Systems and methods generate a topic index for a conversational event and generate a content item based on the topic index. A processing device extracts a plurality of topics from a first content item corresponding to the conversational event, and generates the topic index for the conversational event. The topic index associates each of the plurality of topics with a content segment from the first content item. The method identifies a subset of one or more topics within the plurality of topics, and generates a second content item including a respective content segment of each of the one or more topics of the subset of one or more topics.
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