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cluster-reduce-synthesis
将多个源的结构化提取结果,进行聚类合并压缩。 输出 cluster summaries + contradictions + consensus。
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
메뉴
将多个源的结构化提取结果,进行聚类合并压缩。 输出 cluster summaries + contradictions + consensus。
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
SOC 직업 분류 기준
搜索和浏览 AI Agent 研究论文库 (基于 Awesome-AI-Agents-Live 数据集,8800+ 篇论文)。Use when: (1) user asks about AI agent research papers, (2) user wants to find papers on specific agent topics (memory, planning, tools, collaboration, etc.), (3) user asks about trends or state-of-the-art in AI agents, (4) user needs paper recommendations by category/difficulty/score. NOT for: general academic search outside AI agents (use arxiv-search), non-research questions.
Search academic papers from arXiv, OpenAlex, and Semantic Scholar. Use when user asks to find research papers, search academic literature, get paper information, or verify citations.
Use when user needs to: (1) control Chrome browser, web automation, web scraping; (2) 控制浏览器、网页自动化、网页抓取; (3) screenshot, form filling, page navigation, execute JS in browser; (4) 截图、填表、页面导航、执行JS; (5) interact with existing Chrome session. Triggers: browser, chrome, CDP, puppeteer, selenium, playwright, 浏览器, 网页自动化, 截图, 爬虫, 网页操作.
综合设计技能:HTML 设计稿、演示文稿、交互原型、动画、线框图、Mondo 风格海报/书籍封面/专辑封面。 触发词:设计、design、mockup、prototype、landing page、deck、PPT、海报、poster、 书籍封面、book cover、专辑封面、album art、wireframe、故事板、storyboard、 可视化、visualize、Mondo、公众号封面、小红书配图、文章配图。 支持事实核验、品牌资产协议、10 种设计哲学方向、20+ 传奇艺术家风格、 多平台比例(21:9/16:9/3:4/1:1/9:16)、反 AI 烂设计规则、React+Babel 技术规范。
Search the web using Baidu AI Search Engine (BDSE). Use for live information, documentation, or research topics.
Create, customize, and export publication-ready charts (line, bar, scatter, pie, histogram) from CSV/Excel data with full Chinese font support, responsive layout, and Windows-compatible rendering. Use when user asks to: (1) 画图表、绘图、数据可视化; (2) 折线图、柱状图、散点图、饼图、直方图; (3) CSV/Excel 数据绘制; (4) mention chart type ('line chart', 'bar plot'); (5) 中文标签、标题、字体.
| name | cluster_reduce_synthesis |
| description | 将多个源的结构化提取结果,进行聚类合并压缩。 输出 cluster summaries + contradictions + consensus。 |
| version | 1.0 |
| dependencies | {} |
| inputs | [{"extracted_list":"list"},{"user_query":"str"},{"max_clusters":"int"}] |
| outputs | [{"reduced_json":"dict"}] |
将多个源 extracted_json 综合成主题聚类,输出结构化 cluster。 使用分步 synthesis 来可控,避免 token 爆炸。
{
"query": "",
"clusters": [
{
"cluster_id": "C1",
"topic": "",
"summary": "",
"merged_claims": [
{
"claim": "",
"supporting_sources": ["S1", "S3"],
"evidence": "",
"confidence": 0.0
}
],
"key_results": [
{
"result": "",
"metric": "",
"value": "",
"sources": ["S2"]
}
]
}
],
"consensus_points": [
{
"point": "",
"sources": ["S1", "S4"]
}
],
"contradictions": [
{
"issue": "",
"side_a": {"claim": "", "sources": ["S1"]},
"side_b": {"claim": "", "sources": ["S2"]},
"notes": ""
}
],
"open_questions": [],
"recommended_next_search": []
}