Archive 001
Manifesto
Made, not found.
2 min read · 345 words · every source verified
01 · The flood
The open web is filling with text that no person wrote and no person checked. It is cheap to make and it reads well enough to pass. Every month there is more of it, and every month the average page is a little further from anyone who did the work it describes.
02 · The collapse
Models trained on that output drift. When a system learns from its own output, the rare cases go first, then the specifics, and what is left is a confident average. The finding has a name and a citation: Shumailov and colleagues published it in Nature in 2024. The practical version is simpler. Copies of copies fade.
Source: Shumailov et al., Nature (2024)03 · The fixed pool
The supply of verifiably human text from before 2022 does not grow. It is a fixed pool, and it is being spent. So the interesting question is not how to find more clean data on the web. There is no more. The question is where clean data still gets made.
04 · The floor
It gets made inside companies. A claims desk, a support queue, a returns counter, a sales floor. People make thousands of judgment calls a day, and almost none of it is recorded in a form a model can learn from. The knowledge exists. The record does not.
05 · The experiment
That is the gap Ultro Labs works in. We run experiments inside companies to produce the record: video, audio, screen capture, sensor traces, and decision logs, all tied to the person who made the call and the reason they gave. It is slow, it is physical, and it cannot be scraped.
06 · The instrument
We ship every dataset with its own eval. A dataset without a test is a claim. A dataset with a test is an instrument. If a model is not measured on your own ground truth, any number attached to it is a guess about someone else's problem.
“A dataset without a test is a claim. A dataset with a test is an instrument.”
07 · The asset
Data made this way behaves like capital, not like a subscription. It does not expire when a model version changes. It sits on the balance sheet, it compounds , and it belongs to the company that paid for the work.
Backing
Backed by Y Combinator and General Catalyst.
We go inside companies and record how the work really gets done. The company owns every record.