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.
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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.
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paper-writing-contract-planner
Create or update a paper writing contract before drafting an ML/AI paper. Use when the user wants to lock the paper's venue, positioning, archetype, section order, paragraph roles, claim/evidence slots, figure/table jobs, related-work boundary, limitation policy, forbidden claims, exemplar patterns, or writing rules before using paper-writing-assistant.
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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.
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