I · OPERA
Five rooms, one work in each. Walk the hallway, or open a door.
See the shape of a thought.
An instrument for the inside of a language model. Sixteen thousand sparse-autoencoder features per layer, drawn in three dimensions. Paste text, watch them light, turn one and read what changes.
An agent that notices first.
A proactive AI agent platform for diabetes management, built on a fork of Microsoft Scout with health-data integrations. First place in Healthy Futures, one of seven winning teams out of 1,100+ interns worldwide.
Many hands, no shared data.
Peer-to-peer federated learning: nodes pass a model around the network, train on data they never share, and converge in fewer epochs than a traditional model. Later the seed of an arXiv paper.
Make the desire path visible.
A robot arm that tests accessibility hardware the way real hands use it (limited mobility, fatigue) and draws where the designed path and the actual one diverge.
Memory, cut from attention.
An EEG crown watches you watch a film, finds the peaks of your focus, and keeps those clips: your favorite moments, chosen by your brain.
I–V