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Cloudflare announced an integrated application security framework that connects vulnerability discovery, agent governance, runtime protection, and incident response within a continuous learning loop. The offering includes capabilities for scanning applications with language models, validating agent traffic, enforcing positive security policies, and expanding access to threat intelligence.