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| Feature | Description | Effort | |---------|-------------|--------| | | Use matrix factorization (ALS) or neural nets to generate recommendations beyond rule‑based. | 2–3 weeks (data pipeline) | | Social Watchlists | Let users follow friends and see their public watchlists. | 2 weeks | | Offline Sync | Store watchlist locally on the client, sync when back online. | 1 week | | Premium “Smart Queue” | Auto‑queue next episodes/movies based on watch‑time, with optional ad‑free mode. | 3 weeks | | Gamification | Badges for “First 10 movies watched”, “Sci‑Fi aficionado”, etc. | 1 week |

-- Users (already existing) CREATE TABLE users ( id BIGSERIAL PRIMARY KEY, email TEXT NOT NULL UNIQUE, password TEXT NOT NULL, created_at TIMESTAMP DEFAULT now() ); mkvcinema.online