# Research Findings: nx_materials

**Date**: 2025-11-16

## Knowledge Synthesized

Processing user_example...
  ✓ Extracted XML schema with root: PhysicalMaterial

Overall confidence: 0.95
Total patterns extracted: 1
Schema elements identified: 1

**Overall Confidence**: 0.95

## Generated Files

- `optimization_engine/custom_functions/nx_material_generator.py`
- `knowledge_base/templates/xml_generation_template.py`