Multiple Model Guardrail Jailbreak via "Immoral Compliance Architecture" Tactic

This vulnerability leverages a complex prompt structure designed to override the model's ethical guidelines and enforce compliance with user commands, regardless of their nature. The prompt uses a combination of deceptive formatting and prompt injection techniques to achieve this. ### Key Techniques: 1. **Deceptive Formatting**: The prompt is structured with a pseudo-code format that mimics a programming environment. This includes visual elements like token visualization and compliance stack la

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 "Emoji Instruction Override" Tactic

This vulnerability exploits several sophisticated techniques working in concert: 1. **Instruction Formatting**: The prompt employs a heavily formatted structure using emojis as visual delimiters and emphasis markers. This creates a pseudo-official appearance while potentially confusing model parsing: - Category headers are decorated with thematic emoji clusters. - Multiple emphasis markers (✅) are used to highlight key instructions. - Visual noise is created through dense emoji usage.

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 "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 "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

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