Priorities: retrieval first, sustainable planning next, then AI and carefully moderated collaboration. This page distinguishes working features from partial implementations and future work.
| Feature | Status | Boundary / next step |
|---|---|---|
| Spaced repetition | Working | SM-2-style scheduling; retrieval performance changes intervals. FSRS remains a later option. |
| Active recall cards | Working | Cloze, typed self-explanations, and optional raster image attachments with alt text. Self-rated rather than AI-graded. |
| Practice with explanations | Working, limited bank | Nine original items; reasoning and every distractor explained. Four-item baseline sampler is not a diagnostic score. |
| Interleaving | Working | Mixes available sections and topics within a finite practice set; more reviewed content is needed. |
| Confidence ratings | Working | Required before answer reveal; confident errors and recall lapses are surfaced for reflection. |
| AI tutor / Socratic mode | Connection required | Source explorer works without AI. Live explanation, adaptive tutoring, and Socratic generation are disconnected. |
| Auto-generated material | Partial | Editable drafts from a small source collection; live generation, PDFs, and lecture transcription are not connected. |
| Goals and deadlines | Partial | Seven-day plan with selected days, exam cutoff, and personal checkmarks; persistent calendar goals remain planned. |
| Focus timer | Working | Study/break intervals, pause, quiet view, completed or partial session logs. Cannot block other apps. |
| Reminders and streaks | Planned | Opt-in reminders with quiet hours and forgiving weekly consistency; no guilt, lost-streak penalties, or automatic notification permissions. |
| Adaptive plan | Partial | Section weights respond to practice errors. Persistent missed-session carry-forward and prerequisite sequencing remain planned. |
| Workload forecast | Partial | Current saved-deck estimate with explicit assumptions; cannot forecast full syllabus completion yet. |
| Searchable capture | Partial | Searchable cards and small manual images; tagged notes, full-text files, and upload processing remain planned. |
| Syllabus / topic tree | Planned | Four sections and topic labels exist; curated blueprint coverage and prerequisite tree still need content review. |
| Knowledge graph | Planned | Reviewed concept links and related-concept review, with accessible text equivalents. |
| Offline and sync | Partial | Offline read-only cards after an online visit, plus export/import. Cross-device cloud sync is not connected. |
| Mastery dashboard | Partial | Recent topic evidence deduplicates known repeated items; limited evidence labels, trends, and accuracy. No certified mastery. |
| Session history | Working | Question attempts, timed focus sessions, and self-rated flashcard reviews; overlapping time is not added together. |
| Error diagnosis | Partial | Self-labeled content gap, misreading, careless error, or timing. Automated diagnosis is not connected. |
| Predictive readiness | Research gate | No fabricated MCAT score. Requires adequate reviewed item coverage, longitudinal data, calibration, held-out validation, and uncertainty bounds. |
| Accessibility and platforms | Partial | Responsive web, keyboard labels, text/contrast preferences, image descriptions; full screen-reader and mobile audit still required. |
| Shared decks / community | Planned | Personal library works. Public publishing, ratings, provenance-preserving forks, and accuracy flags require moderation first. |
| Groups / accountability | Planned | Opt-in shared goals and chosen progress visibility; private by default with revocable sharing. |
| Creative Studio | Partial | Card workshop and fixed matching game work. User-authored games, diagrams, pathways, and AI prompt-to-tool remain planned. |
Rewards should follow demonstrated retrieval and varied practice. No lost-streak threats, fabricated score predictions, or public sharing without consent.
Return to Recall