Exam Name: CompTIA SecAI+ Certification Exam
Certification Provider: CompTIA
Corresponding Certification: CompTIA SecAI+
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CompTIA CY0-001 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Attacks, Threats, and Vulnerabilities | 24% | - Given a scenario, analyze potential indicators associated with application attacks - Explain penetration testing concepts - Compare and contrast types of social engineering attacks - Given a scenario, analyze potential indicators associated with network attacks - Explain threat actor types and attributes - Explain vulnerability scanning concepts - Given a scenario, analyze potential indicators to determine the type of attack |
| Operations and Incident Response | 16% | - Given a scenario, use data sources to support an investigation - Given a scenario, use appropriate tool to assess organizational security - Explain key aspects of digital forensics - Summarize the importance of policies, processes, and procedures for incident response - Given a scenario, apply mitigation techniques or controls to secure an environment |
| Architecture and Design | 21% | - Explain secure application development, deployment, and automation concepts - Explain the security implications of embedded and specialized systems - Summarize basics of cryptographic concepts - Explain the importance of security concepts in an enterprise environment - Summarize virtualization and cloud security concepts - Explain the importance of physical security controls - Summarize authentication and authorization design concepts - Given a scenario, implement cybersecurity resilience |
| Governance, Risk, and Compliance | 14% | - Explain privacy and sensitive data concepts in relation to security - Summarize regulations, standards, and frameworks that impact organizations - Explain risk management processes and concepts - Given a scenario, follow organizational security policies and procedures - Compare and contrast various types of security controls |
| Implementation | 25% | - Given a scenario, implement secure mobile device policies - Given a scenario, implement secure systems design - Given a scenario, implement identity and account management controls - Given a scenario, implement secure host settings - Given a scenario, implement public key infrastructure (PKI) - Given a scenario, implement secure network architecture concepts - Given a scenario, apply cybersecurity solutions to the cloud - Given a scenario, implement authentication and authorization solutions |
CompTIA SecAI+ Certification Sample Questions:
Question 1
An AI architect reviews AI utilization and wants to improve the user experience.
Which of the following should the architect review within the logs?
A. Data storage
B. Model accuracy
C. Rate monitoring
D. Access controls
Question 2
During the selection of a machine learning (ML)-based threat classification model, a cybersecurity administrator verifies that label distribution is highly unbalanced.
Which of the following processing techniques should the engineer use to balance the model?
A. Data verification
B. Data provenance
C. Data augmentation
D. Data lineage
Question 3
Which of the following controls is the best way to mitigate a denial-of-service (DoS) attack?
A. Model guardrails
B. End-to-end encryption
C. Rate limiting
D. Access controls
Question 4
As a compliance requirement, a large language model (LLM) application requires setting up guardrails.
Which of the following resources is most appropriate to use?
A. Open Worldwide Application Security Project (OWASP)
B. Retrieval-augmented generation (RAG)
C. Security incident and event management (SIEM)
D. LLM libraries
Question 5
A security alert triggers an agentic system. An analyst notices the following payload in the logs. The alert includes multiple shell commands that are not typically run as part of any hardening:
Which of the following is the most effective control to implement?
A. Using only approved libraries when interacting with agentic systems
B. Deprecating model usage and retaining the model with safer parameters
C. Adding logic that includes approved strings before running the shell commands
D. Modifying the application to ignore the SECURITY_UPDATE tag
Solutions:
| Question 1 Answer: B | Question 2 Answer: C | Question 3 Answer: C | Question 4 Answer: A | Question 5 Answer: C |
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