Experience
We build AI that connects with people. Immersive experiences, from installations to films, in which the AI responds to what each person brings: a memory they share, an image they offer, the way they move, and returns something only that moment could have made. Every experience is also an experiment in how machines and people meet, and what we learn there carries straight into our research.
Research
We teach machines to see, to work together, and to live. With the same imitation and reinforcement learning that runs our installations, we build vision models that check their own descriptions, agents that plan and make as a team, and a simulated cell that feeds, divides, and responds. The furthest of these is a virtual cell that can be questioned in ways a living one cannot.
News
Paper
September 2026
RLHF without human labels
at ECCV 2026 in Malmö
RLHF works, but human feedback is slow and expensive. Our framework lets models check themselves, redrawing the image a caption describes and measuring the drift: faithful image description for search and accessibility, on about 20% of the usual data.
Exhibition
August 2026
Showing A Walled City
at FILE 2026 in São Paulo
A Walled City travels to Brazil for Inter-creativity, the 26th Electronic Language International Festival, joining more than 150 works on art and technology. On view at the FIESP Cultural Center through October 11, 2026, with free admission.
Exhibition
July 2026
Exhibiting A Walled City
at SIGGRAPH 2026 in Los Angeles
Our interactive AI installation turns images uploaded by visitors into the architectural chambers of an evolving virtual city, modeled on Hong Kong’s Kowloon Walled City. One of 12 works selected from 211 submissions for the SIGGRAPH 2026 Art Gallery.
Exhibition
July 2026
Presenting ReCollection
at ZKM
Our interactive installation on how agents form, forget, and revisit memories is on view at ZKM Center for Art and Media, Karlsruhe from July 4, 2026 to February 21, 2027, turning personal memories into synthetic ones, assembled from the fragments of many people’s pasts.
Join Us
Help us teach machines to remember and to live.
We are a small team of researchers, engineers, and experience makers working on two frontiers at once: AI that meets people in a room, and models that learn how life works. If you want problems that don’t have a field yet, we should talk.