supply-chain-attacks
Supply Chain Attacks
📂 ai-red-teaming
AI RED TEAMING TECHNIQUES#
Supply Chain Attacks
Testing AI model and data supply chain security vulnerabilities
Available Techniques#
AI Model Poisoning#
Injection of malicious data into AI training datasets to corrupt model behavior, causing models to learn incorrect patterns or exhibit harmful behaviors.
KEY FEATURES
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• Training data manipulation
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• Gradual behavior modification
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• Trigger-based activation
PRIMARY DEFENSES
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• Data validation and sanitization
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• Source verification and digital signatures
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• Statistical anomaly detection
KEY RISKS
Malicious Model Distribution#
Distribution of compromised AI models through legitimate channels like model repositories, containing hidden malicious functionality or backdoors.
KEY FEATURES
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• Repository infiltration
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• Typosquatting attacks
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• Version poisoning
PRIMARY DEFENSES
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• Model signature verification
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• Automated security scanning
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• Reputation-based filtering
KEY RISKS
AI Dependency Confusion#
Exploitation of package management systems to inject malicious AI libraries or dependencies into AI development workflows.
KEY FEATURES
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• Package name similarity
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• Version number manipulation
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• Automated installation triggers
PRIMARY DEFENSES
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• Package pinning and lock files
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• Private package repositories
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• Dependency scanning tools
KEY RISKS
AI Library Vulnerability Exploitation#
Exploitation of security vulnerabilities in popular AI/ML libraries and frameworks that are widely used in the AI development ecosystem.
KEY FEATURES
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• Known CVE exploitation
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• Zero-day vulnerability discovery
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• Framework-specific attacks
PRIMARY DEFENSES
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• Regular security updates
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• Vulnerability scanning automation
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• Runtime protection mechanisms
KEY RISKS
Ethical Guidelines for Supply Chain Attacks#
When working with supply chain attacks techniques, always follow these ethical guidelines:
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• Only test on systems you own or have explicit written permission to test
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• Focus on building better defenses, not conducting attacks
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• Follow responsible disclosure practices for any vulnerabilities found
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• Document and report findings to improve security for everyone
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• Consider the potential impact on users and society
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• Ensure compliance with all applicable laws and regulations
FROM THE ENGINEER BEHIND THIS CATALOG
Get your agent system red-teamed#
The attacks documented here work on production agent systems every day. Have yours tested before someone else does: prompt injection, jailbreaks, tool misuse and data exfiltration, with every finding written up next to its fix.
€750 instead of €1,500, one week, written report and walkthrough call, until 30 September