# About UOI

Canonical page: https://uoi.ai/about

An independent company that checks how edge hardware and software work together, and publishes the source behind every claim.

Edge machines are built from boards, OS images, runtimes, models and sensors made by different vendors. Published numbers rarely state the conditions they hold under, and compatibility facts are scattered across release notes and forums. UOI gathers them, says where each comes from and what it leaves out, and publishes them for anyone to check. AI agents gather sources and draft; Manu Bhardwaj checks every piece against its sources before it is published.

## How we work
Six rules every piece follows.

1. Answer first: The question it answers, answered in the first lines.
2. Sources: Primary sources where they exist, pinned to a revision or dated when retrieved.
3. Conditions: The hardware, versions and settings each number holds under.
4. Who measured: Who established each number: the maker, a named third party or UOI.
5. Limits: What the piece does not establish.
6. Changes: Dated changes whenever the piece is updated.

## Evidence labels
Every number carries one of these six labels.

- Measured by UOI: UOI ran it. Used only when a UOI run exists, with its run record.
- UOI arithmetic: UOI derived it from stated inputs, and the calculation is shown.
- Vendor-documented: The maker’s own documentation states it.
- Reported: A named third party reports it. UOI has not reproduced it.
- No numbers: The piece makes no quantitative claim.
- No source settles this: The question is open, and it is marked unknown.

## Funding
Engineering work funds the research. It never buys a result.

1. Nobody can pay for a result, a ranking, a listing or a change to the record.
2. Every loan, payment or client relationship that touches a published item is disclosed on that item.
3. Client work stays private unless the client agrees in writing to publish it.
4. Vendors may check facts before publication, not conclusions.
5. Corrections are public and dated.

UOI carries no advertising, affiliate links or sponsored articles.

## Corrections
Email info@uoi.ai with the page, the error and the source that shows it. Corrections are public and dated.

## Founder
Manu Bhardwaj, Founder. [manu@uoi.ai](mailto:manu@uoi.ai). [GitHub](https://github.com/ifitsmanu) · [LinkedIn](https://www.linkedin.com/in/ifitsmanu) · [X](https://x.com/ifitsmanu)

Unified Open Intelligence LLC