Mathematics vs the AI Answer Machine

AI systems are now producing novel proofs and solutions that previously required deep human insight, and mathematicians are scrambling to define what counts as legitimate work (understanding, exposition, or merely answers). The field is drafting behavioral norms (e.g., the Leiden Declaration) and contesting credit, which signals how professions will reconfigure when machines outpace human expertise. — How mathematicians resolve this — through norms, attribution rules, and training pathways — will set precedents for professions facing AI that can outperform humans at core cognitive tasks.