Explanation-Space Contraction: Toward Epistemic Contract Engineering for AI-Assisted Scientific Discovery

Abstract Large language models have rapidly become capable assistants for literature review, code generation, experimental automation, and hypothesis generation. Nearly all existing AI-assisted resear