Generative AI Red Teaming Masterclass (GAIRT) Certification Program by Tonex
Learn to exploit vulnerabilities in large language models and multi-modal generative systems. This masterclass dives deep into red teaming tactics, covering prompt injection, jailbreak automation, and output manipulation. Participants will study real-world attack techniques, simulate adversarial scenarios, and explore LLM honeypots for threat detection. The course also emphasizes ethical boundaries and responsible disclosure. Ideal for cybersecurity pros aiming to specialize in AI threats, this program equips you with advanced offensive and defensive strategies for LLM environments. Engage with red vs. blue team exercises using popular models like ChatGPT, Claude, and Gemini.
Audience:
- AI security researchers
- Red team professionals
- Cybersecurity analysts
- Ethical hackers
- ML engineers
- Threat intelligence teams
Learning Objectives:
- Understand vulnerabilities in generative AI systems
- Execute prompt injection and poisoning attacks
- Automate LLM jailbreaks and evasion techniques
- Deploy LLM honeypots for attacker insights
- Analyze outputs of multi-modal models for threats
- Engage in red vs. blue team AI scenarios
Program Modules:
Module 1: Introduction to Generative AI Threats
- Evolution of generative AI security risks
- Attack surface in LLM ecosystems
- Real-world LLM incident examples
- Threat modeling for generative systems
- Role of red teaming in AI security
- Legal and ethical considerations
Module 2: Prompt Injection and Prompt Poisoning
- Types of prompt injection attacks
- Evasive payload crafting techniques
- Detection evasion and obfuscation
- Poisoning training data: risks and signs
- Defense limitations and bypassing filters
- Prompt chaining vulnerabilities
Module 3: Jailbreaking LLMs
- Introduction to jailbreak objectives
- Token-level manipulations
- Automation frameworks and tooling
- Prompt engineering for policy bypass
- Role of context windows in jailbreaks
- Escalating prompt privileges
Module 4: Multi-Modal Model Exploitation
- Image + text model attack methods
- Misuse of synthetic audio and video
- Unsafe code generation via LLMs
- Combining LLMs with vision APIs
- Generating disinformation at scale
- Case studies on adversarial outputs
Module 5: LLM Honeypots and Deception
- Designing effective LLM honeypots
- Logging and profiling attacker prompts
- Anomaly detection via LLM interaction
- Data capture ethics and red flags
- Using honeypots to improve defenses
- Deploying deception systems in production
Module 6: Red vs. Blue Teaming with LLMs
- Role of LLMs in red vs. blue exercises
- Offensive tactics for red team
- Defensive strategies for blue team
- Evaluation of model responses
- Scoring and feedback mechanisms
- Cross-model testing and limitations
Exam Domains Title List:
- Generative AI Security Fundamentals
- Offensive LLM Attack Techniques
- Red Teaming Operations and Frameworks
- AI Threat Detection and Defense Strategies
- Ethical and Legal Aspects in AI Security
- Adversarial Testing Methodologies
Course Delivery:
The course is delivered through a combination of lectures, interactive discussions, hands-on workshops, and project-based learning, facilitated by experts in the field of Generative AI Red Teaming Masterclass (GAIRT). Participants will have access to online resources, including readings, case studies, and tools for practical exercises.
Assessment and Certification:
Participants will be assessed through quizzes, assignments, and a capstone project. Upon successful completion of the course, participants will receive a certificate in Generative AI Red Teaming Masterclass (GAIRT).
Question Types:
- Multiple Choice Questions (MCQs)
- True/False Statements
- Scenario-based Questions
- Fill in the Blank Questions
- Matching Questions (Matching concepts or terms with definitions)
- Short Answer Questions
Passing Criteria:
To pass the Generative AI Red Teaming Masterclass (GAIRT) Certification Training exam, candidates must achieve a score of 70% or higher.
Ready to test and defend the future of AI? Enroll in the GAIRT Certification Program today and become a generative AI red teaming expert.