Audit and constrain a paper's experiment section — experiment and ablation design, plus results narration — without leading the design. Use when the user is building or revising experiments, ablations, or results writeup and wants a check that (1) every experiment and ablation maps to a main claim, (2) the set is the…
Audit research ideas, contribution statements, manuscript positioning, and proposed paper storylines for novelty risk before packaging. Use for comparing an idea against classic algorithmic paradigms, direct related work, adjacent fields, dangerous baselines, reviewer attacks, defensible claim boundaries, required…
Recommend target journals for a finished or near-finished manuscript. Use when the user asks where to submit, wants a shortlist, checks fit for a journal, compares SCI/non-SCI, OA/subscription, Chinese/English, fast-review venues, or asks which journals are realistic. Gather indexing, OA/budget, language, deadline…
Diagnose, restructure, or rewrite academic manuscript arguments into a problem-driven paper storyline. Use for abstracts, introductions, methodology narratives, formula explanations, theory/proof exposition, experiments, results, discussion, conclusions, contribution statements, section outlines, and full-paper…
Draft, revise, or diagnose an academic journal cover letter (submission letter to the editor) once the manuscript is essentially complete. Use for the submission statement, a non-overclaiming contribution summary, scope-fit argument for the target journal, originality and ethics declarations, suggested or opposed…
Polish, translate, or faithfully revise Chinese or English TeX academic manuscripts; verify source-to-output TeX, math, citation, numerical, and claim preservation; audit cross-section terminology, mathematical notation, and numerical consistency; or apply an author-approved notation mapping. Use for sentence-level…
Draft, plan, or diagnose a point-by-point response to reviewers (response letter / rebuttal) for a journal or conference revision, especially IEEE Transactions and control, robotics, automation, aerospace, and intelligent-systems venues. Use to audit the manuscript's claims, decode each comment's hidden concern, grade…
Write, diagnose, revise, or audit literature review, related work, introduction background, research-gap, and reference-selection sections using a problem-driven S-R-L-H-G-M-C-V protocol. Use for claim-first citation selection, literature-route organization, hidden-assumption analysis, direct competitor coverage…
Read an academic-paper PDF or supplied full text and turn it into a faithful, structured Markdown deep-reading note. Use when the user provides a research paper and asks to read, explain, summarize, take notes, extract its problem, method, equations, experiments, results, limitations, or research implications, or fill…