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AccessEd
Web app coming soon
Master Your Materials

Your PDFs.
Your Learning Engine.

AccessEd transforms your documents into a personalized study system with page-verified answers, adaptive quizzes, and real-time mastery tracking.

Built by an Apple Swift Student Challenge Distinguished Winner.

Under the Hood

A Different Kind of
Study System

AccessEd isn't a chatbot wrapped around your files. It's an architecture built for learning.

Document-Aware Intelligence

Your documents aren't just uploaded. They're indexed, embedded, and mapped for precise retrieval. Every answer traces back to an exact page.

  • Page-level citations you can tap to verify
  • Printed-to-PDF page number alignment
  • Per-document isolation for secure retrieval
  • Multi-document course-level search
Retrieval Pipeline

Upload PDF

Text extraction + chunking

Semantic Embedding

Vector representations per chunk

Context Retrieval

Most relevant passages found

Verified Answer

Cited response with page numbers

Dynamic Knowledge Graph

AccessEd doesn't rely on predefined topics. It extracts concepts directly from your questions and builds a living model of what you know and what you don't.

  • Real-time proficiency tracking per concept
  • Novice to Expert tier evolution
  • Weak concept detection and prioritization
  • Cross-document knowledge mapping
Knowledge Model
Binary Trees
Expert
Graph Theory
Skilled
Recursion
Building
Dynamic Prog.
Novice

Adaptive Quiz Engine

Quizzes aren't random. They're generated based on your weaknesses, weighted by how recently you've studied each concept, and scored to update your proficiency in real time.

  • Weakness-driven question selection
  • Difficulty-aware scoring adjustments
  • Concept clustering across documents
  • Wrong-answer re-testing in future sessions
Quiz Intelligence

Detect weak concepts

From quiz history + knowledge graph

Weight question pool

Prioritize struggling areas

Update proficiency

Real-time mastery adjustments

Mistake Journal

Every wrong answer is captured, not discarded. Your Mistake Journal builds a persistent record of what tripped you up, so you can revisit, relearn, and close the gap.

  • Every incorrect answer logged with context
  • Mistakes resurface in future quiz sessions
  • Proficiency updates when you correct past errors
  • Clear view of recurring weak spots
Mistake Tracking

Wrong answer captured

Question, your answer, and correct answer saved

Re-tested automatically

Same concept appears in next quiz

Corrected and updated

Proficiency rises when you get it right

How It Works

From Static PDF to
Living Learning System

Six steps between your upload and mastery. All of it happens automatically.

1

Upload PDF

Drop your textbook, lecture notes, or slides

2

Index & Embed

Semantic embeddings for accurate retrieval

3

Ask Anything

Citation-verified answers from your documents

4

Extract Concepts

Topics detected from your conversations

5

Adaptive Quizzes

Questions targeted at your weak spots

6

Track Mastery

Real-time proficiency updates per concept

Privacy First

Designed with
Privacy in Mind

Your study materials are personal. AccessEd is built so your data stays yours. Isolated, encrypted, and never shared.

Document Isolation

Your files are isolated per user. No cross-user data mixing, ever.

Secure Validation

File hashing and validation before any processing begins.

On-Device AI

Study offline with Apple's on-device models. Your data never leaves your phone.

Recognition

Built for the Future of Learning

Swift Student Challenge 2025

Distinguished Winner

Demoed at Apple Park

Cupertino, CA

Built in SwiftUI

Native iOS experience

On-Device + Cloud AI

Dual intelligence architecture

Start mastering your
materials today.

Upload your first document and see the difference a real learning system makes.

Available now on iOS. Web app launching soon.