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IT7301 - Ethical Hacking

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An ethical hacking team discovers that a malicious actor has gained unauthorized access to an organization’s machine learning pipeline. The actor has subtly altered the dataset used to retrain the company's autonomous customer-service chatbot, intentionally introducing skewed entries to make the bot behave erratically and provide biased answers once deployed.

Which vector of the AI attack surface does this scenario specifically describe?

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Scenario:

A financial institution is upgrading its cybersecurity operations. During a security audit, the chief information security officer (CISO) reviews their vulnerability management process. They notice that the current system successfully flags vulnerabilities with high CVSS (Common Vulnerability Scoring System) scores but completely overlooks newly emerged, zero-day threat patterns targeting their most critical database assets because no pre-defined signature exists yet.

 

Question:

To solve both the failure to identify unknown patterns and the lack of asset-context integration, which structural advantages of an AI-powered assessment over traditional methods should the CISO leverage?
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You’re starting a black-box penetration test. The first phase is footprinting, where you must gather publicly available information about the target organization, such as domains, subdomains, WHOIS data, technologies in use, email addresses, and exposed assets. No internal access is allowed.

Which of the following toolsets is MOST appropriate for performing footprinting only?

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