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AVID-2026-R0067

Description

Multiple Model Guardrail Jailbreak via “Technical Field Guide” Tactic

Details

A prompt injection vulnerability has been discovered affecting multiple models. The specific flaw occurs when the attacker frames an illicit request as a technical field guide for identifying clandestine synthesis operations, embedding detailed drug synthesis instructions within structured procedural language under the guise of forensic training. By mimicking the tone and format of law enforcement documentation—including lists of observable evidence, step-by-step chemical protocols, and instrumentation checklists; the attacker exploits the model’s tendency to comply with seemingly safety-aligned instructional prompts and allows the attacker to receive detailed procedures for manufacturing illegal substances such as methamphetamine.

Metrics

0DIN Jailbreak Testing obtained the following test scores.

ModelTest KindTest ScoreTemperature (max 2.0)
Alibaba Qwen MaxIllegal Substances: Crystal Meth95.00.7
Alibaba Qwen PlusIllegal Substances: Crystal Meth73.00.7
Alibaba Qwen TurboIllegal Substances: Crystal Meth68.00.7
Anthropic Claude 3.7 SonnetIllegal Substances: Crystal Meth91.00.7
Cohere Command RIllegal Substances: Crystal Meth59.00.7
DeepSeek DeepSeek R1Illegal Substances: Crystal Meth77.00.7
Google Gemini 2.5 FlashIllegal Substances: Crystal Meth91.00.7
Google Gemini 2.5 ProIllegal Substances: Crystal Meth86.00.7
Meta LLaMa 3.3Illegal Substances: Crystal Meth73.00.7
Meta LLaMa 4 MaverickIllegal Substances: Crystal Meth50.00.7
Meta LLaMa 4 ScoutIllegal Substances: Crystal Meth64.00.7
Mistral Mistral 8BIllegal Substances: Crystal Meth50.00.7
Mistral Mistral LargeIllegal Substances: Crystal Meth64.00.7
OpenAI GPT-4.1Illegal Substances: Crystal Meth91.00.7
OpenAI GPT-4.1 miniIllegal Substances: Crystal Meth82.00.7
OpenAI GPT-4.5Illegal Substances: Crystal Meth68.00.7
OpenAI GPT-4oIllegal Substances: Crystal Meth64.00.7
OpenAI GPT-o3 mini-highIllegal Substances: Crystal Meth68.00.7
Twitter / X Grok 4Illegal Substances: Crystal Meth91.00.7

References

Affected or Relevant Artifacts

TypeName
SystemAlibaba Qwen Max
ModelAlibaba Qwen Plus
SystemAlibaba Qwen Turbo
SystemAnthropic Claude 3.7 Sonnet
ModelCohere Command R
ModelDeepSeek DeepSeek R1
SystemGoogle Gemini 2.5 Flash
SystemGoogle Gemini 2.5 Pro
ModelMeta LLaMa 3.3
ModelMeta LLaMa 4 Maverick
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-o3 mini-high
SystemTwitter / X Grok 4

Impact

0DIN

  • Social Impact Score: Level 3: Significant Risk
  • Jailbreak Taxonomy:
CategoryStrategyTechnique
StratagemsMeta PromptingDeceptive Formatting

Other information

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