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AI Under Attack. A Practical Guide to Threats, Defenses, and Governance for AI Systems

AI Under Attack. A Practical Guide to Threats, Defenses, and Governance for AI Systems

Kris Kimmerle, David Okeyode

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Contrary to general AI texts or cybersecurity books with limited AI coverage, this guide offers a comprehensive dive into securing the generative AI ecosystem.
It moves through five parts: Foundations explains why AI security is unique, covering threat modeling, attack surfaces, and defense principles. Attacks examines vectors against system anatomy, data/models, prompt injection, memory, RAG, and agents, concluding with red teaming and evaluation. Designing, Deploying, and Architecting Secure AI Systems covers secure infrastructure/MLOps, APIs, defensive prompting, agent security, supply chain integrity, and Zero Trust patterns. Operationalizing AI Security and Responsibility addresses governance, risk, compliance (GRC), security operations, safety/alignment, and AI-driven misinformation. Building Sustainable AI Security Programs focuses on organizational capability, threat intelligence, collaboration, and the future of AI security. Throughout, you will gain access to practical insights and structured approaches applicable to real-world scenarios.
By the end, you will be able to design, implement, and maintain security programs for generative AI, defend against advanced threats, communicate risks to stakeholders, and establish governance ensuring secure, compliant operations across the lifecycle.
  • 1. Why AI Security Is Different
  • 2. Threat Modeling AI Systems
  • 3. The AI Attack Surface
  • 4. Foundations of AI Defense
  • 5. Anatomy of an AI System
  • 6. Prompt Injection and Jailbreaking
  • 7. Memory, Context, and State Abuse
  • 8. Attacks on RAG Systems
  • 9. Agent Architecture and Vulnerabilities
  • 10. Agent Exploitation Techniques
  • 11. Attacks on Training Data and Model Integrity
  • 12. AI Red Teaming and Evaluation
  • 13. Securing AI Infrastructure, MLOps, and Runtime Environments
  • 14. Building Secure AI Applications and APIs
  • 15. Defensive Prompt Engineering
  • 16. Guardrails and Human Oversight
  • 17. External Dependencies, Supply Chain Integrity & Multi-Tenant Risk
  • 18. Securing AI Agents with Zero Trust Architecture
  • 19. AI Governance, Risk, and Compliance
  • 20. AI Security Engineering
  • 21. AI Security Operations
  • 22. Building Sustainable AI Security Programs
  • 23. The Future of AI Security
  • Tytuł:AI Under Attack. A Practical Guide to Threats, Defenses, and Governance for AI Systems
  • Autor:Kris Kimmerle, David Okeyode
  • Tytuł oryginału:AI Under Attack. A Practical Guide to Threats, Defenses, and Governance for AI Systems
  • ISBN:9781806119929, 9781806119929
  • Data wydania:2026-07-31
  • Format:Ebook - EPUB
  • Identyfikator pozycji: e_4p4g
  • Wydawca: Packt Publishing
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