The same step.
The same bytes.
Card-check compares a fixed training step against the reference for your card and software. This H100 produced a match.
What a match means
Built by Advaith Gunna
Unorganized Machines, Inc.