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RSAC 2026 Quick Look: Model Collapse and Idiocracy: Ensuring the Future of AI Stays Intelligent


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This Quick Look provides a short preview of the full session being presented at RSAC 2026 Conference. Model collapse is the AI equivalent of the movie Idiocracy. When AI models are trained on low quality data, they experience irreversible defects; gradually losing accuracy. This presentation will demystify the technical reasons behind AI degradation, examine the security implications, and provide actionable guidance using NIST AI-RMF principles to ensure AI remains reliable and effective.
Contributors
Diana Kelley

CISO, Noma Security


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