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| Section | Weight | Objectives |
|---|
| Topic 1: AI Risk Management | 31% | - AI threat and vulnerability management
- 1. Threat modeling for AI systems
- 2. AI vulnerability assessment
- Third-party and supply chain risk management
- 1. Vendor risk evaluation
- 2. Supply chain security controls
- AI risk assessment and treatment
- 1. Risk identification and analysis
- 2. Risk thresholds and mitigation
|
| Topic 2: AI Technologies and Controls | 38% | - AI security architecture and design
- 1. AI infrastructure protection
- 2. Secure AI system architecture
- AI security monitoring and operations
- 1. Operational AI controls
- 2. Security monitoring and logging
- Trust, safety and compliance controls
- 1. Responsible AI practices
- 2. Compliance and governance validation
- Data management and privacy controls
- 1. Data integrity and protection
- 2. Privacy and ethical AI controls
|
| Topic 3: AI Governance and Program Management | 31% | - AI security program management
- 1. Program development and maintenance
- 2. Incident response and business continuity
- AI asset and data lifecycle management
- 1. AI asset inventory and management
- 2. Data governance
- Stakeholder considerations and governance frameworks
- 1. AI governance models and oversight
- 2. Industry frameworks and regulatory requirements
- AI policies and procedures
- 1. Policy implementation and compliance
- 2. AI-related strategy development
|
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ISACA Advanced in AI Security Management (AAISM) Exam Sample Questions (Q83-Q88):
NEW QUESTION # 83
Which of the following patterns MOST likely indicates a potential memory poisoning attack in an agentic AI system?
- A. Anomalous high-frequency writes
- B. Decreased average token latency
- C. Insufficient memory footprint
- D. Increased Transport Layer Security (TLS) handshake time
Answer: A
Explanation:
Memory poisoning attacks involve malicious manipulation or corruption of an AI agent's memory or stored context. Anomalous high-frequency writes are a strong indicator because they may reflect repeated unauthorized attempts to alter memory contents, inject false context, or corrupt the agent's retained information.
NEW QUESTION # 84
The PRIMARY goal of data poisoning attacks is to:
- A. compromise the confidentiality of output data from the model
- B. compromise the confidentiality of model input data
- C. manipulate the behavior of the model during development
- D. undermine the integrity of the AI system's outputs
Answer: D
Explanation:
AAISM defines data poisoning as the insertion of malicious or corrupted data into training (or fine- tuning) pipelines to degrade or bias model behavior, thereby compromising output integrity in production.
NEW QUESTION # 85
Which of the following BEST addresses hallucination risk when adopting generative AI solutions?
- A. Expanding training datasets with publicly available information
- B. Monitoring for compliance with international AI regulations
- C. Limiting AI usage only to internal developed proprietary algorithms
- D. Approving AI-generated responses with mandatory human review
Answer: D
Explanation:
Mandatory human review ensures that AI-generated outputs are checked for accuracy and reliability before use, directly mitigating hallucination risk by preventing incorrect or fabricated information from being accepted or acted upon.
NEW QUESTION # 86
Which of the following BEST describes the role of model cards in AI solutions?
- A. They are used to automatically fine-tune AI models by adjusting hyperparameters based on user feedback
- B. They provide a standardized way to document the training data and AI model use cases
- C. They are primarily used to visualize the performance of AI models
- D. They help developers create synthetic data and train AI models
Answer: B
Explanation:
AAISM positions model cards as standardized documentation artifacts that record intended use and out-of-scope use, training/evaluation data characteristics, performance metrics across groups, limitations/risks, and governance controls/owners. Their purpose is transparency and assurance, not automated tuning or synthetic data generation. Visualization (A) may appear within a card, but the core role is structured documentation for governance, risk, and compliance.
NEW QUESTION # 87
After an organization deploys an AI-based system, a regulator warns of increased risk related to AI re-identification attacks on anonymized datasets. Which of the following should the information security manager do FIRST?
- A. Immediately delete all anonymized datasets and suspend AI services.
- B. Require staff to sign nondisclosure agreements (NDAs) and implement strong access controls for services using anonymized data.
- C. Assume anonymization is permanent and maintain business as usual.
- D. Implement a continuous monitoring program for re-identification risk, including privacy audits and adversarial testing.
Answer: D
Explanation:
Establishing continuous monitoring with privacy audits and adversarial testing directly addresses the evolving risk of re-identification by detecting vulnerabilities and measuring the effectiveness of anonymization over time. This proactive approach enables the organization to assess and mitigate the risk without unnecessarily disrupting operations.
NEW QUESTION # 88
......
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