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

# AGENTS.md — iTrace: verification-first webcam eye-movement analysis

**Paper**: iTrace: verification-first webcam eye-movement analysis (2026)
**Domain**: Computational
**Authors**: Daniel Ari Friedman

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## Agent Roles

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

### 🔬 RESEARCHER
- Extracts methods: Software pipeline design, Data-driven analysis
- Identifies findings: iTrace is an MIT-licensed Python toolkit for webcam-derived gaze, saccade, pupil, and quality diagnostics., Version 0.4.1 is a diagnostic v1 release: the pure NumPy/SciPy core is algorithmically verified against synthetic and closed-loop oracles, the optional webcam shell exports derived records, and the em
- Maps contributions to Computational literature

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

### 🔗 INTEGRATOR
- Connects iTrace: verification-first webcam eye-movement analysis to related works in the bibliography
- Maps paper-to-software relationships
- Updates cross-domain connections

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## Extraction Log

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

## Cross-References

### Related Papers
- [2023_NSFReporting](../2023_NSFReporting/)
- [2023_NaturalAIBased](../2023_NaturalAIBased/)
- [2025_AuBI](../2025_AuBI/)

### Related Software
- https://github.com/docxology/itrace