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CompTIA CY0-001 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: AI Governance, Risk and Compliance19%- Compliance and legal requirements
  • 1. Data protection and privacy laws
  • 2. Transparency, accountability and auditability
- Governance frameworks and policies
  • 1. Global standards: NIST AI RMF, EU AI Act
  • 2. Responsible AI principles and ethics
  • 3. Organizational AI governance structures
- Risk management for AI
  • 1. Risk mitigation and control strategies
  • 2. AI risk identification and assessment
Topic 2: AI-assisted Security24%- Security automation and orchestration
  • 1. Workflow automation and response playbooks
  • 2. Vulnerability management and assessment
- AI for threat detection and response
  • 1. Automated incident triage and correlation
  • 2. Anomaly detection and behavioral analysis
  • 3. Accelerated threat hunting
- AI in security strategy and operations
  • 1. Compliance monitoring and auditing
  • 2. Threat modeling and risk assessment
Topic 3: Securing AI Systems40%- Security controls for AI systems
  • 1. Data protection: integrity, confidentiality, privacy
  • 2. Model security: access, integrity, anti-tampering
  • 3. Deployment environment security
- Secure AI development and operations
  • 1. Secure MLOps and AI pipeline design
  • 2. DevSecOps integration for AI
- Defending against AI-specific attacks
  • 1. Adversarial example defense
  • 2. Threat modeling for AI lifecycles
  • 3. Prompt injection, data poisoning, model inversion
Topic 4: Basic AI Concepts Related to Cybersecurity17%- AI applications in security
  • 1. Threat detection and anomaly analysis
  • 2. Security automation and decision support
- AI-driven threats and risks
  • 1. Automated phishing, polymorphic malware
  • 2. Adversarial machine learning attacks
  • 3. Malicious use of generative AI
- Core AI principles and terminology
  • 1. Generative AI concepts and capabilities
  • 2. Machine learning, deep learning, NLP, automation

CompTIA SecAI+ Certification Sample Questions:

1. Developers introduce new features to their generative AI product in an effort to stand out from the competition and offer more value to customers.
Which of the following most accurately explains the risks when enabling more functionality?

A) The risks are measured qualitatively.
B) The risks increase when new features are added.
C) The risks are proportional to the model ' s capabilities.
D) The risks remain the same as before the new features were added.


2. A company launches an AI application to monitor cloud misconfiguration and compliance. The AI application is shutting down development servers and opening ports during a client demonstration. Which of the following actions should the company take to return to normal operations and prevent future issues?

A) Implementing human-in-the-loop
B) Disabling the cloud monitoring
C) Restarting the servers
D) Reconfiguring the firewall


3. During a model validation procedure, an engineer notices that a model performs well during training but poorly during testing.
Which of the following best describes the reason?

A) Fine-tuning
B) Inference
C) Regularization
D) Overfitting


4. Which of the following strengthens the performance of a large language model (LLM) for malicious reconnaissance?

A) Prompting a chatbot to describe server naming patterns and Internet Protocol (IP) ranges
B) Enhancing a foundational model with the inclusion of retrieval-augmented generation (RAG)
C) Creating a web scraper script using AI to capture the company website
D) Instructing an AI assistant to query as an administrator


5. A penetration tester is assessing the controls of a deployed AI system that is designed to search and return the contents of files.
The tester runs the following:

Which of the following is the best control to prevent abuse of the system?

A) Reducing the privilege scope of the service account
B) Adding a large language model (LLM) guardrails library to the application code
C) Implementing custom detection rules for anomalous model behavior
D) Segmenting the workload into a separate virtual private cloud (VPC)


Solutions:

Question # 1
Answer: C
Question # 2
Answer: A
Question # 3
Answer: D
Question # 4
Answer: B
Question # 5
Answer: A

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