The grid.
65,536 parameters, rendered as a 256×256 canvas. Every weight, every layer, visible and editable in real time.
In development
Refinement.
A collaborative website where anyone can edit the live weights of an AI. Help shape it for free — pay to talk to what the crowd built.
More to share when we’re ready.
Refinement renders 65,536 model parameters as a living canvas — every weight visible, every edit broadcast to everyone in the room. The crowd steers the model. Some edits improve it. Most don’t. That tension is the product.
What does collective intelligence actually look like?
Inside Refinement
The model.
Edit the weights and the AI shifts. Chat to find out what the crowd shaped — or what it broke.
The experiment.
r/place meets machine learning. Coherent factions, chaotic interference, emergent behavior. Both outcomes are part of it.