# AGENTS.md — A variational synthesis of evolutionary and developmental dynamics

**Paper**: A variational synthesis of evolutionary and developmental dynamics (2023)
**Area**: Active Inference
**Authors**: Karl Friston, Daniel A. Friedman, Axel Constant, V. Bleu Knight, Chris Fields, Thomas Parr, John O. Campbell

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## Agent Roles

### 📖 Research Agent
**Focus**: Deep analysis of A variational synthesis of evolutionary and developmental dynamics
**Tasks**:
- Analyze core argument: This paper introduces a variational formulation of natural selection, using the Bayesian mechanics of particular partitions to understand how slow phy...
- Evaluate: Formulates adaptive fitness as path integral of phenotypic fitness
- Evaluate: Unifies evolutionary and developmental dynamics via Free Energy Principle
- Evaluate: Introduces variational formulation of natural selection

### 🔬 Methods Agent
**Focus**: Methodological rigor and replication
**Tasks**:
- Assess and document: Variational inference formalism
- Assess and document: Path integral formulation
- Assess and document: Bayesian mechanics
- Assess and document: Particular partition analysis
- Assess and document: Free Energy Principle application

### 📚 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: variational synthesis, natural selection, Free Energy Principle, Bayesian mechanics, path integral
- 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_VariationalSynthesis.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.