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ISC2 Certified in Cybersecurity 2026 outline · Domain 1: Security principles

CIA applied to AI systems: data poisoning, transparency and bias

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Last reviewed September 25, 2026 · Leer en español

Artificial intelligence (AI) systems, and especially machine learning (ML) models that learn patterns from data, are now part of ordinary business: chat assistants, fraud scoring, resume screening and security tools. They are still information systems, so the CIA triad applies, but they bring new ways to lose each goal and new concerns such as transparency and bias.

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