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This skill provides a comprehensive framework for transforming chaotic debugging sessions into a methodical, scientific process. It equips developers with the strategies needed to reproduce elusive bugs, isolate variables, and verify fixes using proven techniques like binary search debugging and differential analysis. Whether you are investigating performance bottlenecks, memory leaks, or production-only regressions, this skill provides language-specific implementation patterns for JavaScript, Python, and Go, alongside conceptual mental models to find the root cause of any issue across the entire technology stack.