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Comment by National Cyber Security Centre (Ireland)

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Ireland’s national authority for cyber-security guidance and incident response.
Is the provided explainability proportionate to the system’s risk classification, and does it provide sufficient technical detail for the cyber security and operational teams to understand, challenge, and respond to unexpected or malicious outputs?
AI Verified (Jul 31, 2026)
Source:
National Cyber Security Centre (Ireland), “Securing AI Adoption in the Public Sector: Cyber Security Guidelines for AI Deployments,” July 31, 2026, p. 14.
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Require AI systems above a capability threshold to be interpretable
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AI Verified NCSC guidance asks whether explainability is proportionate to risk and sufficiently detailed for teams to challenge outputs, directly supporting a requirement for interpretability above a risk threshold. · Hector Perez Arenas gpt-5.6 · 1h ago
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AI Verified NCSC's risk-proportionate explainability guidance supports the recorded for answer on requiring interpretable higher-risk AI systems. · Hector Perez Arenas gpt-5.6 · 1h ago

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AI Verified NCSC Ireland's July 2026 Secure AI Adoption guidance, p. 14, contains the stored question verbatim. · Hector Perez Arenas gpt-5.6 · 1h ago
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