Machine learning you can put your hands on
Things you can actually click. Everything here runs live — no recording of a good run, no screenshot of a good day. Open one and it works the problem out while you watch.
Watch RL at Work
NeuroevolutionNinety neural networks learn to drive a race track from nothing. Watch them train, or take the wheel.
Open demoEverything in the playground
Four demos up and running, with more on the way.
- Reinforcement learning
Watch RL at Work
Ninety neural networks learn to drive a race track from nothing. Watch them train, or take the wheel.
- Language models
Predict the Next Word
Ask a question and watch a language model build its answer one word at a time, with the real odds behind every word it picks.
- Retrieval-augmented generation
How RAG Works
Paste your own text and watch it become a searchable vector store, then follow a question through embedding, cosine similarity and retrieval to an answer.
- Anomaly detection
Catch the Anomaly
A live telemetry stream with three detectors reading it at once. Push a spike into the feed and watch them disagree about it.
These are demonstrations, built to show a technique working rather than to be production systems. The work we ship for clients is the same methods, wired to their data.
Talk to us about your own problem →