Use when polishing stable paper, review, thesis, rebuttal, or other scholarly prose that reads mechanically, over-smoothed, obviously AI-assisted, or contaminated by internal project notes, operation logs, process records, TODOs, handoff language, or draft-management traces in the manuscript body. Best after content, structure, evidence, citations, and claim strength are stable, for section-by-section rewriting that preserves meaning, citations, and technical rigor while reducing templated transitions, repetitive cadence, formulaic academic phrasing, and non-manuscript operational residue. Also use when a paragraph needs section-appropriate rhetorical calibration between正文机理密度 and摘要/引言/过渡 compactness. Chinese triggers: 论文降AI痕迹, 去AI味, 去模板化润色, 降低机械感, 学术润色, 最终润色, AIGC痕迹评估, 正文机理升级, 摘要过渡压缩, 内部项目记录, 操作记录痕迹, 主文日志化.
Plan, create, revise, and validate academic figures for papers, theses, dissertations, and technical reports. Use for SVG mechanism diagrams, conceptual models, Nature-grade multi-panel Matplotlib figures, data-driven plots,正文 figure interpretation handoff, draw.io engineering diagrams, workflow charts, use-case diagrams, architecture diagrams, tables-as-figures, figure captions, publication visual standards, export/editability QA, accessibility/color checks, and user-confirmed OpenAI image generation. Chinese triggers: 论文作图, 机理图, SVG绘图, Nature风格多面板图, matplotlib作图, 数据图正文分析, 图的作用阐释, drawio流程图, 用例图, 架构图, 论文插图标准, 图片投稿标准, 大模型绘图API.
Review academic language style without modifying manuscript state. Use when the user asks for language style review, wording checks, grammar, AI-like phrasing, templated expression, Chinese-English translation accuracy, figure/table text wording, citation sentence style, sentence-level ambiguity, terminology acceptability, connector density by section, or operation-record residue checks in a paper, thesis, dissertation, review, rebuttal, chapter, section, paragraph, or sentence. May run independently or as an upstream report for revision-control or academic-paper-orchestrator. Chinese triggers: 语言风格审查, 检查语言, 用词检查, 语法检查, AI味, 模板化表达, 中文译文准确性, 图表文字, 引用句式, 逐句语言审查, 逻辑连接词, 正文机理段, 摘要过渡段.
Plan, draft, revise, and integrate academic papers, theses, dissertations, review papers, experimental papers, and manuscript chapters from verified evidence. Use when the user asks for chapter outlines, paper structure, academic prose, bilingual Chinese-English writing, literature-backed claims, section-by-section drafting, revision, supervisor or reviewer comment response planning, introduction logic, abbreviation-first-use checks, evidence-gap marking, field terminology control, integrated manuscript assembly, data-figure body narration, rhetorical-depth calibration for正文 vs summary transitions, or multi-agent/sub-agent parallel checks for writing evidence support, subsection language audit, citation-distance audit, or reviewer-comment action decomposition. Chinese triggers: 论文写作, 章节写作, 论文润色, 综述写作, 毕业论文正文, 学术表达, 引言逻辑, 文献缺口, 待补证据, 评审意见修改, 术语规范, 数据图解读, 正文图表分析, 深度改写, 多agent写作审查, 子agent证据检查, 并行语言审查.
Post-draft academic manuscript review against benchmark papers and editorial standards. Use only after an initial full manuscript draft, thesis chapter draft, or journal paper draft exists and the user asks for review, grading, gap analysis, target-paper comparison, SCI/Q1 or Applied Energy-style readiness assessment, desk-reject risk review, page/paragraph/sentence-level audit, benchmark-literature comparison, reviewer-comment response planning, next-version optimization planning, or multi-agent/sub-agent parallel review across scope fit, novelty, scientific logic, evidence support, language audit, citation proximity, figure/format QA, and reviewer-comment action planning. Do not use during outline planning, literature search, figure generation, citation verification, formatting, or de-AI polishing unless a complete draft exists. Chinese triggers: 初版论文后评审, 论文生成后评审, 对标文献差距, SCI一区评审, 论文质量评判, 下一版优化方案, 与对标论文比较, 审稿意见处理, 多agent论文评审, 子agent并行评审, 多智能体稿件审查, 期刊匹配度审查, 创新性审查, 科学逻辑审查.
Manage sentence-level academic manuscript revision after or during drafting. Use when the user asks for formal revision,逐句修改,逐句审阅,修改轮次,句子通过/未通过确认,运行/打开/启动论文修改UI,运行/打开/启动批注UI,论文修改界面,批注界面,审稿批注界面, revision annotation UI, revision round control, object library maintenance, latest bilingual sentence review drafts, partial failed-sentence review drafts, project supplemental review standards, material dependency tracking, user confirmation logs, modification logs, or escalation plans for literature补充, structure重组, chapter rewriting, or large-scale rewriting. Coordinates language-style-review, post-manuscript-benchmark-review, academic-de-ai-polishing, paper-writing-workflow, and academic-research-verification results.
Format, normalize, and quality-check academic manuscripts, theses, dissertations, reports, and journal submissions according to a provided school handbook, Word template, journal guide, or general bilingual academic formatting rules. Use for DOCX layout, headings, margins, fonts, abstracts, references, captions, table of contents, page numbering, final document packaging, and Markdown-to-DOCX conversion with LaTeX-readable formulas, superscript/subscript preservation, and citation or reference cross-references. Chinese triggers: 论文排版, 毕业论文格式, Word模板, 学校格式手册, 期刊格式, 目录页码, 参考文献格式, Markdown转Word, md转docx, LaTeX公式转换, 上标下标转换, 参考文献交叉引用.
Coordinate an end-to-end academic paper, thesis, dissertation, review paper, or manuscript workflow by routing work across research verification, PDF/DOCX parsing, writing, academic figures, de-AI polishing, post-draft review, and formatting skills. Use when the user asks to manage a full paper project, plan a thesis from source materials to final DOCX, decide which academic skill should handle a task, run gated human-AI paper production, coordinate evidence gaps, field confirmation, reviewer-comment revision planning, final polish handoffs, or default multi-agent/sub-agent parallel review, verification, QA, and action-plan decomposition for substantial paper workflows. Chinese triggers: 论文全流程, 毕业论文, 学位论文, 综述论文, 论文总控, 编排论文工作流, 多agent论文流程, 子agent并行审查, 多智能体论文审查, 并行论文核验, 待补证据流程, 评审意见流程, 最终润色流程.