# AGENTS.md — BioFirm Development at Applied Active Inference Symposium 2024

**Paper**: BioFirm Development at Applied Active Inference Symposium 2024 (2024)
**Area**: Presentations, Courses & Media
**Authors**: Daniel A. Friedman

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## Agent Roles

### 📖 Research Agent
**Focus**: Deep analysis of BioFirm Development at Applied Active Inference Symposium 2024
**Tasks**:
- Analyze core argument: BioFirm applies Active Inference and the Free Energy Principle to organizational and bioregional stewardship. The framework models organizations as bi...
- Evaluate: Develops BioFirm framework for bioregional stewardship via Active Inference
- Evaluate: Models organizational governance as biological adaptive systems

### 🔬 Methods Agent
**Focus**: Methodological rigor and replication
**Tasks**:
- Assess and document: Active Inference organizational modeling
- Assess and document: Bioregional analysis
- Assess and document: Adaptive systems design

### 📚 Citation Agent
**Focus**: Citation context and scholarly impact
**Tasks**:
- Track citations and impact of this presentations, courses & media 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: BioFirm, bioregional stewardship, Active Inference, organizational modeling, sustainability
- 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**: `2024_BioFirm.pdf`
- **PDF Status**: ⏳ Pending
- **Documentation Quality**: Hand-curated from direct PDF analysis

## Related Papers

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