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# 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.