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| Section | Weight | Objectives |
|---|
| AI-assisted Security | 24% | - Security automation and orchestration
- 1. Vulnerability management and assessment
- 2. Workflow automation and response playbooks
- AI in security strategy and operations
- 1. Threat modeling and risk assessment
- 2. Compliance monitoring and auditing
- AI for threat detection and response
- 1. Automated incident triage and correlation
- 2. Accelerated threat hunting
- 3. Anomaly detection and behavioral analysis
|
| Basic AI Concepts Related to Cybersecurity | 17% | - Core AI principles and terminology
- 1. Generative AI concepts and capabilities
- 2. Machine learning, deep learning, NLP, automation
- AI applications in security
- 1. Security automation and decision support
- 2. Threat detection and anomaly analysis
- AI-driven threats and risks
- 1. Automated phishing, polymorphic malware
- 2. Malicious use of generative AI
- 3. Adversarial machine learning attacks
|
| Securing AI Systems | 40% | - Defending against AI-specific attacks
- 1. Adversarial example defense
- 2. Threat modeling for AI lifecycles
- 3. Prompt injection, data poisoning, model inversion
- Security controls for AI systems
- 1. Model security: access, integrity, anti-tampering
- 2. Deployment environment security
- 3. Data protection: integrity, confidentiality, privacy
- Secure AI development and operations
- 1. Secure MLOps and AI pipeline design
- 2. DevSecOps integration for AI
|
| AI Governance, Risk and Compliance | 19% | - Governance frameworks and policies
- 1. Global standards: NIST AI RMF, EU AI Act
- 2. Organizational AI governance structures
- 3. Responsible AI principles and ethics
- Compliance and legal requirements
- 1. Transparency, accountability and auditability
- 2. Data protection and privacy laws
- Risk management for AI
- 1. Risk mitigation and control strategies
- 2. AI risk identification and assessment
|
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CompTIA SecAI+ Certification Exam Sample Questions (Q45-Q50):
NEW QUESTION # 45
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. Reconfiguring the firewall
- B. Restarting the servers
- C. Disabling the cloud monitoring
- D. Implementing human-in-the-loop
Answer: D
NEW QUESTION # 46
Which of the following is required first in order to send a prompt query and response in a language model (LLM) system when authentication is enabled?
- A. Front-end web proxy gateway
- B. Application programming interface gateway
- C. Endpoint access control
- D. Back-end access gateway
Answer: C
Explanation:
When authentication is enabled, the first requirement for sending a prompt query and receiving a response is endpoint access control. It ensures only authenticated and authorized users or systems can interact with the LLM endpoint.
NEW QUESTION # 47
Which of the following requires developers to harden infrastructure to protect AI systems?
- A. Acceptable use policies
- B. Configuration standards
- C. Development guidelines
- D. Intake processes
Answer: B
Explanation:
Basic Concept: Infrastructure hardening for AI systems involves applying security baseline settings and eliminating unnecessary attack surfaces. CompTIA SecAI+ Exam Objectives identify configuration standards as the specific governance instrument that mandates infrastructure hardening requirements for AI deployments.
Why D is Correct: Configuration standards are formal, technical documents specifying exact security settings, baseline configurations, and hardening requirements that developers and administrators must implement to protect systems including AI infrastructure. They establish enforceable rules such as disabling unnecessary services, applying least-privilege access, and enforcing secure communication protocols specifically for AI systems.
Why A is Wrong: Intake processes govern how new projects, systems, or requests are evaluated and onboarded into an organization. They are procedural checkpoints for initial assessment, not technical hardening directives for developers.
Why B is Wrong: Acceptable use policies define appropriate ways employees and users may use organizational systems and AI tools. They are behavioral guidelines aimed at end users, not technical requirements instructing developers to secure infrastructure.
Why C is Wrong: Development guidelines provide best practices and recommendations for software development and may include security considerations. However, they are advisory in nature and broader in scope than the specific mandatory infrastructure-hardening requirements found in configuration standards.
NEW QUESTION # 48
When should containment occur during the incident response lifecycle?
- A. Before identification
- B. Before eradication
- C. After lessons learned
- D. Immediately after recovery
Answer: B
Explanation:
Containment follows identification and precedes eradication.
NEW QUESTION # 49
A cybersecurity administrator needs a security mechanism that can validate input.
Which of the following controls should the administrator use?
- A. Token limits
- B. Prompt firewall
- C. Rate limits
- D. Input quantity
Answer: B
Explanation:
Basic Concept: Input validation is a fundamental security principle that checks incoming data against expected criteria before processing it. For AI systems, this requires a mechanism capable of inspecting the semantic content and structure of inputs - not just their volume or format. CompTIA SecAI+ Study Guide identifies prompt firewalls as the primary input validation control for AI systems.
Why A is Correct: A prompt firewall validates incoming inputs by inspecting their content against security policies, detecting malicious patterns such as injection strings or jailbreaking attempts, enforcing structural rules, and blocking non-compliant inputs before they reach the AI model. Unlike network firewalls that operate on packet headers, a prompt firewall understands the semantic content of AI prompts, making it the appropriate input validation mechanism for AI systems.
Why B is Wrong: Rate limits control how frequently inputs are submitted, not what those inputs contain. A malicious prompt submitted within rate limits will not be detected or blocked - rate limiting does not validate the content or intent of individual inputs.
Why C is Wrong: Token limits cap the maximum length of inputs and outputs in terms of tokens. While this can prevent excessively long inputs from being processed, it does not inspect input content for malicious patterns or validate that inputs conform to policy requirements.
Why D is Wrong: Input quantity is a generic term that might refer to limiting the number or size of inputs.
Like token limits and rate limits, quantity controls do not validate the content of inputs for security compliance or detect malicious prompt patterns.
NEW QUESTION # 50
......
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