LlamaFirewall is a comprehensive security framework aimed at protecting AI agents from prompt injections, goal misalignment, and the generation of insecure code. Demonstrating over 90% efficacy on the AgentDojo benchmark, it establishes three core protective layers: PromptGuard 2, which detects jailbreak attempts; Agent Alignment Checks, which audit reasoning for alignment issues; and CodeShield, an online static analysis tool. The system is designed to be real-time and adaptable, allowing updates to security measures as new threats emerge, making it a powerful tool for AI safety.
LlamaFirewall protects AI agents from prompt injection and insecure code generation, achieving over 90% efficacy in reducing attack success rates.
PromptGuard 2 is a fine-tuned model that detects jailbreak attempts in real-time, examining user prompts and untrusted sources.
The innovative three-layered approach of LlamaFirewall enhances security by integrating PromptGuard 2, Agent Alignment Checks, and CodeShield.
AlignmentCheck is a sophisticated auditor designed to analyze reasoning, allowing for the detection of goal misalignment and covert prompt injections.
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