Research.
How AI comes to know a person.And what that changes in their life.
Latest work
In collaboration with Future Principle. Accepted at the NeurIPS 2026 workshop FMTS.
Experiments
Earlier work
Written by our founder, Hamudi Naanaa, at Portal AI, which published them in 2026. Shown here as first published, with their original authors.
Do Agents Dream of Electric Sheep?
Why AI agents forget you, and a four-layer memory modeled on the brain that lets them stop.
Outcome Primitives: Measuring AI Value in the World
Benchmarks say how smart a model is. This paper measures what AI actually does in people's lives, across ten kinds of outcome.
Meaning Is All You Lose
Why people misunderstand each other even when the words are right, and how AI that learns one person can close the gap.