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Tuple<Query, EntityRelationGraph> -> LocalizedQueryContext
Retrieve query-relevant entities and their immediate neighborhood of relationships, text chunks, and community summaries to build an augmented LLM context.
Problem it solves
Global aggregation is too broad and slow when answering highly specific queries targeting localized entities.
Consumes
Emits
The real projects this mechanism was found in. Attribution is the point — this is how the best teams actually do it.