# AGENTS.md — Large Scale Coding Sequence Change Underlies the Evolution of Post-developmental Novelty in Honey Bees

**Paper**: Large Scale Coding Sequence Change Underlies the Evolution of Post-developmental Novelty in Honey Bees (2015)
**Area**: Genetics & Biomedical Research
**Authors**: Daniel A. Friedman, Brian R. Johnson

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## Agent Roles

### 📖 Research Agent
**Focus**: Deep analysis of Large Scale Coding Sequence Change Underlies the Evolution of Post-developmental Novelty in Honey Bees
**Tasks**:
- Analyze core argument: A key question in evolutionary biology concerns how novel traits arise at the molecular level. Honey bees (Apis mellifera) have evolved numerous postd...
- Evaluate: Demonstrates TRGs are enriched in novel honey bee tissues
- Evaluate: Provides RNA-Seq data for honey bee royal jelly, venom, and wax glands
- Evaluate: Supports the hypothesis that novel traits preferentially recruit novel genes

### 🔬 Methods Agent
**Focus**: Methodological rigor and replication
**Tasks**:
- Assess and document: RNA-Seq transcriptomics
- Assess and document: Differential gene expression analysis
- Assess and document: Taxonomically restricted gene (TRG) identification
- Assess and document: Coding sequence evolutionary rate analysis
- Assess and document: BLASTp homology searches

### 📚 Citation Agent
**Focus**: Citation context and scholarly impact
**Tasks**:
- Track citations and impact of this genetics & biomedical research 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: honey bees, Apis mellifera, RNA-Seq, taxonomically restricted genes, novel traits
- 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**: `2015_HoneyBeeEvolution.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.