Adaptive AI-driven WAF testing and lessons
🛡️ Cloudflare evaluated how frontier LLMs can act as adaptive attackers against a WAF by building a tester that iterates payload encodings and delivery methods, observing HTTP responses to guide next moves. The tests ran against an authorized staging environment across 45 scenarios and six attack categories, producing 1,107 attempts that were human-triaged into 49 actionable findings and 558 blocked requests. Findings led to rule and normalization changes in the Managed Ruleset and produced practical deployment guidance to strengthen layered defenses.
