interactive projects

AI Demos

Experiments you can run in the browser, with the implementation and technical details alongside them.

Spectral Text Encoder

Sentence embeddings you can watch: a transformer trained from scratch turns every token of your sentence into sine waves — amplitude, frequency, phase — and their superposition is the embedding. Type a sentence and the model synthesizes its signal live on my GPU, with the full technical report below the demo.

PyTorch Transformers Contrastive Learning Signal Processing CUDA

try it →

A waveform synthesized by the spectral text encoder — one channel of the sentence 'a sentence becomes a wave of meaning'

wave(“a sentence becomes a wave of meaning”) · channel 4

infrastructure

This Website + Self-Hosted Model Inference

A FastAPI + Tailwind site running in Docker on my own machine, exposed through a Cloudflare Tunnel, with live GPU inference, an admin control plane, and adaptive serving limits.

FastAPI Docker Tailwind Cloudflare Tunnel CUDA