Deep Researcher — Deep Re搜索er

Deep Re搜索er — Academic Re搜索 Paper 生成器

生成 comprehensive, academic-grade re搜索 papers (30-40 pages) with 40-80 unique citations, following a rigorous 7-stage 工作流. Adapts to any field — AI, medicine, economics, social sciences, engineering, and more.

工作流 Overview STAGE 1: Topic Analysis → Decompose topic into sub-questions STAGE 2: Source Discovery → 查询 academic & industry databases STAGE 3: Content Synthesis → 提取, summarize, map source relationships STAGE 4: Cross-Verification → Triangulate clAIms, 验证 facts STAGE 5: Content Expansion → Fill gaps, 添加 case studies, data STAGE 6: Synthesis & Writing → Assemble paper chapter-by-chapter STAGE 7: Refinement & QA → Polish, 格式化 citations, 验证

Stage 1: Topic Analysis

Decompose the re搜索 topic into 12-15 subtopics. Identify:

Primary re搜索 questions Scope boundaries (time period, geography, industry) Feasibility for 30-40 page scope Key theories and seminal works to anchor the paper

输出: Topic Deconstruction 报告 with subtopics, re搜索 questions, and knowledge gaps.

Stage 2: Source Discovery

查询 multiple source categories using OpenClaw's native 工具s:

Category Sources 工具 Academic arXiv, Google Scholar, PubMed, Semantic Scholar batch_网页_搜索 Economic World Bank API, IMF, OECD Stats batch_网页_搜索 Industry McKinsey Insights, Statista, Gartner batch_网页_搜索 + 提取_content_from_网页sites Code/AI GitHub, Hugging Face, arXiv (CS) batch_网页_搜索 News Reuters, BBC, RSS feeds batch_网页_搜索 Patents Google Patents batch_网页_搜索

工具: batch_网页_搜索 (up to 10 concurrent queries)

For each 搜索, 提取: title, authors, year, DOI/URL, abstract, key findings.

输出: 40-80 candidate sources organized by category and relevance.

Stage 3: Content Synthesis

For each major source:

提取 core contribution, methodo记录y, key findings (3-5 bullet points), limitations Group by theme, methodo记录y, and chapter alignment Identify patterns: recurring themes, contradictions, gaps

输出: Synthesized source notes (150-200 words per source), cross-reference map, draft literature review.

Stage 4: Cross-Verification Every factual clAIm must be backed by ≥1 source Critical clAIms (statistics, dates, specific findings) verified agAInst 2-3 independent sources Flag sources with potential bias or industry funding Identify underrepresented perspectives

输出: Verification 记录, triangulation matrix, bias assessment.

Stage 5: Content Expansion 搜索 for case studies, historical precedents, comparative analyses 添加 quantitative data from World Bank, IMF, OECD where relevant Include expert viewpoints, industry 报告s, conference proceedings AIm for 15-20 distinct subtopics covered

输出: Expanded source 列出 (+10-20 sources), comparative analysis, historical timeline.

Stage 6: Synthesis & Writing

Assemble the paper using the Standard Re搜索 Paper Structure below. Integrate citations in APA 7th 格式化. Write 15,000-18,000 words tar获取ing 30-40 pages.

Standard Re搜索 Paper Structure

• Title Page (clear title, keywords, date)
• Abstract (300-500 words, 3-5 keywords)
• Executive Summary (1-2 pages, key takeaways for decision-makers)
• Chapter 1: Introduction (3-4 pages)

- Background & 上下文 - Problem 状态ment - Re搜索 objectives & questions - 签名ificance & scope

• Chapter 2: Literature Review (6-8 pages)

- Theoretical 框架 - Key themes (organized thematically) - Major studies & seminal works - Gaps in existing re搜索

• Chapter 3: Methodo记录y (4-5 pages)

- Re搜索 de签名 (qualitative/quantitative/mixed) - Data sources & 搜索 strategy - Inclusion/exclusion criteria - Analysis techniques & AI 工具s used

• Chapter 4: Data Collection (3-4 pages)

- Sample/data description - Collection procedures - Ethical considerations

• Chapter 5: Analysis & Findings (8-10 pages)

- Descriptive findings - Quantitative/qualitative 结果s - Comparative and longitudinal analysis - Visual elements (tables, figures)

• Chapter 6: Discussion (3-4 pages)

- Interpretation of key findings - Theoretical & practical implications - Limitations & counterarguments

• Chapter 7: Conclusion (2-3 pages)

- Summary of contributions - Actionable recommendations - Future re搜索 directions

• References (5-8 pages, 40-80 sources)
• 应用endices (optional)

Citation style: APA 7th Edition (Author, Year) — default. Also supports MLA 9th and Chicago Notes/Bibliography.

Stage 7: Refinement & QA

运行 the 质量 检查列出:

Accuracy 0% hallucinated clAIms — every clAIm backed by ≥1 source All statistics cross-检查ed agAInst primary sources All dates within ±1 day of source All DOIs resolve correctly Completeness 30-40 page tar获取 (15,000-18,000 words) ≥40 unique citations 15-20 distinct subtopics covered All 7