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Contextual News Summarizer

Design an AI system that summarizes news articles based on user interests. The system should be able to retrieve articles from various sources, summarize them in context (considering the user’s reading history), and present the summaries in an engaging manner. How would you approach data ingestion, embedding articles, selecting models for summarization, evaluation metrics, cost considerations, safety against misinformation, and monitoring for model drift?

Key concepts

nlpsummarizationretrievalmonitoring

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