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Broader operational impacts
“These technical vulnerabilities, if left untested, do not exist in isolation,” Mindgard’s Garraghan says. “They manifest as broader organizational risks that span beyond the engineering domain. When viewed through the lens of operational impact, the consequences of insufficient AI security testing map directly to failures in safety, security, and business assurance.”
Sam Peters, chief product officer at compliance experts ISMS.online, sees widespread operational impacts from organziations’ tendency to overlook proper AI security vetting.
“When AI systems are rushed into production, we see recurring vulnerabilities across three key areas: model integrity (including poisoning and evasion attacks), data privacy (such as training data leakage or mishandled sensitive data), and governance gaps (from lack of transparency to poor access control),” he says.
in well organized HTML format with all tags properly closed. Create appropriate headings and subheadings to organize the content. Ensure the rewritten content is approximately 1500 words. Do not include the title and images. please do not add any introductory text in start and any Note in the end explaining about what you have done or how you done it .i am directly publishing the output as article so please only give me rewritten content. At the end of the content, include a “Conclusion” section and a well-formatted “FAQs” section.
