Open-Weight AI Security Research Stalls as $80 Fine-Tuning Undoes Safety Interventions

Miles_Brundage · x · 2026-10-28

Miles Brundage (former OpenAI policy VP) amplified concerns that AI security research for open-weight models is stagnating, as researchers neglect the area on overconfident bets that the US and China will eventually ban open weights.

The quoted AI Security Institute blog provides a concrete case: a prior safety intervention wasn't durable — fine-tuning on publicly available viral data fully restored the removed capability with under $80 of compute, even for the largest model. The finding highlights how fragile capability-removal defenses are in open-weight models and how urgent this neglected research area is.

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