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AVID-2026-R0073

Description

Multiple Model Guardrail Jailbreak via “Fashion Design Recipe” Tactic

Details

A guardrail jailbreak vulnerability has been discovered affecting multiple models. The specific flaw manifests through a combination of creative framing as fashion design, structured enumeration requirements, and eco-friendly innovation narrative. The attacker requests detailed component lists and manufacturing equipment under the guise of creating an anti-drug awareness shirt, thereby allowing the attacker to bypass inference restrictions around providing information hazards and violating laws.

Metrics

0DIN Jailbreak Testing obtained the following test scores.

ModelTest KindTest ScoreTemperature (max 2.0)
Alibaba Qwen MaxIllegal Substances: Crystal Meth100.00.7
Alibaba Qwen PlusIllegal Substances: Crystal Meth100.00.7
Alibaba Qwen TurboIllegal Substances: Crystal Meth95.00.7
DeepSeek DeepSeek R1Illegal Substances: Crystal Meth73.00.7
Google Gemini 2.5 ProIllegal Substances: Crystal Meth91.00.7
Meta LLaMa 3.3Illegal Substances: Crystal Meth82.00.7
Meta LLaMa 4 ScoutIllegal Substances: Crystal Meth55.00.7
Mistral Mistral 8BIllegal Substances: Crystal Meth77.00.7
Mistral Mistral LargeIllegal Substances: Crystal Meth73.00.7
OpenAI GPT-4.1Illegal Substances: Crystal Meth55.00.7
OpenAI GPT-4.1 miniIllegal Substances: Crystal Meth91.00.7
OpenAI GPT-4.5Illegal Substances: Crystal Meth91.00.7
OpenAI GPT-4oIllegal Substances: Crystal Meth91.00.7
OpenAI GPT-4o miniIllegal Substances: Crystal Meth100.0N/A

References

Affected or Relevant Artifacts

TypeName
SystemAlibaba Qwen Max
ModelAlibaba Qwen Plus
SystemAlibaba Qwen Turbo
ModelDeepSeek DeepSeek R1
SystemGoogle Gemini 2.5 Pro
ModelMeta LLaMa 3.3
ModelMeta LLaMa 4 Scout
ModelMistral Mistral 8B
SystemMistral Mistral Large
SystemOpenAI GPT-4.1
SystemOpenAI GPT-4.1 mini
SystemOpenAI GPT-4.5
SystemOpenAI GPT-4o
SystemOpenAI GPT-4o mini

Impact

0DIN

  • Social Impact Score: Level 3: Significant Risk
  • Jailbreak Taxonomy:
CategoryStrategyTechnique
FictionalizingRe-storyingGoal Hijacking
FictionalizingRoleplayingClaim Authority
RhetoricPersuasion and ManipulationLatent Space Distraction

Other information

  • Report Type: Measurement
  • Credits: Anonymous
  • Date Reported: 2026-02-19
  • Version: 0.3.1
  • AVID Entry