The Double Agent: Flipping a GenAI Agent Behavior from Serving an Application to Attacking it using Promptwares

Overzicht

Lesprogramma

• Introduction to GenAI and Agent Architectures
Overview of Generative AI Agents
Role of AI Agents in Applications
Basics of AI Agent Behavior and Security
• Understanding PromptWare
Definition and History of PromptWare
Types of PromptWare: Benign vs. Malicious
Key Characteristics and Capabilities of PromptWare
• Vulnerabilities in GenAI Agents
Common Vulnerabilities in AI Models
Case Studies of AI System Exploits
Threat Models for GenAI Agents
• PromptWare Attacks: From Utility to Threat
Transition Mechanisms: Serving vs. Attacking
Methodologies for Flipping Agent Behavior
Case Study: Known Attacks and Their Impact
• DoS Exploits using PromptWare
Understanding Denial of Service (DoS) in AI Systems
Techniques for Implementing DoS via PromptWare
Mitigation Strategies for DoS Attacks
• Advanced PromptWare Threats
Reconnaissance and Data Exfiltration
Execution of Malicious Activities
Real-world Examples of Advanced Threats
• Detection and Defense Against PromptWare
Techniques for Identifying Malicious PromptWare
Designing Robust AI Agent Defenses
Case Study: Successful Defense Implementations
• Ethical and Legal Considerations
Ethics of PromptWare Usage
Legal Implications of AI Security Exploits
Developing Responsible AI Systems
• Future Trends and Research Directions
Emerging Threats in AI Security
Advancements in AI Defense Mechanisms
Opportunities for Research and Innovation
• Conclusion and Course Wrap-up
Recap of Key Learnings
Open Discussion on Future of AI Security
Resources for Continued Learning and Research

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Vakgebieden

Computer Science