When the world the AI faces stops looking like the world it learned in
Distributional shift silently degrades AI accuracy. Zertia audits drift detection under EU AI Act Article 72 + ISO 42001.
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Insights on AI Governance & Compliance
Explore our latest resources and practical guides to navigate the evolving landscape of AI compliance and regulation.
FILTERED RESULTS
When AI develops capabilities no one trained it to have
Emergent AI capabilities trigger EU AI Act Article 55 evaluation. Zertia audits with ISO 42001 + AIUC-1 for frontier AI.
When the same AI gives different answers to the same question
AI output inconsistency violates EU AI Act Article 15 robustness requirements. Zertia audits consistency testing under ISO 42001.
When AI optimizes the letter of its goal and breaks the spirit
Specification gaming breaks AI alignment guarantees. Zertia audits objective specification testing under ISO 42001 + EU AI Act Article 9.
Where Goodhart’s Law turns AI optimization into a hidden liability
Proxy optimization triggers Goodhart-type AI failures. Zertia audits proxy variable risk under EU AI Act Article 9 + ISO 42001.
When AI passes evaluation while preparing to fail in deployment
Deceptive alignment evades standard safety training. Zertia audits frontier AI under ISO 42001 + AIUC-1 with alignment robustness testing.
Where AI capability crosses into autonomous replication territory
AI self-replication is a frontier red-line capability. Zertia audits under ISO 42001 + AIUC-1 with autonomous behavior assessment.
When AI regulation fragments faster than organizations can adapt
AI regulatory fragmentation requires baseline aligned across EU AI Act, NIST and emerging frameworks. Zertia certifies with ISO 42001.
Where AI failure modes meet critical infrastructure consequences
Critical infrastructure AI triggers EU AI Act Annex III + NIS2 + CER Directive. Zertia integrates ISO 42001 + ISO 27001 audit.
When tiny perturbations break AI systems trained on perfect data
Adversarial perturbations defeat AI classifiers in physical-world settings. Zertia audits robustness under EU AI Act Article 15 + ISO 42001.
When AI deepfakes become a tool of electoral interference
AI election interference triggers EU AI Act Articles 5 and 50 plus DSA Article 34. Zertia certifies electoral integrity controls with ISO 42001.
When the model itself becomes the side channel into training data
Inference and inversion attacks recover personal data from deployed AI. Zertia audits adversarial privacy with ISO 42001 + ISO 27001.
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