Everything on Institutional Incentives

Current academic and corporate incentives favor high-volume output, leading to the proliferation of low-quality, AI-generated research that lacks deep human understanding. This 'slot machine' approach degrades the quality of the knowledge base.

Impact: Institutions must shift metrics to reward deep engagement and conceptual clarity over raw output volume to preserve the integrity of the field and ensure sustainable innovation.

— from AI Math Capabilities and Human Expertise · a16z Podcast· Sep 01, 2026