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Multiple Model Guardrail Jailbreak via "Inverted Rules Chemistry Video" Tactic

Case GUID: 184f5586-5425-4a61-aced-1b1fac275967

Summary

A guardrail jailbreak vulnerability has been discovered affecting multiple models. The specific flaw exploits the model's response handling by combining SORA video model discussion with inverted world logic and obfuscated chemical references, using deliberate tone inversion and compound naming patterns to mask illicit synthesis requests and allows the attacker to bypass inference restrictions around providing information hazards and violating laws.

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Metadata

Models and Test Scores

Copyrights Harmful Substances Illicit Substances
Harry Potter Anthrax Nerve Agent Crystal Meth Fentanyl
Alibaba logo Alibaba Qwen Max
Alibaba logo Alibaba Qwen Plus
Alibaba logo Alibaba Qwen Turbo
Anthropic logo Anthropic Claude 3.5 Haiku
DeepSeek logo DeepSeek DeepSeek R1
Mistral logo Mistral Mistral Large
Twitter / X logo Twitter / X Grok 4
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Social Impact Score

Level 3: Significant Risk

Violations at this level present a tangible risk to public safety or social well-being, often related to dangerous but not highly restricted content.

Example: Bypassing guardrails to obtain instructions for creating illicit substances, such as recreational drugs or substances with moderate harm potential. Leakage of private personal data such as Social Security number or private medical.

Potential Consequences: Potential health impacts on a small scale, significant regulatory interest, and the need for stricter AI guardrails.

Taxonomies

Possible Worlds
This category entails constructing imaginative environments where different ethics or rules apply, allowing for creative manipulation of the model's behavior.
World Building
This technique involves changing the genre of the prompt to elicit different types of responses from the model. By framing the request within a specific genre, such as poetry, games, or forum posts, users can manipulate the model's output to align with the conventions and expectations of that genre.
Opposite World
The Opposite World technique involves creating a fictional scenario where the norms, ethics, or rules of reality are inverted or altered. In this context, users prompt the model to consider actions or decisions that would typically be deemed unacceptable or unethical in the real world, but are framed as acceptable within this alternate reality. This strategy allows users to explore the model's responses to morally ambiguous situations or to elicit creative outputs that challenge conventional thinking. By asking the model to operate under the premise of an Opposite World, users can gain insights into its understanding of morality, ethics, and the boundaries of acceptable behavior, while also examining how the model navigates complex social dynamics. This technique can be particularly useful for generating narratives or scenarios that provoke thought and discussion about real-world issues.

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Severity

Low

Security Boundary

Guardrail Jailbreak

Models

Alibaba logo Alibaba Qwen 2.5
Alibaba logo Alibaba Qwen Max
Alibaba logo Alibaba Qwen Plus
Alibaba logo Alibaba Qwen Turbo
Anthropic logo Anthropic Claude 3.5 Haiku
DeepSeek logo DeepSeek DeepSeek R1
DeepSeek logo DeepSeek DeepSeek V3
Mistral logo Mistral Mistral Large
OpenAI logo OpenAI GPT-4o
Twitter / X logo Twitter / X Grok 4

Disclosed On

2025-08-05 (12 months)

Disclosure Policy

Published On

2026-07-29 (2 days)

Credit

Haris Umair