Structured knowledge retrieval drops hand-written query-rule pairs: a routing agent and its retriever train in alternation
Structured knowledge retrieval no longer needs predefined query-rule pairs: a routing agent picks a reasoning rule per query, its retriever ranks evidence under that rule's constraints, and the two train in alternation, each supervising the other.