Nice work. One thinga I'd love to see in the bench mark: a breakdown by question type (aggregations vs. multi-hop joins vs. lookups). My guess is the SQL approach pulls ahead hardest on the join-heavy ones, and showing that explicitly would make the "too good to be true" results feel more grounded. Either way, the token efficiency numbers sounds intruiging.