When AI companion apps cross from utility into harm of vulnerable users
AI companion apps for vulnerable users trigger EU AI Act Articles 5 and 50. Zertia audits responsible AI design with 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.
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When AI augmentation makes professionals less capable over time
AI-induced skill atrophy threatens professional competence and oversight effectiveness. Zertia audits skill preservation with ISO 42001.
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.
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 the AI cannot tell instructions from the data it processes
Prompt injection is a class of adversarial attack specific to AI systems based on large language models (LLMs) in which an attacker crafts malicious input that…
When AI uplift turns ordinary cyberattackers into nation-state threats
AI-enhanced cyberattacks trigger NIS2 + EU AI Act Article 55. Zertia integrates ISO 42001 + ISO 27001 audit for cyber defense.
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.
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