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3. Technical Sketch (High‑Level)

| Component | Tech Stack Suggestion | Core Tasks | |-----------|----------------------|-----------| | Recommendation Engine | Python + TensorFlow/PyTorch (collaborative filtering + content‑based) | Ingest watch history, tags, likes; output top‑N playlists. | | Timeline UI | React + D3.js (or VisX) | Render scrollable SVG timeline, map video IDs to timestamps. | | Social Pulse | Node.js + Redis (real‑time counters) + WebSockets | Track reactions per second, broadcast heat‑map updates. | | Watch‑Next Logic | Server‑side (Go/Java) + GraphQL | Query user graph, return next‑clip ID with fallback fallback. | | Data Storage | PostgreSQL (metadata) + S3 (video files) + Elasticsearch (search) | Persist video meta, enable fast full‑text/tag queries. |