Long-Context Windows Enable Many-Shot Jailbreaking in Large Language Models

Executive Summary

Language models with extended context windows are susceptible to many-shot jailbreaking, where repeated harmful examples overwhelm safety controls that shorter contexts would resist. Organisations deploying frontier models face escalating exploitation risk as providers expand context lengths, requiring urgent review of security and procurement standards.