# AGENTS.md — Generative Research Teams: Active Inference Compositions for Research and Meta-Science

**Paper**: Generative Research Teams: Active Inference Compositions for Research and Meta-Science (2023)
**Area**: Active Inference
**Authors**: Daniel Friedman, Jakub Smékal

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## Agent Roles

### 📖 Research Agent
**Focus**: Deep analysis of Generative Research Teams: Active Inference Compositions for Research and Meta-Science
**Tasks**:
- Analyze core argument: The Generative Research Team (GRT) is a synthesis of human, computational, and informational entities that employs Active Inference, systems engineeri...
- Evaluate: Introduces the Generative Research Team (GRT) framework blending human and AI
- Evaluate: Integrates Active Blockference and cadCAD tools for research composition
- Evaluate: Applies Narrative Information Management and VIE for cognitive security

### 🔬 Methods Agent
**Focus**: Methodological rigor and replication
**Tasks**:
- Assess and document: GRT architecture design with modular roles
- Assess and document: Active Blockference and cadCAD integration
- Assess and document: Cognitive security (NIM, VIE) application
- Assess and document: Meta-prompting for adaptive research
- Assess and document: Human-computational hybrid team design

### 📚 Citation Agent
**Focus**: Citation context and scholarly impact
**Tasks**:
- Track citations and impact of this active inference work
- Map connections to related works in the Friedman corpus
- Identify citing papers and downstream applications

### 🔗 Synthesis Agent
**Focus**: Cross-paper and cross-domain connections
**Tasks**:
- Connect themes: Generative Research Team, Active Inference, generative model, cognitive modeling, LLMs
- Link to related works in the docxology corpus
- Identify synergies across Active Inference, entomology, and cognitive security

### 💼 Consultant Agent
**Focus**: Practical application and knowledge transfer
**Tasks**:
- Evaluates practical applications and implementation strategies for this research
- Maps findings to industry challenges, Active Inference, and technological solutions
- Facilitates knowledge transfer to external teams and collaborators

## Extraction Log

- **Source PDF**: `2023_GenerativeResearchTeams.pdf`
- **PDF Status**: ✅ Available
- **Documentation Quality**: Hand-curated from direct PDF analysis

## Related Papers

See [BIBLIOGRAPHY.md](../../pages/BIBLIOGRAPHY.md) for the full publication catalog.
