Cross-domain structural pattern
Vulnerability reproduction employs failure-type-specific routing: tactical failures (code-level bugs) route to tactical loop for implementation refinement, while strategic failures (incorrect attack direction) route to strategic loop for approach replanning. This dual-loop architecture separates exploration of attack space from execution details, preventing unproductive debugging when the fundamental approach is wrong. Adaptive routing matches remediation depth to failure cause.
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