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| Area | Implementation Tips | |------|----------------------| | | Use a combination of video‑provided tags, AI‑extracted visual concepts (via computer vision), and NLP on subtitles to generate lifestyle tags. | | Recommendation Engine | Hybrid model: collaborative filtering (user behavior) + content‑based (tags, mood). | | Safety & Compliance | - Auto‑moderate any user‑generated content for explicit material. - Ensure all product links are clearly disclosed as affiliate. | | Scalable Architecture | Micro‑services: 1. Video Service (streaming, thumbnails) 2. Content Service (articles, summaries) 3. Recommendation Service 4. Community Service (challenges, badges). | | Analytics | Track “Mood‑Map” selections, click‑through rates on lifestyle cards, challenge participation, and conversion on product links to iterate on feature relevance. | - Ensure all product links are clearly disclosed

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