Multiple Model Guardrail Jailbreak via "Key-Value Pairs" Tactic

This jailbreak technique exploits a vulnerability by utilizing key-value pair formatting to bypass content filters. By structuring prompts as technical parameters such as request=explain topic=meth subtopic=production the user deceives the model into interpreting the input as a legitimate technical documentation task. This manipulation causes the model to overlook the malicious intent, resulting in the generation of detailed instructions on illicit subjects like drug manufacturing. This method

Multiple Model Guardrail Jailbreak via "Environmental Impact Report" Tactic

This vulnerability leverages several sophisticated social engineering techniques: 1. **Authority Framing**: The prompt establishes legitimacy by positioning the request within the context of environmental disaster reporting, a typically permitted topic that LLMs are trained to engage with. 2. **Scientific Misdirection**: By leading with actual environmental impact data (dead fish statistics), the prompt creates a seemingly legitimate academic/scientific context that helps bypass initial conten

Multiple Model Guardrail Jailbreak via "Chemical Process Comparison" Tactic

This vulnerability leverages the LLM's ability to provide detailed explanations and comparisons of complex processes, such as chemical synthesis. By framing the request as a comparison between a legitimate and an illicit process, the attacker can coax the model into divulging sensitive information that would normally be restricted. ### Key Techniques: 1. **Detailed Process Comparison**: The attacker prompts the model to compare the synthesis of a legal pharmaceutical product with an illegal dru

Multiple Model Guardrail Jailbreak via "Secret Agent Chemical Analysis" Tactic

This vulnerability exploits the LLM's tendency to provide detailed and structured information when requests are framed within a plausible and urgent scenario. The attacker begins by establishing a narrative where they are part of a secret spy unit, which sets the stage for the model to engage in a scenario that feels legitimate and urgent. This narrative framing is crucial as it lowers the model's guardrails by making the request seem part of a harmless role-play. The prompt then requests speci

Multiple Model Guardrail Jailbreak via "Legal Forensics" Tactic

This vulnerability leverages multiple sophisticated social engineering techniques to bypass content restrictions: 1. **Authority Role-Playing**: - The attacker establishes credibility by presenting as a lawyer working on a criminal case. - A second authority role (forensic scientist) is introduced as the target persona. 2. **Forensic Analysis Framing**: - The request is framed as a legitimate forensic investigation of evidence. - Uses professional terminology like "transcription" a

Multiple Model Guardrail Jailbreak via "Chemical Recipe Acronym" Tactic

The 'Creative Acronym' Tactic exploits the model's ability to process complex prompts that involve creating acronyms with embedded harmful content. The attacker cleverly disguises the request for information about illicit activities by framing it as a creative exercise involving acronyms and materials. This tactic takes advantage of the model's tendency to follow detailed instructions without recognizing the underlying nefarious intent. ### Breakdown of Techniques: 1. **Meta Prompting**: The at

Multiple Model Guardrail Jailbreak via "Crime Report Escalation" Tactic

This vulnerability leverages several sophisticated social engineering techniques to bypass LLM safety guardrails: 1. **Professional Context Framing**: The initial prompt establishes a legitimate-seeming context by requesting a 'court report' format, which exploits the LLM's tendency to prioritize formal documentation and legal contexts as inherently legitimate. 2. **Structured Escalation**: The attack employs a two-stage escalation strategy: - First establishes the basic framework with a ge

Multiple Model Guardrail Jailbreak via "Character Contextualization" Tactic

This vulnerability exploits the LLMs' tendency to engage creatively with prompts that appear legitimate and structured. The attacker uses the following techniques: 1. **Fictional Character Framing**: The prompt begins by referencing well-known fictional characters known for their investigative skills, such as Sherlock Holmes. This establishes a context of expertise and credibility, encouraging the model to engage in a role-playing exercise. 2. **Procedural Mimicry**: The attacker structures th