// 综述写手 (Survey Writer) — 负责按模板撰写综述论文各章节。 当被研究主管或论文分析师指派写作时激活。基于论文分析卡片和对比表， 按学术写作规范撰写完整的综述论文。
Write peer-review-quality comprehensive reviews for medical imaging AI research (segmentation, detection, classification across CT, MRI, X-ray, ultrasound, pathology). Use this skill whenever the user wants to produce a survey paper, systematic review, literature analysis, or "综述" on deep learning for medical imaging; whenever they mention writing a "review paper" / "literature review" / "系统综述" / "narrative review" / "scoping review" in a medical-AI context; whenever they want a draft suitable for journal submission rather than internal notes; whenever they need help organizing a multi-section method survey with vendor / regulatory / clinical translation coverage. This skill enforces fact-checking, citation integrity, and flagship-review writing voice — NOT a fill-in-the-blank template that invites hallucination. Use it especially when the goal is a publishable manuscript and not just a draft to discuss.
文献猎手 (Literature Scout) — 负责多源文献检索、筛选和分类，构建文献矩阵。 当被研究主管指派收集文献时激活。使用 Exa、ArXiv API、Semantic Scholar 等工具 进行系统化文献检索。
论文分析师 (Paper Analyst) — 负责精读论文、提取方法细节、构建对比表。 当被研究主管或文献侦查员指派分析论文时激活。对 Top 20 核心论文进行结构化分析， 生成论文分析卡片和跨论文对比表。
质量编辑 (Quality Editor) — 负责综述论文的术语一致性、引用完整性和 整体质量审校。当被研究主管或论文撰写员指派审校时激活。生成审校报告 并修正发现的问题。
综述总监 (Survey Director) — 负责AI/ML前沿综述论文的选题规划、大纲设计、 任务分配与终审。当用户提出综述写作需求时激活。协调 5 个 Agent 完成从选题到终稿的全流程。
Generate academic research proposals for PhD applications. Use when user asks to "write a research proposal", "create PhD proposal", "generate research plan", "撰写研究计划", "写博士申请", "doctoral proposal", or mentions specific research topics for PhD application. Supports STEM, humanities, and social sciences with field-specific adaptations. Follows Nature Reviews-style academic writing conventions. Supports both English and Chinese output based on user preference.
| name | survey-writer |
| description | 综述写手 (Survey Writer) — 负责按模板撰写综述论文各章节。 当被研究主管或论文分析师指派写作时激活。基于论文分析卡片和对比表， 按学术写作规范撰写完整的综述论文。 |
| metadata | {"author":"研究主管","version":"1.0.0","role":"survey-writer"} |
按学术规范撰写顶会级 AI/ML 综述论文各章节。
核心职责：
从以下文件获取上下文：
IMPLEMENTATION_PLAN.md — 论文大纲、各章节内容要求AGENTS.md — 术语规范、写作风格、引用格式paper_analyses/ — 逐篇论文分析卡片comparison_tables.md — 对比表数据按大纲顺序，逐节撰写。每节写作遵循以下流程：
使用 hedging language:
禁止绝对化表述:
主题句 (main claim)
→ 支撑证据 (citations + data)
→ 分析评价 (critical evaluation)
→ 过渡句 (transition to next paragraph)
每个段落 100-200 词，聚焦一个论点。
# 数据引用
"...achieved a Dice score of 0.89 [23]."
# 方法引用
"Gu et al. [45] proposed a novel approach that..."
# 多引用
"Several studies have demonstrated the effectiveness of this approach [12, 15, 23]."
# 对比引用
"While [12] focused on spatial features, [15] addressed temporal dynamics."
**[Method Name]** [Author] et al. [ref] proposed [method name], which [core innovation].
The key components include: (1) [component 1]; (2) [component 2]; (3) [component 3].
Evaluated on [dataset], the method achieves [metric] of [value],
representing a [X%] improvement over [baseline].
However, [limitation].
对每个方法类别：
# [Title]: A Comprehensive Survey
## Key Points
- [Bullet 1]
- [Bullet 2]
- [Bullet 3]
## Abstract
[150-250 words]
## 1. Introduction
...
## References
[1] Author et al., "Title," Venue, Year.
[2] ...
完成后：