About

NASA/JPL-Caltech · NISAR thermal-vacuum test, 2020

UOI

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

Work with UOI

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.

01
Answer first
The question it answers, answered in the first lines.
02
Sources
Primary sources where they exist, pinned to a revision or dated when retrieved.
03
Conditions
The hardware, versions and settings each number holds under.
04
Who measured
Who established each number: the maker, a named third party or UOI.
05
Limits
What the piece does not establish.
06
Changes
Dated changes whenever the piece is updated.

ISRO’s Chandrayaan-3 Vikram lander in a clean room during integration, wrapped in gold and black thermal blankets on a blue assembly stand — ISRO · Chandrayaan-3 Vikram lander

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.

01Nobody can pay for a result, a ranking, a listing or a change to the record.
02Every loan, payment or client relationship that touches a published item is disclosed on that item.
03Client work stays private unless the client agrees in writing to publish it.
04Vendors may check facts before publication, not conclusions.
05Corrections are public and dated.

UOI carries no advertising, affiliate links or sponsored articles.