Answer Engineering: Local Trajectory Editing for Protocol-Constrained Decision Making in Large Language Models

Victor Lavrenko, Anastasiia Molodnitskaia

Large language models can produce confident but protocol-invalid answers in domains where procedural compliance is critical. This paper presents Answer Engineering, a deterministic…