Interactive resources to learn by doing
Hands-on explainers, playgrounds, and pre-reads across AI, engineering, and product — all in one place.
Learn at your own pace
Interactive resources to amplify your self-paced learning.
Hands-on, in your browser
Playgrounds and explainers that run live — no setup needed.
Built by practitioners
Crafted by the Airtribe team and community of builders.
Explore all resources
Deep dives, explainers, and playgrounds across AI, engineering, and product thinking.
How a Machine Learns to See
Upload a photo and watch a real CNN look at it — pixels to feature maps to attention, the actual training story, and how confidently it breaks. Runs entirely in your browser.
How a Machine Learns to Write
A character-level Transformer trained on Taylor Swift's discography, explained from tokens to attention — with a studio to generate lyrics yourself.
Interactive AI Explainers
A collection of hands-on explainers: LLM fundamentals, agents, context windows, cost & latency, evaluation, grounding, and AI product UX.