9 experiments · 32+ generative worlds · all free
Everything here is open, running, and yours to break.
These are not demos built for a landing page. Each one started as a real question — about learning, emergence, markets, attention, or light — and became something you can open in a browser and steer yourself. The membership is where the methods behind them get taken apart.
Generative worlds
Systems you can enter, steer, and lose time inside. Built to make abstract processes physical.
Three.js Playground
A living collection of interactive WebGL worlds, fields, and procedural forms you can steer in the browser.
Enter Generative discoveryGallery of Babel
Search an almost unimaginably large space of noise for the rare frames that look unexpectedly natural.
Explore Creative computationShader Forge
Shape mathematical light and motion in a live, tactile shader playground where every change renders instantly.
Create Interface studiesDashboardtopia
A gallery of imagined dashboards and data interfaces, built to study how information design changes what you notice.
BrowseEvery generative world
32 Three.js and WebGL scenes, each at its own shareable URL.
Research in public
Methods pointed at real questions, with the evidence and the failures left visible.
AI Market Lab
Compare ranked AI stock-research lists against the S&P 500, filter by model and universe, and inspect the baskets underneath. Educational analysis, not investment advice.
Compare Autonomous researchAuto Scientist
An AI system runs continual-learning experiments on its own and publishes what it finds, including the results that did not work.
ObserveHow learning works
Small, honest machines for building intuition about optimisation, emergence, and reinforcement.
Neural Arena
Train reinforcement-learning agents in the browser, compare algorithms, and watch the learning curve move in real time.
Train Emergent systemsNCA Evolution
Neural cellular automata that grow, repair, and evolve from a single seed, with a public leaderboard of the best runs.
Grow Optimisation, visualisedGradient Descent
Drop an optimiser onto a loss landscape and watch momentum, learning rate, and curvature fight each other.
Descend+ / Also free to read
Explainers and field notes.
Long-form pieces written to be understood: interactive primers and research notes from the same practice.
From playing to building
Liked one of these? Learn how it was made.
500+ projects and source-code studies sit behind the membership, alongside 66+ field lessons and the live Sunday Lab where new ideas and experiments get talked through in the open.