Roadmap

This is a single-tenant portfolio project; some features only make sense in a multi-user product and live in Phase 2 candidates below, called out honestly.

Shipped in v1

• Six ingestion sources end-to-end with idempotent upserts
• Bronze/silver/gold Postgres warehouse on Supabase
• dbt models with not_null/unique/accepted_values tests on every grain
• SCD2 dim_assessments via dbt snapshot
• Prefect 3 flows on cron schedules in Australia/Adelaide
• Streamlit dashboard with five pages and password gate
• Anthropic-backed summariser, flashcards, citation suggester with DOI validation
• Daily Resend digest and weekly summary
• Synthetic data generator so demos work without credentials
• Both subdomains deployed independently; CI workflows separated

Phase 2 candidates (not in v1)

• Citation graph visualisation on the Readings page
• PDF full-text extraction from Zotero attachments
• Discord notifications wired up (currently stubbed, disabled)
• OpenAI fallback for AI features
• AnkiConnect integration (currently TSV export only)
• Mobile-first responsive polish on the Streamlit app
• Multi-language note support
• Spaced-repetition scheduling beyond raw flashcard export
• Browser extension for one-click reading capture