PRIORITIES

Roadmap

Major features ordered by priority. High priority items are actively being worked on. This list focuses on significant additions, not every bug fix or minor improvement.

Shipped Planned Not planned

High Priority

Semantic Scheduler

A smarter spaced repetition algorithm that understands what your cards mean, not just when you last saw them. Reviews are scheduled based on semantic similarity and attention patterns.

  • Memory effect based on meaning, not position
  • Attention trajectory tracking
  • Correlation-aware scheduling
  • Per-strategy EF tracking

Attention Based Context Management

You can't remember everything you've ever written down. But you can remember the right things at the right time. S4 looks at dates in your notes and optimizes the scheduler to maximize retention of that context by the time it matters.

  • Inline date recognition
  • Deadline-aware scheduling
  • Contextual review clustering

On the Radar

Deck Builder

Build review decks visually. Select cards from the knowledge graph or let semantic search find related content across your notes.

  • Graph view deck builder
  • Semantic deck builder
  • Custom deck scheduling

Canvas System

A spatial canvas for connecting ideas visually. Nodes can be notes, cards, or AI-generated insights. Think of it as a whiteboard that understands your knowledge graph.

  • Infinite canvas workspace
  • LLM-powered graph exploration
  • Chunk border visualization

Drawing Mode

Sketch diagrams and annotations directly in your notes. Full stylus support with pressure sensitivity.

  • Freehand drawing
  • Shape recognition
  • Stylus pressure support

Speed Reader

A focused reading mode for rapid content consumption. Control the pace and track your reading progress across documents.

  • RSVP reading mode
  • Adjustable WPM
  • Reading progress tracking

Calendar Integration

Time-indexed notes and reviews. See what you were working on any given day and schedule future study sessions.

  • Daily note timeline
  • Scheduled review sessions
  • Multi-day task support

Data Query System

Query your notes like a database. Filter by metadata, dates, links, and semantic similarity.

  • SQL-like query syntax
  • Dynamic views
  • Export to tables

Widget Marketplace

Extend S4 with community-built widgets. Custom review modes, visualizations, and integrations.

  • Learning widget ecosystem
  • Custom review interfaces
  • Community contributions

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S4 is an independent product and is not affiliated with or endorsed by Obsidian.