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| Issue | Mitigation | |-------|------------| | | Implement a clear consent banner; give users a simple “opt‑out” button that disables profiling. | | Cold‑start problem (new visitors with no history) | Use contextual signals (referrer, location, time of day) plus popular items as fallback. | | Performance lag | Cache API responses for 5‑10 minutes in Redis; lazy‑load the widget after the main content. | | Model drift (recommendations become stale) | Schedule weekly retraining of the model with fresh interaction data. | | Over‑personalization (showing the same 2‑3 items repeatedly) | Rotate recommendations and enforce a “frequency cap” (max 2 impressions per item per session). |