AI PM LAB
Interactive lessons to build your AI product sense. Run the models yourself, push them until they break, and learn what it takes to ship.
- Live models on every run
- See every step as it happens
- Change a setting, run it again, compare
- Immersive 3D journeys inside a model
Step inside the model
Immersive, full-screen journeys through what happens inside an AI model
Inside an embedding model
Watch a search become tokens, then 1,024 numbers, then a point in meaning space, and find its nearest neighbours.
Inside next-token prediction
Watch a model write: every candidate for the next token, the roll of the dice, and what temperature does to the odds.
Inside an agent loop
Ride along as an agent re-reads everything, calls tools, and goes around again, and see what each lap costs.
Inside RAG
Watch a question find its nearest docs, see them pasted into the prompt, and trace each citation back to its source.
Inside a prompt injection
Watch a hidden instruction in an email hijack an inbox agent, then try the defences and see which ones stop it.
Inside an eval
Watch 8 tickets graded three ways, read a failure, and see a bigger model score worse.
Foundations
How models behave: tokens, prompts, cost, and when they make things up
Building
Putting models to work in a product: tools, retrieval, agents
Shipping
Making it measurable, safe and affordable