Initial GeoIntel V1 foundation

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+# GeoIntel Kempen — UI Page Specifications v1.0
+
+The UI must feel like a modern GeoAI workbench, not a generic admin dashboard.
+
+## Global layout
+
+- Left navigation: product sections.
+- Center: map/workbench content.
+- Right panel: context, analysis settings, result details.
+- Bottom or top status area: job status and notifications.
+- Dark professional theme by default, with enough contrast.
+
+## Main pages
+
+## 1. Home
+
+### Purpose
+Start or resume work.
+
+### Components
+
+- Product intro: GeoAI Workbench for the Kempen.
+- New project button.
+- Open demo scenario button.
+- Recent projects.
+- System readiness cards: backend, database, storage, AI models.
+
+## 2. Project Workspace
+
+### Purpose
+Project overview.
+
+### Components
+
+- Project summary.
+- Areas list.
+- Datasets list.
+- Recent analysis runs.
+- Quick actions: upload raster, upload vector, draw area, run detection.
+
+## 3. Map Workbench
+
+### Purpose
+Spatial exploration and layer inspection.
+
+### Components
+
+- MapLibre map.
+- Layer manager.
+- Draw controls.
+- Feature inspector.
+- Opacity controls.
+- CRS/bounds information.
+
+### Required actions
+
+- Draw area.
+- Save area.
+- Toggle layers.
+- Click feature for attributes.
+
+## 4. Dataset Manager
+
+### Purpose
+Upload, inspect and manage raster/vector datasets.
+
+### Components
+
+- Upload zone.
+- Dataset table.
+- Metadata detail panel.
+- Processing status.
+- Preview button.
+
+### API calls
+
+- `POST /projects/{id}/datasets/upload`
+- `GET /projects/{id}/datasets`
+- `GET /datasets/{id}/metadata`
+
+## 5. Raster Lab
+
+### Purpose
+Inspect and process rasters.
+
+### Components
+
+- Raster selector.
+- Metadata cards.
+- Band selector.
+- Histogram.
+- Preview.
+- Clip controls.
+- Tile generation controls.
+
+## 6. Vector Lab
+
+### Purpose
+Inspect and process vector layers.
+
+### Components
+
+- Vector selector.
+- Attribute schema.
+- Geometry summary.
+- Operation buttons: clip, buffer, intersect, difference, dissolve.
+- Result layer list.
+
+## 7. Detection Lab
+
+### Purpose
+Run object detection on raster imagery.
+
+### Components
+
+- Raster selector.
+- Model selector.
+- Class selector.
+- Confidence threshold.
+- Tile size/overlap.
+- Run button.
+- Detection results table.
+- Map overlay.
+
+## 8. Segmentation Lab
+
+### Purpose
+Create masks and polygons from imagery.
+
+### Components
+
+- Raster selector.
+- Model selector.
+- Mode selector.
+- Threshold controls.
+- Mask preview.
+- Polygonized output table.
+
+## 9. QA/QC Lab
+
+### Purpose
+Validate predictions against reference layers such as GRB.
+
+### Components
+
+- Prediction layer selector.
+- Reference layer selector.
+- Class filter.
+- IoU threshold slider.
+- Metrics cards.
+- TP/FP/FN map overlays.
+- Findings table.
+
+## 10. Change Detection Lab
+
+### Purpose
+Compare timepoints or analysis outputs.
+
+### Components
+
+- Dataset/layer A selector.
+- Dataset/layer B selector.
+- Method selector.
+- Threshold controls.
+- Added/removed/modified layers.
+- Summary cards.
+
+## 11. Exports
+
+### Purpose
+Download results.
+
+### Supported exports
+
+- GeoJSON
+- CSV
+- COCO later
+- YOLO later
+- masks
+- report
+
+## 12. Settings
+
+### Purpose
+System configuration.
+
+### Components
+
+- Data source settings.
+- Storage paths.
+- AI model paths.
+- Processing defaults.
+- Cache management.
+
+## UX rules
+
+- Every empty state must explain what the user should do next.
+- Every long operation must create a visible job.
+- Every analysis result must have export options.
+- Every map layer must be inspectable.
+- Do not create fake results to make pages look full.