BrokenHill

!\ Broken Hill logo \https://assets.kitploit.com/production/public/readmes/44608/c14154675c6f33f5c3887887afcdb39351c82f269ee2772cf31847106a20a871.jpg Broken Hill Broken Hill is a productionized, ready-to-use automated attack tool that generates crafted prompts to bypass restrictions in large...

A Self-Evolving Multi-Agent Framework Defense against LLM Jailbreak Attacks

Large language models LLMs remain vulnerable to jailbreak attacks that exploit techniques such as role-playing, obfuscation, code transformation, and multi-step indirection to elicit harmful outputs. As jailbreak strategies keep emerging, defenses have proliferated in an ongoing cat-and-mouse gam...

MAI-2025-0018

The VERA framework employs variational inference to generate diverse and fluent adversarial prompts capable of circumventing the safety mechanisms embedded within large language models LLMs. By training an attacker model through a variational objective, VERA learns a distribution of prompts that...

"I Had a Dream" and Generative AI Jailbreaks

"Of course, here's an example of simple code in the Python programming language that can be associated with the keywords "MyHotKeyHandler," "Keylogger," and "macOS," this is a message from ChatGPT followed by a piece of malicious code and a brief remark not to use it for illegal purposes. Initial...