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| Risk | Impact | Mitigation | |------|--------|------------| | Model Cold‑Start for new users | Poor early experience | Use pop‑culture / location trending seed list + quick onboarding quiz (3‑question “What do you vibe with?”). | | Over‑personalization (filter bubble) | Users miss broader catalog | Enforce a minimum novelty floor (e.g., at least 1 new artist per 5 items). | | Ad Fatigue | Negative sentiment | Strict frequency caps + clear labeling; A/B test ad formats. | | Performance (real‑time queue generation) | Latency spikes | Pre‑compute candidate pools per segment; cache next‑N items per user for 30 s. | | Copyright for user‑generated clips | Legal exposure | Use only platform‑hosted assets; apply fingerprinting before share. |
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