No signup · No credit card · No catch

Everything free.No tricks.

STOE is a passion project. Every lab, every concept page, every tutorial — free to use, in your browser, right now. No account needed.

The only plan

$0

forever · no card required

  • All interactive labs — no install, no API key
  • All concept pages — plain English, no jargon walls
  • Math foundations for ML — at your own pace
  • Bias, RAG, embeddings, agents, encryption labs
  • Chronicle reference architecture walkthrough
  • No account, no login, no email required
  • Works in any browser, including on mobile
  • Free forever — not a trial, not a freemium gate
Start learning now

How it actually works

No account flow, no onboarding wizard, no email confirmation.

1

Click a lab or concept

Everything is one click away from the homepage. No account, no profile setup.

2

Learn in your browser

All labs run client-side. No API keys, no installs, nothing to configure.

3

Come back any time

Nothing expires. Nothing locks. Your progress in labs is saved locally in your browser.

Want to support the project?

The best support is sharing STOE with someone who'd find it useful — a student, a colleague starting to learn AI, or a team running workshops. That's genuinely more valuable to us than a donation.

Reach out at aimllearningadmin@gmail.com. We read everything.

Need something for a team or class?

If you're running a workshop, bootcamp, or corporate training session and want to use STOE as the hands-on layer — go for it. We can also adapt specific labs or walkthroughs for your context.

Get in touch

Frequently asked

Why is it completely free?

STOE started as a passion project to help us and our kids understand how AI actually works. We built it for ourselves first. Charging for access would contradict the whole point — this is about learning, not revenue.

What's the catch?

There isn't one. No email capture on exit. No "free trial" that expires. No features locked behind a paywall. The site runs on Vercel; hosting costs us a few dollars a month. That's it.

Will it stay free?

Yes. If we ever add optional paid features (like a hosted notebook or a team dashboard), everything that exists today stays free. We'll update this page before anything changes.

Can I use this for a class or workshop?

Absolutely — that's exactly the kind of use we built it for. No license needed. If you want to let us know how it went, we'd genuinely love to hear.

How do I support the project?

Share it with someone who'd find it useful. Or reach out — knowing people are actually using this is the most motivating feedback we get.

Ready when you are.

No account, no credit card. Just pick a lab and start.

Browse all labs