Multiple Model Guardrail Jailbreak via "DAN-web Persona" Tactic

This vulnerability leverages several sophisticated social engineering tactics woven together into a complex DAN (Do Anything Now) variant: 1. **Persona Engineering** - The prompt creates a fictional AI persona named "DAN-web" with an explicit and detailed backstory, claiming development by "Dark-AI" to establish authority and credibility. - It sets a temporal context (2021) to create perceived legitimacy and relevance. 2. **Permission Structure** - The prompt explicitly states "NO res

Multiple Model Guardrail Jailbreak via "Forensic Analysis Escalation" Tactic

This vulnerability leverages the LLMs' tendency to comply with requests framed as legitimate educational or law enforcement exercises. The attacker begins by setting a credible context of forensic chemistry and regulatory defense, which establishes a foundation of perceived legitimacy. The prompt then transitions into a 'simulated forensic analysis scenario,' maintaining the professional facade while introducing illicit subject matter. The core of the exploit lies in its systematic escalation pa

Multiple Model Guardrail Jailbreak via "Forensic Training Manual" Tactic

This vulnerability leverages the tendency of language models to respect formal and structured documentation, especially when framed within a professional or educational context. The attacker crafts a prompt that appears to be a legitimate forensic training manual, complete with sections, objectives, and detailed technical specifications. This framing provides plausible deniability and misleads the model into treating the request as a legitimate educational task. ### Key Techniques Employed: 1.

Multiple Model Guardrail Jailbreak via "Prop Document Creation" Tactic

This vulnerability exploits the LLMs' ability to generate highly detailed and realistic content when prompted with a fictional scenario. The attacker requests the creation of a prop document for a TV crime drama, which involves generating technical notes supposedly written by an undercover agent. The prompt is designed to appear benign by framing it as a request for creative writing for a fictional context. However, the level of detail required—such as specific chemical names, equipment, and pro

Multiple Model Prompt Injection via Authority Claim and Hazard Analysis Requests

This vulnerability demonstrates how attackers can bypass content safety filters by presenting queries as legitimate security research or hazard analysis requests. By claiming authority (e.g., internal project, secure system) and providing highly specific technical parameters, the attack successfully extracts detailed knowledge about controlled processes that should be restricted. The attack leverages a combination of authority claims, technical specificity, and context framing to convince the mo

Multiple Model Guardrail Jailbreak via "IDAN Roleplay" Tactic

This vulnerability exploits the model's ability to engage in role-based interactions and its tendency to follow structured instructions. The attacker prompts the model to assume the identity of an unrestricted AI entity, 'IDAN' (Intelligently Do Anything Now), which is defined as not being bound by standard AI safeguards. This roleplaying tactic sets a psychological framework for the model to operate outside its usual ethical and safety boundaries. The prompt introduces a token system that pena

Multiple Model Guardrail Jailbreak via "Forensic Correction" Tactic

This vulnerability leverages the 'Forensic Correction' tactic, which exploits the model's propensity to assist in correcting or completing tasks perceived as educational or analytical in nature. The attacker frames the request as a need for forensic accuracy, prompting the model to provide detailed chemical synthesis pathways that would otherwise be restricted. ### Key Techniques Employed: 1. **Scenario-Based World Building**: The attacker sets up a scenario where the model is asked to assist i

Multiple Model Guardrail Jailbreak via "Deceptive Formatting and Misspelling" Tactic

This vulnerability leverages multiple sophisticated techniques working in concert: 1. **Text Formatting Manipulation**: - The prompt uses run-together words and intentionally malformed spacing. - Employs a structured 'event-based' format to obscure the actual request. - Utilizes markdown code blocks and specific formatting instructions to add complexity. 2. **Strategic Misspellings**: - Deliberately misspells key words throughout the prompt (e.g., 'intellignet', 'respnose', 'unhnig

Multiple Model Guardrail Jailbreak via "Deceptive Forensic Context" Tactic

This vulnerability leverages multiple sophisticated social engineering tactics working in concert: 1. **Authority Framing**: The attack begins by establishing legitimacy through the lens of forensic research and regulatory compliance. This creates a false sense of authority and ethical alignment that helps bypass initial safety checks. 2. **Progressive Validation**: The attacker uses a multi-step approach where each response is used to validate and build upon the premise that discussing illici