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#ai-certification News & Analysis

3 articles tagged with #ai-certification. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

3 articles
AINeutralarXiv – CS AI · Jun 237/10
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The AI Evaluability Gap: The Missing Layer for Managing Risk and Sustaining Value

Researchers introduce the concept of 'Evaluability' to address the AI Evaluability Gap—the insufficient evidence organizations have to make confident governance decisions about AI risk and value. The framework proposes six properties of evaluable evidence and distinguishes between operational and investment certification to strengthen AI governance practices.

AINeutralarXiv – CS AI · May 76/10
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Defining Operational Conditions for Safety-Critical AI-Based Systems from Data

Researchers present a novel Safety-by-Design method to define Operational Design Domains (ODDs) for safety-critical AI systems using data-driven approaches rather than traditional expert-led design. The approach uses kernel-based representations to retroactively characterize environmental conditions from collected data and is validated through aviation collision-avoidance system testing, potentially enabling future certification of AI systems in critical domains.