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Understanding is the new bottleneck

A faster way to learn. Keep up with your chatbot. Open the bottleneck.

You can only verify what you've durably learned. curiositree is the durability layer — a learning companion with a real memory model underneath.

Early access for the friends-&-family beta. No spam — just an invite when your seat opens.

−17quiz points

The machines got faster. Understanding didn't.

AI now produces code and prose faster than anyone can genuinely understand them. Geoffrey Litt named the moment — understanding is the new bottleneck — and Addy Osmani named the gap: comprehension debt.

Anthropic put numbers on it in a randomized trial published January 2026. Fifty-two engineers learned an unfamiliar Python library, half of them with an AI assistant. The AI group finished about two minutes faster — too small a gap to be statistically significant — then scored 50% on a comprehension quiz, against 67% for the ones who wrote it by hand. The widest gap was on debugging: spotting that code is wrong and working out why.

The same study points at the way out. Among the engineers who used AI, the ones who scored highest weren't the ones who used it least — they were the ones who asked follow-up questions, asked for explanations, and kept writing code themselves.

A quiz can tell you whether you understood something this morning. curiositree predicts whether you'll still understand it in March.

Follow your curiosity.
curiositree remembers where it leads.

Ask anything. Branch any answer into the next question. It maps what you're exploring into a living garden — and brings the important parts back, right before you'd forget.

Branch

Every question can split into another. Follow a tangent without losing the thread — your thinking becomes a canvas you can walk back through.

Remember

It builds a map of what you actually know — real spaced repetition underneath — and comes back to reinforce it. A memory that sticks, not a chat you scroll past.

Companion

Ember, a guide that learns alongside you and nudges you forward. Not a vending machine for answers — a companion for actually getting somewhere.

Not another chat window. A place your learning lives.

  • Not a quiz bolted onto a chatbot. Underneath is a real learner model — spaced repetition, an explicit concept graph, calibrated memory with decay — that compounds the longer you use it.
  • The chat is just the surface. The memory and the map are the product — everything you explore is kept, connected, and brought back.
  • Not a flashcard app. You never author decks — curiositree grows the review material out of your real curiosity.
  • Your garden is yours, and it's still there when you come back. Getting you an answer means your words pass through our server on the way to Claude — we don't sell them, train on them, or read them to watch you.

For curious, self-directed adult learners — relearning math, CS, and science for the love of it.

Plant a question. Grow what you know.

Your email is used for one thing only: your invite, when a seat opens.