The Redundancy Pruner is a specialized editing skill designed for researchers and technical writers who need to transform repetitive, template-like drafts into intentional, professional surveys. It operates with a subtraction-first methodology, identifying and consolidating redundant methodology disclaimers and 'looped' paragraph structures that often plague long-form documents. By replacing generic 'slide-like' navigation with content-rich argument bridges, it improves narrative flow without introducing new facts or altering existing citation keys. It is particularly effective for polishing survey papers where the same caveats or transition patterns repeat across multiple subsections, ensuring that each part of the document remains distinct and purposeful.