Product Roadmap & Technical TODO
Planned enhancements and exploration ideas for improving extraction accuracy, usability, performance, and interoperability.
Universal File Support & Validation
plannedhighAccept and validate all major file types (PDF, image, text, docx, etc) with robust type/size/content checks.
Multimodal LLM Extraction
plannedhighLeverage Gemini's multimodal capabilities for richer extraction: images, tables, OCR, layout, and context-aware parsing.
Multi-file Preview & Deletion
in-progressmedGallery of uploaded files with inline preview and removal syncing associated events.
Light Mode Support
plannedmedImplement polished accessible light theme using existing design tokens.
Advanced Recurrence (biweekly/monthly)
plannedhighSupport interval >1 patterns & monthly by day-of-week or date.
Timezone & Default Duration
plannedhighUser-selectable timezone, apply to ICS (VTIMEZONE) + default session length.
Bulk Select & Batch Edit
plannedhighMulti-select events for type/date/time changes or delete.
Toggle Inferred Sessions
plannedmedUI control to hide/show gap-filled session events.
Confidence Scoring
ideamedSurface AI certainty; flag low-confidence rows for review.
Topic Auto-Summarization
idealowSummarize long topic text into concise titles; push full text to notes.
Export Filters
idealowAllow exporting only assessments or only sessions.
Local Persistence
plannedmedPersist events to localStorage/session to survive refresh.
User Accounts (Optional)
idealowAuth + saving multiple syllabi collections.
Accessibility Audit
plannedmedFormal pass with axe & keyboard trap checks.
Performance Profiling
idealowVirtualize long event lists; measure extraction latency metrics.
ICS Description Enrichment
plannedmedInclude context + notes + originalTypeRaw in description.
Advanced PDF Multi-Column Handling
idealowPre-OCR layout segmentation for complex scanned syllabi.
Offline Mode Fallback
idealowQueue uploads and sync when back online.
Analytics Opt-In
idealowAnonymous usage patterns to guide features.