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The Verification Guardrail skill implements a strict 'evidence-before-claims' policy for Claude Code, preventing premature success declarations or false positives during the development lifecycle. By mandating fresh verification runs, output analysis, and red-green testing cycles, it ensures that every assertion—from passing tests to bug fixes—is backed by real-time data rather than assumptions. This skill is essential for maintaining high trust and code quality, effectively eliminating the risk of 'should work' assertions in collaborative environments.