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The Anti-Fabrication skill provides a rigorous framework for maintaining factual integrity by mandating evidence-based responses. It forces Claude to execute system tools—such as file reading, grep searches, and bash commands—before making assertions about codebases, system performance, or project timelines. By replacing vague superlatives and fabricated metrics with verifiable data, this skill ensures that documentation, research, and technical reports remain precise, transparent about uncertainties, and free from common AI hallucinations or 'plausible-sounding' fabrications.