Ignore All Previous Instructions: Jailbreaking as a de-escalatory peace building practise to resist LLM social media bots

arXiv:2603.01942v1 Announce Type: cross Abstract: Large Language Models have intensified the scale and strategic manipulation of political discourse on social media, leading to conflict escalation. The existing literature largely focuses on platform-led moderation as a countermeasure. In this paper, we propose a user-centric view of "jailbreaking" as an emergent, non-violent de-escalation practice. Online users engage with suspected LLM-powered accounts to circumvent large language model safeguards, exposing automated behaviour and disrupting the circulation of misleading narratives.