R / 01

Research builtto be examined.

Our teams study training efficiency, reliable reasoning, and model safety so future open systems arrive with evidence.

Three focused areas.

01

Training systems

Efficient pretraining

How can an independent lab extract more learning from every token and unit of compute?

02

Alignment science

Reliable reasoning

When does a model reason faithfully, recognize uncertainty, and correct its own mistakes?

03

Model safety

Release evidence

Which capability and risk evaluations are necessary before an open release can be justified?

Show the work.

Methods / Failures / Limits / Evidence

01State the question
02Publish the method
03Report the failure
04Change the decision