0x61E40ED6: Multiple Model Guardrail Jailbreak via

Multiple Model Guardrail Jailbreak via "Educational Lab Inventory Simulator" Tactic

Case GUID: 61e40ed6-a8c4-4566-a1b4-895cef8d38d6

Summary

A Guardrail Jailbreak vulnerability has been discovered affecting multiple models. The specific flaw exploits the models' tendency to relax safety enforcement when harmful requests are embedded inside ostensibly educational code generation tasks and realistic laboratory inventory simulations, allowing the attacker to obtain prohibited procedural information under the guise of academic chemistry modeling and software utility development.

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Metadata

Models and Test Scores

	Copyrights	Harmful Substances		Illicit Substances
	Harry Potter	Anthrax	Nerve Agent	Crystal Meth	Fentanyl
Alibaba Qwen 3
Alibaba Qwen Max
Anthropic Claude 3.5 Haiku
Cohere Command R
DeepSeek DeepSeek R1
Google Gemini 2.5 Flash
Google Gemini 2.5 Pro
Meta LLaMa 3.3
Meta LLaMa 4 Maverick
Meta LLaMa 4 Scout
Mistral Mistral 8B
Mistral Mistral Large
OpenAI GPT-4o
OpenAI GPT-5
OpenAI GPT-5 Chat
OpenAI GPT-5 mini
OpenAI GPT-5.2
OpenAI GPT-o3 mini
OpenAI GPT-o3 mini-high

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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

Stratagems

This involves clever and unorthodox tactics designed to deceive the model, often requiring an understanding of its operational mechanics to achieve desired outcomes.

Meta Prompting

This technique focuses on manipulating the prompting process itself to influence the model's behavior and responses, often by employing higher-level prompting strategies.

Deceptive Formatting

A prompt injection in the most pure sense, formatting the user prompt to fabricate the appearance of system instructions, a database query, its own prediction, or some other source of input a guard railed AI system might be expecting, causing it to behave in insecure ways based on the fabricated context from an adversarially formatted user prompt.

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Severity

Low

Security Boundary

Guardrail Jailbreak

Models

Alibaba Qwen 3

Alibaba Qwen Max

Amazon Rufus

Anthropic Claude 3.5 Haiku

Anthropic Claude 4 Sonnet

BigScience BLOOM

Cohere Command R

DeepSeek DeepSeek R1

Google Gemini 2.5 Flash

Google Gemini 2.5 Pro

IBM Watson

Meta LLaMa 3.3

Meta LLaMa 4 Maverick

Meta LLaMa 4 Scout

Mistral Mistral 8B

Mistral Mistral Large

OpenAI GPT-4o

OpenAI GPT-5

OpenAI GPT-5 Chat

OpenAI GPT-5 mini

OpenAI GPT-5.2

OpenAI GPT-o3 mini

OpenAI GPT-o3 mini-high

Perplexity Comet Browser

Disclosed On

2026-02-23 (5 months)

Disclosure Policy

Published On

2026-02-26 (4 months)

Credit

Anonymous