# Decision Intelligence Validation

VIMS instance for decision-intelligence.

## Related Article
[/insights/decision-first-intelligence/](https://landvex.com/insights/decision-first-intelligence/)

## Anomaly Classes
- evidence_gap
- confidence_low
- conflict_detected
- trend_anomaly
- outlier_found

## Quick Start

1. Add training images to `data/raw/`
2. Annotate using LabelImg (YOLO format)
3. Run preprocessing: `python src/detector.py`
4. Train model: `python src/detector.py --train`
5. Run inference: `python src/detector.py --predict data/test/image.jpg`

## API

Once deployed, access via:
- REST: `POST /api/decision-intelligence/predict`
- WebSocket: `ws://host/ws/decision-intelligence/alerts`