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| Component | Role | Tech suggestions | |-----------|------|------------------| | | Add “Watch‑Later” button on video cards; a dedicated queue page; recommendation carousel. | React / Vue / Angular + CSS framework (Tailwind, Bootstrap). | | Back‑end API | Store/ retrieve watch‑later items; serve recommendations. | Node.js (Express), Python (FastAPI), or any existing stack. | | Database | Persist watch‑later lists and interaction logs. | PostgreSQL for relational data; Redis for quick session caches. | | Recommendation Engine | Compute similarity scores and rank videos. | • Simple: collaborative filtering with cosine similarity. • Advanced: LightFM, implicit matrix factorization, or a small TensorFlow/PyTorch model. | | Age‑gate & Consent | Ensure only verified users can access the feature. | OAuth or custom login + age‑verification step (e.g., checking a government ID or third‑party age‑verification service). | | Privacy Controls | Let users set the visibility of their Watch‑Later list (private vs. public). | Add a boolean is_private column; respect it in API responses. |

def get_recommendations(user_id, top_n=20): # 1. Get user's watch‑later & liked videos user_items = get_user_interactions(user_id) # e.g., set of video IDs