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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: AI Governance, Risk, and Compliance | 19% | - Risk and Compliance
|
| Topic 2: Basic AI Concepts Related to Cybersecurity | 17% | - Generative AI Concepts
|
| Topic 3: Securing AI Systems | 40% | - AI System Protection
|
| Topic 4: AI-Assisted Security | 24% | - Operational Use of AI
|
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質問 # 162
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?
正解：C
解説：
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.
質問 # 163
A detection engineering team wants to use AI to automatically prevent vulnerable code from reaching production. Which of the following is the most effective way to accomplish this task?
正解：C
解説：
Integrating an LLM into the CI/CD pipeline ensures automated code review at build time, blocking vulnerable code from reaching production. This enforces security checks consistently and effectively during the deployment process.
質問 # 164
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?
正解：B
解説：
Basic Concept: When authentication is enabled on an LLM system, users must prove their identity before the system processes any requests. The authentication process must occur at the point where users first attempt to access the system before any data can be transmitted. CompTIA SecAI+ Study Guide covers the order of authentication controls in AI system access architectures.
Why B is Correct: Endpoint access control is the first requirement when authentication is enabled, as it governs the initial connection from the user ' s device to the system. Before any prompt can be sent or response received, the endpoint must be authenticated and authorized to access the LLM service. Endpoint access control verifies user identity and device compliance at the earliest possible point in the request flow, gating all subsequent processing.
Why A is Wrong: A front-end web proxy gateway routes and manages web traffic between users and backend services. While it may participate in the authentication flow, it is a routing and mediation component that operates after the endpoint has been validated, not the first authentication requirement.
Why C is Wrong: An API gateway manages API traffic, authentication tokens, and rate limiting for API interactions. It processes requests after initial endpoint authentication has been established and the request is being routed to the LLM backend.
Why D is Wrong: A back-end access gateway controls access to backend services and resources. It operates downstream from both endpoint authentication and API gateway processing, representing a deeper layer of the access control architecture rather than the first authentication requirement.
質問 # 165
Instructions: Click the (+) to assign each threat category into its appropriate framework.
An architect is modeling an agentic system to meet security standards.
正解：
解説：
See Explanation below for complete solution for this PBQ.
Explanation:
Basic Concept: This is a Performance-Based Question (PBQ) - a simulation item requiring interactive drag- and-drop assignment of threat categories to appropriate frameworks in the actual exam. It tests knowledge of how different AI threat frameworks categorize and address specific threat types for agentic systems.
Key Concept - Framework-to-Threat Mapping: MITRE ATLAS covers ML-specific adversarial tactics such as model evasion, data poisoning, model extraction, and prompt injection for agentic systems. OWASP LLM Top 10 addresses application-level LLM vulnerabilities such as insecure output handling, excessive agency, and supply chain risks. NIST AI RMF addresses governance-level risks across the AI lifecycle. STRIDE addresses architectural threats including spoofing, tampering, repudiation, information disclosure, DoS, and elevation of privilege.
Why This Matters: Agentic AI systems have a unique threat landscape combining traditional software vulnerabilities with AI-specific attacks. Correctly mapping threat categories to frameworks is essential for comprehensive threat modeling of systems that autonomously execute multi-step tasks with tool access and real-world consequences.
Reference: CompTIA SecAI+ Study Guide Domain 4 covers AI governance frameworks and their specific threat categories. Candidates should understand the scope and focus areas of MITRE ATLAS, OWASP LLM Top 10, NIST AI RMF, and traditional security frameworks as they apply to agentic AI system security modeling.
質問 # 166
A security administrator must implement security controls for AI systems.
Which of the following access controls should the administrator set up first for authentication?
正解：D
解説：
Basic Concept: In a layered AI system security architecture, access control must be established at each layer, beginning from the outermost point of entry. Authentication must be established at the endpoint level first, as this is the first point of interaction between users and the AI system. CompTIA SecAI+ Study Guide establishes endpoint authentication as the initial access control layer for AI systems.
Why D is Correct: Endpoint access control is the first authentication control to implement because it governs the initial connection from user devices or client applications to the AI system. All subsequent access layers including server access, model access, and data access depend on the endpoint being authenticated first.
Establishing endpoint authentication ensures that only authorized endpoints can initiate sessions and proceed through subsequent authentication layers.
Why A is Wrong: Model access controls govern who can query, update, or access the AI model ' s parameters and functions. This control layer is implemented after endpoint authentication has been established, as it applies to requests that have already been authenticated at the endpoint level.
Why B is Wrong: Server access controls manage access to the computing infrastructure hosting the AI system. While critical for infrastructure security, server-level controls are configured by administrators and are not the first authentication control for end-user access flows.
Why C is Wrong: Data access controls define what data the AI system and its users can read, write, or query.
These are implemented at a deeper layer after endpoint and potentially model authentication have verified that the requester is authorized to interact with the system at all.
質問 # 167
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