Proposed Improvements Backlog

Codex should add ideas here instead of silently expanding scope.

Format

## 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.

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