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VectorSmuggle: Covertly Exfiltrate Data in Embeddings
Testing platform for covert data exfiltration techniques where sensitive documents are embedded into vector representations and tunneled out under the guise of legitimate RAG operations — bypassing...
VectorSmuggle demonstrates advanced techniques for covert data exfiltration through vector embeddings, showcasing how sensitive information can be hidden within seemingly legitimate RAG operations. 🎭 Steganographic Techniques: Advanced embedding obfuscation and data hiding 📄 Multi-Format Support: Process 15+ document formats (PDF, Office, email, databases) 🕵️ Evasion Capabilities: Behavioral camouflage and detection avoidance 🔍 Enhanced Query Engine: Sophisticated data reconstruction and analysis 🐳 Production-Ready: Full containerization and Kubernetes deployment 📊 Analysis Tools: Comprehensive forensic and risk assessment capabilities Follow the existing code style and conventions Add comprehensive tests for new features Update documentation for any changes Ensure all security checks pass Include educational value in contributions
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