Systems | Development | Analytics | API | Testing

When top leaders from AI frontier model companies, who are often seen as competitors, come to a resounding agreement that AI development needs to slow down, we need to listen.

One thing I keep coming back to when thinking about payment quality is that we naturally measure what we can see.

What calibration runs have taught us about human judgment, ground truth, and the hidden QA problem inside AI evaluation.