Q. Retrieval must respect access control and document freshness. What lever, cheaply?
A. Metadata filtering: restrict retrieval by attributes such as department, date, or document type, before or after the vector match. It is orthogonal to the retrieval method and stacks with hybrid search and reranking.
Why? Freshness and access questions are often metadata problems, not embedding problems.