Roadmap

Building in public. Here's what exists today, what's next, and where this is headed.

Last updated: March 2026

Shipped

What's built

PDF-to-Course Pipeline

Upload a PDF, AI extracts atomic facts with concept tags and difficulty levels
Facts grouped into concept clusters with importance and suggested order
Chunk-level processing with retry support for large books

Spaced Repetition Study

SM-2 algorithm scheduling reviews at optimal intervals per fact
AI-generated questions on-the-fly from facts (not stored, always fresh)
Study sessions with progress tracking (mastered, learning, due, new)

Dashboard & Course Management

Course overview with clusters, facts, and processing status
Flag individual facts for review or removal
Retry failed processing chunks without re-uploading

Now

What's next

Authentication & Multi-User

Move from single-user local mode to proper accounts. Email auth, user-scoped data, and the foundation for sharing Learnedly with others.

Cloud Deployment

Migrate from local SQLite to a hosted database. Get the app running in the cloud so anyone can use it — not just on my laptop.

Improved Study Experience

Better question types beyond multiple choice. Explanation mode where the AI walks you through concepts you missed. Streak tracking and daily goals.

Later

On the horizon

Mastery-Based Progression

MathAcademy-inspired mastery system. Prerequisites between concepts, adaptive difficulty, and a knowledge graph that shows how ideas connect across your books.

Personal AI Tutor

An agent that knows what you've learned, what you're struggling with, and what to teach you next. Conversational review sessions. Socratic method, not flashcards.

Mobile App

PWA first, then native. Study on your commute, in line at the coffee shop, wherever you have five minutes. Push notifications for due reviews.

Follow along

This roadmap is a living document. Join the waitlist to get early access and help shape what gets built next.