AGENT SKILL

research-document

Generate summaries and literature notes from research papers

License 许可
MIT
所属仓库
jmagly/aiwg
最近更新
2026-11-14
Stars
★ 229
Forks
36

01 前言 Front Matter

name
research-document
namespace
aiwg
platforms
[ "all" ]
commandHint
{ "category": "research-documentation", "argumentHint": "[REF-XXX] [--depth brief|standard|comprehensive]" }
description
Generate summaries and literature notes from research papers

03 SKILL.md 正文

Research Document Command

Generate structured summaries and literature notes from acquired research papers.

Instructions

When invoked, create comprehensive documentation:

  1. Load Paper

    • Verify REF-XXX exists in .aiwg/research/sources/
    • Load PDF and existing finding document
    • Load metadata from frontmatter
  2. Extract Content

    • Parse PDF sections (abstract, introduction, methodology, results, conclusion)
    • Identify key findings, claims, and evidence
    • Extract figures, tables, and important quotes
    • Note limitations and future work
  3. Analyze Relevance

    • Assess applicability to AIWG framework
    • Identify which components/agents could use these findings
    • Determine implementation priority
    • Map findings to existing use cases or requirements
  4. Generate Documentation

    • Fill finding document template sections:
      • Executive Summary
      • Key Findings (with metrics)
      • Methodology
      • AIWG Relevance
      • Implementation Notes
      • References
    • Use domain-appropriate voice
    • Include specific metrics and quotes
  5. Create Synthesis Notes

    • Generate literature note in .aiwg/research/literature-notes/REF-XXX-notes.md
    • Connect to related research (cross-references)
    • Identify gaps or contradictions with existing corpus
    • Suggest follow-up research questions
  6. Update Index

    • Add to topic-based indices
    • Update cross-reference map
    • Flag for synthesis report inclusion

Arguments

  • [ref-id] - REF-XXX identifier (required)
  • --depth [brief|standard|comprehensive] - Documentation depth (default: standard)
  • --focus [section] - Focus on specific section (methodology, results, implications)
  • --update-only - Update existing documentation rather than regenerate
  • --include-citations - Extract all citations from paper for potential acquisition

Depth Levels

Level Content
brief Executive summary + key findings only (~500 words)
standard Full finding document with all sections (~1500 words)
comprehensive Full document + literature notes + citation extraction (~3000 words)

Examples

# Standard documentation
/research-document REF-022

# Brief summary for quick review
/research-document REF-022 --depth brief

# Comprehensive with citation extraction
/research-document REF-022 --depth comprehensive --include-citations

# Update existing documentation
/research-document REF-022 --update-only

# Focus on methodology only
/research-document REF-022 --focus methodology

Expected Output

Documenting: REF-022 - AutoGen: Enabling Next-Gen LLM Applications
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

Step 1: Loading paper
  ✓ PDF loaded (27 pages)
  ✓ Metadata parsed
  ✓ Existing finding document found

Step 2: Extracting content
  ✓ Abstract extracted
  ✓ Sections parsed: Introduction, Framework, Evaluation, Discussion
  ✓ 4 key findings identified
  ✓ 12 figures/tables extracted
  ✓ 3 direct quotes captured

Step 3: Analyzing AIWG relevance
  ✓ High relevance to agent orchestration
  ✓ Applicable to: Conversable Agent Interface, Auto-Reply Chains
  ✓ Implementation priority: HIGH
  ✓ Maps to: UC-174, UC-183

Step 4: Generating documentation
  ✓ Finding document updated: .aiwg/research/findings/REF-022-autogen.md
  ✓ Sections populated:
    - Executive Summary (150 words)
    - Key Findings (4 findings, metrics included)
    - Methodology (multi-agent conversational framework)
    - AIWG Relevance (applicable components listed)
    - Implementation Notes (integration patterns)
    - Limitations (scalability concerns noted)
    - References (45 citations)

Step 5: Creating synthesis notes
  ✓ Literature note: .aiwg/research/literature-notes/REF-022-notes.md
  ✓ Connected to: REF-001, REF-013, REF-057
  ✓ Synthesis themes: agent collaboration, HITL patterns
  ✓ Follow-up questions: 3 identified

Step 6: Updating indices
  ✓ Added to topic indices: agentic-workflows, multi-agent-systems
  ✓ Cross-reference map updated
  ✓ Flagged for next synthesis report

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
Documentation complete!

Finding: .aiwg/research/findings/REF-022-autogen.md (1,847 words)
Literature Note: .aiwg/research/literature-notes/REF-022-notes.md (623 words)

Next Steps:
1. /research-quality REF-022 - Assess evidence quality
2. /research-cite REF-022 - Generate citations
3. Review AIWG integration opportunities in UC-174, UC-183

Quality Checks

Documentation includes automatic quality checks:

  • [ ] All key findings have metrics or specific claims
  • [ ] AIWG relevance section is concrete (not generic)
  • [ ] Implementation priority justified
  • [ ] No invented citations or page references
  • [ ] Quotes are exact with page numbers
  • [ ] Limitations section populated
  • [ ] Cross-references to related research included

Voice and Tone

Documentation follows AIWG voice guidelines:

  • Technical Authority for methodology sections
  • Analytical Precision for findings
  • Pragmatic for implementation notes
  • Balanced when noting limitations

Avoids:

  • Marketing language ("revolutionary", "game-changing")
  • Overconfident claims beyond evidence
  • Generic summaries without specifics

References

  • @$AIWG_ROOT/agentic/code/frameworks/research-complete/agents/documentation-agent.md - Documentation Agent
  • @$AIWG_ROOT/src/research/services/documentation-service.ts - Documentation implementation
  • @$AIWG_ROOT/agentic/code/frameworks/research-complete/templates/reference-canonical.md - Finding template
  • @$AIWG_ROOT/agentic/code/addons/voice-framework/voices/technical-authority.md - Voice profile
  • @$AIWG_ROOT/agentic/code/frameworks/sdlc-complete/rules/citation-policy.md - Citation requirements

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