Collaborative penetration testing suite for emerging generative AI algorithms
On the map: LLM safety and security → Prompt injection and agent security
Abstract (arXiv)
Problem Space: AI Vulnerabilities and Quantum Threats Generative AI vulnerabilities: model inversion, data poisoning, adversarial inputs. Quantum threats Shor Algorithm breaking RSA ECC encryption. Challenge Secure generative AI models against classical and quantum cyberattacks. Proposed Solution Collaborative Penetration Testing Suite Five Integrated Components: DAST SAST OWASP ZAP, Burp Suite, SonarQube, Fortify. IAST Contrast Assess integrated with CI CD pipeline. Blockchain Logging Hyperledger Fabric for tamper-proof logs. Quantum Cryptography Lattice based RLWE protocols. AI Red Team Simulations Adversarial ML & Quantum-assisted attacks. Integration Layer: Unified workflow for AI, cybersecurity, and quantum experts. Key Results 300+ vulnerabilities identified across test environments. 70% reduction in high-severity issues within 2 weeks. 90% resolution efficiency for blockchain-logged vulnerabilities. Quantum-resistant cryptography maintained 100% integrity in tests. Outcome: Quantum AI Security Protocol integrating Blockchain Quantum Cryptography AI Red Teaming.
Key facts. No citing papers in the map yet (data through 14 Oct 2026). Placed in Prompt injection and agent security, one of 12 directions in LLM safety and security. Builds on 4 of its 49 references that are in the map. First posted on arXiv 22 Oct 2025.
Builds on
4 of 49 references.
References · 4
- 2013Intriguing properties of neural networkscited by 5,155
- 2023Large Language Models for Code: Security Hardening and Adversarial Testingcited by 155
- 2018Hyperledger Fabric: A Distributed Operating System for Permissioned Blockchainscited by 49
- 2024On Lattices, Learning with Errors, Random Linear Codes, and Cryptographycited by 7
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- 2025Red Teaming Quantum-Resistant Cryptographic Standards: A Penetration Testing Framework Integrating AI and Quantum Security
- 2026SoK: Adversarial Robustness of the Variational Quantum Eigensolver via Red-Teaming ↗
- 2025Cyber Threats in Financial Transactions -- Addressing the Dual Challenge of AI and Quantum Computing ↗
- 2025Adversarial Threats in Quantum Machine Learning: A Survey of Attacks and Defenses
- 2026Blockchain Infrastructure for Intelligent Cyber--Physical--Social Systems:Post-Quantum Security, Interoperability, and Trustworthy Data Economies in the Era of Embodied AI
- 2024PyRIT: A Framework for Security Risk Identification and Red Teaming in Generative AI System
- 2026Seed Hijacking of LLM Sampling and Quantum Random Number Defense
- 2026MAGIQ: A Post-Quantum Multi-Agentic AI Governance System with Provable Security