All capabilities
// CAPABILITY 19

Learning Ledger.

Evidence based mastery tracking, built from what you actually do.

Signal
Real evidence
Per concept
Mastery % · confidence %
Cap
Bounded by evidence
Next action
Always suggested
// OVERVIEW

Every concept you touch gets a mastery percentage and a confidence percentage, both built from real evidence: quiz results, tutor sessions, transfer question checks. Clicking "I understand this" doesn't move the number. Passing a fresh transfer question does. The Ledger shows how far you are from mastery, how many independent checks are still needed, your streaks, and the next thing worth reviewing.

// DIAGRAM, FIG.01
INPUTEvidence → masteryin one tapAlumaQuiz resultsTutor sessionsTransfer checksMastery % with evidenceOUTPUTready to usein your timeline

Mastery only moves when you show the work. Explanations alone don't count.

// KEY FEATURES
Evidence capped mastery

Your mastery % is bounded by how much independent evidence exists for that concept. No amount of self reported "I got it" moves the number on its own.

Confidence, tracked separately

Mastery is what you can do; confidence is how sure you are. The Ledger tracks both so overconfident gaps and underconfident strengths both show up.

Next action, not a leaderboard

Every concept has a recommended next step: Quiz me, Master this, Build confidence, or I got it. Pick one and Aluma sets up the session.

Streaks that mean something

Streaks count independent successful checks on the same concept across spaced sessions, not consecutive days of opening the app.

// HOW IT FLOWS
STEP 01
Do the work

Every tutor session, quiz, and transfer check writes evidence into the Ledger automatically.

STEP 02
See where you are

Open a concept to see mastery %, confidence %, and how many more independent checks are needed.

STEP 03
Pick a next action

Quiz me, Master this, Build confidence, or I got it. The Ledger routes you into the right session.

STEP 04
Retire on mastery

Concepts you've truly mastered move to the retired list and resurface only when spacing says they're at risk.

// WHO USES IT
Before a test
One glance shows the concepts still short of mastery and how many checks each one needs to get there.
Across a semester
The Ledger accumulates so cumulative finals aren't a cold start. You know exactly what's rusty.
Honest self-assessment
The gap between mastery and confidence tells you where you're bluffing yourself and where you're underselling what you know.
// QUESTIONS
Can I just mark something as mastered?

You can mark I got it, but the Ledger caps mastery at what evidence supports. A concept with one correct answer will not read as mastered no matter how many times you click the button.

Does it work across classes?

Yes. Concepts are tracked per class and rolled up so you can see mastery for a whole course, not just a single assignment.

Ready to put learning ledger to work?