Questions worth
working on.

We are conducting pure research into LLM memory and approaches to artificial intelligence beyond language models.

Industrial robot arms working around a vehicle body on a factory production line.
Illustrative stock photograph. Photo: Lenny Kuhne / Unsplash · License.

Learning that lasts.

We study how language models can retain and use knowledge over time, with user control at the center.

Other paths to intelligence.

We use Meta’s V-JEPA 2 as a starting point for research into joint-embedding predictive architectures. This work explores non-LLM approaches to artificial intelligence, separate from our current model offerings.

These are active research areas, not released products or promises of a particular result. We are keeping technical details private while the work develops.

Explore our open-weight models →