"""
Insights Capture & Extraction System.
This package provides automatic extraction of educational insights from
explanatory mode conversations, with semantic embeddings for intelligent retrieval.
Components:
- extractor: Rule-based insight extraction from conversation context
- models: Pydantic data models with security validation
Example:
```python
from session_buddy.insights.extractor import extract_insights_from_context
insights = await extract_insights_from_context(
context=session_context, project="session-buddy"
)
for insight in insights:
print(f"Found: {insight.content} (confidence: {insight.confidence})")
```
"""
from session_buddy.insights.extractor import (
calculate_confidence_score,
detect_insight_type,
extract_insights_from_context,
extract_insights_from_response,
extract_topics,
filter_duplicate_insights,
generate_insight_hash,
normalize_insight_content,
)
__all__ = [
"calculate_confidence_score",
"detect_insight_type",
"extract_insights_from_context",
"extract_insights_from_response",
"extract_topics",
"filter_duplicate_insights",
"generate_insight_hash",
"normalize_insight_content",
]
