claude-intelligence-widget-selection.md•1.7 kB
# Enhancement: Claude Intelligence for Widget Selection
**Priority**: High
**Category**: Critical Quality Improvement
**Status**: Future Enhancement (Post-Basic Flow)
**Date**: January 12, 2025
---
## 🎯 Current Limitation Identified
**Issue**: Widget selection uses deterministic pattern matching instead of Claude's NLP intelligence
- **Current**: Keyword regex + rule-based classification
- **Impact**: Limited quality, misses nuanced content understanding
- **Criticality**: High - widget selection is core to engaging educational content
---
## 💡 Proposed Enhancement
### Replace Deterministic Analysis with Claude Intelligence
**Instead of**:
```javascript
// Pattern matching
if (content.includes('questões') || content.includes('perguntas')) {
return { type: 'quiz-1', confidence: 0.8 };
}
```
**Use Claude's Understanding**:
```javascript
// Claude analyzes content semantically
const analysis = await claude.analyze(content, {
task: 'identify optimal educational widgets',
context: { subject, gradeLevel, learningObjectives }
});
```
### Benefits
- **Semantic Understanding**: Grasps content meaning, not just keywords
- **Context Awareness**: Understands educational nuance
- **Better Engagement**: More sophisticated widget selection
- **Adaptive Learning**: Responds to diverse content styles
---
## 📋 Implementation Plan (Future)
1. **Phase 1**: Hybrid approach (deterministic + Claude validation)
2. **Phase 2**: Claude-driven analysis with confidence scoring
3. **Phase 3**: Full semantic content understanding
**Timing**: After basic JIT workflow is stable and tested
---
**Note**: Critical enhancement for long-term content quality improvement