# Proposed Improvements Backlog

Codex should add ideas here instead of silently expanding scope.

## Format

```md
## Title

Status: proposed
Area: backend/frontend/geospatial/AI/devops/docs
Reason:
Impact:
Risk:
Recommended milestone:
```

## Initial Suggested Future Improvements

### STAC-Based Sentinel Integration

Status: proposed
Area: data/raster
Reason: A STAC workflow would make Sentinel integration cleaner and more reproducible.
Impact: High for V2 remote sensing.
Risk: Medium dependency complexity.
Recommended milestone: V2.

### QGIS Export Package

Status: proposed
Area: export/GIS
Reason: Pack GeoJSON, styles and metadata so results open cleanly in QGIS.
Impact: High portfolio relevance.
Risk: Low.
Recommended milestone: V1.1.

### Model Registry UI

Status: proposed
Area: AI/MLOps
Reason: Allows tracking model versions, classes and evaluation metrics.
Impact: High for V3.
Risk: Medium.
Recommended milestone: V3.