AI-Driven Breakthrough Governance

Take the perspective of a research institution designing governance for AI-assisted discovery. Compare how proofs or solutions claimed by AI should be validated, what roles humans must play, how to ensure reproducibility, and how to manage potential misuses or misattribution. Propose a multi-stakeholder framework for evaluating AI-assisted scientific breakthroughs across disciplines, with guidelines for publication, peer review, and safety vetting that remain robust as AI capabilities evolve.