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Free AI playgrounds

Don't read about AI. Open it up.

The same hands-on labs our cohort trains on — tokenizers, chunking, prompts — free in your browser, no account, no tracking scripts. This is how we teach: from the inside.

Try the Tokenizer How we train engineers
Play now

Four labs, zero friction

Each one answers a question people usually hand-wave: what does the model actually see, how does a document become retrievable, what makes a prompt work — and how right are you when you're sure?

No account needed

Tokenizer Lab

Paste any text and watch it become tokens — the only thing a language model ever sees. Why 'strawberry' confuses models, why token counts cost money.

Open the lab
No account needed

Chunking Lab

Slice a document the way RAG systems do: character, recursive, sentence and markdown-aware splitters, with chunk size and overlap you control.

Open the lab
No account needed

Prompt Anatomy

Dissect a production-grade prompt with the COSTAR framework — click each part to see what it does and what breaks without it.

Open the lab
No account needed

Calibration Lab

Twenty questions answered with how sure you are produce the chart almost nobody has seen about themselves: stated confidence vs actual accuracy.

Open the lab
Instant playables

Twelve of the ninety, straight from the catalog

Each one owns a single reveal — a bill, a ratio, a radar, a grid — that makes an invisible mechanic visible. Pure client-side, nothing to install, nothing to sign. All ninety now ship with the ◆ X-ray reveal and an export bar.

Can You Actually Run This?

Pick a model, quantization and context — read the VRAM bill line by line against real GPUs.

Play

Fine-Tuning Forge

Drag the dials of a fine-tune and watch quality, cost and overfitting trade off in real time.

Play

The Weighting Room

Score options against weighted criteria — then watch the ranking flip when the weights move.

Play

The Job Behind the Ask

Peel a feature request back to the job it's actually hired to do.

Play

Rubric vs Vibes

Judge the same work twice — by gut, then by rubric — and see how the verdicts diverge.

Play

Looks Fine Isn't a Ratio

Turn 'looks fine' screenshots into the ratios that actually decide.

Play

Spot the Leak

Find where a funnel silently bleeds — and what fixing each stage is worth.

Play

The Meeting That Cost More Than the Problem

A live cost ticker for the meeting you're in right now.

Play

100 Empty Worlds

Run 100 parallel launch simulations and watch survivorship bias emerge on a grid.

Play

Did It Actually Pay Off

Claimed savings vs audited reality, side by side in one ledger.

Play

The Lock-In Detector

Answer a short questionnaire, get your vendor lock-in radar — dimension by dimension.

Play

Spot the Hallucination

One sentence in each passage is confidently made up. Train your detector.

Play

Browse all 90 playgrounds

With a free account

Three more labs run live models

Sampling, embeddings and retrieval need real model calls, so they live behind a free account — along with the full training program.

Free account

Sampling Lab

Temperature, top-p and top-k against a live model — watch the probability distribution reshape as you drag the sliders.

Free account

Embedding Lab

Turn words into vectors and see meaning as geometry: scatter plots, similarity heatmaps, and king − man + woman ≈ queen.

Free account

RAG Lab

Run keyword vs semantic vs hybrid retrieval side-by-side on a real index, with citations and abstention behavior.

Liked poking at the machine?

This is 1% of the training. The full program — daily reps, incident drills, an AI shadow engineer, a verifiable record — is free for founding cohorts.

Join free Read the method