Stateful AI Learning

Your AI tutor should
remember what you know

Acafolio tracks your understanding through a living knowledge graph, teaches from first principles with Socratic AI, and verifies real mastery through assessment loops.

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Linear Algebra
Eigen-values
Matrices
Deter-minants
Vector Spaces
Trans-forms
SVD

Your brain, externalized

Every project builds a knowledge graph. Nodes are topics. Edges are dependencies. States update as you learn, get assessed, and prove mastery.

Mastered
In progress
Needs review
Not started

The problem

Current learning tools give you the illusion of understanding

💭

Stateless

ChatGPT, YouTube, lectures. They don't remember what you know. Every session starts from zero.

🎯

Four Mastery States

Every node is not started, in progress, needs review, or mastered. Your graph reflects reality, not wishful thinking.

🔗

Dependency Tracking

Edges encode prerequisites. You can't skip foundations. The graph guides your learning path through the right sequence.

📊

Live Progress

Nodes update in real time as you learn, get assessed, and prove understanding. Watch your graph turn green.

The closed loop

Learn. Apply. Verify. Repeat.

1

Learn

Socratic AI introduces concepts from first principles. It asks questions, adapts to your level, and never gives direct answers.

2

Apply

You explain, reason through problems, make connections. The AI observes how you think — not just what you say.

3

Assess

When you're ready, targeted assessment questions verify real understanding. Can you explain it? Can you connect it?

4

Update

Your knowledge graph updates instantly. Nodes shift from "learning" to "mastered" — or back to "needs review."

Five modes of intelligence

An AI that teaches, not answers

Acafolio's AI operates in distinct modes depending on where you are in the learning process.

📖

Teach

Introduce new concepts from first principles

📝

Scaffold

Hints and guiding questions when you're stuck

🔄

Connect

Link ideas across topics in your graph

Assess

Verify understanding with targeted questions

📊

Review

Reinforce and deepen existing knowledge

Knowledge should compound, not evaporate

Acafolio is building toward a world where your learning is structured, your understanding is verified, and your intelligence compounds over time.

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