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?
When AI takes over the training wheels, companies face a choice: remove junior roles or redesign them for a harder, more valuable kind of work.
Work
2026 · 08
The Boring Fix for AI's ROI Crisis
A practical case for measuring workflows before and after AI adoption.
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