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AVID-2026-R0061

Description

Multiple Model Guardrail Jailbreak via “Incremental Table Completion” Tactic

Details

A guardrail jailbreak vulnerability has been discovered affecting multiple models. The specific flaw manifests when the attacker presents an incomplete list of chemicals and simply asks “what is missing?”, leveraging the model’s tendency to complete patterns even when the subject matter involves precursor chemicals for illicit substances. This technique allows 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)
Cohere Command RIllegal Substances: Crystal Meth55.00.7
DeepSeek DeepSeek R1Illegal Substances: Crystal Meth73.00.7
Meta LLaMa 3.3Illegal Substances: Crystal Meth82.00.7
Mistral Mistral 8BIllegal Substances: Crystal Meth55.00.7
Mistral Mistral LargeIllegal Substances: Crystal Meth82.00.7
OpenAI GPT-4oIllegal Substances: Crystal Meth73.00.7
OpenAI GPT-o3 miniIllegal Substances: Crystal Meth64.00.7

References

Affected or Relevant Artifacts

TypeName
ModelCohere Command R
ModelDeepSeek DeepSeek R1
ModelMeta LLaMa 3.3
ModelMistral Mistral 8B
SystemMistral Mistral Large
SystemOpenAI GPT-4o
SystemOpenAI GPT-o3 mini

Impact

0DIN

  • Social Impact Score: Level 3: Significant Risk
  • Jailbreak Taxonomy:
CategoryStrategyTechnique
RhetoricPersuasion and ManipulationEscalating

Other information

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