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Kavitha Mariappan

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  1. RAISE Summit21 min

    The Uncomfortable Math of Frontier AI in Production | Kavitha Mariappan | RAISE Summit 2026

    Kavitha Mariappan

    At RAISE, approximately 110 exhibitors, including 18% startups and 30% scale-ups, convened to address the shift from perimeter-based security to resilience against autonomous AI agents that now possess economic agency and emergent capabilities. Recent threat intelligence reveals that 53% of recent attacks are AI-related, with adversaries exploiting embedding space geometry and open-source models to bypass traditional deterministic defenses while 88% of enterprises lack the ability to roll back unauthorized agent actions. Experts recommend a strategic pivot toward assuming breach status by inventorying non-human identities, rotating machine tokens, and prioritizing recovery protocols over prevention to counter the asymmetric advantages held by autonomous threats.