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# Proposed Improvements Backlog
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Codex should add ideas here instead of silently expanding scope.
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## Format
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```md
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## Title
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Status: proposed
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Area: backend/frontend/geospatial/AI/devops/docs
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Reason:
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Impact:
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Risk:
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Recommended milestone:
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```
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## Initial Suggested Future Improvements
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### STAC-Based Sentinel Integration
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Status: proposed
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Area: data/raster
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Reason: A STAC workflow would make Sentinel integration cleaner and more reproducible.
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Impact: High for V2 remote sensing.
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Risk: Medium dependency complexity.
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Recommended milestone: V2.
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### QGIS Export Package
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Status: proposed
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Area: export/GIS
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Reason: Pack GeoJSON, styles and metadata so results open cleanly in QGIS.
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Impact: High portfolio relevance.
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Risk: Low.
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Recommended milestone: V1.1.
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### Model Registry UI
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Status: proposed
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Area: AI/MLOps
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Reason: Allows tracking model versions, classes and evaluation metrics.
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Impact: High for V3.
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Risk: Medium.
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Recommended milestone: V3.
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