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MEMBLIT

// MEMBLIT / PERSONAL STUDY PROJECT / TESTING & FEEDBACK

YOU DON'T KNOW
WHAT YOU DON'T KNOW.
MEMBLIT DOES.


Memblit is a personal study project exploring active recall and confidence. This prototype is available for testing and feedback.

Try answering questions in your own words, compare your confidence with the feedback, and tell us what works or needs improvement. The prototype can make mistakes; check its feedback against your study material.

With Memblit,

You don't just feel ready.

You prove it.

THE STUDY ILLUSION

You skim through your notes, everything makes sense, and you feel ready.

Before your exam, you flip through your flashcards. You remember the answers the second you see the cues, so you feel confident.

But then you open the paper and the questions are nothing like what you prepared for. No cues you recognize. No highlighted sentence, with the answer sitting three inches away. The knowledge you were so sure you had is not there.

Your intelligence isn't the problem. The problem is how you study. Cognitive scientists have known for decades that rereading feels like learning, but it isn't. You need to know the gap between your confidence and your actual accuracy. That is what Memblit measures.

HOW MEMBLIT WORKS

Scroll to walk through each step of the system.

00 UPLOAD → LEARN

THE PRIMING PHASE

Before you test yourself, you need to actually learn the material. Upload your PDFs, and Memblit extracts the core concepts into structured, interactive study guides. You get the big picture first.

01 RECOGNIZE → PRODUCE

GENERATE THE ANSWER

You upload your material, and Memblit grills you on it. You have to type the answer from scratch. This proves you actually know the material, rather than just recognizing it.

02 GUESS → MEASURE

MEASURE THE GAP

Before you answer, you tell us how confident you are. After, we show you how right you actually were. A high-confidence wrong answer will tank your grade. We find those blind spots.

03 BLIND SPOT → CLOSED

CLOSE THE WIDEST GAPS

We target the concepts where your confidence is dangerously high. We force you to tell the difference between the specific ideas you keep confusing, and schedule reviews when your brain is ready to consolidate.

YOUR KNOWLEDGE, MAPPED.

Every concept you've ever engaged with lives in a structured network we call the Memblit Ontology — a living map of what you know.

  • NODE Each node is a concept unit extracted from your own material.
  • EDGE Edges connect concepts that are commonly confused with each other — identified by embedding similarity and grading co-failure patterns.
  • GREEN Well-calibrated: you know it and you know you know it.
  • PINK Overconfident: you think you know it but you don't.

This is a digital twin of your brain. It tracks what you've proven, what you haven't, and exactly where you make mistakes. Your map gets smarter with every session. You can't get this by just uploading a PDF to a random AI chatbot.

ONE PLACE TO PREPARE.

Upload the material you already have. Memblit turns it into a living plan: structured concepts, active-recall practice, feedback, and a calendar you can actually follow.

INGEST

MAP YOUR MATERIAL

Turn PDFs, scanned pages, diagrams, notes, and textbook chapters into concepts, dependencies, contexts, and syllabus tags.

PRACTICE

CREATE RECALL CARDS

Generate focused prompts and mark against source-grounded rubrics instead of collecting isolated facts.

CALIBRATE

FIND BLIND SPOTS

Lock confidence before answering, then see exactly where feeling ready and being ready diverge.

PLAN

PROJECT EXAM READINESS

See your projected structural readiness at your exam date under current, recommended, and minimum-intervention paces.

SCHEDULE

EXPORT A STUDY CALENDAR

Add a tailored recall plan to any calendar that supports standard .ics files, then return to a queue shaped by your evidence.

// THE EXPERIMENT

WHAT WE ARE TESTING

Can answering without hints and comparing confidence with feedback help identify gaps in understanding? Memblit explores this through recall prompts, source-based feedback, and study planning. Tester feedback will help us understand its usefulness and limitations.

JOIN THE TESTING QUEUE.

Sign up to express interest in a feedback/testing invitation. Optionally invite someone else: each person who signs up with your code moves you one place forward in this testing queue. Referrals do not give earlier access to the app or change app access.

Sign up below to get your optional testing invitation link.

JOIN THE TESTING GROUP

QUESTIONS WE GET.

> IS THIS ANOTHER FLASHCARD APP?

No. You type an answer from scratch. We grade it against your material and your confidence score to find exactly what you're missing.

> WILL IT WRITE MY ESSAYS FOR ME?

No. Memblit is built to make you better at retrieving what you know, not to do the retrieving for you.

> WHAT DO YOU DO WITH MY NOTES?

Your uploaded material is used only to generate your own practice prompts. It is never used to train shared models, and you can delete it at any time.

> WHAT IS THE TESTING TIMELINE?

This is an ongoing personal testing phase. There is no scheduled public launch; the focus is trying the prototype and collecting feedback.

> WHAT DOES IT COST?

The prototype is free to test. No payment is required to participate.

TRY THE PROTOTYPE.
SHARE YOUR FEEDBACK.