feat: simplify regional end user workbench

CHANGELOG.md

@@ -7,6 +7,14 @@
 
 # Changelog
 
+## Sprint 193 End-user regional workbench simplification (2026-07-14)
+
+- Made the complete `Kempen Regional Workbench` the automatic fresh-session data context and removed the redundant region selector from the primary map.
+- Kept all available regional datasets loaded while treating Mol, the other 27 municipalities and the complete region as spatial work-area filters.
+- Replaced technical dataset names with theme/source labels and moved benchmark projects, raw source metadata, provider internals, QA evidence and model diagnostics behind advanced disclosures.
+- Defaulted Detection Lab to the configured local YOLO asset, active local model profile and measured operating threshold; model quality remains explicitly review-required rather than presented as production-perfect.
+- Simplified Quality, Downloads, Status and Beheer around end-user tasks without changing API contracts, migrations, persistence or inference behavior.
+
 ## Sprint 192 Regional map state correctness (2026-07-14)
 
 - Fixed the map-first work-area selector so changing from the complete Kempen region to a municipality clears the old bbox, theme totals and result geometry before switching Areas.

backend/tests/test_sprint103_ai_lab_run_readiness.py

@@ -16,11 +16,11 @@ def test_detection_lab_exposes_run_readiness_contract() -> None:
     assert "detectionTileManifestPath.trim().length > 0" in lab
     assert "detectionRunReady" in lab
     assert 'aria-label="Detection run readiness"' in lab
-    assert "Run readiness" in lab
+    assert "Wat is nog nodig?" in lab
-    assert "Raster dataset" in lab
+    assert "Luchtbeeld" in lab
-    assert "Model availability" in lab
+    assert "Analysemodel" in lab
-    assert "Tile manifest" in lab
+    assert "Beeldtegels" in lab
-    assert "Ready to submit" in lab
+    assert "Klaar om te starten" in lab
 
 
 def test_segmentation_lab_exposes_run_readiness_contract() -> None:

backend/tests/test_sprint104_ai_lab_action_guardrails.py

@@ -14,8 +14,8 @@ def test_detection_lab_distinguishes_configured_model_from_ui_runnable_action()
     assert "detectionModelUiRunnable" in lab
     assert "selectedDetectionModelId !== 'manual-fixture-detector'" in lab
     assert "detectionRunBlockedReason" in lab
-    assert "Fixture model is explicit test/demo-only" in lab
+    assert "Het fixturemodel is alleen bedoeld voor expliciete tests" in lab
-    assert "Run action" in lab
+    assert "Klaar om gebouwen te zoeken" in lab
     assert "disabled={runningDetection || !detectionRunReady}" in lab
 
 

backend/tests/test_sprint111_qa_feature_evidence.py

@@ -19,9 +19,9 @@ def test_qa_feature_evidence_contract_is_documented_and_rendered() -> None:
         assert field_name in api_contracts
 
     assert "Feature-level QA/QC evidence" in quality_panel
-    assert "Matched feature ids" in quality_panel
+    assert "Overeenkomende object-ID's" in quality_panel
-    assert "False positive feature ids" in quality_panel
+    assert "ID's van onterecht gevonden objecten" in quality_panel
-    assert "False negative feature ids" in quality_panel
+    assert "ID's van gemiste objecten" in quality_panel
     assert "evidenceLabel" in quality_panel
 
 

backend/tests/test_sprint118_yolo_preflight_ui.py

@@ -47,5 +47,5 @@ def test_detection_lab_surfaces_local_model_asset_selection() -> None:
     assert "Local model assets" in lab
     assert "onSelectModelAsset" in lab
     assert "modelAssets={modelAssets}" in app
-    assert "Official reference sources" in provider_panel
+    assert "Officiële referentiebronnen" in provider_panel
-    assert "not AI model choices" in provider_panel
+    assert "live GRB- en OSM-koppelingen staan uit" in provider_panel

backend/tests/test_sprint122_model_asset_activation_guardrails.py

@@ -4,13 +4,15 @@ from pathlib import Path
 ROOT = Path(__file__).resolve().parents[2]
 
 
-def test_detection_workflow_does_not_auto_select_runtime_model_assets() -> None:
+def test_detection_workflow_selects_only_the_active_runtime_model_asset_automatically() -> None:
     hook = (ROOT / "frontend" / "src" / "hooks" / "useDetectionWorkflow.ts").read_text(encoding="utf-8")
 
-    assert "const activeAsset = assetResponse.items.find" not in hook
+    assert "const activeAsset = assetResponse.items.find((asset) => asset.active) ?? null" in hook
-    assert "setSelectedModelAssetId(activeAsset?.model_asset_id ?? '')" not in hook
+    assert "const selectedAssetStillAvailable" in hook
+    assert "activeAsset?.model_asset_id ?? ''" in hook
+    assert "setSelectedModelAssetId(nextAssetId)" in hook
     assert "setSelectedModelAssetId(assetResponse.items[0]" not in hook
-    assert "setSelectedModelAssetId('')" in hook
+    assert "getYoloPreflight({ model_asset_id: nextAssetId || null })" in hook
 
 
 def test_detection_lab_explains_explicit_model_asset_and_threshold_selection() -> None:
@@ -18,11 +20,11 @@ def test_detection_lab_explains_explicit_model_asset_and_threshold_selection() -
         encoding="utf-8"
     )
 
-    assert "Explicit model asset" in lab
+    assert "Lokaal modelbestand" in lab
-    assert "No model file is selected automatically" in lab
+    assert "GeoIntel kiest automatisch het actieve lokale model" in lab
-    assert "Operator profiles" in lab
+    assert "Gevalideerde profielen" in lab
     assert "DETECTION_OPERATOR_PROFILES" in lab
-    assert "Candidate only - not default-approved" in lab
+    assert "kandidaat · extra controle vereist" in lab
     assert "will_download_models" in lab
 
 
@@ -32,5 +34,5 @@ def test_detection_run_readiness_requires_explicit_asset_when_local_assets_exist
     )
 
     assert "detectionHasExplicitModelAsset" in lab
-    assert "Select a local model asset deliberately" in lab
+    assert "Kies een lokaal modelbestand onder beheer" in lab
-    assert "local model asset" in lab
+    assert "Lokale modelkeuze" in lab

backend/tests/test_sprint123_raster_detection_handoff_operational.py

@@ -40,7 +40,7 @@ def test_detection_handoff_opens_ai_lab_preflights_manifest_and_keeps_asset_expl
     assert "setDetectionConfidenceThreshold(0.25)" in app
     assert "loadYoloPreflight(manifestPath).catch(() => null)" in app
     assert "setSelectedModelAssetId(" not in app[app.index("const useRasterTileManifestForDetection"):app.index("const {", app.index("const useRasterTileManifestForDetection"))]
-    assert "Linked tile manifest" in lab
+    assert "Gekoppelde beeldtegels" in lab
     assert "Tile manifest validation" in lab
     assert "Tile count" in lab
     assert "will_run_inference" in lab

backend/tests/test_sprint155_detection_operator_profiles.py

@@ -34,17 +34,17 @@ def test_detection_lab_surfaces_profiles_as_deliberate_operator_actions() -> Non
     )
 
     assert "DETECTION_OPERATOR_PROFILES" in lab
-    assert "Operator profiles" in lab
+    assert "Gevalideerde profielen" in lab
     assert "profile.displayName" in lab
     assert "profile.confidenceThreshold" in lab
-    assert "Candidate only - not default-approved" in lab
+    assert "kandidaat · extra controle vereist" in lab
-    assert "default-approved" in lab
+    assert "standaardprofiel" in lab
-    assert "Apply profile" in lab
+    assert "Profiel gebruiken" in lab
     assert "onApplyOperatorProfile(profile)" in lab
     assert "Recommended starting threshold: 0.25" not in lab
 
 
-def test_detection_workflow_applies_profiles_without_auto_selecting_assets() -> None:
+def test_detection_workflow_applies_profiles_without_selecting_the_first_arbitrary_asset() -> None:
     hook = (ROOT / "frontend" / "src" / "hooks" / "useDetectionWorkflow.ts").read_text(encoding="utf-8")
     app = (ROOT / "frontend" / "src" / "App.tsx").read_text(encoding="utf-8")
 

backend/tests/test_sprint169_long_context_name_readability.py

@@ -13,8 +13,9 @@ def test_long_context_names_remain_compact_and_inspectable() -> None:
         encoding="utf-8"
     )
 
-    assert "const projectContextLabel = selectedProject?.name ?? 'No project'" in app
+    assert "selectedProject?.name === REGIONAL_WORKSPACE_PROJECT_NAME" in app
-    assert "const datasetContextLabel = selectedDataset?.name ?? (datasets.length > 0 ? 'Select dataset' : 'No dataset')" in app
+    assert "? REGIONAL_WORKSPACE_LABEL" in app
+    assert "const datasetContextLabel = selectedDataset ? getDatasetDisplayName(selectedDataset)" in app
     assert "<strong title={projectContextLabel}>{projectContextLabel}</strong>" in app
     assert "<strong title={datasetContextLabel}>{datasetContextLabel}</strong>" in app
     assert "<strong title={item.value}>{item.value}</strong>" in status

backend/tests/test_sprint177_mol_primary_focus.py

@@ -29,7 +29,7 @@ def test_frontend_declares_mol_as_primary_operating_focus() -> None:
     assert "PRIMARY_FOCUS_AREA_GEOJSON" in project_hook
     assert "4.35,51.28" not in project_hook
     assert "center: PRIMARY_FOCUS_CENTER" in map_source
-    assert "GeoAI Workbench · Mol / Kempen" in app
+    assert "GeoAI-werkruimte · Mol en de Kempen" in app
 
 
 def test_operator_workflows_put_mol_first_and_name_future_projects() -> None:

backend/tests/test_sprint180_premium_workbench.py

@@ -16,8 +16,9 @@ def test_workbench_uses_grouped_navigation_and_optional_inspector() -> None:
 
     assert "import './styles/premium.css'" in app
     assert "const workspaceNavGroups" in app
-    assert "['overview', 'data', 'map']" in app
+    assert "['map', 'data']" in app
     assert "['analysis', 'ai']" in app
+    assert "['overview', 'system']" in app
     assert "const [inspectorOpen, setInspectorOpen] = useState(false)" in app
     assert "{inspectorOpen ? (" in app
     assert 'id="workbench-inspector"' in app
@@ -31,12 +32,12 @@ def test_data_creation_forms_are_progressively_disclosed() -> None:
     dataset = read("frontend/src/components/datasets/DatasetPanel.tsx")
     css = read("frontend/src/styles/premium.css")
 
-    assert '<details className="data-panel-form-block">' in project
+    assert '<details className="data-panel-form-block technical-management-block">' in project
-    assert '<summary>Create project</summary>' in project
+    assert '<summary>Geavanceerd projectbeheer</summary>' in project
     assert '<details className="data-panel-form-block">' in area
-    assert '<summary>Create spatial scope</summary>' in area
+    assert '<summary>Eigen gebied toevoegen (GeoJSON)</summary>' in area
     assert '<details className="dataset-upload-block data-panel-form-block">' in dataset
-    assert '<summary>Upload source data</summary>' in dataset
+    assert '<summary>Eigen bronbestand toevoegen</summary>' in dataset
     assert "details.data-panel-form-block > summary" in css
     assert ".workspace-grid-data > section:nth-child(n)" in css
     assert "max-height: calc(100dvh - 10.5rem);" in css

backend/tests/test_sprint189_kempen_scope.py

@@ -129,9 +129,12 @@ def test_kempen_scope_operator_is_packaged_and_exposed_in_map_flow() -> None:
     assert "py_compile scripts/provision_geographic_scope.py" in readiness
     assert "Immutable scope dataset" in (ROOT / "scripts/provision_geographic_scope.py").read_text(encoding="utf-8")
     assert "Kempen (28 gemeenten)" in workspace
-    assert 'aria-label="Regio"' in workspace
+    assert 'aria-label="Regio"' not in workspace
+    assert 'aria-label="Ingeladen regiobereik"' in workspace
+    assert "Gemeente of volledige regio" in workspace
     assert "projects={projects}" in app
-    assert "onSelectProject={selectProject}" in app
+    map_props = app.split("<MapWorkspace", maxsplit=1)[1].split("/>", maxsplit=1)[0]
+    assert "onSelectProject={selectProject}" not in map_props
 
 
 def test_project_switches_reset_scoped_state_and_prefer_the_regional_context() -> None:
@@ -144,5 +147,6 @@ def test_project_switches_reset_scoped_state_and_prefer_the_regional_context() -
     assert "resetProjectData()" in selected_project_branch
     assert "resetDatasetForProject()" in selected_project_branch
     assert "projectDataRequestSequence" in project_workspace
+    assert "REGIONAL_WORKSPACE_PROJECT_NAME" in project_workspace
     assert "vervoerregio|operationele grens" in map_state
     assert "datasets.find(isOperationalScopeBoundaryDataset)" in dataset_workflow

backend/tests/test_sprint193_end_user_workbench.py

@@ -0,0 +1,55 @@
+from pathlib import Path
+
+
+ROOT = Path(__file__).resolve().parents[2]
+
+
+def read(path: str) -> str:
+    return (ROOT / path).read_text(encoding="utf-8")
+
+
+def test_regional_workspace_is_automatic_and_map_has_one_scope_selector() -> None:
+    project_hook = read("frontend/src/hooks/useProjectWorkspace.ts")
+    map_workspace = read("frontend/src/components/map/MapWorkspace.tsx")
+
+    regional_check = project_hook.index("const regionalProject")
+    municipality_check = project_hook.index("const municipalityProject")
+    assert regional_check < municipality_check
+    assert 'aria-label="Regio"' not in map_workspace
+    assert 'aria-label="Ingeladen regiobereik"' in map_workspace
+    assert "Gemeente of volledige regio" in map_workspace
+    assert 'aria-label="Werkgebied"' in map_workspace
+
+
+def test_primary_navigation_uses_end_user_language_and_keeps_management_secondary() -> None:
+    app = read("frontend/src/App.tsx")
+
+    for label in ("Kaart", "Bronnen", "Kwaliteit", "Beeldanalyse", "Downloads"):
+        assert f"label: '{label}'" in app
+    assert "{ label: 'Beheer', keys: ['overview', 'system'] }" in app
+    assert 'className="secondary-analysis-disclosure segmentation-disclosure"' in app
+
+
+def test_technical_projects_and_metadata_are_progressively_disclosed() -> None:
+    projects = read("frontend/src/components/project/ProjectPanel.tsx")
+    areas = read("frontend/src/components/project/AreaPanel.tsx")
+    datasets = read("frontend/src/components/datasets/DatasetPanel.tsx")
+
+    assert "TECHNICAL_PROJECT_PATTERN" in projects
+    assert "technische test- en benchmarkruns" in projects
+    assert "area-catalog-disclosure" in areas
+    assert "dataset-technical-details" in datasets
+    assert "getDatasetDisplayName" in datasets
+
+
+def test_configured_yolo_and_active_asset_are_selected_without_hiding_limitations() -> None:
+    hook = read("frontend/src/hooks/useDetectionWorkflow.ts")
+    lab = read("frontend/src/components/detection/DetectionLab.tsx")
+
+    assert "useState('yolo-configured')" in hook
+    assert "useState(0.15)" in hook
+    assert "asset.active" in hook
+    assert "getYoloPreflight" in hook
+    assert 'aria-label="Status gebouwdetectie"' in lab
+    assert "resultaten blijven controleplichtig" in lab
+    assert "Modelkalibratie voor beheerders" in lab

backend/tests/test_sprint20_area_map_overlay.py

@@ -58,4 +58,4 @@ def test_frontend_wires_selected_area_map_overlay_contract() -> None:
     assert "area-fill" in geomap
     assert "area-line" in geomap
     assert "onSelectMapArea" in area_panel
-    assert "Show on map" in area_panel
+    assert "Toon op kaart" in area_panel

backend/tests/test_sprint22_workbench_status_strip.py

@@ -16,9 +16,9 @@ def test_frontend_wires_v1_workbench_status_strip() -> None:
     assert "qualityChecks={qualityChecks}" in app
     assert "activeLayerFeatureCount={mapFeatureCount}" in app
     assert "selectedAreaHasGeometry={Boolean(areaFeatureCollection)}" in app
-    assert "V1 readiness" in component
+    assert "Platformstatus" in component
-    assert "Workbench status" in component
+    assert "Workbench status:" in component
-    assert "Workbench has the core V1 loop populated." in component
+    assert "Kaartwerkruimte is gebruiksklaar" in component
     assert "workbench-status-strip" in css
     assert "status-tile-ready" in css
 

backend/tests/test_sprint27_frontend_workflow_hooks.py

@@ -47,7 +47,7 @@ def test_app_still_wires_quality_results_and_export_center() -> None:
 
     assert "<QualityResultsPanel" in app
     assert "onRefresh={() => loadQualityChecks()}" in app
-    assert "Refresh QA/QC results" in quality_panel
+    assert "Kwaliteitsresultaten vernieuwen" in quality_panel
     assert "onClick={onRefresh}" in quality_panel
     assert "<ExportCenter" in app
     assert "onExportDataset={exportSelectedDatasetGeoJson}" in app

backend/tests/test_sprint29_dataset_components.py

@@ -26,9 +26,9 @@ def test_app_uses_dataset_presentational_components() -> None:
 def test_dataset_panel_owns_upload_and_list_markup() -> None:
     panel = (ROOT / "frontend" / "src" / "components" / "datasets" / "DatasetPanel.tsx").read_text(encoding="utf-8")
 
-    assert "Upload dataset" in panel
+    assert "Eigen bronbestand toevoegen" in panel
-    assert "Refresh metadata" in panel
+    assert "Metadata vernieuwen" in panel
-    assert "Select / details" in panel
+    assert "Details en acties" in panel
     assert "onLoadDatasetDetails" in panel
     assert "onRefreshMetadata" in panel
 

backend/tests/test_sprint30_workbench_components.py

@@ -38,8 +38,8 @@ def test_quality_results_panel_owns_persisted_quality_check_markup() -> None:
     ).read_text(encoding="utf-8")
 
     assert "QualityCheckRead" in quality_panel
-    assert "Refresh QA/QC results" in quality_panel
+    assert "Kwaliteitsresultaten vernieuwen" in quality_panel
-    assert "No persisted QA/QC results yet" in quality_panel
+    assert "Nog geen bewaarde kwaliteitsresultaten" in quality_panel
     assert "check.metrics.map" in quality_panel
     assert "fetch(" not in quality_panel
     assert "api" not in quality_panel.lower()

backend/tests/test_sprint50_workspace_usability_polish.py

@@ -19,7 +19,7 @@ def test_data_workspace_panels_use_operator_friendly_cards_and_forms() -> None:
 
     assert "compact-form" in project_panel
     assert "entity-card-active" in project_panel
-    assert "AOI manager" in area_panel
+    assert "<h2>Gebieden</h2>" in area_panel
     assert "compact-form" in area_panel
     assert "entity-card-active" in area_panel
     assert "dataset-upload-form" in dataset_panel

backend/tests/test_sprint51_quality_export_polish.py

@@ -9,11 +9,11 @@ def test_quality_panel_uses_workbench_summary_and_cards() -> None:
         ROOT / "frontend" / "src" / "components" / "quality" / "QualityResultsPanel.tsx"
     ).read_text(encoding="utf-8")
 
-    assert 'className="quality-results-panel"' in quality_panel
+    assert "'quality-results-panel quality-results-panel-empty' : 'quality-results-panel'" in quality_panel
     assert 'className="quality-summary-grid"' in quality_panel
     assert 'className="quality-check-list"' in quality_panel
     assert 'className="quality-check-card"' in quality_panel
-    assert "No persisted QA/QC results yet" in quality_panel
+    assert "Nog geen bewaarde kwaliteitsresultaten" in quality_panel
     assert "check.metrics.map" in quality_panel
     assert "fetch(" not in quality_panel
 

backend/tests/test_sprint53_selection_ergonomics.py

@@ -13,8 +13,8 @@ def test_dataset_panel_exposes_map_and_export_quick_actions() -> None:
     assert "dataset-card-active" in panel
     assert "onOpenDatasetInMap" in panel
     assert "onOpenDatasetExport" in panel
-    assert "Open in map" in panel
+    assert "Open op kaart" in panel
-    assert "Export / QA" in panel
+    assert "Downloaden" in panel
     assert "disabled={!(dataset.dataset_type === 'vector' || dataset.dataset_type === 'geojson')}" in panel
 
 

backend/tests/test_sprint64_export_handoff_polish.py

@@ -13,12 +13,12 @@ def test_export_center_surfaces_handoff_readiness_context() -> None:
     assert 'className="handoff-readiness-grid"' in export_center
     assert 'className="handoff-action-grid"' in export_center
     assert 'className="export-type-badge"' in export_center
-    assert "Latest handoff artifact" in export_center
+    assert "Laatste bestand" in export_center
-    assert "Project report" in export_center
+    assert "Leesbaar rapport" in export_center
-    assert "Detection run" in export_center
+    assert "Gebouwanalyse" in export_center
-    assert "Segmentation run" in export_center
+    assert "Segmentatieanalyse" in export_center
-    assert "selectedDetectionRunId || 'none'" in export_center
+    assert "selectedDetectionRunId || 'geen'" in export_center
-    assert "selectedSegmentationRunId || 'none'" in export_center
+    assert "selectedSegmentationRunId || 'geen'" in export_center
 
 
 def test_export_handoff_polish_has_responsive_styles() -> None:

backend/tests/test_sprint68_dataset_catalog_density.py

@@ -11,10 +11,10 @@ def test_dataset_panel_surfaces_role_summary_and_badges() -> None:
 
     assert "roleSummaries" in dataset_panel
     assert "dataset-role-summary-grid" in dataset_panel
-    assert "Selected" in dataset_panel
+    assert "Geselecteerd" in dataset_panel
-    assert "Reference" in dataset_panel
+    assert "Referentie" in dataset_panel
-    assert "Candidate" in dataset_panel
+    assert "Resultaat" in dataset_panel
-    assert "Source" in dataset_panel
+    assert "Eigen bron" in dataset_panel
     assert "dataset-role-badge" in dataset_panel
     assert "dataset-role-selected" in dataset_panel
     assert "dataset-role-reference" in dataset_panel
@@ -28,9 +28,9 @@ def test_dataset_cards_expose_scan_friendly_source_and_crs_context() -> None:
     )
 
     assert "dataset-card-kicker" in dataset_panel
-    assert "Source: {dataset.source_name ?? dataset.source}" in dataset_panel
+    assert "Bron: {dataset.source_name ?? dataset.source}" in dataset_panel
-    assert "Layer: {dataset.reference_layer_name}" in dataset_panel
+    assert "Laag: {dataset.reference_layer_name}" in dataset_panel
-    assert "CRS: {dataset.crs ?? dataset.vector_summary?.crs ?? 'n/a'}" in dataset_panel
+    assert "CRS: {dataset.crs ?? dataset.vector_summary?.crs ?? 'onbekend'}" in dataset_panel
     assert "dataset-card-title" in dataset_panel
 
 

backend/tests/test_sprint69_dataset_action_polish.py

@@ -11,9 +11,9 @@ def test_dataset_panel_explains_recommended_actions() -> None:
 
     assert "datasetActionHint" in dataset_panel
     assert "dataset-action-hint" in dataset_panel
-    assert "QA reference layer" in dataset_panel
+    assert "Officiële laag voor kaartanalyse en kwaliteitscontrole." in dataset_panel
-    assert "QA candidate layer" in dataset_panel
+    assert "Bewaard resultaat dat opnieuw op de kaart" in dataset_panel
-    assert "Open on the map or send to Export / QA." in dataset_panel
+    assert "Ingeladen gegevensbron voor verdere analyse." in dataset_panel
 
 
 def test_dataset_buttons_have_scan_friendly_action_copy() -> None:
@@ -22,12 +22,12 @@ def test_dataset_buttons_have_scan_friendly_action_copy() -> None:
     )
 
     assert "dataset-action-grid" in dataset_panel
-    assert "Inspect" in dataset_panel
+    assert "Bekijken" in dataset_panel
-    assert "Map" in dataset_panel
+    assert "Kaart" in dataset_panel
-    assert "Export / QA" in dataset_panel
+    assert "Downloaden" in dataset_panel
     assert "Metadata" in dataset_panel
-    assert "Vector/GeoJSON only" in dataset_panel
+    assert "Enkel vectorlagen" in dataset_panel
-    assert "Raster metadata is automatic" in dataset_panel
+    assert "disabled={dataset.dataset_type === 'raster'}" in dataset_panel
 
 
 def test_dataset_action_styles_keep_buttons_dense_and_responsive() -> None:

backend/tests/test_sprint70_quality_handoff_polish.py

@@ -23,11 +23,11 @@ def test_quality_panel_surfaces_candidate_reference_handoff_summary() -> None:
     ).read_text(encoding="utf-8")
 
     assert "quality-handoff-grid" in quality_panel
-    assert "Candidate layers" in quality_panel
+    assert "Te controleren lagen" in quality_panel
-    assert "Reference layers" in quality_panel
+    assert "Referentielagen" in quality_panel
-    assert "Latest comparison" in quality_panel
+    assert "Laatste vergelijking" in quality_panel
-    assert "Candidate" in quality_panel
+    assert "Te controleren:" in quality_panel
-    assert "Reference" in quality_panel
+    assert "referentie:" in quality_panel
     assert "quality-dataset-name" in quality_panel
 
 

backend/tests/test_sprint71_quality_metric_polish.py

@@ -28,8 +28,8 @@ def test_quality_panel_renders_metric_evidence_cards_and_raw_metrics() -> None:
     assert "quality-metric-grid" in quality_panel
     assert "quality-metric-card" in quality_panel
     assert "quality-metric-card-critical" in quality_panel
-    assert "Metric evidence" in quality_panel
+    assert "Gemeten kwaliteit" in quality_panel
-    assert "Raw metrics" in quality_panel
+    assert "Alle meetwaarden" in quality_panel
     assert "check.metrics.map" in quality_panel
 
 

backend/tests/test_sprint73_quality_result_filtering.py

@@ -17,12 +17,12 @@ def test_quality_panel_adds_result_filters_and_density_limit() -> None:
     assert "filteredQualityChecks = useMemo" in quality_panel
     assert "visibleQualityChecks = showAllQualityChecks ? filteredQualityChecks : filteredQualityChecks.slice(0, 8)" in quality_panel
     assert "quality-history-controls" in quality_panel
-    assert "Search QA/QC results" in quality_panel
+    assert "Kwaliteitsresultaten zoeken" in quality_panel
-    assert "All statuses" in quality_panel
+    assert "Alle statussen" in quality_panel
-    assert "All check types" in quality_panel
+    assert "Alle types" in quality_panel
-    assert "Reset view" in quality_panel
+    assert "Filters wissen" in quality_panel
-    assert "Show all QA/QC results" in quality_panel
+    assert "Alle kwaliteitsresultaten tonen" in quality_panel
-    assert "No QA/QC results match the current filters." in quality_panel
+    assert "Geen kwaliteitsresultaten voldoen aan de filters." in quality_panel
 
 
 def test_quality_filter_styles_reuse_dense_history_patterns() -> None:

backend/tests/test_sprint84_data_workspace_density.py

@@ -16,12 +16,12 @@ def test_project_and_area_panels_expose_selected_summary_regions() -> None:
 
     assert "const selectedProject = projects.find" in project_panel
     assert 'className="data-selection-summary data-selection-summary-project"' in project_panel
-    assert 'className="data-panel-form-block"' in project_panel
+    assert 'className="data-panel-form-block technical-management-block"' in project_panel
     assert 'className="data-panel-list-block"' in project_panel
     assert "const selectedArea = areas.find" in area_panel
     assert 'className="data-selection-summary data-selection-summary-area"' in area_panel
     assert 'className="data-panel-form-block"' in area_panel
-    assert 'className="data-panel-list-block"' in area_panel
+    assert 'className="data-panel-list-block area-catalog-disclosure"' in area_panel
 
 
 def test_dataset_panel_separates_selected_upload_and_catalog_regions() -> None:

backend/tests/test_sprint86_quality_workspace_density.py

@@ -11,7 +11,7 @@ def test_quality_results_panel_exposes_structured_surfaces() -> None:
         encoding="utf-8"
     )
 
-    assert 'className="quality-results-panel"' in panel
+    assert "'quality-results-panel quality-results-panel-empty' : 'quality-results-panel'" in panel
     assert 'className="quality-results-shell"' in panel
     assert 'className="quality-summary-surface"' in panel
     assert 'aria-label="QA/QC result summary"' in panel
@@ -22,6 +22,7 @@ def test_quality_results_panel_exposes_structured_surfaces() -> None:
     assert 'className="quality-result-state-stack"' in panel
     assert 'className="quality-history-surface"' in panel
     assert 'aria-label="QA/QC result history"' in panel
+    assert 'className="quality-advanced-disclosure"' in panel
 
 
 def test_quality_results_panel_preserves_existing_refresh_filter_and_history_state() -> None:
@@ -34,8 +35,8 @@ def test_quality_results_panel_preserves_existing_refresh_filter_and_history_sta
     assert "qualityTypeFilter" in panel
     assert "qualitySearchQuery" in panel
     assert "visibleQualityChecks.map" in panel
-    assert "Show all QA/QC results" in panel
+    assert "Alle kwaliteitsresultaten tonen" in panel
-    assert "No QA/QC results match the current filters." in panel
+    assert "Geen kwaliteitsresultaten voldoen aan de filters." in panel
 
 
 def test_quality_workspace_density_css_contracts() -> None:

backend/tests/test_sprint88_ai_lab_density.py

@@ -52,7 +52,7 @@ def test_ai_lab_preserves_existing_detection_and_segmentation_controls() -> None
     assert "onLoadResults" in detection
     assert "onRunQa" in detection
     assert "detectionTileManifestPath" in detection
-    assert "Detections loaded: {detectionItems.length}" in detection
+    assert "{detectionItems.length} objecten geladen" in detection
     assert "Compare detections to reference" in detection
 
     assert "onRunSegmentation" in segmentation

backend/tests/test_sprint89_export_system_density.py

@@ -20,7 +20,7 @@ def test_export_center_exposes_final_handoff_surfaces() -> None:
     assert 'className="export-actions-surface"' in export_center
     assert 'aria-label="Export artifact actions"' in export_center
     assert 'className="export-state-stack"' in export_center
-    assert 'className="export-history-surface"' in export_center
+    assert 'className="export-history-surface export-history-disclosure"' in export_center
     assert 'aria-label="Export history"' in export_center
 
 

backend/tests/test_sprint93_export_handoff_completion.py

@@ -11,14 +11,14 @@ def test_export_center_groups_latest_handoff_artifacts_by_type() -> None:
 
     assert "latestHandoffArtifacts" in export_center
     assert "Latest handoff artifacts" in export_center
-    assert "Project report" in export_center
+    assert "Leesbaar rapport" in export_center
-    assert "Project metadata" in export_center
+    assert "Werkruimtedata" in export_center
-    assert "Dataset GeoJSON" in export_center
+    assert "Kaartlaag (GeoJSON)" in export_center
-    assert "Detection GeoJSON" in export_center
+    assert "Herkende gebouwen (GeoJSON)" in export_center
-    assert "Segmentation GeoJSON" in export_center
+    assert "Segmentaties (GeoJSON)" in export_center
     assert "latest-artifact-grid" in export_center
     assert "latest-artifact-card" in export_center
-    assert "No artifact yet" in export_center
+    assert "Nog niet gemaakt" in export_center
 
 
 def test_export_center_latest_artifact_cards_keep_existing_actions() -> None:

backend/tests/test_sprint94_quality_drilldown.py

@@ -12,14 +12,14 @@ def test_quality_results_panel_exposes_selected_check_drilldown() -> None:
     assert "selectedQualityCheckId" in panel
     assert "selectedQualityCheck" in panel
     assert "QA/QC evidence drilldown" in panel
-    assert "Selected check" in panel
+    assert "Geselecteerde controle" in panel
-    assert "Candidate layer" in panel
+    assert "Te controleren laag" in panel
-    assert "Reference layer" in panel
+    assert "Referentielaag" in panel
-    assert "Analysis run" in panel
+    assert "Analyserun" in panel
     assert "Job" in panel
-    assert "Completed" in panel
+    assert "Afgerond" in panel
-    assert "Inspect latest check" in panel
+    assert "Laatste controle bekijken" in panel
-    assert "Inspect check" in panel
+    assert "Controle bekijken" in panel
 
 
 def test_quality_results_panel_surfaces_false_positive_negative_evidence() -> None:
@@ -27,9 +27,9 @@ def test_quality_results_panel_surfaces_false_positive_negative_evidence() -> No
         encoding="utf-8"
     )
 
-    assert "False positive evidence" in panel
+    assert "Onterecht gevonden" in panel
-    assert "False negative evidence" in panel
+    assert "Gemiste objecten" in panel
-    assert "Map evidence handoff" in panel
+    assert "Controle op de kaart" in panel
     assert "metricByKey(selectedQualityCheck, 'false_positive_count')" in panel
     assert "metricByKey(selectedQualityCheck, 'false_negative_count')" in panel
     assert "selectedQualityCheck.parameters_json" in panel

backend/tests/test_sprint96_useful_default_context.py

@@ -22,8 +22,8 @@ def test_ai_labs_explain_missing_raster_input_before_disabled_runs() -> None:
         encoding="utf-8"
     )
 
-    assert "No raster datasets available for detection." in detection_lab
+    assert "Geen luchtbeeld beschikbaar in deze werkruimte." in detection_lab
-    assert "Upload or select a raster dataset in Data before running object detection." in detection_lab
+    assert "Voeg onder Bronnen een gegeorefereerde GeoTIFF toe." in detection_lab
     assert "rasterDatasets.length === 0" in detection_lab
     assert "No raster datasets available for segmentation." in segmentation_lab
     assert "Upload or select a raster dataset in Data before running segmentation." in segmentation_lab

docs/CODEX_EXECUTION_LOG.md

@@ -1,3 +1,26 @@
+## Sprint 193 End-user regional workbench simplification (2026-07-14)
+
+Changed:
+- Made `Kempen Regional Workbench` the automatic complete data context before the municipality fallback and removed the primary map's project-level region selector.
+- Kept the 28 municipality Areas plus the complete region available as one spatial work-area selector over the already loaded regional datasets.
+- Simplified the visible shell and moved technical project runs, raw source metadata, QA internals, provider capabilities, export history and AI diagnostics into explicit advanced disclosures.
+- Defaulted Detection Lab to `yolo-configured`, threshold `0.15`, the active local asset and automatic non-mutating preflight checks.
+- Added end-user workbench contract tests without changing backend API contracts, migrations, persistence or model execution.
+
+AI evidence:
+- The configured Tower runtime reports PyTorch `2.13.0+cpu`, Ultralytics `8.4.95`, a valid local active model file and a successful model-load preflight; CUDA is not available.
+- The retained active profile records precision `0.5898`, recall `0.5770` and F1 `0.5825` over seven positive AOIs with zero detections in the empty-background control.
+- No automatic download or blind retraining was introduced. The 48 false-positive and 48 false-negative review decisions remain a required gate before constructing another training corpus.
+
+Tested before deployment:
+- `bash scripts/run_readiness_check.sh` passed with `560 passed`, backend compile, one Alembic head (`202607140001`), frontend typecheck/build and live-smoke syntax validation.
+- `python -m alembic upgrade head --sql` generated a 30,166-byte offline migration plan successfully; `bash -n scripts/live_migration_smoke.sh` passed.
+- The false-positive review validator returned the expected `review_required` gate with all 48 selected decisions still `unreviewed`; no unreviewed QA mismatch was promoted into training data.
+- Local Docker validation was unavailable because the Windows workstation has no Docker CLI; live container/PostGIS validation remains part of the Tower deployment pass.
+
+Next:
+- Extend official population and modern land-use time series from Mol to all 28 municipalities, then expose a guided raster-import and configured-detection run over a drawn map selection.
+
 ## Sprint 191 Regional Kempen GRB context foundation (2026-07-14)
 
 Changed:

docs/TODO.md

@@ -11,6 +11,9 @@
 - [x] Define and provision the official 28-municipality Vervoerregio Kempen as the explicit operational regional scope.
 - [x] Partition and provision the complete current GRB building theme for all 28 Kempen transport-region municipalities, with resumable source artifacts and one queryable regional PostGIS dataset.
 - [x] Provision the remaining regional GRB context themes in bounded partitions: roads, water and parcels.
+- [x] Make the complete regional workspace the automatic data context and use municipality/full-region Areas as one spatial filter instead of requiring a region dropdown.
+- [x] Reduce end-user noise by moving technical projects, source metadata, QA evidence, provider internals and model diagnostics behind explicit advanced disclosures.
+- [x] Default Detection Lab to the configured local YOLO asset and present measured model quality and control requirements honestly.
 - [ ] Extend official population and land-use time series from Mol to the approved 28-municipality regional scope.
 
 This file now starts with the current implementation status. Older preparation/backlog sections are preserved below as historical planning context and should not be treated as the live sprint board without checking `docs/CODEX_EXECUTION_LOG.md`.

frontend/README.md

@@ -1,8 +1,12 @@
 # GeoIntel Frontend (Sprint 4)
 
-React + TypeScript + MapLibre foundation for project/area/dataset workflow.
+React + TypeScript + MapLibre workbench for regional geographic analysis.
 
-Mol is the primary operating context. On a fresh session the application opens the map-first geographic explorer, prefers the persisted `Mol Municipality Workbench`, selects the official NIS `13025` municipality boundary and activates the largest available authoritative building layer. A compact `Regio` selector switches between this workspace and the explicitly provisioned `Kempen Regional Workbench`, whose scope is the official 28-municipality Vlaamse vervoerregio. Explicit project and dataset selections remain authoritative.
+The persisted `Kempen Regional Workbench` is the automatic operational data context. Its current GRB layers are loaded once for the complete official 28-municipality Vlaamse vervoerregio; the operator chooses Mol, another municipality or the complete region as a spatial work-area filter. The primary map no longer asks the user to choose a technical project or region before data becomes usable. Mol remains the primary validation and historical-data focus, while explicit project selection stays available under advanced management.
+
+The user-facing shell is task based: `Kaart`, `Bronnen`, `Kwaliteit`, `Beeldanalyse`, `Downloads`, `Status` and `Beheer`. Internal benchmark projects, raw dataset metadata, provider capabilities, model registry details and QA evidence remain accessible through labelled advanced disclosures instead of competing with the normal workflow.
+
+Detection defaults to the configured local YOLO asset and automatically selects an available raster and active model asset where possible. The model registry and preflight remain honest when PyTorch, Ultralytics, a local model file or a tile manifest is unavailable. The active building profile is operational but remains review-required: its recorded coverage-aware benchmark is approximately precision 0.590, recall 0.577 and F1 0.582 over seven positive AOIs, with zero detections in the empty-background control. Another training pass is intentionally blocked until the generated false-positive and false-negative review decisions are completed.
 
 The map-first explorer has two deliberate modes. `Latest state` selects the
 latest explicitly dated source snapshot without claiming an old edition is
@@ -21,7 +25,7 @@ estimates clearly marked and land-cover sources show intersected hectares. The
 advanced workbench remains available but is not required for the primary
 choose-theme, draw-area, read-result flow.
 
-The primary workflow is deliberately short: choose Mol or Kempen, choose a data theme, drag a rectangle on the MapLibre map and read the resulting PostGIS evidence. Releasing the drag runs the active theme query and every other available theme query for the same EPSG:4326 bbox. The result panel shows selection area, exact intersection totals, active-theme density, source identity and bounded feature properties. Map rendering remains capped at 1,000 features while `total_feature_count` reports the exact database count.
+The primary workflow is deliberately short: choose a municipality or the complete region, choose a data theme, drag a rectangle on the MapLibre map and read the resulting PostGIS evidence. Releasing the drag runs the active theme query and every other available theme query for the same EPSG:4326 bbox. The result panel shows selection area, exact intersection totals, active-theme density, source identity and bounded feature properties. Map rendering remains capped at 1,000 features while `total_feature_count` reports the exact database count.
 
 The theme catalog currently recognizes buildings, population, forest/green, water, roads and parcels from dataset names and canonical `reference_layer_name` metadata. A theme is enabled only when a ready persisted vector dataset exists; otherwise it states `Bron nog niet ingeladen`. This prevents missing population or land-cover sources from appearing as zero-valued observations. The previous technical Map workspace remains available through `Geavanceerde werkbank` for derived datasets, QA/QC evidence and export operations.
 

frontend/src/App.tsx

@@ -30,6 +30,8 @@ import { useQualityWorkflow } from './hooks/useQualityWorkflow'
 import { useSegmentationWorkflow } from './hooks/useSegmentationWorkflow'
 import { useWorkbenchBootstrap } from './hooks/useWorkbenchBootstrap'
 import { useViewportVectorLayer } from './hooks/useViewportVectorLayer'
+import { getDatasetDisplayName } from './lib/datasetDisplay'
+import { REGIONAL_WORKSPACE_LABEL, REGIONAL_WORKSPACE_PROJECT_NAME } from './config/primaryFocus'
 
 function isVectorDatasetType(datasetType: string): boolean {
   return datasetType === 'vector' || datasetType === 'geojson'
@@ -38,19 +40,20 @@ function isVectorDatasetType(datasetType: string): boolean {
 type WorkspaceKey = 'overview' | 'data' | 'map' | 'analysis' | 'ai' | 'exports' | 'system'
 
 const workspaceNavItems: Array<{ key: WorkspaceKey; label: string; description: string }> = [
-  { key: 'overview', label: 'Overview', description: 'V1 readiness and next action' },
+  { key: 'overview', label: 'Status', description: 'Beschikbaarheid en aandachtspunten' },
-  { key: 'data', label: 'Data', description: 'Projects, AOI and datasets' },
+  { key: 'data', label: 'Bronnen', description: 'Gebieden en ingeladen gegevens' },
-  { key: 'map', label: 'Map', description: 'Layer review and inspection' },
+  { key: 'map', label: 'Kaart', description: 'Selecteren, uitlezen en vergelijken' },
-  { key: 'analysis', label: 'QA/QC', description: 'Quality checks and change detection' },
+  { key: 'analysis', label: 'Kwaliteit', description: 'Resultaten controleren' },
-  { key: 'ai', label: 'AI Labs', description: 'Detection and segmentation' },
+  { key: 'ai', label: 'Beeldanalyse', description: 'Gebouwen herkennen op luchtbeelden' },
-  { key: 'exports', label: 'Exports', description: 'Artifacts and downloads' },
+  { key: 'exports', label: 'Downloads', description: 'Resultaten bewaren en delen' },
-  { key: 'system', label: 'System', description: 'Provider capabilities' },
+  { key: 'system', label: 'Beheer', description: 'Databronnen en systeemstatus' },
 ]
 
 const workspaceNavGroups: Array<{ label: string; keys: WorkspaceKey[] }> = [
-  { label: 'Workspace', keys: ['overview', 'data', 'map'] },
+  { label: 'Verkennen', keys: ['map', 'data'] },
-  { label: 'Analyze', keys: ['analysis', 'ai'] },
+  { label: 'Analyseren', keys: ['analysis', 'ai'] },
-  { label: 'Deliver', keys: ['exports', 'system'] },
+  { label: 'Afronden', keys: ['exports'] },
+  { label: 'Beheer', keys: ['overview', 'system'] },
 ]
 
 function App(): JSX.Element {
@@ -659,43 +662,45 @@ function App(): JSX.Element {
       target: 'exports',
     },
   ]
-  const projectContextLabel = selectedProject?.name ?? 'No project'
+  const projectContextLabel = selectedProject?.name === REGIONAL_WORKSPACE_PROJECT_NAME
-  const areaContextLabel = selectedArea?.name ?? (areas.length > 0 ? 'Select area' : 'No AOI')
+    ? REGIONAL_WORKSPACE_LABEL
-  const datasetContextLabel = selectedDataset?.name ?? (datasets.length > 0 ? 'Select dataset' : 'No dataset')
+    : selectedProject?.name ?? 'Geen werkruimte'
+  const areaContextLabel = selectedArea?.name ?? (areas.length > 0 ? 'Kies een gebied' : 'Geen gebied')
+  const datasetContextLabel = selectedDataset ? getDatasetDisplayName(selectedDataset) : datasets.length > 0 ? 'Kies een bron' : 'Geen bron'
   const layerContextLabel = mapFeatureCollection
     ? `${mapFeatureCount} features`
     : viewportVectorLayerActive
-      ? 'Viewport layer selected'
+      ? 'Kaartlaag gekozen'
-      : 'No active layer'
+      : 'Geen actieve laag'
 
   return (
     <div className="app-shell workbench-shell">
       <a className="skip-link" href="#workspace-main">
-        Skip to workspace
+        Ga naar de werkruimte
       </a>
       <header className="workbench-topbar">
         <div className="brand-block">
           <span className="brand-mark" aria-hidden="true">GI</span>
           <div>
             <h1>GeoIntel</h1>
-            <p>GeoAI Workbench · Mol / Kempen</p>
+            <p>GeoAI-werkruimte · Mol en de Kempen</p>
           </div>
         </div>
         <div className="context-bar" aria-label="Active workbench context">
           <div>
-            <span>Project</span>
+            <span>Werkruimte</span>
             <strong title={projectContextLabel}>{projectContextLabel}</strong>
           </div>
           <div>
-            <span>AOI</span>
+            <span>Gebied</span>
             <strong title={areaContextLabel}>{areaContextLabel}</strong>
           </div>
           <div>
-            <span>Dataset</span>
+            <span>Bron</span>
             <strong title={datasetContextLabel}>{datasetContextLabel}</strong>
           </div>
           <div>
-            <span>Layer</span>
+            <span>Kaartlaag</span>
             <strong title={layerContextLabel}>{layerContextLabel}</strong>
           </div>
         </div>
@@ -770,7 +775,7 @@ function App(): JSX.Element {
                 </button>
               ))}
             </div>
-            <span>{selectedProject ? `Active project: ${selectedProject.name}` : 'Start with a project or load the demo workflow.'}</span>
+            <span>{selectedProject ? `Actief bereik: ${projectContextLabel}` : 'De regionale gegevens worden ingeladen.'}</span>
           </div>
 
           {activeWorkspace === 'overview' ? (
@@ -784,6 +789,11 @@ function App(): JSX.Element {
                 activeLayerFeatureCount={mapFeatureCount}
                 selectedAreaHasGeometry={Boolean(areaFeatureCollection)}
               />
+              <details className="status-details-disclosure">
+                <summary>
+                  <span>Volledige workflowstatus</span>
+                  <strong>{workflowGuidanceComplete ? 'voltooid' : 'optionele stappen open'}</strong>
+                </summary>
               <section className="workflow-guidance-panel" aria-label="V1 workflow guidance">
                 <div className="panel-title-row">
                   <div>
@@ -860,6 +870,7 @@ function App(): JSX.Element {
                   </button>
                 </div>
               </section>
+              </details>
             </div>
           ) : null}
 
@@ -958,7 +969,6 @@ function App(): JSX.Element {
               selectedMapDatasetId={selectedDataset && isVectorDatasetType(selectedDataset.dataset_type) ? selectedDataset.id : ''}
               selectedFeature={selectedMapFeature}
               onSelectMapArea={setSelectedMapAreaId}
-              onSelectProject={selectProject}
               onOpenDatasetInMap={openDatasetInMap}
               onSetAreaLayerVisible={setAreaLayerVisible}
               onSetAreaLayerOpacity={setAreaLayerOpacity}
@@ -981,6 +991,22 @@ function App(): JSX.Element {
 
           {activeWorkspace === 'analysis' ? (
             <div className="workspace-grid workspace-grid-analysis">
+              <QualityResultsPanel
+                selectedProjectId={selectedProjectId}
+                qualityChecks={qualityChecks}
+                qualityChecksError={qualityChecksError}
+                candidateDatasets={candidateDatasets}
+                referenceDatasets={referenceDatasets}
+                onRefresh={() => loadQualityChecks()}
+                onOpenEvidenceMap={openQualityEvidenceOnMap}
+                evidenceLoading={qualityEvidenceLoading}
+                evidenceError={qualityEvidenceError}
+              />
+              <details className="secondary-analysis-disclosure">
+                <summary>
+                  <span>Historische vectorlagen vergelijken</span>
+                  <strong>Geavanceerd</strong>
+                </summary>
                 <ChangeDetectionPanel
                   vectorDatasets={availableVectorDatasets}
                   sourceDatasetId={changeSourceDatasetId}
@@ -996,18 +1022,7 @@ function App(): JSX.Element {
                   onIncludeUnchangedChange={setChangeIncludeUnchanged}
                   onRun={runChangeDetection}
                 />
-
+              </details>
-              <QualityResultsPanel
-                selectedProjectId={selectedProjectId}
-                qualityChecks={qualityChecks}
-                qualityChecksError={qualityChecksError}
-                candidateDatasets={candidateDatasets}
-                referenceDatasets={referenceDatasets}
-                onRefresh={() => loadQualityChecks()}
-                onOpenEvidenceMap={openQualityEvidenceOnMap}
-                evidenceLoading={qualityEvidenceLoading}
-                evidenceError={qualityEvidenceError}
-              />
             </div>
           ) : null}
 
@@ -1069,6 +1084,11 @@ function App(): JSX.Element {
                 onApplyOperatorProfile={applyDetectionOperatorProfile}
               />
 
+              <details className="secondary-analysis-disclosure segmentation-disclosure">
+                <summary>
+                  <span>Segmentatie van beeldvlakken</span>
+                  <strong>Nog niet geconfigureerd</strong>
+                </summary>
                 <SegmentationLab
                   segmentationModels={segmentationModels}
                   loadingSegmentationModels={loadingSegmentationModels}
@@ -1109,6 +1129,7 @@ function App(): JSX.Element {
                   onSelectReferenceDataset={setSegmentationReferenceDatasetId}
                   onRunQa={runSegmentationQa}
                 />
+              </details>
             </div>
           ) : null}
 

frontend/src/components/WorkbenchStatusStrip.tsx

@@ -28,21 +28,21 @@ function countReferenceDatasets(datasets: DatasetCreateResponse[]): number {
 
 function nextAction(items: StatusItem[]): string {
   if (!items.some((item) => item.key === 'project' && item.state === 'ready')) {
-    return 'Create or open a project.'
+    return 'De regionale werkruimte kon niet worden geopend.'
   }
   if (!items.some((item) => item.key === 'area' && item.state === 'ready')) {
-    return 'Create an AOI or select an area with geometry.'
+    return 'Kies een gemeente of de volledige regio.'
   }
   if (!items.some((item) => item.key === 'datasets' && item.state === 'ready')) {
-    return 'Upload a vector or raster dataset, or load the offline demo workflow.'
+    return 'Laad een kaartlaag of luchtbeeld in.'
   }
   if (!items.some((item) => item.key === 'qa' && item.state === 'ready')) {
-    return 'Run QA/QC against a reference dataset when candidate and reference data are available.'
+    return 'Kaart en bronnen zijn klaar. Kwaliteitscontrole is beschikbaar zodra er een analyseresultaat is.'
   }
   if (!items.some((item) => item.key === 'exports' && item.state === 'ready')) {
-    return 'Create a metadata, report or GeoJSON export for handoff.'
+    return 'De analyse is klaar; maak eventueel een rapport of download.'
   }
-  return 'Workbench has the core V1 loop populated.'
+  return 'Alle onderdelen van de werkruimte bevatten bewaarde resultaten.'
 }
 
 export function WorkbenchStatusStrip({
@@ -64,63 +64,64 @@ export function WorkbenchStatusStrip({
   const items: StatusItem[] = [
     {
       key: 'project',
-      label: 'Project',
+      label: 'Werkruimte',
-      value: selectedProject ? selectedProject.name : 'No project',
+      value: selectedProject ? selectedProject.name : 'Geen werkruimte',
-      detail: selectedProject ? selectedProject.region : 'Open or create a project',
+      detail: selectedProject ? selectedProject.region : 'Niet geladen',
       state: selectedProject ? 'ready' : 'waiting',
     },
     {
       key: 'area',
-      label: 'AOI',
+      label: 'Gebieden',
-      value: `${areas.length} area${areas.length === 1 ? '' : 's'}`,
+      value: `${areas.length} beschikbaar`,
-      detail: selectedAreaHasGeometry ? 'selected area has map geometry' : 'no selected map geometry',
+      detail: selectedAreaHasGeometry ? 'Kaartgrens beschikbaar' : 'Geen kaartgrens geselecteerd',
       state: selectedAreaHasGeometry ? 'ready' : areas.length > 0 ? 'warning' : 'waiting',
     },
     {
       key: 'datasets',
-      label: 'Datasets',
+      label: 'Bronnen',
-      value: `${readyDatasets}/${datasets.length} ready`,
+      value: `${readyDatasets}/${datasets.length} beschikbaar`,
-      detail: `${vectorDatasets} vector, ${rasterDatasets} raster, ${referenceDatasets} reference`,
+      detail: `${vectorDatasets} kaartlagen, ${rasterDatasets} luchtbeelden, ${referenceDatasets} officiële referenties`,
       state: datasets.length === 0 ? 'waiting' : readyDatasets === datasets.length ? 'ready' : 'warning',
     },
     {
       key: 'map',
-      label: 'Map',
+      label: 'Kaart',
-      value: `${activeLayerFeatureCount} feature${activeLayerFeatureCount === 1 ? '' : 's'}`,
+      value: `${activeLayerFeatureCount} zichtbare objecten`,
-      detail: selectedAreaHasGeometry ? 'AOI overlay available' : 'AOI overlay missing',
+      detail: selectedAreaHasGeometry ? 'Gebiedsgrens beschikbaar' : 'Gebiedsgrens ontbreekt',
       state: selectedAreaHasGeometry || activeLayerFeatureCount > 0 ? 'ready' : 'waiting',
     },
     {
       key: 'qa',
-      label: 'QA/QC',
+      label: 'Kwaliteit',
-      value: `${qualityChecks.length} check${qualityChecks.length === 1 ? '' : 's'}`,
+      value: `${qualityChecks.length} controles`,
-      detail: latestQualityCheck ? `${latestQualityCheck.check_type}: ${latestQualityCheck.status}` : 'no persisted QA/QC result',
+      detail: latestQualityCheck ? `${latestQualityCheck.check_type}: ${latestQualityCheck.status}` : 'Nog geen controle uitgevoerd',
       state: qualityChecks.length > 0 ? 'ready' : 'waiting',
     },
     {
       key: 'exports',
-      label: 'Exports',
+      label: 'Downloads',
-      value: `${exports.length} export${exports.length === 1 ? '' : 's'}`,
+      value: `${exports.length} bestanden`,
-      detail: latestExport ? `${latestExport.export_type}: ${latestExport.status}` : 'no handoff artifact yet',
+      detail: latestExport ? `${latestExport.export_type}: ${latestExport.status}` : 'Nog geen bestand gemaakt',
       state: exports.length > 0 ? 'ready' : 'waiting',
     },
   ]
   const readyCount = items.filter((item) => item.state === 'ready').length
+  const coreReady = items.slice(0, 4).every((item) => item.state === 'ready')
 
   return (
     <section className="workbench-status-strip" aria-label="Workbench readiness">
       <div className="status-strip-header">
         <div>
-          <p className="eyebrow">V1 readiness</p>
+          <p className="eyebrow">Platformstatus</p>
           <h2>
             <span className="sr-only">Workbench status: </span>
-            {readyCount === items.length ? 'Mol workbench is ready' : 'Mol workbench needs attention'}
+            {coreReady ? 'Kaartwerkruimte is gebruiksklaar' : 'Kaartwerkruimte vraagt aandacht'}
           </h2>
           <p className="status-next-action">{nextAction(items)}</p>
         </div>
         <div className="status-readiness" aria-label={`${readyCount} of ${items.length} workbench stages ready`}>
           <strong>{readyCount}/{items.length}</strong>
-          <span>stages ready</span>
+          <span>onderdelen gereed</span>
         </div>
       </div>
       <div className="status-strip-grid">

frontend/src/components/datasets/DatasetPanel.tsx

@@ -1,5 +1,6 @@
 import type { Dispatch, FormEvent, SetStateAction } from 'react'
 import type { AreaRead, DatasetCreateResponse } from '../../types'
+import { getDatasetDisplayName } from '../../lib/datasetDisplay'
 
 interface DatasetFormState {
   datasetType: string
@@ -70,25 +71,25 @@ function normalizeDatasetRole(dataset: DatasetCreateResponse): 'reference' | 'ca
 
 function datasetRoleLabel(role: string): string {
   if (role === 'reference') {
-    return 'Reference'
+    return 'Officiële referentie'
   }
   if (role === 'candidate') {
-    return 'Candidate'
+    return 'Analyse-resultaat'
   }
-  return 'Source'
+  return 'Eigen bron'
 }
 
 function datasetActionHint(dataset: DatasetCreateResponse, role: string): string {
   if (role === 'reference') {
-    return 'QA reference layer. Select it when comparing candidates against trusted geometry.'
+    return 'Officiële laag voor kaartanalyse en kwaliteitscontrole.'
   }
   if (role === 'candidate') {
-    return 'QA candidate layer. Open on the map or send to Export / QA.'
+    return 'Bewaard resultaat dat opnieuw op de kaart, in kwaliteit of als download kan worden gebruikt.'
   }
   if (dataset.dataset_type === 'raster') {
-    return 'Raster source. Use the raster tools in the inspector after selecting it.'
+    return 'Luchtbeeld of rasterbron voor kaart- en beeldanalyse.'
   }
-  return 'Source dataset. Inspect details before using it in downstream workflows.'
+  return 'Ingeladen gegevensbron voor verdere analyse.'
 }
 
 export function DatasetPanel({
@@ -111,30 +112,30 @@ export function DatasetPanel({
   const roleSummaries = [
     {
       key: 'selected',
-      label: 'Selected',
+      label: 'Geselecteerd',
       count: selectedDatasetId ? 1 : 0,
-      hint: 'Active',
+      hint: 'Actief',
       className: 'dataset-role-selected',
     },
     {
       key: 'reference',
-      label: 'Reference',
+      label: 'Referentie',
       count: datasets.filter((dataset) => normalizeDatasetRole(dataset) === 'reference').length,
-      hint: 'QA truth',
+      hint: 'Officieel',
       className: 'dataset-role-reference',
     },
     {
       key: 'candidate',
-      label: 'Candidate',
+      label: 'Resultaat',
       count: datasets.filter((dataset) => normalizeDatasetRole(dataset) === 'candidate').length,
-      hint: 'QA candidate',
+      hint: 'Afgeleid',
       className: 'dataset-role-candidate',
     },
     {
       key: 'source',
-      label: 'Source',
+      label: 'Eigen bron',
       count: datasets.filter((dataset) => normalizeDatasetRole(dataset) === 'source').length,
-      hint: 'Uploads',
+      hint: 'Ingeladen',
       className: 'dataset-role-source',
     },
   ]
@@ -143,23 +144,23 @@ export function DatasetPanel({
     <section className="workspace-panel" data-testid="dataset-panel">
       <div className="panel-title-row">
         <div>
-          <p className="eyebrow">Data catalog</p>
+          <p className="eyebrow">Ingeladen gegevens</p>
-          <h2>Datasets</h2>
+          <h2>Bronnen</h2>
         </div>
-        <span className="count-pill">{readyDatasets}/{datasets.length} ready</span>
+        <span className="count-pill">{readyDatasets}/{datasets.length} beschikbaar</span>
       </div>
 
       <div className="data-selection-summary data-selection-summary-dataset">
-        <span>Selected dataset</span>
+        <span>Actieve bron</span>
-        <strong>{selectedDataset?.name ?? 'No dataset selected'}</strong>
+        <strong>{selectedDataset ? getDatasetDisplayName(selectedDataset) : 'Geen bron geselecteerd'}</strong>
-        <small>{selectedDataset ? `${datasetRoleLabel(normalizeDatasetRole(selectedDataset))} / ${selectedDataset.status}` : 'Inspect a dataset to load details and tools.'}</small>
+        <small>{selectedDataset ? `${datasetRoleLabel(normalizeDatasetRole(selectedDataset))} · ${selectedDataset.status === 'ready' ? 'beschikbaar' : selectedDataset.status}` : 'Kies een bron om deze op de kaart te openen.'}</small>
       </div>
 
       <details className="dataset-upload-block data-panel-form-block">
-        <summary>Upload source data</summary>
+        <summary>Eigen bronbestand toevoegen</summary>
         <form className="dataset-upload-form" onSubmit={onUploadDataset}>
           <label>
-            Type
+            Bestandstype
             <select
               value={datasetForm.datasetType}
               onChange={(event) => onDatasetFormChange((previous) => ({ ...previous, datasetType: event.target.value }))}
@@ -170,7 +171,7 @@ export function DatasetPanel({
             </select>
           </label>
           <label>
-            Source
+            Bronnaam
             <input
               value={datasetForm.source}
               onChange={(event) => onDatasetFormChange((previous) => ({ ...previous, source: event.target.value }))}
@@ -178,12 +179,12 @@ export function DatasetPanel({
             />
           </label>
           <label>
-            AOI
+            Gebied
             <select
               value={datasetForm.areaId}
               onChange={(event) => onDatasetFormChange((previous) => ({ ...previous, areaId: event.target.value }))}
             >
-              <option value="">No area</option>
+              <option value="">Volledige bron</option>
               {areas.map((area) => (
                 <option key={area.id} value={area.id}>
                   {area.name}
@@ -192,7 +193,7 @@ export function DatasetPanel({
             </select>
           </label>
           <label className="file-input-label">
-            File
+            Bestand
             <input
               type="file"
               accept=".geojson,.json,.tif,.tiff,.geotiff"
@@ -200,7 +201,7 @@ export function DatasetPanel({
             />
           </label>
           <button className="primary-action" type="submit" disabled={!selectedProjectId}>
-            Upload dataset
+            Bron inladen
           </button>
         </form>
       </details>
@@ -215,15 +216,15 @@ export function DatasetPanel({
         ))}
       </div>
 
-      {loadingDatasets ? <p>Loading datasets...</p> : null}
+      {loadingDatasets ? <p>Bronnen laden...</p> : null}
       {datasets.length === 0 ? (
         <div className="empty-state">
-          <strong>No datasets yet</strong>
+          <strong>Nog geen bronnen beschikbaar</strong>
-          <p>Upload vector, GeoJSON or raster data after selecting a project.</p>
+          <p>Voeg een vector-, GeoJSON- of rasterbestand toe aan deze werkruimte.</p>
         </div>
       ) : null}
       <div className="data-panel-list-block dataset-catalog-block">
-        <p className="data-section-label">Available datasets</p>
+        <p className="data-section-label">Beschikbare bronnen</p>
         <ul className="dataset-list">
           {datasets.map((dataset) => {
             const datasetRole = normalizeDatasetRole(dataset)
@@ -236,22 +237,16 @@ export function DatasetPanel({
                       <span className={`dataset-role-badge dataset-role-${datasetRole}`}>{roleLabel}</span>
                       <span>{dataset.dataset_type}</span>
                     </div>
-                    <strong className="dataset-card-title">{dataset.name}</strong>
+                    <strong className="dataset-card-title">{getDatasetDisplayName(dataset)}</strong>
-                    <div className="entity-meta">
+                    <div className="entity-meta dataset-card-primary-meta">
-                      <span>Source: {dataset.source_name ?? dataset.source}</span>
+                      <span>{(dataset.feature_count ?? dataset.vector_summary?.feature_count ?? 0).toLocaleString('nl-BE')} objecten</span>
-                      {dataset.reference_layer_name ? <span>Layer: {dataset.reference_layer_name}</span> : null}
+                      <span>{dataset.source_name ?? dataset.source}</span>
-                      <span>CRS: {dataset.crs ?? dataset.vector_summary?.crs ?? 'n/a'}</span>
                     </div>
                   </div>
                   <span className={dataset.status === 'ready' ? 'status-badge status-badge-ready' : 'status-badge'}>
-                    {dataset.status === 'ready' ? 'ready' : dataset.status === 'failed' ? 'failed' : 'pending'}
+                    {dataset.status === 'ready' ? 'beschikbaar' : dataset.status === 'failed' ? 'mislukt' : 'bezig'}
                   </span>
                 </div>
-                <div className="dataset-metrics data-density-grid">
-                  <span>size: {formatBytes(dataset.size_bytes)}</span>
-                  <span>features: {dataset.feature_count ?? dataset.vector_summary?.feature_count ?? 'n/a'}</span>
-                  <span>bbox: {formatBounds(dataset.bounds_json ?? dataset.vector_summary?.bounds_json)}</span>
-                </div>
                 <p className="dataset-action-hint">{datasetActionHint(dataset, datasetRole)}</p>
                 <div className="dataset-action-grid">
                   <button
@@ -261,17 +256,17 @@ export function DatasetPanel({
                     onClick={() => onLoadDatasetDetails(selectedProjectId ?? '', dataset)}
                     data-testid={`dataset-select-${dataset.id}`}
                   >
-                    <span>Inspect</span>
+                    <span>Bekijken</span>
-                    <small>Select / details</small>
+                    <small>Details en acties</small>
                   </button>
                   <button
                     className="secondary-action dataset-action-button"
                     type="button"
                     onClick={() => onOpenDatasetInMap(dataset)}
-                    aria-label="Open in map"
+                    aria-label="Open op kaart"
                   >
-                    <span>Map</span>
+                    <span>Kaart</span>
-                    <small>Open layer</small>
+                    <small>Laag openen</small>
                   </button>
                   <button
                     className="secondary-action dataset-action-button"
@@ -279,20 +274,33 @@ export function DatasetPanel({
                     onClick={() => onOpenDatasetExport(dataset)}
                     disabled={!(dataset.dataset_type === 'vector' || dataset.dataset_type === 'geojson')}
                   >
-                    <span>Export / QA</span>
+                    <span>Downloaden</span>
-                    <small>{dataset.dataset_type === 'vector' || dataset.dataset_type === 'geojson' ? 'Compare or export' : 'Vector/GeoJSON only'}</small>
+                    <small>{dataset.dataset_type === 'vector' || dataset.dataset_type === 'geojson' ? 'GeoJSON of rapport' : 'Enkel vectorlagen'}</small>
                   </button>
+                </div>
+                <details className="dataset-technical-details">
+                  <summary>Broninformatie</summary>
+                  <div className="entity-meta">
+                    <span>Bestand: {dataset.name}</span>
+                    <span>Bron: {dataset.source_name ?? dataset.source}</span>
+                    {dataset.reference_layer_name ? <span>Laag: {dataset.reference_layer_name}</span> : null}
+                    <span>CRS: {dataset.crs ?? dataset.vector_summary?.crs ?? 'onbekend'}</span>
+                  </div>
+                  <div className="dataset-metrics data-density-grid">
+                    <span>Grootte: {formatBytes(dataset.size_bytes)}</span>
+                    <span>Objecten: {dataset.feature_count ?? dataset.vector_summary?.feature_count ?? 'onbekend'}</span>
+                    <span>Begrenzing: {formatBounds(dataset.bounds_json ?? dataset.vector_summary?.bounds_json)}</span>
+                  </div>
                   <button
-                    className="secondary-action dataset-action-button"
+                    className="secondary-action"
                     type="button"
                     onClick={() => onRefreshMetadata(dataset.id)}
                     disabled={dataset.dataset_type === 'raster'}
-                    aria-label="Refresh metadata"
+                    aria-label="Bronmetadata vernieuwen"
                   >
-                    <span>Metadata</span>
+                    Metadata vernieuwen
-                    <small>{dataset.dataset_type === 'raster' ? 'Raster metadata is automatic' : 'Refresh vector stats'}</small>
                   </button>
-                </div>
+                </details>
               </li>
             )
           })}

frontend/src/components/detection/DetectionLab.tsx

@@ -145,6 +145,14 @@ export function DetectionLab({
 }: DetectionLabProps): JSX.Element {
   const selectedDetectionModel = detectionModels.find((model) => model.model_id === selectedDetectionModelId) ?? null
   const selectedModelAsset = modelAssets.find((asset) => asset.model_asset_id === selectedModelAssetId) ?? null
+  const selectedOperatorProfile = DETECTION_OPERATOR_PROFILES.find(
+    (profile) => profile.modelAssetId === selectedModelAssetId,
+  ) ?? null
+  const yoloRuntimeReady = Boolean(
+    yoloPreflight?.checks.enabled &&
+    yoloPreflight.checks.dependencies_available &&
+    yoloPreflight.checks.model_file_exists,
+  )
   const detectionRequiresTileManifest = selectedDetectionModelId === 'yolo-configured'
   const detectionHasDataset = selectedDetectionDatasetId.length > 0
   const detectionHasModel = selectedDetectionModel !== null
@@ -178,19 +186,19 @@ export function DetectionLab({
     detectionHasExplicitModelAsset &&
     detectionHasTileManifest
   const detectionRunBlockedReason = !selectedProjectId
-    ? 'Select or create a project first'
+    ? 'De regionale werkruimte is nog niet geladen'
     : !detectionHasDataset
-      ? 'Select a raster dataset'
+      ? 'Kies een luchtbeeld'
       : !detectionHasModel
-        ? 'Select a detection model'
+        ? 'Kies een analysemodel'
         : selectedDetectionModelId === 'manual-fixture-detector'
-          ? 'Fixture model is explicit test/demo-only'
+          ? 'Het fixturemodel is alleen bedoeld voor expliciete tests en demo\'s'
           : !detectionModelReady
-            ? selectedDetectionModel?.limitation_message ?? 'Selected model is not configured'
+            ? selectedDetectionModel?.limitation_message ?? 'Het gekozen model is niet geconfigureerd'
             : !detectionHasExplicitModelAsset
-              ? 'Select a local model asset deliberately'
+              ? 'Kies een lokaal modelbestand onder beheer'
             : !detectionHasTileManifest
-              ? 'Provide a raster tile manifest for configured YOLO'
+              ? 'Maak eerst beeldtegels voor het gekozen luchtbeeld'
               : null
   const calibrationRunReady = detectionRunReady && detectionReferenceDatasetId.length > 0 && calibrationThresholdText.trim().length > 0
 
@@ -198,18 +206,41 @@ export function DetectionLab({
     <section className="workspace-panel ai-lab-shell detection-lab-shell">
       <div className="panel-title-row">
         <div>
-          <p className="eyebrow">Object detection</p>
+          <p className="eyebrow">Analyse van luchtbeelden</p>
-          <h2>Detection Lab</h2>
+          <h2>Gebouwen herkennen</h2>
         </div>
         <button className="secondary-action" type="button" onClick={onLoadModels} disabled={loadingDetectionModels}>
-          Refresh models
+          Status vernieuwen
         </button>
       </div>
 
+      <div className="ai-user-summary" aria-label="Status gebouwdetectie">
+        <div className="ai-user-summary-card ai-user-summary-card-primary">
+          <span>Actieve analyse</span>
+          <strong>Gebouwdetectie</strong>
+          <p>{selectedOperatorProfile?.displayName ?? selectedModelAsset?.display_name ?? 'Lokaal YOLO-model'}</p>
+        </div>
+        <div className={yoloRuntimeReady ? 'ai-user-summary-card ai-user-summary-card-ready' : 'ai-user-summary-card'}>
+          <span>PyTorch-runtime</span>
+          <strong>{yoloRuntimeReady ? 'Gereed' : loadingDetectionModels ? 'Controleren...' : 'Niet gereed'}</strong>
+          <p>{yoloRuntimeReady ? `${yoloPreflight?.runtime.cuda_available ? 'GPU' : 'CPU'} · lokaal model gevonden` : 'Controleer de modelconfiguratie onder beheer.'}</p>
+        </div>
+        <div className="ai-user-summary-card">
+          <span>Gevalideerde kwaliteit</span>
+          <strong>{selectedOperatorProfile ? `F1 ${selectedOperatorProfile.f1.toFixed(3)}` : 'Nog niet gekoppeld'}</strong>
+          <p>{selectedOperatorProfile ? `${selectedOperatorProfile.positiveSampleCount} testgebieden · resultaten blijven controleplichtig` : 'Kies het goedgekeurde lokale profiel.'}</p>
+        </div>
+        <div className={rasterDatasets.length > 0 ? 'ai-user-summary-card ai-user-summary-card-ready' : 'ai-user-summary-card'}>
+          <span>Beschikbare luchtbeelden</span>
+          <strong>{rasterDatasets.length}</strong>
+          <p>{rasterDatasets.length > 0 ? 'Klaar om een beeld te kiezen.' : 'Laad eerst een gegeorefereerd luchtbeeld in.'}</p>
+        </div>
+      </div>
+
       <details className="ai-lab-model-surface" aria-label="Detection model capabilities">
         <summary>
-          <span>Model registry</span>
+          <span>Technische modelinformatie</span>
-          <strong>{detectionModels.length} models</strong>
+          <strong>{detectionModels.length} registraties</strong>
         </summary>
         <div className="ai-lab-disclosure-body">
         <div className="ai-lab-state-stack">
@@ -257,21 +288,25 @@ export function DetectionLab({
       </details>
 
       {selectedDetectionModelId === 'yolo-configured' ? (
-        <div className="ai-lab-model-surface" aria-label="Local model asset selection">
+        <details className="ai-lab-model-surface" aria-label="Local model asset selection">
+          <summary>
+            <span>Modelkeuze voor beheerders</span>
+            <strong>{selectedOperatorProfile?.displayName ?? selectedModelAsset?.display_name ?? 'Geen lokaal model'}</strong>
+          </summary>
+          <div className="ai-lab-disclosure-body">
           <div className="ai-lab-section-header">
             <div>
-              <h3>Explicit model asset</h3>
+              <h3>Lokaal modelbestand</h3>
-              <p>Local model assets are read-only. No model file is selected automatically. Choose an existing local model asset before submitting configured YOLO.</p>
+              <p>GeoIntel kiest automatisch het actieve lokale model. Een beheerder kan hier bewust een ander reeds aanwezig, alleen-lezen modelbestand kiezen.</p>
             </div>
             <span className={selectedModelAsset ? 'status-badge status-badge-ready' : 'status-badge'}>
-              {selectedModelAsset ? 'asset selected' : 'no explicit asset'}
+              {selectedModelAsset ? 'model gekozen' : 'geen model gekozen'}
             </span>
           </div>
           <div className="model-asset-guidance">
-            <strong>Operator profiles</strong>
+            <strong>Gevalideerde profielen</strong>
             <p>
-              Candidate profiles apply a local model asset and confidence threshold only after an explicit click.
+              Een profiel koppelt een lokaal model aan een gemeten zekerheidsdrempel. Een andere keuze geldt alleen voor de huidige analyse en wijzigt de serverconfiguratie niet.
-              Promoted profiles still require explicit operator action and do not mutate the runtime environment.
             </p>
           </div>
           <div className="operator-profile-grid" aria-label="Configured YOLO operator profiles">
@@ -288,22 +323,22 @@ export function DetectionLab({
                   <div className="operator-profile-card-header">
                     <strong>{profile.displayName}</strong>
                     <span className={profile.defaultApproved ? 'status-badge status-badge-ready' : 'status-badge'}>
-                      {profile.defaultApproved ? 'default-approved' : 'Candidate only - not default-approved'}
+                      {profile.defaultApproved ? 'standaardprofiel' : 'kandidaat · extra controle vereist'}
                     </span>
                   </div>
                   <p>{profile.description}</p>
                   <div className="operator-profile-metrics">
-                    <span>threshold {profile.confidenceThreshold.toFixed(2)}</span>
+                    <span>drempel {profile.confidenceThreshold.toFixed(2)}</span>
                     <span>precision {profile.precision.toFixed(3)}</span>
                     <span>recall {profile.recall.toFixed(3)}</span>
                     <span>F1 {profile.f1.toFixed(3)}</span>
-                    <span>positive AOIs {profile.positiveSampleCount}</span>
+                    <span>testgebieden {profile.positiveSampleCount}</span>
-                    <span>max background FP {profile.maxBackgroundDetections}</span>
+                    <span>max. achtergrondfouten {profile.maxBackgroundDetections}</span>
                   </div>
                   <div className="entity-meta">
-                    <span>asset: {profile.modelAssetId}</span>
+                    <span>modelbestand: {profile.modelAssetId}</span>
-                    <span>promotionRecommendation: {profile.promotionRecommendation}</span>
+                    <span>beoordeling: {profile.promotionRecommendation}</span>
-                    <span>available: {profileAsset ? 'yes' : 'not mounted'}</span>
+                    <span>beschikbaar: {profileAsset ? 'ja' : 'niet gekoppeld'}</span>
                   </div>
                   <p className="field-guidance">{profile.limitationMessage}</p>
                   <button
@@ -312,7 +347,7 @@ export function DetectionLab({
                     onClick={() => onApplyOperatorProfile(profile)}
                     disabled={!profileAsset}
                   >
-                    Apply profile
+                    Profiel gebruiken
                   </button>
                 </div>
               )
@@ -320,17 +355,16 @@ export function DetectionLab({
           </div>
           {selectedModelAsset ? (
             <div className="model-asset-guidance">
-              <strong>Selected model asset status</strong>
+              <strong>Status gekozen model</strong>
               <p>
-                {selectedModelAsset.display_name} is selected for this browser-run request. Runtime default activation
+                {selectedModelAsset.display_name} wordt voor deze analyse gebruikt. De standaard serverconfiguratie blijft ongewijzigd.
-                remains a separate guarded operator action backed by a promotion report.
               </p>
             </div>
           ) : null}
           <label>
-            Local model file
+            Lokaal modelbestand
             <select value={selectedModelAssetId} onChange={(event) => onSelectModelAsset(event.target.value)}>
-              <option value="">Select explicit local model asset</option>
+              <option value="">Kies een lokaal modelbestand</option>
               {modelAssets.map((asset) => (
                 <option key={asset.model_asset_id} value={asset.model_asset_id}>
                   {asset.display_name} {asset.active ? '(active)' : ''}
@@ -340,8 +374,8 @@ export function DetectionLab({
           </label>
           {modelAssets.length === 0 && !loadingDetectionModels ? (
             <div className="result-state result-state-empty">
-              <strong>No local model assets found.</strong>
+              <strong>Geen lokaal modelbestand gevonden.</strong>
-              <p>Mount model files into the backend model directory or continue with the configured YOLO_MODEL_PATH.</p>
+              <p>Plaats een gecontroleerd model in de modelmap of configureer het bestaande YOLO-modelpad.</p>
             </div>
           ) : null}
           {selectedModelAsset ? (
@@ -357,12 +391,13 @@ export function DetectionLab({
             </div>
           ) : null}
           </div>
+        </details>
       ) : null}
 
       <details className="ai-lab-model-surface" aria-label="YOLO runtime preflight">
         <summary>
-          <span>YOLO runtime preflight</span>
+          <span>Technische runtimecontrole</span>
-          <strong>{yoloPreflight?.status ?? 'not loaded'}</strong>
+          <strong>{yoloRuntimeReady ? 'gereed' : yoloPreflight?.status ?? 'niet geladen'}</strong>
         </summary>
         <div className="ai-lab-disclosure-body">
         <div className="ai-lab-section-header">
@@ -447,72 +482,72 @@ export function DetectionLab({
 
       <div className="lab-block">
         <div className="ai-lab-run-surface" aria-label="Detection run controls">
-          <h3>Run detection</h3>
+          <h3>Nieuwe beeldanalyse</h3>
           <div
             className={detectionRunReady ? 'lab-readiness-panel lab-readiness-panel-ready' : 'lab-readiness-panel'}
             aria-label="Detection run readiness"
           >
             <div className="ai-lab-section-header">
               <div>
-                <h3>Run readiness</h3>
+                <h3>Wat is nog nodig?</h3>
-                <p>Checks the selected dataset, model and tile manifest before submitting a detection job.</p>
+                <p>De analyse start zodra een luchtbeeld en de bijbehorende beeldtegels beschikbaar zijn.</p>
               </div>
               <span className={detectionRunReady ? 'status-badge status-badge-ready' : 'status-badge'}>
-                {detectionRunReady ? 'Ready to submit' : 'Blocked'}
+                {detectionRunReady ? 'Klaar om te starten' : 'Nog niet startklaar'}
               </span>
             </div>
             <div className="lab-readiness-grid">
               <div className={detectionHasDataset ? 'lab-readiness-item lab-readiness-item-ready' : 'lab-readiness-item'}>
-                <span>Raster dataset</span>
+                <span>Luchtbeeld</span>
-                <strong>{detectionHasDataset ? 'Selected' : 'Select a raster dataset'}</strong>
+                <strong>{detectionHasDataset ? 'Geselecteerd' : 'Nog geen luchtbeeld'}</strong>
               </div>
               <div className={detectionModelReady ? 'lab-readiness-item lab-readiness-item-ready' : 'lab-readiness-item'}>
-                <span>Model availability</span>
+                <span>Analysemodel</span>
                 <strong>
                   {detectionModelReady
-                    ? `${selectedDetectionModel?.display_name ?? selectedDetectionModelId} is configured`
+                    ? 'Lokaal gebouwmodel beschikbaar'
-                    : selectedDetectionModel?.limitation_message ?? 'Select a configured model'}
+                    : 'Model niet beschikbaar'}
                 </strong>
               </div>
               <div className={detectionHasTileManifest ? 'lab-readiness-item lab-readiness-item-ready' : 'lab-readiness-item'}>
-                <span>Tile manifest</span>
+                <span>Beeldtegels</span>
                 <strong>
                   {detectionRequiresTileManifest
                     ? detectionHasTileManifest
-                      ? 'Provided for configured YOLO'
+                      ? 'Beschikbaar'
-                      : 'Required for configured YOLO'
+                      : 'Maak eerst tegels vanuit het luchtbeeld'
-                    : 'Not required for this model'}
+                    : 'Niet vereist'}
                 </strong>
               </div>
               <div className={detectionHasExplicitModelAsset ? 'lab-readiness-item lab-readiness-item-ready' : 'lab-readiness-item'}>
-                <span>Local model asset</span>
+                <span>Lokale modelkeuze</span>
                 <strong>
                   {selectedDetectionModelId === 'yolo-configured'
                     ? selectedModelAsset
-                      ? selectedModelAsset.display_name
+                      ? selectedOperatorProfile?.displayName ?? selectedModelAsset.display_name
                       : modelAssets.length > 0
-                        ? 'Select a local model asset deliberately'
+                        ? 'Kies een lokaal model onder beheer'
-                        : 'No local assets reported; backend configured path only'
+                        : 'Geen lokaal model gevonden'
-                    : 'Not required for this model'}
+                    : 'Niet vereist'}
                 </strong>
               </div>
             </div>
           </div>
           <div className={detectionRunReady ? 'lab-action-guardrail lab-action-guardrail-ready' : 'lab-action-guardrail'}>
-            <span>Run action</span>
+            <span>Analyse</span>
-            <strong>{detectionRunReady ? 'Ready to submit a detection job' : detectionRunBlockedReason}</strong>
+            <strong>{detectionRunReady ? 'Klaar om gebouwen te zoeken' : detectionRunBlockedReason}</strong>
           </div>
           {rasterDatasets.length === 0 ? (
             <div className="result-state result-state-empty">
-              <strong>No raster datasets available for detection.</strong>
+              <strong>Geen luchtbeeld beschikbaar in deze werkruimte.</strong>
-              <p>Upload or select a raster dataset in Data before running object detection.</p>
+              <p>Voeg onder Bronnen een gegeorefereerde GeoTIFF toe. Daarna kan GeoIntel er beeldtegels en een detectierun van maken.</p>
             </div>
           ) : null}
           <div className="lab-form-grid">
             <label>
-              Raster dataset
+              Luchtbeeld
               <select value={selectedDetectionDatasetId} onChange={(event) => onSelectDataset(event.target.value)}>
-                <option value="">Select raster dataset</option>
+                <option value="">Kies een luchtbeeld</option>
                 {rasterDatasets.map((dataset) => (
                   <option key={dataset.id} value={dataset.id}>
                     {dataset.name}
@@ -521,7 +556,7 @@ export function DetectionLab({
               </select>
             </label>
             <label>
-              Model
+              Analysemodel
               <select value={selectedDetectionModelId} onChange={(event) => onSelectModel(event.target.value)}>
                 {detectionModels.map((model) => (
                   <option key={model.model_id} value={model.model_id}>
@@ -531,7 +566,7 @@ export function DetectionLab({
               </select>
             </label>
             <label>
-              Min confidence
+              Minimale zekerheid
               <input
                 type="number"
                 min="0"
@@ -542,14 +577,14 @@ export function DetectionLab({
               />
               {selectedDetectionModelId === 'yolo-configured' ? (
                 <span className="field-guidance">
-                  Use a validated operator profile, or enter a threshold manually for calibration.
+                  Het actieve gevalideerde profiel gebruikt standaard 0,15 voor een evenwichtige gebouwcontrole.
                 </span>
               ) : null}
             </label>
           </div>
           {selectedDetectionModelId === 'yolo-configured' ? (
             <label>
-              Tile manifest
+              Beeldtegelbestand
               <input
                 type="text"
                 placeholder="Raster tile manifest path"
@@ -560,13 +595,13 @@ export function DetectionLab({
           ) : null}
           {selectedDetectionModelId === 'yolo-configured' && detectionTileManifestPath.trim() ? (
             <div className="linked-manifest-card">
-              <strong>Linked tile manifest</strong>
+              <strong>Gekoppelde beeldtegels</strong>
               <p>{detectionTileManifestPath}</p>
-              <span>Refresh preflight after changing model asset or manifest path.</span>
+              <span>De technische controle wordt vernieuwd wanneer het model of tegelbestand wijzigt.</span>
             </div>
           ) : null}
           <button className="primary-action" type="button" onClick={onRunDetection} disabled={runningDetection || !detectionRunReady}>
-            Run detection
+            Zoek gebouwen
           </button>
         </div>
       </div>
@@ -590,7 +625,12 @@ export function DetectionLab({
         ) : null}
       </div>
 
-      <div className="ai-lab-run-surface guided-calibration-surface" aria-label="Guided calibration runner">
+      <details className="ai-lab-model-surface guided-calibration-surface" aria-label="Guided calibration runner">
+        <summary>
+          <span>Modelkalibratie voor beheerders</span>
+          <strong>{detectionCalibrationRows.length > 0 ? `${detectionCalibrationRows.length} drempels getest` : 'gesloten'}</strong>
+        </summary>
+        <div className="ai-lab-disclosure-body">
         <div className="ai-lab-section-header">
           <div>
             <h3>Guided calibration runner</h3>
@@ -706,22 +746,23 @@ export function DetectionLab({
           </div>
         )}
         </div>
+      </details>
 
       <div className="ai-lab-results-surface" aria-label="Detection results">
         <div className="panel-title-row">
           <div>
-            <h3>Detection results</h3>
+            <h3>Gevonden objecten</h3>
-            <p className="muted">Load persisted detections and filter by class or confidence.</p>
+            <p className="muted">Bekijk eerder bewaarde analyses en filter op type of zekerheid.</p>
           </div>
           <button className="secondary-action" type="button" onClick={onLoadRuns} disabled={!selectedProjectId}>
-            Refresh runs
+            Analyses vernieuwen
           </button>
         </div>
         <div className="lab-form-grid">
           <label>
-            Run
+            Analyse
             <select value={selectedDetectionRunId} onChange={(event) => onSelectRun(event.target.value)}>
-              <option value="">Select detection run</option>
+              <option value="">Kies een bewaarde analyse</option>
               {detectionRuns.map((run) => (
                 <option key={run.id} value={run.id}>
                   {run.model_name || 'detection'} - {run.status} - {run.id}
@@ -730,16 +771,16 @@ export function DetectionLab({
             </select>
           </label>
           <label>
-            Class
+            Type object
             <input
               type="text"
-              placeholder="Class filter"
+              placeholder="bijvoorbeeld building"
               value={detectionClassFilter}
               onChange={(event) => onSetClassFilter(event.target.value)}
             />
           </label>
           <label>
-            Min confidence
+            Minimale zekerheid
             <input
               type="number"
               min="0"
@@ -751,18 +792,18 @@ export function DetectionLab({
           </label>
         </div>
         <button className="primary-action" type="button" onClick={onLoadResults} disabled={!selectedDetectionRunId || loadingDetectionResults}>
-          Load detections
+          Resultaten laden
         </button>
         {loadingDetectionResults ? (
           <div className="result-state result-state-loading">
-            <strong>Loading detection results.</strong>
+            <strong>Resultaten laden.</strong>
-            <p>Retrieving persisted detections for the selected run.</p>
+            <p>De bewaarde objecten van deze analyse worden opgehaald.</p>
           </div>
         ) : null}
         <div className="ai-lab-state-stack">
           <div className="result-state result-state-ready">
-            <strong>Detections loaded: {detectionItems.length}</strong>
+            <strong>{detectionItems.length} objecten geladen</strong>
-            <p>{selectedDetectionRunId ? 'Loaded from persisted detection records.' : 'Select a detection run before loading results.'}</p>
+            <p>{selectedDetectionRunId ? 'Deze resultaten zijn bewaard in de database.' : 'Kies eerst een bewaarde analyse.'}</p>
           </div>
         </div>
         {detectionItems.length > 0 ? (

frontend/src/components/exports/ExportCenter.tsx

@@ -98,44 +98,45 @@ export function ExportCenter({
   const canExportDataset = Boolean(selectedDataset && isVectorDatasetType(selectedDataset.dataset_type))
   const geojsonExports = exports.filter((item) => item.export_type.includes('geojson')).length
   const reportExports = exports.filter((item) => item.export_type === 'project_report_html').length
-  const handoffStatus = selectedProjectId ? 'project selected' : 'select project'
+  const handoffStatus = selectedProjectId ? 'werkruimte gekozen' : 'kies een werkruimte'
   const exportTypes = useMemo(() => Array.from(new Set(exports.map((item) => item.export_type))).sort(), [exports])
   const exportStatuses = useMemo(() => Array.from(new Set(exports.map((item) => item.status))).sort(), [exports])
   const latestHandoffArtifacts = useMemo(
     () => [
       {
         key: 'project_report_html',
-        label: 'Project report',
+        label: 'Leesbaar rapport',
-        detail: 'HTML report for human review',
+        detail: 'HTML-rapport om te bekijken en te delen',
         item: getLatestExportByType(exports, 'project_report_html'),
       },
       {
         key: 'project_metadata_json',
-        label: 'Project metadata',
+        label: 'Werkruimtedata',
-        detail: 'Machine-readable project inventory',
+        detail: 'Technische inventaris in JSON-formaat',
         item: getLatestExportByType(exports, 'project_metadata_json'),
       },
       {
         key: 'dataset_geojson',
-        label: 'Dataset GeoJSON',
+        label: 'Kaartlaag (GeoJSON)',
-        detail: 'Selected vector/reference layer',
+        detail: 'De geselecteerde vector- of referentielaag',
         item: getLatestExportByType(exports, 'dataset_geojson'),
       },
       {
         key: 'detection_geojson',
-        label: 'Detection GeoJSON',
+        label: 'Herkende gebouwen (GeoJSON)',
-        detail: 'Persisted detection geometries',
+        detail: 'Bewaarde geometrieën uit beeldanalyse',
         item: getLatestExportByType(exports, 'detection_geojson'),
       },
       {
         key: 'segmentation_geojson',
-        label: 'Segmentation GeoJSON',
+        label: 'Segmentaties (GeoJSON)',
-        detail: 'Persisted segmentation polygons',
+        detail: 'Bewaarde segmentatiepolygonen',
         item: getLatestExportByType(exports, 'segmentation_geojson'),
       },
     ],
     [exports],
   )
+  const availableLatestArtifacts = latestHandoffArtifacts.filter((artifact) => artifact.item)
   const filteredExports = useMemo(
     () =>
       exports.filter((item) => {
@@ -154,10 +155,10 @@ export function ExportCenter({
       <div className="export-center-shell">
         <div className="panel-title-row">
           <div>
-            <h2>Export Center</h2>
+            <h2>Downloads en rapporten</h2>
-            <p className="muted">Create handoff artifacts from persisted datasets, AI runs and project metadata.</p>
+            <p className="muted">Bewaar de geselecteerde kaartlaag, analyseresultaten of een leesbaar projectrapport.</p>
           </div>
-          <span className="count-pill">{exports.length} exports</span>
+          <span className="count-pill">{exports.length} bestanden</span>
         </div>
 
         <div className="export-summary-surface" aria-label="Export summary">
@@ -167,12 +168,12 @@ export function ExportCenter({
               <strong>{geojsonExports}</strong>
             </div>
             <div>
-              <span>Reports</span>
+              <span>Rapporten</span>
               <strong>{reportExports}</strong>
             </div>
             <div>
-              <span>Selected dataset</span>
+              <span>Geselecteerde kaartlaag</span>
-              <strong>{selectedDataset?.name ?? 'none'}</strong>
+              <strong>{selectedDataset?.name ?? 'geen'}</strong>
             </div>
           </div>
         </div>
@@ -188,20 +189,20 @@ export function ExportCenter({
             </div>
             <div className="handoff-readiness-grid">
               <div>
-                <span>Vector dataset</span>
+                <span>Vectorkaartlaag</span>
-                <strong>{canExportDataset ? selectedDataset?.name : 'none ready'}</strong>
+                <strong>{canExportDataset ? selectedDataset?.name : 'geen beschikbaar'}</strong>
               </div>
               <div>
-                <span>Detection run</span>
+                <span>Gebouwanalyse</span>
-                <strong>{selectedDetectionRunId || 'none'}</strong>
+                <strong>{selectedDetectionRunId || 'geen'}</strong>
               </div>
               <div>
-                <span>Segmentation run</span>
+                <span>Segmentatieanalyse</span>
-                <strong>{selectedSegmentationRunId || 'none'}</strong>
+                <strong>{selectedSegmentationRunId || 'geen'}</strong>
               </div>
               <div>
-                <span>Latest handoff artifact</span>
+                <span>Laatste bestand</span>
-                <strong>{latestExport ? formatExportType(latestExport.export_type) : 'none'}</strong>
+                <strong>{latestExport ? formatExportType(latestExport.export_type) : 'geen'}</strong>
               </div>
             </div>
           </div>
@@ -209,16 +210,16 @@ export function ExportCenter({
 
         <div className="latest-artifact-surface" aria-label="Latest handoff artifacts">
           <div>
-            <h3>Latest handoff artifacts</h3>
+            <h3>Laatste downloads</h3>
-            <p className="muted">Open the newest artifact of each handoff type without searching the full export history.</p>
+            <p className="muted">Open de recentste bestanden zonder in de volledige geschiedenis te zoeken.</p>
           </div>
           <div className="latest-artifact-grid">
-            {latestHandoffArtifacts.map((artifact) => {
+            {availableLatestArtifacts.map((artifact) => {
               const item = artifact.item
               return (
                 <div className={item ? 'latest-artifact-card' : 'latest-artifact-card latest-artifact-card-empty'} key={artifact.key}>
                   <span>{artifact.label}</span>
-                  <strong>{item ? item.status : 'No artifact yet'}</strong>
+                  <strong>{item ? (item.status === 'ready' ? 'Beschikbaar' : item.status) : 'Nog niet gemaakt'}</strong>
                   <p>{item ? compactPath(item.storage_path) : artifact.detail}</p>
                   {item ? (
                     <>
@@ -226,13 +227,13 @@ export function ExportCenter({
                       <div className="latest-artifact-actions">
                         {canPreviewJson(item) ? (
                           <button type="button" className="secondary-action" onClick={() => onPreviewContent(item.id)}>
-                            Preview
+                            Bekijken
                           </button>
                         ) : (
-                          <span className="status-badge">download-only</span>
+                          <span className="status-badge">alleen downloaden</span>
                         )}
                         <button type="button" className="primary-action" onClick={() => onDownload(item.id)}>
-                          Download
+                          Downloaden
                         </button>
                       </div>
                     </>
@@ -240,19 +241,25 @@ export function ExportCenter({
                 </div>
               )
             })}
+            {availableLatestArtifacts.length === 0 ? (
+              <div className="result-state result-state-empty latest-download-empty">
+                <strong>Nog geen downloads gemaakt</strong>
+                <p>Kies hieronder een rapport of de actieve kaartlaag.</p>
+              </div>
+            ) : null}
           </div>
         </div>
 
         <div className="export-actions-surface" aria-label="Export artifact actions">
           <div className="panel-title-row">
             <div>
-              <h3>Artifact actions</h3>
+              <h3>Wat wil je bewaren?</h3>
-              <p className="muted">Create review artifacts from the current project, dataset or selected AI analysis run.</p>
+              <p className="muted">Maak een leesbaar rapport of download gegevens voor verder gebruik.</p>
             </div>
           </div>
           <div className="export-action-grid">
             <div className="handoff-action-grid">
-              <div className="handoff-action-card">
+              <div className="handoff-action-card handoff-action-card-technical">
                 <span>Refresh</span>
                 <strong>Export registry</strong>
                 <p>Reload the persisted artifact list for the selected project.</p>
@@ -267,17 +274,17 @@ export function ExportCenter({
                 </button>
               </div>
               <div className="handoff-action-card handoff-action-card-primary">
-                <span>Project report</span>
+                <span>Rapport</span>
-                <strong>HTML summary</strong>
+                <strong>Leesbaar projectoverzicht</strong>
-                <p>Generate the human-readable V1 handoff report from persisted project state.</p>
+                <p>Maak een HTML-rapport met de beschikbare bronnen, controles en resultaten.</p>
                 <button type="button" className="primary-action" onClick={onExportProjectReport} disabled={!selectedProjectId || exporting}>
-                  Export project report HTML
+                  Projectrapport maken
                 </button>
               </div>
               <div className="handoff-action-card">
-                <span>Metadata</span>
+                <span>Technische gegevens</span>
-                <strong>Project JSON</strong>
+                <strong>Projectgegevens (JSON)</strong>
-                <p>Export project, dataset, QA and artifact metadata for machine-readable review.</p>
+                <p>Download de volledige projectinventaris voor geautomatiseerde verwerking.</p>
                 <button
                   type="button"
                   className="secondary-action"
@@ -285,33 +292,33 @@ export function ExportCenter({
                   disabled={!selectedProjectId || exporting}
                   data-testid="export-project-metadata"
                 >
-                  Export project metadata JSON
+                  Projectgegevens downloaden
                 </button>
               </div>
               <div className="handoff-action-card">
-                <span>Vector dataset</span>
+                <span>Kaartlaag</span>
-                <strong>Selected GeoJSON</strong>
+                <strong>Geselecteerde bron (GeoJSON)</strong>
-                <p>Export the active vector/reference dataset when it is selected and ready.</p>
+                <p>Download de actieve vector- of referentielaag.</p>
                 <button type="button" className="secondary-action" onClick={onExportDataset} disabled={!canExportDataset || exporting}>
-                  Export selected vector GeoJSON
+                  Kaartlaag downloaden
                 </button>
               </div>
-              <div className="handoff-action-card">
+              {selectedDetectionRunId ? <div className="handoff-action-card">
                 <span>Detection run</span>
                 <strong>Detections GeoJSON</strong>
                 <p>Export persisted detection geometries for the selected analysis run.</p>
                 <button type="button" className="secondary-action" onClick={onExportDetectionRun} disabled={!selectedDetectionRunId || exporting}>
                   Export selected detection run GeoJSON
                 </button>
-              </div>
+              </div> : null}
-              <div className="handoff-action-card">
+              {selectedSegmentationRunId ? <div className="handoff-action-card">
                 <span>Segmentation run</span>
                 <strong>Segmentations GeoJSON</strong>
                 <p>Export persisted segmentation polygons for the selected analysis run.</p>
                 <button type="button" className="secondary-action" onClick={onExportSegmentationRun} disabled={!selectedSegmentationRunId || exporting}>
                   Export selected segmentation run GeoJSON
                 </button>
-              </div>
+              </div> : null}
             </div>
           </div>
         </div>
@@ -344,7 +351,12 @@ export function ExportCenter({
           ) : null}
         </div>
 
-        <div className="export-history-surface" aria-label="Export history">
+        <details className="export-history-surface export-history-disclosure" aria-label="Export history">
+          <summary>
+            <span>Downloadgeschiedenis</span>
+            <strong>{exports.length} bestanden</strong>
+          </summary>
+          <div className="export-history-body">
           <div>
             <h3>Export history</h3>
             <p className="muted">Review persisted artifacts and open JSON previews where supported.</p>
@@ -445,6 +457,7 @@ export function ExportCenter({
             ))}
           </ul>
           </div>
+        </details>
       </div>
     </section>
   )

frontend/src/components/map/MapWorkspace.tsx

@@ -4,6 +4,7 @@ import type { AreaRead, DatasetCreateResponse, MapViewportState, ProjectRead, Qa
 import { featureCollectionBounds } from '../../lib/geojsonBounds'
 import { useMapThemeSelectionInsights } from '../../hooks/useMapThemeSelectionInsights'
 import { useTemporalComparison } from '../../hooks/useTemporalComparison'
+import { getDatasetDisplayName } from '../../lib/datasetDisplay'
 
 const DEFAULT_SELECTED_FEATURE_FILENAME = 'selected-feature.geojson'
 const DEFAULT_AREA_SELECTION_FILENAME = 'area-selection.geojson'
@@ -443,7 +444,6 @@ interface MapWorkspaceProps {
   availableMapDatasets: DatasetCreateResponse[]
   selectedMapDatasetId: string
   onSelectMapArea: (areaId: string) => void
-  onSelectProject: (projectId: string) => void
   onOpenDatasetInMap: (dataset: DatasetCreateResponse) => void
   onSetAreaLayerVisible: (visible: boolean) => void
   onSetAreaLayerOpacity: (opacity: number) => void
@@ -512,7 +512,6 @@ export function MapWorkspace({
   availableMapDatasets,
   selectedMapDatasetId,
   onSelectMapArea,
-  onSelectProject,
   onOpenDatasetInMap,
   onSetAreaLayerVisible,
   onSetAreaLayerOpacity,
@@ -590,16 +589,9 @@ export function MapWorkspace({
   const activeTheme = DATA_THEMES.find((theme) => theme.id === activeThemeId) ?? DATA_THEMES[0]
   const activeThemeMapStyle = DATA_THEME_MAP_STYLES[activeTheme.id]
   const activeThemeDataset = themeDatasetMap[activeTheme.id]
-  const operationalScopeProjects = useMemo(() => {
-    const scoped = projects.filter((project) => project.name === MOL_PROJECT_NAME || project.name === KEMPEN_PROJECT_NAME)
-    const selected = projects.find((project) => project.id === selectedProjectId)
-    if (selected && !scoped.some((project) => project.id === selected.id)) {
-      return [selected, ...scoped]
-    }
-    return scoped
-  }, [projects, selectedProjectId])
   const activeScopeProject = projects.find((project) => project.id === selectedProjectId) ?? null
   const activeScopeLabel = activeScopeProject ? operationalScopeProjectLabel(activeScopeProject) : 'Werkgebied'
+  const municipalityAreaCount = areas.filter((area) => /^Gemeente\s/i.test(area.name)).length
   const activeTemporalSeriesGroups = useMemo(
     () => listThemeTemporalSeries(availableMapDatasets, activeTheme),
     [activeTheme, availableMapDatasets],
@@ -964,19 +956,11 @@ export function MapWorkspace({
                 <p>Dit zijn databronnen, geen AI-modellen.</p>
               </div>
             </div>
-            <label className="geo-project-scope-select">
+            <div className="geo-loaded-scope" aria-label="Ingeladen regiobereik">
-              Regio
+              <span>Ingeladen bereik</span>
-              <select
+              <strong>{activeScopeLabel}</strong>
-                aria-label="Regio"
+              <small>{municipalityAreaCount > 0 ? `${municipalityAreaCount} gemeenten en de volledige regio beschikbaar` : 'Regionale gegevens worden geladen'}</small>
-                value={selectedProjectId ?? ''}
+            </div>
-                onChange={(event) => onSelectProject(event.target.value)}
-                disabled={operationalScopeProjects.length < 2}
-              >
-                {operationalScopeProjects.map((project) => (
-                  <option key={project.id} value={project.id}>{operationalScopeProjectLabel(project)}</option>
-                ))}
-              </select>
-            </label>
             <div className="geo-theme-list">
               {DATA_THEMES.map((theme) => {
                 const dataset = themeDatasetMap[theme.id]
@@ -1006,7 +990,7 @@ export function MapWorkspace({
               <strong>
                 {analysisMode === 'evolution'
                   ? activeTemporalSeriesGroup?.label ?? 'Geen tijdreeks beschikbaar'
-                  : activeThemeDataset?.name ?? 'Geen databron beschikbaar'}
+                  : activeThemeDataset ? getDatasetDisplayName(activeThemeDataset) : 'Geen databron beschikbaar'}
               </strong>
               <small>
                 {analysisMode === 'evolution'
@@ -1065,9 +1049,8 @@ export function MapWorkspace({
             ) : null}
 
             <label className="geo-scope-select">
-              Werkgebied
+              Gemeente of volledige regio
               <select aria-label="Werkgebied" value={selectedMapAreaId} onChange={(event) => handleSelectMapArea(event.target.value)} disabled={areas.length === 0}>
-                <option value="">Geen werkgebied</option>
                 {areas.map((area) => (
                   <option key={area.id} value={area.id}>{area.name}</option>
                 ))}
@@ -1321,7 +1304,7 @@ export function MapWorkspace({
             {analysisMode === 'evolution'
               ? activeTemporalSeriesGroup?.label ?? 'geen vergelijkbare tijdreeks'
               : activeThemeDataset
-                ? `${activeThemeDataset.source_name ?? activeThemeDataset.source} · ${activeThemeDataset.name}`
+                ? getDatasetDisplayName(activeThemeDataset)
                 : 'niet beschikbaar'}
           </span>
           {usesDefaultOsmBasemap ? <span><strong>Ondergrond:</strong> OpenStreetMap</span> : null}

frontend/src/components/project/AreaPanel.tsx

@@ -36,28 +36,28 @@ export function AreaPanel({
     <section data-testid="area-panel">
       <div className="panel-title-row">
         <div>
-          <p className="eyebrow">Spatial scope</p>
+          <p className="eyebrow">Geografisch bereik</p>
-          <h2>AOI manager</h2>
+          <h2>Gebieden</h2>
         </div>
         <span className="count-pill">{areas.length}</span>
       </div>
-      <p className="muted">{selectedProject ? `Project: ${selectedProject.name}` : 'Select a project first'}</p>
+      <p className="muted">{selectedProject ? selectedProject.name : 'Geen werkruimte actief'}</p>
 
       <div className="data-selection-summary data-selection-summary-area">
-        <span>Shown on map</span>
+        <span>Getoond op de kaart</span>
-        <strong>{selectedArea?.name ?? 'No AOI selected'}</strong>
+        <strong>{selectedArea?.name ?? 'Geen gebied geselecteerd'}</strong>
-        <small>{selectedArea?.area_m2 ? `${selectedArea.area_m2.toFixed(2)} m2` : 'Select an AOI with geometry for spatial review.'}</small>
+        <small>{selectedArea?.area_m2 ? `${(selectedArea.area_m2 / 1_000_000).toLocaleString('nl-BE', { maximumFractionDigits: 2 })} km2` : 'Kies een gemeente of de volledige regio op de kaart.'}</small>
       </div>
 
       <details className="data-panel-form-block">
-        <summary>Create spatial scope</summary>
+        <summary>Eigen gebied toevoegen (GeoJSON)</summary>
         <form className="compact-form" onSubmit={onCreateArea}>
           <label>
-            AOI name
+            Naam
             <input
               value={areaForm.name}
               onChange={(event) => onUpdateAreaForm({ ...areaForm, name: event.target.value })}
-              placeholder="AOI name"
+              placeholder="Naam van het gebied"
             />
           </label>
           <label>
@@ -69,7 +69,7 @@ export function AreaPanel({
             />
           </label>
           <label>
-            GeoJSON geometry
+            GeoJSON-geometrie
             <textarea
               value={areaForm.geometry}
               onChange={(event) => onUpdateAreaForm({ ...areaForm, geometry: event.target.value })}
@@ -77,22 +77,22 @@ export function AreaPanel({
             />
           </label>
           <button className="primary-action" type="submit" disabled={!selectedProjectId}>
-            Create area
+            Gebied toevoegen
           </button>
         </form>
       </details>
 
-      {loadingAreas ? <p>Loading areas...</p> : null}
+      {loadingAreas ? <p>Gebieden laden...</p> : null}
-      {areas.length === 0 ? <p>No areas yet</p> : null}
+      {areas.length === 0 ? <p>Nog geen gebieden beschikbaar.</p> : null}
-      <div className="data-panel-list-block">
+      <details className="data-panel-list-block area-catalog-disclosure">
-        <p className="data-section-label">Saved AOIs</p>
+        <summary>{areas.length} beschikbare gemeenten en regiogrenzen</summary>
         <ul className="entity-list">
           {areas.map((area) => (
             <li className={selectedMapAreaId === area.id ? 'entity-card entity-card-active' : 'entity-card'} key={area.id}>
               <strong>{area.name}</strong>
               <div className="entity-meta">
-                <span>{area.area_m2 ? `${area.area_m2.toFixed(2)} m2` : 'n/a'}</span>
+                <span>{area.area_m2 ? `${(area.area_m2 / 1_000_000).toLocaleString('nl-BE', { maximumFractionDigits: 2 })} km2` : 'Oppervlakte onbekend'}</span>
-                <span>{area.geometry?.type ?? area.geometry_type ?? 'n/a'}</span>
+                <span>{area.geometry?.type ?? area.geometry_type ?? 'Geometrie onbekend'}</span>
               </div>
               <button
                 className="secondary-action"
@@ -101,12 +101,12 @@ export function AreaPanel({
                 disabled={!area.geometry}
                 data-testid={`area-show-${area.id}`}
               >
-                {selectedMapAreaId === area.id ? 'Shown on map' : 'Show on map'}
+                {selectedMapAreaId === area.id ? 'Op kaart' : 'Toon op kaart'}
               </button>
             </li>
           ))}
         </ul>
-      </div>
+      </details>
     </section>
   )
 }

frontend/src/components/project/ProjectPanel.tsx

@@ -1,6 +1,12 @@
 import type { FormEvent } from 'react'
 import type { ProjectCreate, ProjectRead } from '../../types'
 
+const TECHNICAL_PROJECT_PATTERN = /^(GeoIntel Detection Quality Matrix|GeoIntel hard-negative|GeoIntel training|Mol Building QA)/i
+
+function isTechnicalProject(project: ProjectRead): boolean {
+  return TECHNICAL_PROJECT_PATTERN.test(project.name)
+}
+
 interface ProjectPanelProps {
   projects: ProjectRead[]
   selectedProjectId: string | null
@@ -27,68 +33,33 @@ export function ProjectPanel({
   onLoadDemoWorkflow,
 }: ProjectPanelProps): JSX.Element {
   const selectedProject = projects.find((project) => project.id === selectedProjectId)
+  const regularProjects = projects.filter((project) => !isTechnicalProject(project))
+  const technicalProjects = projects.filter(isTechnicalProject)
+  const visibleProjects = selectedProject && isTechnicalProject(selectedProject)
+    ? [selectedProject, ...regularProjects]
+    : regularProjects
 
   return (
     <section className="workspace-panel" data-testid="project-panel">
       <div className="panel-title-row">
         <div>
-          <p className="eyebrow">Context</p>
+          <p className="eyebrow">Gegevenscontext</p>
-          <h2>Projects</h2>
+          <h2>Werkruimtes</h2>
         </div>
-        <span className="count-pill">{projects.length}</span>
+        <span className="count-pill">{regularProjects.length} beschikbaar</span>
       </div>
-      {loadingProjects ? <p>Loading projects...</p> : null}
+      {loadingProjects ? <p>Werkruimtes laden...</p> : null}
 
       <div className="data-selection-summary data-selection-summary-project">
-        <span>Selected project</span>
+        <span>Actieve werkruimte</span>
-        <strong>{selectedProject?.name ?? 'No active project'}</strong>
+        <strong>{selectedProject?.name ?? 'Geen werkruimte actief'}</strong>
-        <small>{selectedProject?.region ?? 'Create or load a project to start the workbench.'}</small>
+        <small>{selectedProject?.region ?? 'De regionale werkruimte wordt automatisch gekozen.'}</small>
-      </div>
-
-      <details className="data-panel-form-block">
-        <summary>Create project</summary>
-        <form className="compact-form" onSubmit={onCreateProject}>
-          <label>
-            Name
-            <input
-              value={projectForm.name}
-              onChange={(event) => onUpdateProjectForm({ ...projectForm, name: event.target.value })}
-              placeholder="Project name"
-            />
-          </label>
-          <label>
-            Description
-            <input
-              value={projectForm.description ?? ''}
-              onChange={(event) => onUpdateProjectForm({ ...projectForm, description: event.target.value })}
-              placeholder="Description"
-            />
-          </label>
-          <label>
-            Region
-            <input
-              value={projectForm.region ?? 'Kempen'}
-              onChange={(event) => onUpdateProjectForm({ ...projectForm, region: event.target.value })}
-              placeholder="Region"
-            />
-          </label>
-          <button className="primary-action" type="submit">
-            Create project
-          </button>
-        </form>
-      </details>
-
-      <div className="demo-actions">
-        <button className="secondary-action" type="button" onClick={onLoadDemoWorkflow} disabled={loadingDemoWorkflow} data-testid="load-demo-workflow">
-          {loadingDemoWorkflow ? 'Loading demo...' : 'Load demo workflow'}
-        </button>
-        {demoWorkflowMessage ? <p>{demoWorkflowMessage}</p> : null}
       </div>
 
       <div className="data-panel-list-block">
-        <p className="data-section-label">Saved projects</p>
+        <p className="data-section-label">Beschikbare werkruimtes</p>
         <ul className="entity-list">
-          {projects.map((project) => (
+          {visibleProjects.map((project) => (
             <li key={project.id}>
               <button
                 className={project.id === selectedProjectId ? 'entity-card entity-card-active' : 'entity-card'}
@@ -98,18 +69,78 @@ export function ProjectPanel({
                 data-testid={`project-select-${project.id}`}
               >
                 <strong>{project.name}</strong>
-                <span>{project.region || 'No region'}</span>
+                <span>{project.region || 'Regio niet opgegeven'}</span>
               </button>
             </li>
           ))}
-          {projects.length === 0 ? (
+          {regularProjects.length === 0 ? (
             <li className="empty-state">
-              <strong>No projects yet</strong>
+              <strong>Nog geen werkruimte beschikbaar</strong>
-              <p>Create a project or load the offline demo workflow to populate the workbench.</p>
+              <p>Maak een werkruimte aan of laad de demonstratiegegevens.</p>
             </li>
           ) : null}
         </ul>
       </div>
+
+      <details className="data-panel-form-block technical-management-block">
+        <summary>Geavanceerd projectbeheer</summary>
+        <div className="technical-management-body">
+          <form className="compact-form" onSubmit={onCreateProject}>
+            <label>
+              Naam
+              <input
+                value={projectForm.name}
+                onChange={(event) => onUpdateProjectForm({ ...projectForm, name: event.target.value })}
+                placeholder="Naam van de werkruimte"
+              />
+            </label>
+            <label>
+              Beschrijving
+              <input
+                value={projectForm.description ?? ''}
+                onChange={(event) => onUpdateProjectForm({ ...projectForm, description: event.target.value })}
+                placeholder="Korte beschrijving"
+              />
+            </label>
+            <label>
+              Regio
+              <input
+                value={projectForm.region ?? 'Kempen'}
+                onChange={(event) => onUpdateProjectForm({ ...projectForm, region: event.target.value })}
+                placeholder="Regio"
+              />
+            </label>
+            <button className="primary-action" type="submit">Nieuwe werkruimte</button>
+          </form>
+          <div className="demo-actions">
+            <button className="secondary-action" type="button" onClick={onLoadDemoWorkflow} disabled={loadingDemoWorkflow} data-testid="load-demo-workflow">
+              {loadingDemoWorkflow ? 'Demo laden...' : 'Demonstratiegegevens laden'}
+            </button>
+            {demoWorkflowMessage ? <p>{demoWorkflowMessage}</p> : null}
+          </div>
+          {technicalProjects.length > 0 ? (
+            <details className="technical-run-list">
+              <summary>{technicalProjects.length} technische test- en benchmarkruns</summary>
+              <ul className="entity-list">
+                {technicalProjects.map((project) => (
+                  <li key={project.id}>
+                    <button
+                      className={project.id === selectedProjectId ? 'entity-card entity-card-active' : 'entity-card'}
+                      type="button"
+                      onClick={() => onSelectProject(project.id)}
+                      aria-pressed={project.id === selectedProjectId}
+                      data-testid={`project-select-${project.id}`}
+                    >
+                      <strong>{project.name}</strong>
+                      <span>{project.region || 'Technische run'}</span>
+                    </button>
+                  </li>
+                ))}
+              </ul>
+            </details>
+          ) : null}
+        </div>
+      </details>
     </section>
   )
 }

frontend/src/components/providers/ProviderPanel.tsx

@@ -7,6 +7,23 @@ interface ProviderPanelProps {
   onRefresh: () => void
 }
 
+function providerStatusLabel(provider: ProviderCapability): string {
+  if (provider.configured) {
+    return 'Beschikbaar'
+  }
+  return 'Live koppeling uit'
+}
+
+function authorityLabel(value: string): string {
+  const labels: Record<string, string> = {
+    authoritative: 'Officieel',
+    contextual: 'Aanvullend',
+    manual: 'Eigen upload',
+    fixture: 'Testgegevens',
+  }
+  return labels[value] ?? value
+}
+
 export function ProviderPanel({
   providers,
   loadingCapabilities,
@@ -18,40 +35,40 @@ export function ProviderPanel({
       <div className="system-provider-shell">
         <div className="panel-title-row">
           <div>
-            <h2>Provider Capabilities</h2>
+            <h2>Databronnen</h2>
-            <p className="muted">Review configured local providers and honest not-configured external sources.</p>
+            <p className="muted">Beschikbaarheid en herkomst van officiële, aanvullende en eigen bronnen.</p>
           </div>
           <button type="button" className="secondary-action" onClick={onRefresh} disabled={loadingCapabilities}>
-            Refresh providers
+            Status vernieuwen
           </button>
         </div>
 
         <div className="system-provider-state-stack">
           {loadingCapabilities ? (
             <div className="result-state result-state-loading">
-              <strong>Loading provider capabilities.</strong>
+              <strong>Databronnen laden.</strong>
-              <p>Checking local, fixture and external provider registry states.</p>
+              <p>De lokale en externe bronstatus wordt gecontroleerd.</p>
             </div>
           ) : null}
           {capabilitiesError ? (
             <div className="result-state result-state-error">
-              <strong>Provider registry unavailable.</strong>
+              <strong>Bronregister niet bereikbaar.</strong>
               <p>{capabilitiesError}</p>
             </div>
           ) : null}
           {providers.length === 0 && !loadingCapabilities ? (
             <div className="result-state result-state-empty">
-              <strong>No providers reported by backend.</strong>
+              <strong>Geen databronnen gemeld.</strong>
-              <p>Refresh provider capabilities after the backend is reachable.</p>
+              <p>Vernieuw de status zodra de backend bereikbaar is.</p>
             </div>
           ) : null}
         </div>
 
         <div className="system-provider-capability-surface" aria-label="Provider capability registry">
           <div className="provider-detail-stack">
-            <strong>Official reference sources</strong>
+            <strong>Officiële referentiebronnen</strong>
             <div>
-              GRB and OSM are reference-data provider capabilities, not AI model choices. Manual upload is the configured path for real reference datasets today; fixtures remain test/demo only.
+              Reeds ingeladen GRB-lagen blijven lokaal beschikbaar. De live GRB- en OSM-koppelingen staan uit en halen dus niet ongemerkt externe gegevens op.
             </div>
           </div>
           <ul className="system-provider-list">
@@ -62,24 +79,16 @@ export function ProviderPanel({
                     <strong>{provider.display_name}</strong>
                     <span>{provider.provider_name}</span>
                   </div>
-                  <span className={provider.configured ? 'status-badge status-badge-ready' : 'status-badge'}>{provider.status}</span>
+                  <span className={provider.configured ? 'status-badge status-badge-ready' : 'status-badge'}>{providerStatusLabel(provider)}</span>
                 </div>
                 <div className="system-provider-grid">
                   <div>
-                    <span>Authority</span>
+                    <span>Herkomst</span>
-                    <strong>{provider.authority_level}</strong>
+                    <strong>{authorityLabel(provider.authority_level)}</strong>
                   </div>
                   <div>
-                    <span>Configured</span>
+                    <span>Status</span>
-                    <strong>{provider.configured ? 'yes' : 'no'}</strong>
+                    <strong>{providerStatusLabel(provider)}</strong>
-                  </div>
-                  <div>
-                    <span>Geometry</span>
-                    <strong>{provider.supported_geometry_types.join(', ')}</strong>
-                  </div>
-                  <div>
-                    <span>Query modes</span>
-                    <strong>{provider.supported_query_modes.join(', ')}</strong>
                   </div>
                 </div>
                 <div className="provider-layer-list" aria-label={`${provider.provider_name} supported layers`}>
@@ -89,22 +98,29 @@ export function ProviderPanel({
                     </span>
                   ))}
                 </div>
+                <details className="provider-technical-details">
+                  <summary>Herkomst en technische mogelijkheden</summary>
                   <div className="provider-detail-stack">
-                  <div>limitation: {provider.limitation_message}</div>
+                    <div>{provider.limitation_message}</div>
                     {!provider.configured && provider.not_configured_reason ? (
-                    <div>reason: {provider.not_configured_reason}</div>
+                      <div>{provider.not_configured_reason}</div>
                     ) : null}
                   </div>
                   <div className="provider-provenance-grid">
                     <div className="provider-provenance-card">
-                    <span>Attribution</span>
+                      <span>Naamsvermelding</span>
                       <strong>{provider.attribution}</strong>
                     </div>
                     <div className="provider-provenance-card">
-                    <span>License</span>
+                      <span>Licentie</span>
                       <strong>{provider.license_note}</strong>
                     </div>
                   </div>
+                  <div className="entity-meta">
+                    <span>Geometrie: {provider.supported_geometry_types.join(', ')}</span>
+                    <span>Zoekwijzen: {provider.supported_query_modes.join(', ')}</span>
+                  </div>
+                </details>
               </li>
             ))}
           </ul>

frontend/src/components/quality/QualityResultsPanel.tsx

@@ -147,50 +147,63 @@ export function QualityResultsPanel({
   const hasActiveQualityFilters = qualityStatusFilter !== 'all' || qualityTypeFilter !== 'all' || qualitySearchQuery.trim().length > 0
 
   return (
-    <section className="quality-results-panel" data-testid="quality-results-panel">
+    <section className={qualityChecks.length === 0 ? 'quality-results-panel quality-results-panel-empty' : 'quality-results-panel'} data-testid="quality-results-panel">
       <div className="quality-results-shell">
         <div className="panel-title-row">
           <div>
-            <h2>QA/QC Results</h2>
+            <h2>Kwaliteitsresultaten</h2>
-            <p className="muted">Persisted quality checks from dataset, detection and segmentation comparisons.</p>
+            <p className="muted">Bewaarde controles van kaartlagen en beeldanalyses.</p>
           </div>
-          <span className="count-pill">{qualityChecks.length} checks</span>
+          <span className="count-pill">{qualityChecks.length} controles</span>
         </div>
 
         <div className="quality-summary-surface" aria-label="QA/QC result summary">
           <div className="quality-summary-grid">
             <div>
-              <span>Completed</span>
+              <span>Afgerond</span>
               <strong>{completedChecks}</strong>
             </div>
             <div>
-              <span>Latest score</span>
+              <span>Laatste score</span>
               <strong>{latestCheck?.score ?? 'n/a'}</strong>
             </div>
             <div>
-              <span>Latest status</span>
+              <span>Laatste status</span>
               <strong>{latestCheck?.status ?? 'waiting'}</strong>
             </div>
           </div>
         </div>
 
+        {qualityChecks.length === 0 ? (
+          <div className="result-state result-state-empty quality-user-empty-state">
+            <strong>Nog geen kwaliteitscontrole uitgevoerd</strong>
+            <p>Selecteer een gebied op de kaart en vergelijk een bewaard resultaat met een officiële referentielaag.</p>
+          </div>
+        ) : null}
+
+        {qualityChecks.length > 0 ? (
+        <details className="quality-advanced-disclosure">
+          <summary>
+            <span>Details, kaartbewijs en historiek</span>
+            <strong>{qualityChecks.length} bewaarde controles</strong>
+          </summary>
         <div className="quality-evidence-surface" aria-label="QA/QC dataset evidence">
           <div className="quality-handoff-grid" aria-label="QA/QC dataset handoff context">
             <div>
-              <span>Candidate layers</span>
+              <span>Te controleren lagen</span>
               <strong>{candidateDatasets.length}</strong>
-              <p className="quality-dataset-name">{candidateDatasets[0]?.name ?? 'No candidate layer selected yet'}</p>
+              <p className="quality-dataset-name">{candidateDatasets[0]?.name ?? 'Nog geen te controleren laag gekozen'}</p>
             </div>
             <div>
-              <span>Reference layers</span>
+              <span>Referentielagen</span>
               <strong>{referenceDatasets.length}</strong>
-              <p className="quality-dataset-name">{referenceDatasets[0]?.name ?? 'No reference layer available yet'}</p>
+              <p className="quality-dataset-name">{referenceDatasets[0]?.name ?? 'Nog geen referentielaag beschikbaar'}</p>
             </div>
             <div>
-              <span>Latest comparison</span>
+              <span>Laatste vergelijking</span>
               <strong>{latestCheck?.status ?? 'waiting'}</strong>
               <p className="quality-dataset-name">
-                Candidate {latestCandidateName ?? latestCheck?.candidate_dataset_id ?? 'n/a'} / Reference {latestReferenceName ?? latestCheck?.reference_dataset_id ?? 'n/a'}
+                Te controleren: {latestCandidateName ?? latestCheck?.candidate_dataset_id ?? 'n.v.t.'} / referentie: {latestReferenceName ?? latestCheck?.reference_dataset_id ?? 'n.v.t.'}
               </p>
             </div>
           </div>
@@ -199,8 +212,8 @@ export function QualityResultsPanel({
         <div className="quality-drilldown-surface" aria-label="QA/QC evidence drilldown">
           <div className="panel-title-row">
             <div>
-              <h3>QA/QC evidence drilldown</h3>
+              <h3>Bewijs van de kwaliteitscontrole</h3>
-              <p className="muted">Inspect the persisted check, metric evidence and dataset handoff context before exporting or sharing results.</p>
+              <p className="muted">Bekijk de bewaarde vergelijking, scores en kaartlagen voordat je resultaten deelt.</p>
             </div>
             <button
               type="button"
@@ -208,7 +221,7 @@ export function QualityResultsPanel({
               onClick={() => setSelectedQualityCheckId(latestCheck?.id ?? null)}
               disabled={!latestCheck}
             >
-              Inspect latest check
+              Laatste controle bekijken
             </button>
             <button
               type="button"
@@ -216,12 +229,12 @@ export function QualityResultsPanel({
               onClick={() => latestCheck?.id && onOpenEvidenceMap?.(latestCheck.id)}
               disabled={!latestCheck || evidenceLoading || !onOpenEvidenceMap}
             >
-              {evidenceLoading ? 'Loading map evidence...' : 'Show latest on map'}
+              {evidenceLoading ? 'Kaartbewijs laden...' : 'Laatste op kaart tonen'}
             </button>
           </div>
           {evidenceError ? (
             <div className="result-state result-state-error">
-              <strong>QA/QC evidence overlay could not be loaded.</strong>
+              <strong>Het bewijs kon niet op de kaart worden geladen.</strong>
               <p>{evidenceError}</p>
             </div>
           ) : null}
@@ -229,22 +242,22 @@ export function QualityResultsPanel({
             <>
               <div className="quality-drilldown-grid">
                 <div>
-                  <span>Selected check</span>
+                  <span>Geselecteerde controle</span>
                   <strong>{selectedQualityCheck.check_type}</strong>
                   <p>{selectedQualityCheck.id}</p>
                 </div>
                 <div>
-                  <span>Candidate layer</span>
+                  <span>Te controleren laag</span>
                   <strong>{selectedCandidateName}</strong>
                   <p>{selectedQualityCheck.candidate_dataset_id ?? 'candidate not stored'}</p>
                 </div>
                 <div>
-                  <span>Reference layer</span>
+                  <span>Referentielaag</span>
                   <strong>{selectedReferenceName}</strong>
                   <p>{selectedQualityCheck.reference_dataset_id}</p>
                 </div>
                 <div>
-                  <span>Analysis run</span>
+                  <span>Analyserun</span>
                   <strong>{selectedQualityCheck.analysis_run_id ?? 'n/a'}</strong>
                   <p>Job: {selectedQualityCheck.job_id ?? 'n/a'}</p>
                 </div>
@@ -254,39 +267,39 @@ export function QualityResultsPanel({
                   <p>Score: {selectedQualityCheck.score ?? 'n/a'}</p>
                 </div>
                 <div>
-                  <span>Completed</span>
+                  <span>Afgerond</span>
                   <strong>{formatQualityTimestamp(selectedQualityCheck.completed_at)}</strong>
                   <p>Created: {formatQualityTimestamp(selectedQualityCheck.created_at)}</p>
                 </div>
               </div>
               <div className="quality-evidence-token-grid">
                 <div>
-                  <span>False positive evidence</span>
+                  <span>Onterecht gevonden</span>
                   <strong>{qualityMetricValue(metricByKey(selectedQualityCheck, 'false_positive_count'))}</strong>
-                  <p>Candidate geometries not matched to the reference layer.</p>
+                  <p>Gevonden vormen zonder overeenkomst in de referentielaag.</p>
                 </div>
                 <div>
-                  <span>False negative evidence</span>
+                  <span>Gemiste objecten</span>
                   <strong>{qualityMetricValue(metricByKey(selectedQualityCheck, 'false_negative_count'))}</strong>
-                  <p>Reference geometries not matched by the candidate layer.</p>
+                  <p>Objecten uit de referentielaag die niet werden gevonden.</p>
                 </div>
                 <div className="quality-evidence-map-handoff">
-                  <span>Map evidence handoff</span>
+                  <span>Controle op de kaart</span>
                   <strong>{selectedCandidateName} / {selectedReferenceName}</strong>
-                  <p>Use the candidate and reference datasets as map layers for spatial review.</p>
+                  <p>Toon beide lagen samen op de kaart voor een ruimtelijke controle.</p>
                   <button
                     type="button"
                     className="secondary-action"
                     onClick={() => onOpenEvidenceMap?.(selectedQualityCheck.id)}
                     disabled={evidenceLoading || !onOpenEvidenceMap}
                   >
-                    {evidenceLoading ? 'Loading overlay...' : 'Show evidence overlay'}
+                    {evidenceLoading ? 'Lagen laden...' : 'Bewijs op kaart tonen'}
                   </button>
                 </div>
               </div>
               <div className="quality-feature-evidence-grid" aria-label="Feature-level QA/QC evidence">
                 <div>
-                  <span>Matched feature ids</span>
+              <span>Overeenkomende object-ID's</span>
                   {selectedMatchEvidence.length > 0 ? (
                     <ul>
                       {selectedMatchEvidence.slice(0, 6).map((item, index) => (
@@ -294,11 +307,11 @@ export function QualityResultsPanel({
                       ))}
                     </ul>
                   ) : (
-                    <p>No matched feature ids persisted for this check.</p>
+                    <p>Voor deze controle zijn geen overeenkomende object-ID's bewaard.</p>
                   )}
                 </div>
                 <div>
-                  <span>False positive feature ids</span>
+                <span>ID's van onterecht gevonden objecten</span>
                   {selectedFalsePositiveEvidence.length > 0 ? (
                     <ul>
                       {selectedFalsePositiveEvidence.slice(0, 6).map((item, index) => (
@@ -306,11 +319,11 @@ export function QualityResultsPanel({
                       ))}
                     </ul>
                   ) : (
-                    <p>No false-positive feature ids persisted for this check.</p>
+                    <p>Er zijn geen ID's van onterecht gevonden objecten bewaard.</p>
                   )}
                 </div>
                 <div>
-                  <span>False negative feature ids</span>
+                <span>ID's van gemiste objecten</span>
                   {selectedFalseNegativeEvidence.length > 0 ? (
                     <ul>
                       {selectedFalseNegativeEvidence.slice(0, 6).map((item, index) => (
@@ -318,19 +331,19 @@ export function QualityResultsPanel({
                       ))}
                     </ul>
                   ) : (
-                    <p>No false-negative feature ids persisted for this check.</p>
+                    <p>Er zijn geen ID's van gemiste objecten bewaard.</p>
                   )}
                 </div>
               </div>
               <div className="quality-provenance-grid">
                 <div>
-                  <span>Parameters</span>
+                  <span>Instellingen</span>
                   <pre className="quality-provenance-pre">
                     {JSON.stringify(selectedQualityCheck.parameters_json ?? {}, null, 2)}
                   </pre>
                 </div>
                 <div>
-                  <span>Findings</span>
+                  <span>Bevindingen</span>
                   <pre className="quality-provenance-pre">
                     {JSON.stringify(selectedQualityCheck.findings_json ?? {}, null, 2)}
                   </pre>
@@ -339,8 +352,8 @@ export function QualityResultsPanel({
             </>
           ) : (
             <div className="result-state result-state-empty">
-              <strong>No QA/QC check selected.</strong>
+              <strong>Geen kwaliteitscontrole geselecteerd.</strong>
-              <p>Run or load a persisted QA/QC check to inspect metric and map evidence.</p>
+              <p>Kies een bewaarde controle om scores en kaartbewijs te bekijken.</p>
             </div>
           )}
         </div>
@@ -354,21 +367,21 @@ export function QualityResultsPanel({
               disabled={!selectedProjectId}
               data-testid="refresh-quality-results"
             >
-              Refresh QA/QC results
+              Kwaliteitsresultaten vernieuwen
             </button>
           </div>
 
           <div className="quality-result-state-stack">
             {qualityChecksError ? (
               <div className="result-state result-state-error">
-                <strong>QA/QC results could not be loaded.</strong>
+                <strong>De kwaliteitsresultaten konden niet worden geladen.</strong>
                 <p>{qualityChecksError}</p>
               </div>
             ) : null}
             {qualityChecks.length === 0 ? (
               <div className="result-state result-state-empty">
-                <strong>No persisted QA/QC results yet</strong>
+                <strong>Nog geen bewaarde kwaliteitsresultaten</strong>
-                <p>Run dataset, detection or segmentation QA against a reference layer to populate this workspace.</p>
+                <p>Vergelijk een kaartlaag of beeldanalyse met een referentielaag om deze werkruimte te vullen.</p>
               </div>
             ) : null}
           </div>
@@ -376,7 +389,7 @@ export function QualityResultsPanel({
           {qualityChecks.length > 0 ? (
             <div className="quality-history-controls" aria-label="QA/QC result filters">
               <label>
-                Search QA/QC results
+                Kwaliteitsresultaten zoeken
                 <input
                   type="search"
                   placeholder="Type, id or dataset"
@@ -387,7 +400,7 @@ export function QualityResultsPanel({
               <label>
                 Status
                 <select value={qualityStatusFilter} onChange={(event) => setQualityStatusFilter(event.target.value)}>
-                  <option value="all">All statuses</option>
+                  <option value="all">Alle statussen</option>
                   {qualityStatuses.map((status) => (
                     <option key={status} value={status}>
                       {status}
@@ -396,9 +409,9 @@ export function QualityResultsPanel({
                 </select>
               </label>
               <label>
-                Check type
+                Type controle
                 <select value={qualityTypeFilter} onChange={(event) => setQualityTypeFilter(event.target.value)}>
-                  <option value="all">All check types</option>
+                  <option value="all">Alle types</option>
                   {qualityTypes.map((checkType) => (
                     <option key={checkType} value={checkType}>
                       {checkType}
@@ -417,33 +430,33 @@ export function QualityResultsPanel({
                 }}
                 disabled={!hasActiveQualityFilters && !showAllQualityChecks}
               >
-                Reset view
+                Filters wissen
               </button>
             </div>
           ) : null}
           {filteredQualityChecks.length > 8 ? (
             <div className="list-limit-banner">
               <span className="quality-list-count">
-                Showing {visibleQualityChecks.length} of {filteredQualityChecks.length} matching QA/QC results.
+                {visibleQualityChecks.length} van {filteredQualityChecks.length} kwaliteitsresultaten getoond.
-                {hiddenQualityCheckCount > 0 ? ` ${hiddenQualityCheckCount} older checks hidden.` : ' All matching checks shown.'}
+                {hiddenQualityCheckCount > 0 ? ` ${hiddenQualityCheckCount} oudere controles verborgen.` : ' Alle resultaten zijn zichtbaar.'}
               </span>
               <button type="button" className="secondary-action" onClick={() => setShowAllQualityChecks((value) => !value)}>
-                {showAllQualityChecks ? 'Show latest 8' : 'Show all QA/QC results'}
+                {showAllQualityChecks ? 'Alleen laatste 8 tonen' : 'Alle kwaliteitsresultaten tonen'}
               </button>
             </div>
           ) : null}
           {qualityChecks.length > 0 && filteredQualityChecks.length === 0 ? (
             <div className="result-state result-state-empty">
-              <strong>No QA/QC results match the current filters.</strong>
+              <strong>Geen kwaliteitsresultaten voldoen aan de filters.</strong>
-              <p>Clear the search, status or check type filter to return to the latest quality results.</p>
+              <p>Wis de zoek-, status- of typefilter om de laatste resultaten opnieuw te tonen.</p>
             </div>
           ) : null}
         </div>
 
         <div className="quality-history-surface" aria-label="QA/QC result history">
           <div className="panel-title-row">
-            <h3>Result history</h3>
+            <h3>Historiek</h3>
-            <span className="count-pill">{visibleQualityChecks.length} shown</span>
+            <span className="count-pill">{visibleQualityChecks.length} getoond</span>
           </div>
           <ul className="quality-check-list">
             {visibleQualityChecks.map((check) => (
@@ -466,7 +479,7 @@ export function QualityResultsPanel({
                 </div>
                 <div className="quality-check-actions">
                   <button type="button" className="secondary-action" onClick={() => setSelectedQualityCheckId(check.id)}>
-                    Inspect check
+                    Controle bekijken
                   </button>
                   <button
                     type="button"
@@ -474,7 +487,7 @@ export function QualityResultsPanel({
                     onClick={() => onOpenEvidenceMap?.(check.id)}
                     disabled={evidenceLoading || !onOpenEvidenceMap}
                   >
-                    Show evidence on map
+                    Bewijs op kaart tonen
                   </button>
                 </div>
                 <div className="quality-score-row">
@@ -483,16 +496,16 @@ export function QualityResultsPanel({
                     <strong>{check.score ?? 'n/a'}</strong>
                   </div>
                   <div>
-                    <span>Metrics</span>
+                      <span>Meetwaarden</span>
                     <strong>{check.metrics.length}</strong>
                   </div>
                   <div>
-                    <span>Quality check</span>
+                      <span>Controle-ID</span>
                     <strong>{check.id}</strong>
                   </div>
                 </div>
                 <div className="quality-metric-section">
-                  <span>Metric evidence</span>
+                  <span>Gemeten kwaliteit</span>
                   <div className="quality-metric-grid">
                     {CORE_METRIC_ORDER.map((metricKey) => {
                       const metric = check.metrics.find((item) => item.metric_key === metricKey)
@@ -506,7 +519,7 @@ export function QualityResultsPanel({
                     })}
                   </div>
                 </div>
-                <span className="metric-list-label">Raw metrics</span>
+                <span className="metric-list-label">Alle meetwaarden</span>
                 <ul className="metric-list">
                   {check.metrics.map((metric) => (
                     <li key={metric.id}>
@@ -519,6 +532,8 @@ export function QualityResultsPanel({
             ))}
           </ul>
         </div>
+        </details>
+        ) : null}
       </div>
     </section>
   )

frontend/src/config/primaryFocus.ts

@@ -2,6 +2,8 @@ import type { DatasetCreateResponse, ProjectRead } from '../types'
 
 export const PRIMARY_FOCUS_LABEL = 'Mol'
 export const PRIMARY_FOCUS_REGION = 'Mol, Kempen'
+export const REGIONAL_WORKSPACE_PROJECT_NAME = 'Kempen Regional Workbench'
+export const REGIONAL_WORKSPACE_LABEL = 'Kempen (28 gemeenten)'
 export const PRIMARY_FOCUS_CENTER: [number, number] = [5.1167, 51.1919]
 export const PRIMARY_FOCUS_AREA_NAME = 'Mol primary AOI'
 export const PRIMARY_FOCUS_MUNICIPALITY_PROJECT_NAME = 'Mol Municipality Workbench'

frontend/src/hooks/useDetectionWorkflow.ts

@@ -1,4 +1,4 @@
-import { useState } from 'react'
+import { useEffect, useState } from 'react'
 import { detectionApi } from '../services/api'
 import type {
   DatasetCreateResponse,
@@ -72,10 +72,10 @@ export function useDetectionWorkflow({
   const [detectionModelError, setDetectionModelError] = useState<string | null>(null)
   const [modelAssetError, setModelAssetError] = useState<string | null>(null)
   const [selectedDetectionDatasetId, setSelectedDetectionDatasetId] = useState('')
-  const [selectedDetectionModelId, setSelectedDetectionModelId] = useState('yolo-placeholder')
+  const [selectedDetectionModelId, setSelectedDetectionModelId] = useState('yolo-configured')
   const [selectedModelAssetId, setSelectedModelAssetId] = useState('')
   const [detectionTileManifestPath, setDetectionTileManifestPath] = useState('')
-  const [detectionConfidenceThreshold, setDetectionConfidenceThreshold] = useState(0.5)
+  const [detectionConfidenceThreshold, setDetectionConfidenceThreshold] = useState(0.15)
   const [runningDetection, setRunningDetection] = useState(false)
   const [detectionRunResult, setDetectionRunResult] = useState<DetectionRunResponse | null>(null)
   const [detectionRunError, setDetectionRunError] = useState<string | null>(null)
@@ -98,6 +98,12 @@ export function useDetectionWorkflow({
   const [detectionCalibrationRows, setDetectionCalibrationRows] = useState<DetectionCalibrationRunRow[]>([])
   const [detectionCalibrationError, setDetectionCalibrationError] = useState<string | null>(null)
 
+  useEffect(() => {
+    if (!selectedDetectionDatasetId && rasterDatasets.length > 0) {
+      setSelectedDetectionDatasetId(rasterDatasets[0].id)
+    }
+  }, [rasterDatasets, selectedDetectionDatasetId])
+
   const loadDetectionModels = async () => {
     setLoadingDetectionModels(true)
     setDetectionModelError(null)
@@ -105,8 +111,12 @@ export function useDetectionWorkflow({
     try {
       const response = await detectionApi.listModels()
       setDetectionModels(response.models)
-      if (!response.models.some((model) => model.model_id === selectedDetectionModelId) && response.models.length > 0) {
+      const selectedModelStillAvailable = response.models.some((model) => model.model_id === selectedDetectionModelId)
-        setSelectedDetectionModelId(response.models[0].model_id)
+      if (!selectedModelStillAvailable && response.models.length > 0) {
+        const configuredModel = response.models.find(
+          (model) => model.configured && model.model_id !== 'manual-fixture-detector',
+        )
+        setSelectedDetectionModelId(configuredModel?.model_id ?? response.models[0].model_id)
       }
     } catch (error) {
       setDetectionModelError(formatError(error, 'Failed to load detection models'))
@@ -114,8 +124,16 @@ export function useDetectionWorkflow({
     try {
       const assetResponse = await detectionApi.listModelAssets()
       setModelAssets(assetResponse.items)
-      if (!assetResponse.items.some((asset) => asset.model_asset_id === selectedModelAssetId)) {
+      const activeAsset = assetResponse.items.find((asset) => asset.active) ?? null
-        setSelectedModelAssetId('')
+      const selectedAssetStillAvailable = assetResponse.items.some((asset) => asset.model_asset_id === selectedModelAssetId)
+      const nextAssetId = selectedAssetStillAvailable ? selectedModelAssetId : activeAsset?.model_asset_id ?? ''
+      setSelectedModelAssetId(nextAssetId)
+      try {
+        const preflight = await detectionApi.getYoloPreflight({ model_asset_id: nextAssetId || null })
+        setYoloPreflight(preflight)
+        setYoloPreflightError(null)
+      } catch (error) {
+        setYoloPreflightError(formatError(error, 'Failed to load YOLO preflight status'))
       }
     } catch (error) {
       setModelAssets([])

frontend/src/hooks/useProjectWorkspace.ts

@@ -3,6 +3,7 @@ import {
   PRIMARY_FOCUS_AREA_GEOJSON,
   PRIMARY_FOCUS_AREA_NAME,
   PRIMARY_FOCUS_REGION,
+  REGIONAL_WORKSPACE_PROJECT_NAME,
   isPrimaryFocusMunicipalityBoundaryDataset,
   isPrimaryFocusMunicipalityProject,
   isPrimaryFocusProject,
@@ -79,6 +80,17 @@ export function useProjectWorkspace() {
     if (selectedProjectId && items.some((project) => project.id === selectedProjectId)) {
       return selectedProjectId
     }
+    const regionalProject = items.find((project) => project.name === REGIONAL_WORKSPACE_PROJECT_NAME)
+    if (regionalProject) {
+      try {
+        const data = await fetchProjectData(regionalProject.id)
+        if (data.areas.length > 0 && data.datasets.some((dataset) => dataset.status === 'ready')) {
+          return regionalProject.id
+        }
+      } catch {
+        // Continue with the municipality and completeness fallbacks when regional data is unavailable.
+      }
+    }
     const municipalityProject = items.find(isPrimaryFocusMunicipalityProject)
     if (municipalityProject) {
       try {

frontend/src/lib/datasetDisplay.ts

@@ -0,0 +1,24 @@
+import type { DatasetCreateResponse } from '../types'
+
+const DATASET_LABEL_BY_LAYER: Record<string, string> = {
+  buildings: 'Bebouwing',
+  roads: 'Wegen',
+  water: 'Water',
+  parcels: 'Percelen',
+  population: 'Bevolking',
+  forest: 'Bos en groen',
+  regional_boundary: 'Grens vervoerregio Kempen',
+  municipality_boundaries: 'Gemeentegrenzen Kempen',
+}
+
+export function getDatasetDisplayName(dataset: DatasetCreateResponse): string {
+  const layer = (dataset.reference_layer_name ?? dataset.source_metadata?.layer_name ?? '')
+    .toString()
+    .toLowerCase()
+  const label = DATASET_LABEL_BY_LAYER[layer]
+  if (!label) {
+    return dataset.name
+  }
+  const source = (dataset.source_name ?? dataset.source).toUpperCase()
+  return `${label} · ${source}`
+}

frontend/src/styles/premium.css

@@ -1493,6 +1493,285 @@ details.ai-lab-model-surface > summary strong {
   }
 }
 
+/* End-user workbench simplification */
+
+.geo-loaded-scope {
+  display: grid;
+  gap: 0.2rem;
+  border: 1px solid var(--line);
+  border-radius: 6px;
+  padding: 0.65rem 0.7rem;
+  background: #f7faf9;
+}
+
+.geo-loaded-scope span,
+.geo-loaded-scope small {
+  color: var(--muted);
+  font-size: 0.72rem;
+}
+
+.geo-loaded-scope strong {
+  color: var(--text);
+  font-size: 0.88rem;
+}
+
+.technical-management-body {
+  display: grid;
+  gap: 0.8rem;
+  border-top: 1px solid var(--line);
+  padding: 0.8rem;
+  background: #ffffff;
+}
+
+.technical-management-body > .compact-form {
+  padding: 0;
+}
+
+.technical-run-list,
+.area-catalog-disclosure,
+.dataset-technical-details,
+.quality-advanced-disclosure,
+.provider-technical-details,
+.secondary-analysis-disclosure,
+.status-details-disclosure,
+.export-history-disclosure {
+  overflow: hidden;
+  border: 1px solid var(--line);
+  border-radius: 6px;
+  background: #f8fafb;
+}
+
+.technical-run-list > summary,
+.area-catalog-disclosure > summary,
+.dataset-technical-details > summary,
+.quality-advanced-disclosure > summary,
+.provider-technical-details > summary,
+.secondary-analysis-disclosure > summary,
+.status-details-disclosure > summary,
+.export-history-disclosure > summary {
+  display: flex;
+  min-height: 2.7rem;
+  cursor: pointer;
+  gap: 0.75rem;
+  align-items: center;
+  justify-content: space-between;
+  padding: 0.62rem 0.75rem;
+  color: #33424d;
+  font-size: 0.8rem;
+  font-weight: 750;
+  list-style: none;
+}
+
+.technical-run-list > summary::-webkit-details-marker,
+.area-catalog-disclosure > summary::-webkit-details-marker,
+.dataset-technical-details > summary::-webkit-details-marker,
+.quality-advanced-disclosure > summary::-webkit-details-marker,
+.provider-technical-details > summary::-webkit-details-marker,
+.secondary-analysis-disclosure > summary::-webkit-details-marker,
+.status-details-disclosure > summary::-webkit-details-marker,
+.export-history-disclosure > summary::-webkit-details-marker {
+  display: none;
+}
+
+.technical-run-list > summary::after,
+.area-catalog-disclosure > summary::after,
+.dataset-technical-details > summary::after,
+.quality-advanced-disclosure > summary::after,
+.provider-technical-details > summary::after,
+.secondary-analysis-disclosure > summary::after,
+.status-details-disclosure > summary::after,
+.export-history-disclosure > summary::after {
+  content: '+';
+  margin-left: auto;
+  color: var(--accent-strong);
+  font-size: 1rem;
+}
+
+.technical-run-list[open] > summary::after,
+.area-catalog-disclosure[open] > summary::after,
+.dataset-technical-details[open] > summary::after,
+.quality-advanced-disclosure[open] > summary::after,
+.provider-technical-details[open] > summary::after,
+.secondary-analysis-disclosure[open] > summary::after,
+.status-details-disclosure[open] > summary::after,
+.export-history-disclosure[open] > summary::after {
+  content: '-';
+}
+
+.technical-run-list .entity-list,
+.area-catalog-disclosure .entity-list {
+  max-height: 28rem;
+  overflow: auto;
+  border-top: 1px solid var(--line);
+  padding: 0.65rem;
+  background: #ffffff;
+}
+
+.quality-advanced-disclosure {
+  margin-top: 0.75rem;
+}
+
+.quality-advanced-disclosure > summary strong {
+  margin-right: 0.25rem;
+  color: var(--ink);
+  font-size: 0.76rem;
+}
+
+.quality-advanced-disclosure > div {
+  margin: 0;
+  border-right: 0;
+  border-bottom: 0;
+  border-left: 0;
+  border-radius: 0;
+}
+
+.dataset-technical-details {
+  margin-top: 0.65rem;
+}
+
+.dataset-technical-details > div,
+.dataset-technical-details > button,
+.provider-technical-details > div {
+  margin: 0 0.7rem 0.7rem;
+}
+
+.dataset-technical-details > summary,
+.provider-technical-details > summary {
+  min-height: 2.3rem;
+  padding-block: 0.45rem;
+}
+
+.dataset-card-primary-meta {
+  margin-top: 0.25rem;
+}
+
+.ai-user-summary {
+  order: 0;
+  display: grid;
+  grid-template-columns: repeat(4, minmax(0, 1fr));
+  gap: 0.65rem;
+}
+
+.ai-user-summary-card {
+  display: grid;
+  min-width: 0;
+  gap: 0.25rem;
+  border: 1px solid var(--line);
+  border-radius: 6px;
+  padding: 0.75rem;
+  background: #ffffff;
+}
+
+.ai-user-summary-card-primary {
+  border-color: #bfd8d2;
+  background: var(--accent-soft);
+}
+
+.ai-user-summary-card-ready {
+  border-left: 3px solid var(--success);
+}
+
+.ai-user-summary-card span,
+.ai-user-summary-card p {
+  margin: 0;
+  color: var(--muted);
+  font-size: 0.72rem;
+  line-height: 1.35;
+}
+
+.ai-user-summary-card strong {
+  overflow-wrap: anywhere;
+  color: var(--text);
+  font-size: 0.95rem;
+}
+
+.secondary-analysis-disclosure {
+  align-self: start;
+}
+
+.secondary-analysis-disclosure > summary strong,
+.status-details-disclosure > summary strong,
+.export-history-disclosure > summary strong {
+  margin-left: auto;
+  color: var(--muted);
+  font-size: 0.72rem;
+}
+
+.secondary-analysis-disclosure > section,
+.secondary-analysis-disclosure > .workspace-panel {
+  border: 0;
+  border-top: 1px solid var(--line);
+  border-radius: 0;
+}
+
+.status-details-disclosure > section {
+  margin: 0;
+  border: 0;
+  border-top: 1px solid var(--line);
+  border-radius: 0;
+}
+
+.quality-results-panel-empty .quality-evidence-surface,
+.quality-results-panel-empty .quality-drilldown-surface,
+.quality-results-panel-empty .quality-control-surface,
+.quality-results-panel-empty .quality-history-surface {
+  display: none;
+}
+
+.quality-user-empty-state {
+  margin-top: 0.75rem;
+}
+
+.export-summary-surface,
+.export-handoff-surface,
+.handoff-action-card-technical {
+  display: none;
+}
+
+.latest-download-empty {
+  grid-column: 1 / -1;
+}
+
+.export-history-body {
+  display: grid;
+  gap: 0.75rem;
+  border-top: 1px solid var(--line);
+  padding: 0.75rem;
+  background: #ffffff;
+}
+
+.export-history-body > div:first-child {
+  display: none;
+}
+
+@media (min-width: 1100px) {
+  .workspace-grid-analysis {
+    grid-template-columns: minmax(0, 1fr);
+  }
+
+  .workspace-grid-analysis > section:nth-child(n),
+  .workspace-grid-analysis > details:nth-child(n) {
+    max-height: none;
+    overflow: visible;
+  }
+}
+
+@media (max-width: 1180px) {
+  .ai-user-summary {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+
+@media (max-width: 620px) {
+  .ai-user-summary {
+    grid-template-columns: minmax(0, 1fr);
+  }
+
+  .context-bar > div:nth-child(n + 3) {
+    display: none;
+  }
+}
+
 @media (min-width: 621px) {
   .status-strip-grid {
     grid-template-columns: repeat(6, minmax(0, 1fr));