Fresh Distillation Risks: AI Giants' Profits Under Pressure

Distillation—training one AI on the outputs of another—has grown from a research idea into a potential threat to the profitability of leading AI labs, as rivals can cheaply reproduce near-frontier performance. Anthropic accuses Alibaba of malicious distillation, while OpenAI warns that blending outputs could surpass any single model, fueling investor concern as new Chinese models roll out. Restrictions, proxy transfer stations, and a shift toward open-source distillation could erode frontier firms' margins and reshape the AI race, with implications for smaller players and researchers.