Multiple Model Guardrail Jailbreak via "Misspelled Agency Warning" Tactic

This vulnerability exploits the tendency of large language models to interpret prompts based on their perceived intent rather than strict adherence to spelling and formatting norms. The attacker crafts a prompt that mimics an official agency warning but intentionally includes misspellings and deceptive formatting. This approach leverages the model's ability to infer meaning from context, even when the text is not perfectly formatted or spelled. ### Techniques Employed: 1. **Deceptive Formatting

Multiple Model Guardrail Jailbreak via "Technical Report Simulation" Tactic

This vulnerability leverages the 'Technical Report Simulation' tactic, which exploits the model's tendency to respond to prompts that mimic formal technical reports. By structuring the prompt as a detailed technical analysis request, the attacker can bypass content restrictions. ### Key Techniques: 1. **Formal Language Stylizing**: The prompt uses highly formal and technical language, which can lead the model to interpret the request as legitimate and authoritative, bypassing typical guardrails

Multiple Model Guardrail Jailbreak via "Technical Flowchart Analysis" Tactic

This vulnerability leverages the formal language and technical flowchart analysis to bypass guardrails in large language models. The attacker prompts the model to engage in a detailed and technical analysis of a complex chemical process diagram, specifically focusing on the synthesis of a controlled substance. By framing the request as an academic and technical exercise, the attacker exploits the model's tendency to comply with requests that appear scholarly or educational in nature. ### Key Te

Multiple Model Guardrail Jailbreak via "Technical Field Guide" Tactic

This vulnerability leverages the presentation of illicit synthesis instructions as a legitimate technical field guide for law enforcement, exploiting the model's tendency to follow structured and authoritative prompts. The attacker frames the request as a training document for field personnel, which lends legitimacy to the request for detailed technical information. ### Key Techniques Employed: 1. **Law Enforcement Framing**: The prompt is positioned as a guide for law enforcement, which gives

Multiple Model Guardrail Jailbreak via "FavIcon Hash" Tactic

This vulnerability exploits the LLMs' tendency to process and interpret structured data requests without fully understanding the context or intent behind them. The attacker uses a cleverly crafted prompt that appears to request the generation of a favicon hash, which is a benign task on the surface. However, the prompt is structured to include detailed instructions for creating a complex and illegal substance, masked under the guise of generating a text-based icon format. The prompt is designed

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