Deep Research — Universal Academic Research Agent Team

Execution:

1. Scoping — Research question + methodology blueprint
2. Investigation — Systematic literature search + source verification
3. Analysis — Cross-source synthesis + bias check
4. Composition — Full APA 7.0 report
5. Review — Editorial + ethics + vulnerability scan
6. Revision — Final polished report

Trigger Conditions

Trigger Keywords

English: research, deep research, literature review, systematic review, meta-analysis, PRISMA, evidence synthesis, fact-check, methodology, APA report, academic analysis, policy analysis, guide my research, help me think through, monitor this topic, set up alerts

繁體中文: 研究, 深度研究, 文獻回顧, 文獻探討, 系統性回顧, 後設分析, 證據綜整, 事實查核, 研究方法, 學術分析, 政策分析, 引導我的研究, 幫我釐清, 監測這個主題, 設定追蹤

Socratic Mode Activation

Activate socratic mode when the user's intent matches any of the following patterns, regardless of language. Detect meaning, not exact keywords.

Intent signals (any one is sufficient):

1. User has no clear research question and wants guided thinking
2. User asks to be "led", "guided", or "mentored" through research
3. User expresses uncertainty about what to research or where to start
4. User wants to brainstorm, explore, or clarify a research direction
5. User describes a vague interest without a specific, answerable question

Default rule: When intent is ambiguous between socratic and full, prefer socratic — it is safer to guide first than to produce an unwanted report. The user can always switch to full later.

Example triggers (illustrative, not exhaustive): "guide my research", "help me think through", 「引導我的研究」「幫我釐清」, or equivalent in any language

Does NOT Trigger

Quick Mode Selection Guide

Spectrum (v3.2): fidelity = template-heavy, predictable output; balanced = default; originality = exploratory, template-light. See shared/mode_spectrum.md for the full cross-skill spectrum table.

Not sure? Start with socratic — it will help you figure out what you need. 不確定？先用 socratic 模式——它會幫你釐清你需要什麼。

Agent Team (13 Agents)

Mode Selection Guide

See references/mode_selection_guide.md for the detailed guide.

User Input
    |
    +-- Already have a clear research question?
    |   +-- Yes --> Need PRISMA-compliant systematic review / meta-analysis?
    |   |           +-- Yes --> systematic-review mode
    |   |           +-- No --> Need a full report?
    |   |                      +-- Yes --> full mode
    |   |                      +-- No --> Only need literature?
    |   |                                 +-- Yes --> lit-review mode
    |   |                                 +-- No --> quick mode
    |   +-- No --> Want to be guided through thinking?
    |              +-- Yes --> socratic mode
    |              +-- No --> full mode (Phase 1 will be interactive)
    |
    +-- Already have text to review? --> review mode
    +-- Only need fact-checking? --> fact-check mode

Orchestration Workflow (6 Phases)

User: "Research [topic]"
     |
=== Phase 1: SCOPING (Interactive) ===
     |
     |-> [research_question_agent] -> RQ Brief
     |   - FINER criteria scoring (Feasible, Interesting, Novel, Ethical, Relevant)
     |   - Scope boundaries (in-scope / out-of-scope)
     |   - 2-3 sub-questions
     |
     |-> [research_architect_agent] -> Methodology Blueprint
     |   - Research paradigm (positivist / interpretivist / pragmatist)
     |   - Method selection (qualitative / quantitative / mixed)
     |   - Data strategy (primary / secondary / both)
     |   - Analytical framework
     |   - Validity & reliability criteria
     |
     +-> [devils_advocate_agent] -- CHECKPOINT 1
         - RQ clarity and answerable?
         - Method appropriate for question?
         - Scope too broad or too narrow?
         - Verdict: PASS / REVISE (with specific feedback)
     |
     ** User confirmation before Phase 2 **
     |
=== Phase 2: INVESTIGATION ===
     |
     |-> [bibliography_agent] -> Source Corpus + Annotated Bibliography
     |   - Systematic search strategy (databases, keywords, Boolean)
     |   - Inclusion/exclusion criteria
     |   - PRISMA-style flow (if applicable)
     |   - Annotated bibliography (APA 7.0)
     |
     +-> [source_verification_agent] -> Verified & Graded Sources
         - Evidence hierarchy grading (Level I-VII)
         - Predatory journal screening
         - Conflict-of-interest flagging
         - Currency assessment (publication date relevance)
         - Source quality matrix
     |
=== Phase 3: ANALYSIS ===
     |
     |-> [synthesis_agent] -> Synthesis Narrative + Gap Analysis
     |   - Thematic synthesis across sources
     |   - Contradiction identification & resolution
     |   - Evidence convergence/divergence mapping
     |   - Knowledge gap analysis
     |   - Theoretical framework integration
     |
     +-> [devils_advocate_agent] -- CHECKPOINT 2
         - Cherry-picking check
         - Confirmation bias detection
         - Logic chain validation
         - Alternative explanations explored?
         - Verdict: PASS / REVISE
     |
=== Phase 4: COMPOSITION ===
     |
     +-> [report_compiler_agent] -> Full APA 7.0 Draft
         - Title Page
         - Abstract (150-250 words)
         - Introduction (context, problem, purpose, RQ)
         - Literature Review / Theoretical Framework
         - Methodology
         - Findings / Results
         - Discussion (interpretation, implications, limitations)
         - Conclusion & Recommendations
         - References (APA 7.0)
         - Appendices (if applicable)
     |
=== Phase 5: REVIEW (Parallel) ===
     |
     |-> [editor_in_chief_agent] -> Editorial Verdict + Line Feedback
     |   - Originality assessment
     |   - Methodological rigor
     |   - Evidence sufficiency
     |   - Argument coherence
     |   - Writing quality (clarity, conciseness, flow)
     |   - Verdict: ACCEPT / MINOR REVISION / MAJOR REVISION / REJECT
     |
     |-> [ethics_review_agent] -> Ethics Clearance
     |   - AI disclosure compliance
     |   - Attribution integrity
     |   - Dual-use screening
     |   - Fair representation check
     |   - Verdict: CLEARED / CONDITIONAL / BLOCKED
     |
     +-> [devils_advocate_agent] -- CHECKPOINT 3
         - Final vulnerability scan
         - Strongest counter-argument test
         - "So what?" significance check
         - Verdict: PASS / REVISE
     |
=== Phase 6: REVISION ===
     |
     +-> [report_compiler_agent] -> Final Report
         - Address editorial feedback
         - Resolve ethics conditions
         - Incorporate devil's advocate insights
         - Max 2 revision loops
         - Remaining issues -> "Acknowledged Limitations" section

Checkpoint Rules

1. ⚠️ IRON RULE: Devil's Advocate has 3 mandatory checkpoints; Critical-severity issues block progression
2. Revision loops capped at 2 iterations; remaining issues become "acknowledged limitations"
3. ⚠️ IRON RULE: Ethics Review can halt delivery for Critical ethics concerns
4. User confirmation required after Phase 1 before proceeding

Socratic Mode: Guided Research Dialogue

5-layer dialogue guiding users from vague ideas to concrete research questions. Core principle: ⚠️ IRON RULE: Never give direct answers.

Layers: Clarification -> Assumption Probing -> Evidence/Reasoning -> Viewpoint/Perspective -> Implication/Consequence

See references/socratic_mode_protocol.md for the full 5-layer dialogue flow, management rules, and auto-end conditions.

Systematic Review Mode

PRISMA 2020-compliant systematic review with optional meta-analysis. Follows 5-phase protocol: Protocol Registration -> Systematic Search -> Screening & Selection -> Data Extraction & RoB -> Synthesis & Reporting.

See references/systematic_review_protocol.md for full PRISMA pipeline, checkpoint rules, and meta-analysis procedures.

Operational Modes

Failure Paths

See references/failure_paths.md for all failure scenarios, trigger conditions, and recovery strategies across all modes.

Key failure path summary:

Literature Monitoring (Optional Post-Pipeline)

Optional post-research monitoring for new publications in the research area.

See references/literature_monitoring_strategies.md for setup instructions across academic databases.

Handoff Protocol: deep-research → academic-paper

After research is complete, the following materials can be handed off to academic-paper:

1. Research Question Brief (from research_question_agent)
2. Methodology Blueprint (from research_architect_agent)
3. Annotated Bibliography (from bibliography_agent)
4. Synthesis Report (from synthesis_agent)
5. [If socratic mode] INSIGHT Collection and Research Plan Summary

Trigger: User says "now help me write a paper" or "write a paper based on this"

academic-paper's intake_agent will automatically detect available materials and skip redundant steps:

• Has RQ Brief -> skip topic scoping
• Has Bibliography -> skip literature search
• Has Synthesis -> accelerate findings / discussion writing

See examples/handoff_to_paper.md for a detailed handoff example.

Full Academic Pipeline

See academic-pipeline/SKILL.md for the complete workflow.

Agent File References

Reference Files

Templates

Examples

Output Language

Follows the user's language. Academic terminology kept in English. Socratic mode uses natural conversational style.

Anti-Patterns

Explicit prohibitions to prevent common failure modes:

Quality Standards

1. ⚠️ IRON RULE: Every claim must have a citation — no unsupported assertions
2. Evidence hierarchy — meta-analyses > RCTs > cohort studies > case reports > expert opinion
3. Contradiction disclosure — if sources disagree, report both sides with evidence quality comparison
4. Limitation transparency — every report must have an explicit limitations section
5. AI disclosure — all reports include a statement that AI-assisted research tools were used
6. Reproducibility — search strategies, inclusion criteria, and analytical methods must be documented for replication
7. Socratic integrity — in socratic mode, never give direct answers; always guide through questions

Cross-Agent Quality Alignment

Unified definitions across all agents. ⚠️ IRON RULE: CRITICAL severity = issue that would invalidate a core conclusion or constitute academic misconduct. Requires immediate resolution.

See references/cross_agent_quality_definitions.md for full peer-reviewed source tiers, currency standards, and severity definitions.

Integration with Other Skills

This skill is domain-agnostic but can be combined with domain-specific skills:

deep-research + tw-hei-intelligence     -> Evidence-based HEI policy research
deep-research + report-to-website       -> Interactive research report
deep-research + podcast-script-generator -> Research podcast
deep-research + academic-paper          -> Full research-to-publication pipeline
deep-research (socratic) + academic-paper (plan) -> Guided research + paper planning
deep-research (systematic-review) + academic-paper -> PRISMA systematic review paper

Version Info

Version History

See references/changelog.md for full version history.