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UserQuery -> ContextualResponse
Retrieve relevant source text snippets using vector search and inject them into an LLM context window to answer user queries with reference citations.
Problem it solves
LLMs lack real-time access to a user's private personal documents and hallucinate missing details.
Consumes
Emits
The real projects this mechanism was found in. Attribution is the point — this is how the best teams actually do it.