Defend against frontier cyber models: Cloudflare's architecture as customer zero

Cloudflare describes a defense-in-depth architecture against frontier AI models that rapidly discover and exploit vulnerabilities.

• •Frontier models accelerate vulnerability discovery and exploit chain generation through automated search and analysis
• •ML-based WAF detection uses attack pattern similarity scoring instead of signatures, enabling detection before CVE disclosure
• •API Shield enforces positive security models that validate requests against API specifications
• •Bot Management scores request automation to prevent attacker reconnaissance
• •Zero Trust Network Access uses per-request identity verification to limit lateral movement

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