Software
Repositories on GitHub
Real-time fMRI for large language models. Watch transformer activations light up layer-by-layer as the model generates text -- 121 hooks across attention heads, MLPs, and layer norms with live WebSocket visualization.
Genetic Covariance Explorer for transcriptomics. Upload an expression matrix or point at a GEO accession and explore the recommended gene--gene covariance and precision network -- Algebraic-Diversity regularization over ridge, Ledoit--Wolf, OAS, LASSO, and elastic-net, auto-selected by LOO-NLL. High-performance C++17 core.
Statistical code translator for R, SAS, SPSS, and Excel VBA. Convert lm/glm models, dplyr pipelines, ggplot2 graphics, t-tests, ANOVA, and more across all four languages -- 415 tests, bidirectional SAS↔R, macro transforms included.
Drop a .safetensors weight file and watch the network's weights render as a colorful mandala -- a deterministic, artistic fingerprint of the model. Trained, pruned, and untrained nets all look distinct. Runs entirely in your browser; nothing is uploaded.
Whistle a melody or upload a recording and watch it become sheet music. Real-time pitch tracking snaps your tune to musical notes and renders the right-hand line on a treble staff -- export to MIDI or a notation image. Runs entirely in your browser; nothing is uploaded.
Neural cellular automata that grow from a single seed and heal themselves when damaged -- a 2D morphogenesis demo and an interactive 3D voxel organism you can wound and watch regrow. Trained from scratch, runs in the browser.
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