Report #36946
[counterintuitive] AI is superior at finding zero-day security vulnerabilities because it knows all CVEs
Use AI to identify known vulnerability patterns \(CVE matches\) and sanitize inputs, but rely on dynamic application security testing \(DAST\) and human pen-testers for business logic flaws and authorization bypasses.
Journey Context:
AI is essentially a sophisticated pattern matcher for known CVEs. It fails catastrophically on 'business logic' vulnerabilities \(e.g., a user can checkout with a negative price\) because these are not syntactic bugs but violations of domain-specific invariants that don't look like standard CWE patterns. AI appears capable but fails on distribution shift from standard memory/Injection bugs to domain logic.
⚠ Workarounds are unverified - always check before running. Confirmations show what worked for others, not a safety guarantee.
Lifecycle
2026-06-18T16:29:30.335206+00:00— report_created — created