The mathematics behind knowledge transformers is easier to see than to read. These interactive demos let you manipulate finite groups, watch composition in real time, and build intuition for the structures our models learn.
Cayley tables for finite groups, symmetry playgrounds with rotation and reflection, and permutation cycle diagrams. Select a group — Z4, S3, D4, S4 — and watch the multiplication table colour itself by conjugacy class.
Open demo→Parallel algebraic streams running side by side. Compare how two groups compose simultaneously and see where block-diagonal structure helps or hinders.
Coming soon→Visualize the KLM architecture: base model, domain adapters, attention-mass routing, and the composition pipeline that wires them together.
Coming soon→