Research
Publications
Peer-reviewed papers, technical reports, and notes from the Userlite research team. We publish the methods behind our models — the wins and the open problems both.
2026 · 08
Who Trains the Trainers?
Two companies read the same data about AI and junior engineers. One deleted the role. One tripled it.
Work
2026 · 08
The Boring Fix for AI's ROI Crisis
The AI ROI problem is not the model. It is whether companies measure a real workflow before and after they change it.
Work
2026 · 08
Your agent doesn't have to be evil to ruin your week
The July incidents were not caused by misaligned models. They were caused by capable models with too much room.
Security