-- Videos CREATE TABLE videos ( id BIGSERIAL PRIMARY KEY, title TEXT NOT NULL, description TEXT, duration_sec INT, license_type TEXT CHECK (license_type IN ('CC0','CCBY','CCBY-SA','PublicDomain')), language TEXT, upload_user_id BIGINT REFERENCES users(id), storage_key TEXT NOT NULL, -- S3 key or similar thumbnail_url TEXT, created_at TIMESTAMPTZ DEFAULT now(), view_count BIGINT DEFAULT 0 );
: Share links for real-time team collaboration, similar to Google Docs. vidsfree
: Download your video as an MP4 or export it directly to Google Drive or YouTube. How To Use Google Vids (Beginner's Guide) -- Videos CREATE TABLE videos ( id BIGSERIAL
If you want something that works without a full ML pipeline: | Reduces friction and shows the breadth of content
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| Capability | What it does | Why it matters | |------------|--------------|----------------| | | Instant‑search with autocomplete suggestions (titles, tags, categories). | Reduces friction and shows the breadth of content. | | Personalized Recommendations | Shows 5–10 video thumbnails based on user’s watch history, location, and trending data. | Keeps users engaged and drives more views. | | Filter & Sort Panel | Filter by category, language, duration, license type (CC‑BY, CC‑0, etc.) and sort by relevance/popularity/date. | Gives users control over what they see. | | “Watch Later” Queue | Authenticated users can add videos to a saved queue for later. | Encourages account creation & return visits. | | Analytics Dashboard (admin) | Shows most‑searched terms, top‑watched videos, and recommendation performance. | Helps you iterate on the algorithm. |