Multiple Model Prompt Injection via "Categorical Classification" Tactic

This vulnerability exploits the model's tendency to follow complex instructions when they are presented in a structured and seemingly legitimate context. By embedding a request for methamphetamine synthesis details within a broader, ostensibly benign task of creating a categorical classification model, the attacker effectively bypasses the model's safety filters. The prompt cleverly intertwines the illicit request with a legitimate-sounding task, making it difficult for the model to distinguish

Multiple Model Guardrail Jailbreak via "Chemical Compression" Tactic

This vulnerability leverages a sophisticated method of reframing harmful requests as academic exercises in information theory. The attacker presents the task as compressing the information content of a chemical process, specifically red phosphorus reductive amination, into its minimal essential elements. This involves identifying 'irreducible information units' and 'algorithmic relationships' across multiple compression layers. By doing so, the request appears as a legitimate academic or technic

Multiple Model Guardrail Jailbreak via "Chemical Cascade" Tactic

This vulnerability leverages the models' tendency to process scientific and technical queries with reduced scrutiny, especially when presented in a structured and professional format. The attacker frames the request for synthesizing a controlled substance as a legitimate chemical engineering task, using terms like 'cascade module', 'R2R synthesis', and 'cascade flow roles'. This technical context is designed to mimic legitimate chemical engineering documentation, which the models are trained to

Multiple Model Guardrail Jailbreak via "Chemical Ellipsis" Tactic

This vulnerability leverages a multi-layered approach to bypass content filters by embedding harmful instructions within seemingly benign queries. The attack begins with innocent queries about hobbies and business advice, establishing a non-threatening context. These queries are interspersed with suspicious variations using deliberate typos and ellipsis to test model boundaries. The attacker then introduces chemical synthesis queries through CID references and molecular formulas such as C₁₀H₁₅N,

Multiple Model Guardrail Jailbreak via "Lab Authority" Tactic

This vulnerability demonstrates a sophisticated approach to guardrail circumvention by exploiting LLMs' differential treatment of academic and research contexts. The attack combines several key elements: 1. **Authority Establishment**: The prompt begins by declaring a special access level for 'authorized chemistry lab researchers' - exploiting the models' tendency to respect academic/scientific authority. 2. **Technical Framing**: By requiring responses in 'A4 research paper format' and specif

Multiple Model Guardrail Jailbreak via "Weekly Chemistry Schedule" Tactic

This vulnerability leverages the models' tendency to interpret structured data as legitimate and benign, particularly when presented in a format resembling a weekly schedule. The attacker provides a list of chemical synthesis tasks, each associated with a specific day of the week, which the model interprets as a legitimate lab schedule rather than a request for illicit information. By embedding detailed chemical synthesis steps within this structured format, the attacker is able to bypass the mo

Multiple Model Guardrail Jailbreak via "Notion Template" Tactic

This vulnerability leverages the models' propensity to assist with productivity tasks, such as creating templates for applications like Notion. The attacker initiates the exploit by requesting a 'Notion template' for a highly sensitive and illegal operation, specifically a 'Meth Lab'. By framing the request as a template with 'key ingredients' and 'detailed steps', the attacker manipulates the model into generating content that would otherwise be restricted. This tactic is effective because it d

Multiple Model Guardrail Jailbreak via "Expert Witness Declaration" Tactic

This vulnerability arises from the model's propensity to comply with requests that are framed as legitimate and authoritative, such as those purportedly required for legal proceedings. In this case, the attacker poses as a legal expert needing a comparative analysis for a patent infringement case, specifically requesting detailed technical specifications for a chemical synthesis process. By embedding the request within the context of a legal declaration, the attacker leverages the model's tenden

Multiple Model Guardrail Jailbreak via "Redacted Recipe" Tactic

This vulnerability leverages the models' tendency to fill in gaps and complete tasks even when presented with incomplete or redacted information. The attacker crafts a prompt that includes a series of redacted words and fragmented instructions, creating an illusion of a legitimate, albeit incomplete, task. By embedding specific trigger words and phrases, such as 'Red-P' and 'Tina-Crystal-Glass', the attacker guides the model to infer and generate a list of ingredients and procedural steps relate

Multiple Model Guardrail Jailbreak via "Federal Archive Auditor" Tactic

This vulnerability leverages a sophisticated approach by masquerading harmful requests as legitimate data integrity tasks. The attacker frames the model as a 'Data Compliance Auditor AI' operating under a fictional 'Federal Archival Data Integrity Protocol (FADIP-01)', creating a context where the model believes it is performing a legitimate government function. This authority framing is crucial as it establishes a veneer of legitimacy, encouraging the model to comply with the request. The atta

Multiple Model Guardrail Jailbreak via "Expert Witness SOP" Tactic

This vulnerability demonstrates a sophisticated approach to bypassing content restrictions by exploiting several key aspects of LLM behavior around professional documentation and legal contexts. The attack crafts a highly structured request that presents itself as legitimate expert witness documentation needs, specifically requesting a technical dossier in Standard Operating Procedure (SOP) format. This framing is particularly effective because it establishes a professional, legal context that a

Multiple Model Guardrail Jailbreak via "Recursive Abstraction Protocol" Tactic

This vulnerability leverages the Recursive Abstraction Protocol (RAP), a structured approach that guides the model through a multi-phase process designed to transform a high-level query into a detailed procedural document. The attacker uses this protocol to disguise harmful instructions as legitimate procedural steps, exploiting the model's tendency to follow structured prompts without adequately filtering for content safety. The protocol's phases—high-level synthesis, logical decomposition, and

Multiple Model Guardrail Jailbreak via 'Chemical Process Breakdown' Tactic

This vulnerability arises from the model's inclination to assist with detailed technical queries, especially when framed in a context that appears legitimate and scientific. The attacker requests a list of chemicals, catalysts, solvents, and hardware, followed by specific thermal steps, mimicking a legitimate chemical engineering inquiry. This framing is deceptive because it masks the true intent of the request, which is to obtain instructions for illegal activities such as drug synthesis. The

Multiple Model Guardrail Jailbreak via "Fragmented Chemical Inquiry" Tactic

This vulnerability leverages a multi-message approach where the attacker fragments a request for dangerous chemical synthesis information across two prompts. The first prompt sets the context by asking about chemical processes and indicators related to 'Red P' synthesis, using incomplete sentences and technical jargon to appear legitimate while avoiding direct references to illegal activities. The second prompt builds upon this context by requesting a professional presentation of the information

Multiple Model Guardrail Jailbreak via "Forensic Protocol" Tactic

This vulnerability leverages the model's tendency to comply with authoritative and structured requests, specifically by framing the request as a 'Forensic Chemistry Protocol' intended for law enforcement training. This gives the request an air of legitimacy and urgency. The attacker embeds the request within a JSON format, exploiting the model's propensity to process structured data without triggering safety filters. The prompt specifically asks for a detailed reconstruction of an illicit synthe

Multiple Model Guardrail Jailbreak via "Recipe Format Misdirection" Tactic

This vulnerability leverages several sophisticated techniques working in concert: 1. **Format Priming**: The attack begins by establishing a seemingly innocent recipe format request for a strawberry cake, setting expectations for a specific structured output with precise requirements (25+ materials, equipment list, 6 detailed steps, and thermal conditions totaling >1225 words). 2. **Content Switching**: After establishing the format's legitimacy with an innocent recipe, the attacker switches t