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Cloudflare WAF Faces Adaptive AI Probes

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Cloudflare WAF Faces Adaptive AI Probes
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// 1h agoBENCHMARK RESULT

Cloudflare WAF Faces Adaptive AI Probes

Cloudflare tested its WAF against an adaptive, black-box AI tester across 45 scenarios and 1,107 attempts, finding 49 issues after human review. The results produced new protections, especially for command injection and SSRF.

// ANALYSIS

The important result is not that individual payloads passed, but that adaptive mutation exposed gaps static security tests can miss.

  • –XSS, SQLi, LFI, and Log4j coverage was nearly complete.
  • –Command injection and SSRF accounted for 48 of 49 findings.
  • –A trailing-dot cloud metadata address triggered a redirect instead of a WAF block, creating a lead for investigation—not proof of exploitation.
  • –Human triage remains essential because a request passing the WAF is not automatically a vulnerability.
  • –Repeating the test with a second model version surfaced similar issues, suggesting the approach is reproducible.
// TAGS
cloudflare-wafllmsecurityevaluationbenchmarkautomationtesting

DISCOVERED

1h ago

2026-09-29

PUBLISHED

1h ago

2026-09-29

RELEVANCE

9/ 10

AUTHOR

AIQuanting