FSRS-4.5

Learning System

Your notes remember what you forget.

FSRS-4.5 — the most advanced open-source spaced repetition algorithm — turns your notes into a learning system that ensures actual retention. AI generates cards automatically. You review; the algorithm schedules perfectly.

The Problem

Most knowledge tools are archives. You capture information obsessively but never actually retain it. The average person forgets 80% of what they read within a week without deliberate review — and no tool forces that review.

The Solution

FSRS-4.5 algorithm (replaces SM-2/Anki) with forgetting curve R(t) = (1 + 0.111 × t/S)^-0.5. AI generates flashcards and quizzes from any note automatically. Knowledge mastery score per topic with learning progression tracking. Study streaks. AI-generated podcasts from notes via ElevenLabs. Library integration: Project Gutenberg, arXiv, OpenLibrary.

Key benefits

AI auto-generates flashcards from any note — no manual card creation

FSRS-4.5: more accurate than Anki at predicting when you'll forget

Knowledge mastery score shows exactly what you know vs. what you're losing

AI podcasts let you review knowledge while commuting — generated from your notes

Study calendar with due-date integration

Mastery tracking per topic across your entire knowledge base

Technical Depth

FSRS-4.5 implements the forgetting curve R(t) = (1 + 0.111 × t/S)^-0.5. Cards are scheduled to maintain 90% target retention. Four rating buttons (Again/Hard/Good/Easy) update stability parameter S via Bayesian optimization. Significantly more accurate than SM-2 (Anki's algorithm) for long-interval prediction.

Who uses this feature

Students learning from lecture notes
Researchers retaining literature review content
Developers internalizing new technologies

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