Polish workbench workspace usability

backend/tests/test_sprint19_map_workbench.py

@@ -28,7 +28,7 @@ def test_app_wires_map_workbench_component() -> None:
     assert "selectedMapFeature" in app
     assert "<MapWorkspace" in app
     assert "onSelectMapFeature={setSelectedMapFeature}" in app
-    assert "Layer visible" in component
+    assert "Active layer" in component
     assert "Layer opacity" in component
     assert "Feature inspector" in component
     assert "onFeatureSelect={onSelectMapFeature}" in component

backend/tests/test_sprint20_area_map_overlay.py

@@ -54,7 +54,7 @@ def test_frontend_wires_selected_area_map_overlay_contract() -> None:
     assert "areaFeatureCollection" in app
     assert "areaFeatureCollection={areaFeatureCollection}" in app
     assert "areaData={areaFeatureCollection}" in map_workspace
-    assert "Area visible" in map_workspace
+    assert "AOI" in map_workspace
     assert "area-fill" in geomap
     assert "area-line" in geomap
     assert "onSelectMapArea" in area_panel

backend/tests/test_sprint28_dataset_workflow_hook.py

@@ -65,7 +65,7 @@ def test_app_still_wires_dataset_ui_callbacks() -> None:
     assert "onRunVectorClip={runVectorClip}" in app
     assert "onRunVectorBuffer={runVectorBuffer}" in app
     assert "onRunVectorIntersect={() => runVectorIntersect(availableVectorTargets)}" in app
-    assert "<form onSubmit={onUploadDataset}" in dataset_panel
+    assert '<form className="dataset-upload-form" onSubmit={onUploadDataset}' in dataset_panel
     assert "onClick={() => onLoadDatasetDetails(selectedProjectId ?? '', dataset)}" in dataset_panel
     assert "onClick={() => onRefreshMetadata(dataset.id)}" in dataset_panel
     assert "onRunRasterInspect={onRunRasterInspect}" in detail_panel

backend/tests/test_sprint30_workbench_components.py

@@ -51,9 +51,10 @@ def test_map_workspace_owns_map_controls_and_feature_inspector_markup() -> None:
     ).read_text(encoding="utf-8")
 
     assert "GeoMap" in map_workspace
-    assert "Selected area" in map_workspace
-    assert "Area visible" in map_workspace
-    assert "Layer visible" in map_workspace
+    assert "map-toolbar" in map_workspace
+    assert "Area" in map_workspace
+    assert "AOI" in map_workspace
+    assert "Active layer" in map_workspace
     assert "Feature inspector" in map_workspace
     assert "onFeatureSelect={onSelectMapFeature}" in map_workspace
     assert "fetch(" not in map_workspace

backend/tests/test_sprint50_workspace_usability_polish.py

@@ -0,0 +1,52 @@
+from __future__ import annotations
+
+from pathlib import Path
+
+
+ROOT = Path(__file__).resolve().parents[2]
+
+
+def test_data_workspace_panels_use_operator_friendly_cards_and_forms() -> None:
+    project_panel = (ROOT / "frontend" / "src" / "components" / "project" / "ProjectPanel.tsx").read_text(
+        encoding="utf-8"
+    )
+    area_panel = (ROOT / "frontend" / "src" / "components" / "project" / "AreaPanel.tsx").read_text(
+        encoding="utf-8"
+    )
+    dataset_panel = (ROOT / "frontend" / "src" / "components" / "datasets" / "DatasetPanel.tsx").read_text(
+        encoding="utf-8"
+    )
+
+    assert "compact-form" in project_panel
+    assert "entity-card-active" in project_panel
+    assert "AOI manager" in area_panel
+    assert "compact-form" in area_panel
+    assert "entity-card-active" in area_panel
+    assert "dataset-upload-form" in dataset_panel
+    assert "dataset-card" in dataset_panel
+    assert "status-badge-ready" in dataset_panel
+
+
+def test_map_and_ai_workspaces_use_task_blocks_not_raw_stacks() -> None:
+    map_workspace = (ROOT / "frontend" / "src" / "components" / "map" / "MapWorkspace.tsx").read_text(
+        encoding="utf-8"
+    )
+    detection_lab = (ROOT / "frontend" / "src" / "components" / "detection" / "DetectionLab.tsx").read_text(
+        encoding="utf-8"
+    )
+    segmentation_lab = (
+        ROOT / "frontend" / "src" / "components" / "segmentation" / "SegmentationLab.tsx"
+    ).read_text(encoding="utf-8")
+    styles = (ROOT / "frontend" / "src" / "styles" / "app.css").read_text(encoding="utf-8")
+
+    assert "map-toolbar" in map_workspace
+    assert "layer-control-card" in map_workspace
+    assert "Spatial review" in map_workspace
+    assert "model-list" in detection_lab
+    assert "lab-block" in detection_lab
+    assert "lab-form-grid" in detection_lab
+    assert "model-list" in segmentation_lab
+    assert "lab-block" in segmentation_lab
+    assert ".dataset-upload-form" in styles
+    assert ".map-toolbar" in styles
+    assert ".workspace-grid-ai .lab-form-grid" in styles