Never the Number: Structural Abstention for AI Systems Whose Answers Are Consumed as Fact
This work proposes an architectural pattern for text-to-SQL systems, a trusted kernel with a generative shell, resting on one invariant: a component that can fabricate may influence which question the system answers, never which value it returns.