limitations-scope-writer
Plan, draft, and revise ML/AI limitations, scope, failure cases, ethics, broader impact, and conclusion caveats so they control claim boundaries without undermining the paper. Use when the user wants limitation wording, scope statements, failure-case interpretation, ethics/broader-impact text, or overclaim reduction.
Repository SourceNeeds Review
method-section-explainer
Plan, draft, and revise ML/AI method sections for clarity, notation flow, module ordering, algorithm boxes, overview figures, design rationales, and appendix boundaries. Use when the method exists but needs to be explained clearly in paper prose.
Repository SourceNeeds Review
abstract-title-contribution-writer
Draft and revise ML/AI paper titles, abstracts, and contribution lists so the paper's highest-level promise matches its venue, positioning, claims, and evidence. Use when the user wants title options, abstract structure, contribution bullets, claim-strength calibration, or title/abstract/contribution consistency.
Repository SourceNeeds Review
related-work-positioning-writer
Plan, draft, and revise related work for ML/AI papers as novelty-boundary writing. Use when the user needs closest-work grouping, citation role assignment, related-work paragraph plans, boundary statements, safe novelty wording, or a related-work section that aligns with paper positioning and citation coverage.
Repository SourceNeeds Review