<!-- docxology:generated-document AGENTS.md; ownership=explicit-manifest -->

# AGENTS.md — Active Inference as a Meta-Pragmatic Framework: Executable Models, Evidence, and the Discipline of Revision

**Paper**: Active Inference as a Meta-Pragmatic Framework: Executable Models, Evidence, and the Discipline of Revision (2026)
**Domain**: Active Inference
**Authors**: Daniel Ari Friedman

---

## Agent Roles

### 📖 ARCHIVIST
- Maintains bibliographic metadata and cross-references
- Tracks citation links and DOI consistency for ActiveInferenceAs
- Updates related_papers links when new connections are identified

### 🔬 RESEARCHER
- Extracts methods: Executable GNN specifications and exact categorical inference, Separate training and synthetic evaluation, Paired simulation comparisons
- Identifies findings: Reliable metadata and further sensing improve classification within the specified synthetic sensor task., Misleading metadata and world-model mismatch can leave exact inference confidently mistaken., Mathematical coherence and optimization under preferences do not establish representation adequacy or justify those preferences.
- Maps contributions to Active Inference literature

### 🎓 EDUCATOR
- Creates learning pathways for Active Inference concepts
- Develops SKILL.md with executable instructions
- Maintains prerequisite knowledge mapping

### 🔗 INTEGRATOR
- Connects Active Inference as a Meta-Pragmatic Framework: Executable Models, Evidence, and the Discipline of Revision to related works in the bibliography
- Maps paper-to-software relationships
- Updates cross-domain connections

---

## Extraction Log

| Source | Agent | Action | Status |
|--------|-------|--------|--------|
| Metadata | ARCHIVIST | Cataloged metadata | ✅ |
| Metadata | RESEARCHER | Extracted methods/findings | ✅ |
| Metadata | EDUCATOR | Generated documentation | ✅ |
