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FreeXformerLab — train a real Free Transformer (Fleuret, FAIR at Meta, arXiv:2510.17558) in your browser: unsupervised latent via a conditional VAE, from-scratch Float64 autodiff, gradient-checked. 6 interactive modules incl. posterior-collapse lab.
HopfieldLab — Interactive Modern Hopfield Network & Associative Memory Laboratory with 3D energy landscapes, attention-Hopfield bridge, phase transitions, and memory interference visualization
The Delta Rule Lab — error-correcting memory in linear attention (DeltaNet / Gated DeltaNet). Real in-browser autodiff, live MQAR training, gradient-checked.
Interactive Evolutionary Algorithm Discovery Laboratory — 6 modules: GP Evolver, NK Landscapes, AlphaEvolve Sim, MAP-Elites QD, Co-Evolution Arena, Evolved Gallery. Zero deps, single HTML file.
NeuroSym Lab — Interactive Neuro-Symbolic AI Reasoning Laboratory with visual Sudoku solver, scene graph reasoning, pipeline builder, energy dashboard & knowledge graph explorer