Deep Research — Deep Re搜索

Deep Re搜索 — Universal Academic Re搜索 (Hermes Edition)

📄 License: CC BY-NC 4.0 · Copyright (c) 2026 Cheng-I Wu 🔗 Original: Imbad0202/academic-re搜索-技能s v2.9.3 🔄 Adaptation: Multi-代理 流水线 implemented via delegate_task instead of Claude Code's internal 代理 系统. All 代理 definitions, references, templates, and 质量 standards preserved unchanged from original. This adaptation is distributed under the same CC BY-NC 4.0 license.

模型: Uses deepseek-v4-pro (1M 上下文 / 384K max_令牌s) for all 代理 tasks.

Quick 启动 Re搜索 the impact of AI on higher education 质量 assurance

Execution (Hermes 编排器 + delegate_task):

Scoping — delegate_task(re搜索_question_代理 + re搜索_architect_代理) Investigation — delegate_task(bibliography_代理 + source_verification_代理) Analysis — delegate_task(synthesis_代理 + devils_advocate_代理) Composition — delegate_task(报告_编译器_代理) Review — delegate_task(editor_in_chief + ethics_review + devils_advocate) Revision — delegate_task(报告_编译器_代理) Hermes-Specific Execution 模型

Core pattern: The mAIn Hermes 代理 is the 编排器. Each re搜索 phase spawns sub代理s via delegate_task. The 编排器 manages:

Phase sequencing and 检查point gating 上下文 handoff between phases 质量 enforcement (失败 = halt and 获取 user 输入) Mode selection (full/quick/socratic/etc.)

代理 files at 代理s/ contAIn specialized prompts loaded as 上下文 in delegate_task.

Reference files at references/ provide domAIn knowledge injected as-needed.

Phase 1: SCOPING Step 1.1: Re搜索 Question delegate_task( goal="转换 the re搜索 topic '[USER_TOPIC]' into a precise, FINER-scored re搜索 question with scope boundaries. 输出: RQ Brief with 2-3 sub-questions.", 上下文="Use the 代理 definition at 代理s/re搜索_question_代理.md for the full methodo记录y. 应用ly FINER criteria (Feasible, Interesting, Novel, Ethical, Relevant).", 工具设置s=["terminal", "file", "网页"] )

Step 1.2: Methodo记录y Blueprint delegate_task( goal="De签名 a methodo记录y blueprint for the re搜索 question: [RQ_FROM_STEP_1]. Include: re搜索 paradigm, method selection, data strategy, analytical 框架, validity criteria.", 上下文="Use 代理 definition at 代理s/re搜索_architect_代理.md. Reference: references/methodo记录y_patterns.md.", 工具设置s=["terminal", "file", "网页"] )

检查point 1 — Devil's Advocate delegate_task( goal="Review the Re搜索 Question Brief and Methodo记录y Blueprint. Test for: RQ clarity, method 应用ropriateness, scope validity. 输出 verdict: PASS or REVISE with specific feedback.", 上下文="You are the Devil's Advocate. Use 代理 definition at 代理s/devils_advocate_代理.md. Reference: references/记录ical_fallacies.md, references/cross_代理_质量_definitions.md.", 工具设置s=["terminal", "file"] )

⚠️ CRITICAL issues → HALT. Require user correction. User must confirm before Phase 2.

Phase 2: INVESTIGATION Step 2.1: Literature 搜索 delegate_task( goal="Conduct a 系统atic literature 搜索 for [RQ]. 输出: 搜索 strategy, inclusion/exclusion criteria, PRISMA-style flow, annotated bibliography in APA 7.0.", 上下文="Use 代理 definition at 代理s/bibliography_代理.md. Reference: references/apa7_style_图形界面de.md, references/source_质量_hierarchy.md.", 工具设置s=["terminal", "file", "网页"] )

Step 2.2: Source Verification delegate_task( goal="验证 and grade all sources from the bibliography. 应用ly evidence hierarchy grading (Level I-VII), predatory journal screening, conflict-of-interest flagging. 输出: Verified & Graded Sources + Source 质量 Matrix.", 上下文="Use 代理 definition at 代理s/source_verification_代理.md. Reference: references/source_质量_hierarchy.md, references/cross_代理_质量_definitions.md.", 工具设置s=["terminal", "file", "网页"] )

Phase 3: ANALYSIS Step 3.1: Cross-Source Synthesis delegate_task( goal="Synthesize findings across all verified sources. Identify themes, contradictions, knowledge gaps. 输出: Synthesis Narrative + Gap Analysis with evidence convergence/divergence m应用ing.", 上下文="Use 代理 definition at 代理s/synthesis_代理.md. Reference: references/argumentation_reasoning_框架.md, references/interdisciplinary_bridges.md.", 工具设置s=["terminal", "file"] )

检查point 2 — Devil's Advocate delegate_task( goal="Review the synthesis. 检查 for cherry-picking, confirmation bias, 记录ic chAIn validity, alternative explanations. 输出 verdict: PASS or REVISE.", 上下文="Use 代理 definition at 代理s/devils_advocate_代理.md. Reference: references/记录ical_fallacies.md.", 工具设置s=["terminal", "file"] )

Phase 4: COMPOSITION delegate_task( goal="Compile a full APA 7.0 re搜索 报告 from all prior materials. Structure: Title → Abstract → Intro → Lit Review → Methodo记录y → Findings → Discussion → Conclusion → References. Word count: 3,000-8,000.", 上下文="Use age