How attackers are jailbreaking LLMs with CTF framing and how to catch them

Attackers are bypassing LLM safety guardrails by disguising exploit prompts as legitimate CTF or CVE-hunting exercises, causing models to generate weaponized code whose unique CTF/CVE-labeled artifacts now serve as reliable detection signals across multiple attack campaigns.