Open evidence for the machines being built now.
How we work
Mission
UOI researches the chips, sensors, models and autonomy inside edge machines, and publishes every finding with its source, its conditions and its limits.
Frontiers
Six questions every edge machine has to answer.
On-device models
Which models run on the machine itself, and what do they cost in memory, power and latency?
Vision & sensing
When does a sensor’s output become something a machine can trust?
Navigation & autonomy
What does a machine still know when GPS, a link or a message drops?
Drones & robots
What changes when the computer is on a moving platform with a battery and a radio?
Boards & accelerators
Will this board run your workload, with your cameras?
Compatibility
Will these parts work together, and under which versions?
Evidence
Every number says who measured it, under what conditions, and what it leaves out.
- Measured by UOIUOI ran it.
- UOI arithmeticDerived, with the calculation shown.
- Vendor-documentedThe maker’s documentation.
- ReportedA named third party, not reproduced.
- Not settledOpen, and marked unknown.
Research
The first findings publish here.
Work with UOI
Send the board, the model and the constraint. We check it and hand back what works, what doesn’t and what’s unknown.