What problem does it solve? Random fix attempts waste time, mask underlying defects, and introduce new bugs. This Skill enforces a disciplined debugging methodology that finds the actual root cause before any fix is proposed, even under time pressure or social pressure to apply quick patches. ## Core Features & Use Cases - Four-Phase Process: Root cause investigation, pattern analysis, hypothesis testing, and implementation, with explicit gates preventing you from skipping ahead. - Anti-Rationalization Defenses: Red-flag lists, common excuse rebuttals, and a mandatory architecture review after three failed fix attempts. - Supporting Techniques: Includes root-cause tracing up the call stack, defense-in-depth validation at multiple layers, condition-based waiting to replace flaky timeouts, and a bisection script to find polluting tests. - Use Case: A test fails intermittently in CI. Instead of adding another sleep, you follow Phase 1 to reproduce and gather evidence, trace the bad value to its origin, write a failing test, and fix the source with layered validation. ## Quick Start Use the systematic-debugging skill to investigate this failing test and find its root cause before suggesting any fix.