Capabo
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A new way to learn

You are more capable than you think

Capabo builds a path the minute you want to learn anything, then makes you learn by doing: real projects, real evidence, real capability.

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ALWAYS UP TO DATE · ALWAYS PERSONALIZED · ALWAYS ON
The learning loop
Your memory
01
Set a goal
02
AI builds path
03
Learn by doing
04
Competence
Finish a path, and Capabo picks what’s next.

Start with a goal

Tell Capabo what you want to learn, in your own words. Make it a quick curiosity or a serious ambition, as deep or as shallow as you like, and bring the agent you already use, whether that’s Claude, GPT, or a local model.

new goal
What do you want to learn?
How do transformers actually work?
Learn SpanishOrganic chemistryShip an iOS app
Teach me with
ClaudeGPT-4oLocal
Build my path
deep research
Researching · Transformers42 sources
A
arxiv.org
D
deeplearning.ai
S
stanford.edu
reading
G
github.com
queued
self-attentionpositional encoding+6 more

Generate personalized path

Before a single lesson, Capabo reads 40+ live sources and maps your whole topic: what matters, what to skip, and what changed just this year. Then it shapes that into a path built only for you.

Learning by doing

A live tutor sits on every lesson, ready the moment you’re stuck. Ask anything as you go, branch the chat to chase a tangent without losing your place, and plug in the agent you already use.

lesson · live tutor
Wait, why divide by √dk in attention?
Great instinct. Large dot-products push softmax into tiny gradients, so scaling keeps them sane. Want to branch into the gradient math?
↶ Show the gradient math↶ Keep going with the lesson
Ask the tutor anything…Claude ▾
competence check
Competence check · Transformers82%
Explain attention scaling
Implement multi-head attention
Debug a training loopin review
Project · Mini-GPT
submitted for review
PASSED
Next: build a transformer block

Prove what you can do

Show your skill on a hands-on project, not a multiple-choice quiz. Capabo scores it against the criteria that actually matter, then surfaces the next gap for you to close.

Build your second brain

Everything you learn becomes a living knowledge graph, your second brain, where each new idea links to what you already know. It’s your memory of all you’ve learned, and it’s yours to keep.

your knowledge graph
Attention
Embeddings
Vectors
RAG
GPUs
Probability

You can hand the work to AI, but you can’t hand off the learning.
Capabo helps you compound every project into expertise that lasts.

Try it
Free to start
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