import { useEffect, useMemo, useState } from 'react'
import './styles/app.css'
import { ChangeDetectionPanel } from './components/analysis/ChangeDetectionPanel'
import { DatasetPanel } from './components/datasets/DatasetPanel'
import { DetectionLab } from './components/detection/DetectionLab'
import { ExportCenter } from './components/exports/ExportCenter'
import { ExportPreview } from './components/exports/ExportPreview'
import { WorkbenchInspector } from './components/inspector/WorkbenchInspector'
import { MapWorkspace } from './components/map/MapWorkspace'
import { AreaPanel } from './components/project/AreaPanel'
import { ProjectPanel } from './components/project/ProjectPanel'
import { QualityResultsPanel } from './components/quality/QualityResultsPanel'
import { WorkbenchStatusStrip } from './components/WorkbenchStatusStrip'
import type { DatasetCreateResponse } from './types'
import { ProviderPanel } from './components/providers/ProviderPanel'
import { SegmentationLab } from './components/segmentation/SegmentationLab'
import { useChangeDetectionWorkflow } from './hooks/useChangeDetectionWorkflow'
import { useDemoWorkflow } from './hooks/useDemoWorkflow'
import { useDetectionWorkflow } from './hooks/useDetectionWorkflow'
import { useDatasetWorkflow } from './hooks/useDatasetWorkflow'
import { useExportWorkflow } from './hooks/useExportWorkflow'
import { useMapSelectionDataset } from './hooks/useMapSelectionDataset'
import { useMapSelectionQa } from './hooks/useMapSelectionQa'
import { useMapWorkspaceState } from './hooks/useMapWorkspaceState'
import { useMapSelectionExtract } from './hooks/useMapSelectionExtract'
import { useProviderCapabilities } from './hooks/useProviderCapabilities'
import { useProjectWorkspace } from './hooks/useProjectWorkspace'
import { useQualityWorkflow } from './hooks/useQualityWorkflow'
import { useSegmentationWorkflow } from './hooks/useSegmentationWorkflow'
import { useWorkbenchBootstrap } from './hooks/useWorkbenchBootstrap'

function isVectorDatasetType(datasetType: string): boolean {
  return datasetType === 'vector' || datasetType === 'geojson'
}

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: 'data', label: 'Data', description: 'Projects, AOI and datasets' },
  { key: 'map', label: 'Map', description: 'Layer review and inspection' },
  { key: 'analysis', label: 'QA/QC', description: 'Quality checks and change detection' },
  { key: 'ai', label: 'AI Labs', description: 'Detection and segmentation' },
  { key: 'exports', label: 'Exports', description: 'Artifacts and downloads' },
  { key: 'system', label: 'System', description: 'Provider capabilities' },
]

function App(): JSX.Element {
  const [activeWorkspace, setActiveWorkspace] = useState<WorkspaceKey>('overview')
  useEffect(() => {
    window.scrollTo({ top: 0, left: 0 })
  }, [activeWorkspace])

  const {
    projects,
    selectedProject,
    selectedProjectId,
    areas,
    datasets,
    loadingProjects,
    loadingAreas,
    loadingDatasets,
    errorMessage,
    projectForm,
    areaForm,
    loadProjects,
    loadProjectData,
    createProject,
    createArea,
    resetProjectData,
    setSelectedProjectId,
    setErrorMessage,
    setProjectForm,
    setAreaForm,
  } = useProjectWorkspace()
  const {
    selectedDatasetId,
    selectedDataset,
    selectedDatasetSummary,
    selectedRasterMetadata,
    selectedRasterStats,
    datasetContent,
    jobs,
    rasterPreview,
    latestRasterTileManifestPath,
    latestRasterTileManifest,
    selectedIntersectTargetId,
    selectedClipAreaId,
    rasterTileSize,
    rasterTileOverlap,
    rasterTileOutputName,
    rasterReprojectCrs,
    rasterReprojectResampling,
    ndviNirBand,
    ndviRedBand,
    ndwiGreenBand,
    ndwiNirBand,
    ndbiSwirBand,
    ndbiNirBand,
    loadingDatasetDetails,
    datasetDetailError,
    datasetForm,
    isRasterTileInputValid,
    loadDatasetJobs,
    loadDatasetDetails,
    uploadDataset,
    runVectorClip,
    runVectorBuffer,
    runVectorIntersect,
    runRasterInspect,
    runRasterPreview,
    runRasterStats,
    runRasterReproject,
    runRasterClip,
    runRasterTile,
    runRasterNdvi,
    runRasterNdwi,
    runRasterNdbi,
    pickDerivedDataset,
    refreshMetadata,
    resetDatasetForProject,
    setSelectedDatasetId,
    setSelectedIntersectTargetId,
    setSelectedClipAreaId,
    setRasterTileSize,
    setRasterTileOverlap,
    setRasterTileOutputName,
    setRasterReprojectCrs,
    setRasterReprojectResampling,
    setNdviNirBand,
    setNdviRedBand,
    setNdwiGreenBand,
    setNdwiNirBand,
    setNdbiSwirBand,
    setNdbiNirBand,
    setDatasetForm,
  } = useDatasetWorkflow({
    selectedProjectId,
    areas,
    datasets,
    loadProjectData,
    setErrorMessage,
    isVectorDatasetType,
  })
  const rasterUnavailableMessage = useMemo(() => {
    if (!selectedDataset || selectedDataset.dataset_type !== 'raster' || !selectedDataset.metadata_json) {
      return null
    }
    const metadata = selectedDataset.metadata_json as Record<string, unknown>
    const processingCode = metadata['processing_code']
    if (processingCode === 'RASTER_PROCESSING_UNAVAILABLE') {
      return String(metadata['processing_error'] ?? 'Raster processing unavailable.')
    }
    return null
  }, [selectedDataset])

  const availableVectorTargets = useMemo(
    () => datasets.filter((item) => item.id !== selectedDatasetId && isVectorDatasetType(item.dataset_type)),
    [datasets, selectedDatasetId],
  )
  const availableVectorDatasets = useMemo(() => datasets.filter((item) => isVectorDatasetType(item.dataset_type)), [datasets])
  const availableMapDatasets = useMemo(
    () => datasets.filter((dataset) => isVectorDatasetType(dataset.dataset_type) && dataset.status === 'ready'),
    [datasets],
  )
  const referenceDatasets = useMemo(
    () => availableVectorDatasets.filter((item) => item.dataset_role === 'reference'),
    [availableVectorDatasets],
  )
  const candidateDatasets = useMemo(
    () => availableVectorDatasets.filter((item) => item.dataset_role !== 'reference'),
    [availableVectorDatasets],
  )
  const rasterDatasets = useMemo(() => datasets.filter((item) => item.dataset_type === 'raster'), [datasets])
  const {
    providers,
    loadingCapabilities,
    capabilitiesError,
    loadCapabilities,
  } = useProviderCapabilities()
  const {
    changeSourceDatasetId,
    changeTargetDatasetId,
    changeIouThreshold,
    changeIncludeUnchanged,
    runningChangeDetection,
    changeDetectionResult,
    changeDetectionError,
    runChangeDetection,
    setChangeSourceDatasetId,
    setChangeTargetDatasetId,
    setChangeIouThreshold,
    setChangeIncludeUnchanged,
  } = useChangeDetectionWorkflow({
    selectedProjectId,
    availableVectorDatasets,
    loadDatasetJobs,
  })
  const {
    qaCandidateDatasetId,
    qaReferenceDatasetId,
    qaAreaId,
    qaIouThreshold,
    qaRunning,
    qaResult,
    qaError,
    qualityChecks,
    qualityChecksError,
    qualityEvidenceGeoJson,
    qualityEvidenceLoading,
    qualityEvidenceError,
    loadQualityChecks,
    loadQualityEvidenceGeoJson,
    clearQualityEvidenceGeoJson,
    runQaComparison,
    setQaCandidateDatasetId,
    setQaReferenceDatasetId,
    setQaAreaId,
    setQaIouThreshold,
  } = useQualityWorkflow({
    selectedProjectId,
    loadProjectData,
  })
  const {
    detectionModels,
    modelAssets,
    loadingDetectionModels,
    detectionModelError,
    modelAssetError,
    selectedDetectionDatasetId,
    selectedDetectionModelId,
    selectedModelAssetId,
    detectionTileManifestPath,
    detectionConfidenceThreshold,
    runningDetection,
    detectionRunResult,
    detectionRunError,
    detectionRuns,
    selectedDetectionRunId,
    detectionItems,
    detectionGeoJson,
    detectionClassFilter,
    detectionMinConfidenceFilter,
    loadingDetectionResults,
    detectionReferenceDatasetId,
    detectionQaResult,
    detectionQaError,
    runningDetectionQa,
    yoloPreflight,
    loadingYoloPreflight,
    yoloPreflightError,
    calibrationThresholdText,
    runningDetectionCalibration,
    detectionCalibrationRows,
    detectionCalibrationError,
    loadDetectionModels,
    loadYoloPreflight,
    loadDetectionRuns,
    loadDetectionResults,
    runDetection,
    runDetectionQa,
    runDetectionCalibration,
    resetDetectionForProject,
    setSelectedDetectionDatasetId,
    setSelectedDetectionModelId,
    setSelectedModelAssetId,
    setDetectionTileManifestPath,
    setDetectionConfidenceThreshold,
    setSelectedDetectionRunId,
    setDetectionClassFilter,
    setDetectionMinConfidenceFilter,
    setDetectionReferenceDatasetId,
    setCalibrationThresholdText,
  } = useDetectionWorkflow({
    selectedProjectId,
    rasterDatasets,
    qaIouThreshold,
    loadProjectData,
    loadQualityChecks,
  })
  const useRasterTileManifestForDetection = () => {
    const manifestPath = latestRasterTileManifestPath.trim()
    if (!manifestPath || !selectedDataset || selectedDataset.dataset_type !== 'raster') {
      return
    }
    setDetectionTileManifestPath(manifestPath)
    setSelectedDetectionDatasetId(selectedDataset.id)
    setSelectedDetectionModelId('yolo-configured')
    setDetectionConfidenceThreshold(0.25)
    loadYoloPreflight(manifestPath).catch(() => null)
    setActiveWorkspace('ai')
  }
  const {
    segmentationModels,
    loadingSegmentationModels,
    segmentationModelError,
    selectedSegmentationDatasetId,
    selectedSegmentationModelId,
    selectedSegmentationModel,
    segmentationTileManifestPath,
    segmentationConfidenceThreshold,
    runningSegmentation,
    segmentationRunResult,
    segmentationRunError,
    segmentationRuns,
    selectedSegmentationRunId,
    segmentationItems,
    segmentationGeoJson,
    segmentationClassFilter,
    segmentationMinConfidenceFilter,
    loadingSegmentationResults,
    segmentationReferenceDatasetId,
    segmentationQaResult,
    segmentationQaError,
    runningSegmentationQa,
    loadSegmentationModels,
    loadSegmentationRuns,
    loadSegmentationResults,
    runSegmentation,
    runSegmentationQa,
    resetSegmentationForProject,
    setSelectedSegmentationDatasetId,
    setSelectedSegmentationModelId,
    setSegmentationTileManifestPath,
    setSegmentationConfidenceThreshold,
    setSelectedSegmentationRunId,
    setSegmentationClassFilter,
    setSegmentationMinConfidenceFilter,
    setSegmentationReferenceDatasetId,
  } = useSegmentationWorkflow({
    selectedProjectId,
    rasterDatasets,
    qaIouThreshold,
    loadProjectData,
    loadQualityChecks,
  })
  const useRasterTileManifestForSegmentation = () => {
    const manifestPath = latestRasterTileManifestPath.trim()
    if (!manifestPath || !selectedDataset || selectedDataset.dataset_type !== 'raster') {
      return
    }
    setSegmentationTileManifestPath(manifestPath)
    setSelectedSegmentationDatasetId(selectedDataset.id)
    setActiveWorkspace('ai')
  }
  const {
    exports,
    latestExport,
    exportError,
    loadingExports,
    exporting,
    selectionExporting,
    selectionExportError,
    latestSelectionExport,
    exportPreview,
    loadExports,
    exportSelectedDatasetGeoJson,
    exportSelectedDetectionRunGeoJson,
    exportSelectedSegmentationRunGeoJson,
    exportMapSelectionGeoJson,
    exportProjectMetadata,
    exportProjectReport,
    previewExportContent,
    downloadExportArtifact,
    resetExportsForProject,
  } = useExportWorkflow({
    selectedProjectId,
    selectedDataset,
    selectedDetectionRunId,
    selectedSegmentationRunId,
    isVectorDatasetType,
  })
  const {
    mapLayerVisible,
    mapLayerOpacity,
    selectedMapAreaId,
    areaLayerVisible,
    areaLayerOpacity,
    selectedMapFeature,
    areaFeatureCollection,
    mapFeatureCollection,
    mapLayerLabel,
    mapFeatureCount,
    areaFeatureCount,
    setMapLayerVisible,
    setMapLayerOpacity,
    setSelectedMapAreaId,
    setAreaLayerVisible,
    setAreaLayerOpacity,
    setSelectedMapFeature,
  } = useMapWorkspaceState({
    areas,
    changeDetectionGeoJson: changeDetectionResult?.geojson ?? null,
    segmentationGeoJson,
    detectionGeoJson,
    datasetContent,
    selectedDataset,
  })
  const {
    mapSelectionBbox,
    mapSelectionResult,
    mapSelectionLoading,
    mapSelectionError,
    runMapSelectionExtract,
    resetMapSelectionExtract,
    setMapSelectionBbox,
  } = useMapSelectionExtract({
    selectedProjectId,
    selectedDataset,
    isVectorDatasetType,
  })
  const {
    selectionDatasetSaving,
    selectionDatasetError,
    latestSelectionDataset,
    deriveMapSelectionDataset,
  } = useMapSelectionDataset({
    selectedProjectId,
    selectedDataset,
    isVectorDatasetType,
    loadProjectData,
    loadDatasetDetails,
    setMapLayerVisible,
  })
  const {
    selectedMapQaReferenceDatasetId,
    mapSelectionQaRunning,
    mapSelectionQaError,
    mapSelectionQaResult,
    latestMapSelectionQualityCheckId,
    runMapSelectionQa,
    setSelectedMapQaReferenceDatasetId,
  } = useMapSelectionQa({
    selectedProjectId,
    latestSelectionDataset,
    loadQualityChecks,
    loadProjectData,
  })
  const openMapSelectionQualityEvidence = () => {
    setActiveWorkspace('analysis')
  }
  const openQualityEvidenceOnMap = async (qualityCheckId: string) => {
    const result = await loadQualityEvidenceGeoJson(qualityCheckId)
    if (result) {
      setMapLayerVisible(true)
      setActiveWorkspace('map')
    }
  }
  const {
    loadingDemoWorkflow,
    demoWorkflowMessage,
    loadDemoWorkflow,
  } = useDemoWorkflow({
    loadProjects,
    loadProjectData,
    loadDatasetDetails,
    loadDetectionRuns,
    loadSegmentationRuns,
    loadQualityChecks,
    loadExports,
    setSelectedProjectId,
    setSelectedDatasetId,
    setSelectedMapAreaId,
    setQaCandidateDatasetId,
    setQaReferenceDatasetId,
    setQaAreaId,
    setSelectedDetectionDatasetId,
    setDetectionReferenceDatasetId,
    setSelectedSegmentationDatasetId,
    setSegmentationReferenceDatasetId,
    setErrorMessage,
  })

  useWorkbenchBootstrap({
    selectedProjectId,
    selectedDetectionRunId,
    detectionClassFilter,
    detectionMinConfidenceFilter,
    selectedSegmentationRunId,
    segmentationClassFilter,
    segmentationMinConfidenceFilter,
    loadProjects,
    loadCapabilities,
    loadDetectionModels,
    loadSegmentationModels,
    loadProjectData,
    loadDetectionRuns,
    loadSegmentationRuns,
    loadQualityChecks,
    loadExports,
    loadDetectionResults,
    loadSegmentationResults,
    resetProjectData,
    resetDatasetForProject,
    resetDetectionForProject,
    resetSegmentationForProject,
    resetExportsForProject,
  })

  const selectedArea = areas.find((area) => area.id === selectedMapAreaId) ?? null
  const activeWorkspaceItem = workspaceNavItems.find((item) => item.key === activeWorkspace) ?? workspaceNavItems[0]
  const mapLayerSourceLabel = useMemo(() => {
    if (changeDetectionResult?.geojson) {
      return 'Change detection'
    }
    if (segmentationGeoJson) {
      return 'Segmentation run'
    }
    if (detectionGeoJson) {
      return 'Detection run'
    }
    if (datasetContent && selectedDataset) {
      return `${selectedDataset.dataset_type} dataset`
    }
    return 'No active vector or result layer'
  }, [changeDetectionResult?.geojson, datasetContent, detectionGeoJson, segmentationGeoJson, selectedDataset])
  const mapLayerProvenance = useMemo(() => {
    if (changeDetectionResult?.geojson) {
      return `source ${changeSourceDatasetId || 'n/a'} -> target ${changeTargetDatasetId || 'n/a'}`
    }
    if (segmentationGeoJson) {
      return selectedSegmentationRunId ? `analysis run ${selectedSegmentationRunId}` : 'segmentation results loaded'
    }
    if (detectionGeoJson) {
      return selectedDetectionRunId ? `analysis run ${selectedDetectionRunId}` : 'detection results loaded'
    }
    if (datasetContent && selectedDataset) {
      return `${selectedDataset.dataset_role ?? 'source'} / ${selectedDataset.source_name ?? selectedDataset.source}`
    }
    return 'Open a dataset, detection run, segmentation run or change result to draw it here.'
  }, [
    changeDetectionResult?.geojson,
    changeSourceDatasetId,
    changeTargetDatasetId,
    datasetContent,
    detectionGeoJson,
    segmentationGeoJson,
    selectedDataset,
    selectedDetectionRunId,
    selectedSegmentationRunId,
  ])
  const openDatasetInMap = (dataset: DatasetCreateResponse) => {
    if (selectedProjectId) {
      loadDatasetDetails(selectedProjectId, dataset)
    }
    setMapLayerVisible(true)
    setActiveWorkspace('map')
  }
  const openDatasetExport = (dataset: DatasetCreateResponse) => {
    if (selectedProjectId) {
      loadDatasetDetails(selectedProjectId, dataset)
    }
    setActiveWorkspace('exports')
  }
  const openWorkflowGuidanceStep = (target: WorkspaceKey) => {
    if (target === 'map' && availableMapDatasets.length > 0 && !mapFeatureCollection) {
      openDatasetInMap(availableMapDatasets[0])
      return
    }
    if (target === 'exports' && availableMapDatasets.length > 0 && !selectedDataset) {
      openDatasetExport(availableMapDatasets[0])
      return
    }
    setActiveWorkspace(target)
  }
  const hasAnalysisOutput = qualityChecks.length > 0 || Boolean(changeDetectionResult) || detectionItems.length > 0 || segmentationItems.length > 0
  const hasMapContext = mapFeatureCount > 0 || areaFeatureCount > 0
  const workflowGuidanceComplete = Boolean(selectedProjectId) && datasets.length > 0 && hasMapContext && hasAnalysisOutput && exports.length > 0
  const recommendedWorkflowTarget: WorkspaceKey = !selectedProjectId
    ? 'data'
    : datasets.length === 0
      ? 'data'
      : !hasMapContext
        ? 'map'
        : !hasAnalysisOutput
          ? 'analysis'
          : exports.length === 0
            ? 'exports'
            : 'exports'
  const workflowGuidanceSteps: Array<{
    step: string
    title: string
    detail: string
    status: string
    ready: boolean
    target: WorkspaceKey
  }> = [
    {
      step: '1',
      title: 'Project & AOI',
      detail: selectedProjectId ? `${areas.length} AOI record${areas.length === 1 ? '' : 's'} available` : 'Create or load a project context',
      status: selectedProjectId ? 'ready' : 'next',
      ready: Boolean(selectedProjectId),
      target: 'data',
    },
    {
      step: '2',
      title: 'Data',
      detail: datasets.length > 0 ? `${datasets.length} dataset${datasets.length === 1 ? '' : 's'} loaded` : 'Upload source and reference datasets',
      status: datasets.length > 0 ? 'ready' : 'waiting',
      ready: datasets.length > 0,
      target: 'data',
    },
    {
      step: '3',
      title: 'Map',
      detail: hasMapContext
        ? mapFeatureCount > 0
          ? `${mapFeatureCount} layer feature${mapFeatureCount === 1 ? '' : 's'}${areaFeatureCount > 0 ? ' + AOI' : ''}`
          : 'AOI loaded'
        : 'Inspect AOI and selected layer',
      status: hasMapContext ? 'ready' : 'waiting',
      ready: hasMapContext,
      target: 'map',
    },
    {
      step: '4',
      title: 'QA / AI',
      detail: hasAnalysisOutput ? 'QA, change, detection or segmentation output exists' : 'Run checks after data is ready',
      status: hasAnalysisOutput ? 'ready' : 'waiting',
      ready: hasAnalysisOutput,
      target: 'analysis',
    },
    {
      step: '5',
      title: 'Export',
      detail: exports.length > 0 ? `${exports.length} export artifact${exports.length === 1 ? '' : 's'} recorded` : 'Package validated project outputs',
      status: exports.length > 0 ? 'ready' : 'waiting',
      ready: exports.length > 0,
      target: 'exports',
    },
  ]

  return (
    <div className="app-shell workbench-shell">
      <a className="skip-link" href="#workspace-main">
        Skip to workspace
      </a>
      <header className="workbench-topbar">
        <div className="brand-block">
          <p className="eyebrow">GeoAI Workbench</p>
          <h1>GeoIntel Kempen</h1>
        </div>
        <div className="context-bar" aria-label="Active workbench context">
          <div>
            <span>Project</span>
            <strong>{selectedProject?.name ?? 'No project'}</strong>
          </div>
          <div>
            <span>AOI</span>
            <strong>{selectedArea?.name ?? (areas.length > 0 ? 'Select area' : 'No AOI')}</strong>
          </div>
          <div>
            <span>Dataset</span>
            <strong>{selectedDataset?.name ?? (datasets.length > 0 ? 'Select dataset' : 'No dataset')}</strong>
          </div>
          <div>
            <span>Layer</span>
            <strong>{mapFeatureCollection ? `${mapFeatureCount} features` : 'No active layer'}</strong>
          </div>
        </div>
      </header>

      {errorMessage ? <p className="error">{errorMessage}</p> : null}

      <div className="workbench-layout">
        <aside className="workbench-sidebar" aria-label="Workbench navigation">
          <nav aria-label="Primary workspaces">
            {workspaceNavItems.map((item) => (
              <button
                key={item.key}
                type="button"
                className={item.key === activeWorkspace ? 'nav-item nav-item-active' : 'nav-item'}
                onClick={() => setActiveWorkspace(item.key)}
                aria-current={item.key === activeWorkspace ? 'page' : undefined}
                aria-label={`Open ${item.label} workspace: ${item.description}`}
                data-testid={`workspace-nav-${item.key}`}
              >
                <span>{item.label}</span>
                <small>{item.description}</small>
              </button>
            ))}
          </nav>
        </aside>

        <main className="workbench-main" id="workspace-main" tabIndex={-1}>
          <div className="workspace-heading">
            <div>
              <p className="eyebrow">Workspace</p>
              <h2>{activeWorkspaceItem.label}</h2>
            </div>
            <p>{activeWorkspaceItem.description}</p>
          </div>
          <div className="workspace-command-bar" aria-label="Workspace shortcuts">
            <div className="workspace-nav-cluster">
              {workspaceNavItems.slice(0, 5).map((item) => (
                <button
                  key={item.key}
                  type="button"
                  className={item.key === activeWorkspace ? 'command-chip command-chip-active' : 'command-chip'}
                  onClick={() => setActiveWorkspace(item.key)}
                  aria-pressed={item.key === activeWorkspace}
                  aria-label={`Switch to ${item.label} workspace`}
                >
                  {item.label}
                </button>
              ))}
            </div>
            <span>{selectedProject ? `Active project: ${selectedProject.name}` : 'Start with a project or load the demo workflow.'}</span>
          </div>

          {activeWorkspace === 'overview' ? (
            <div className="workspace-stack">
              <WorkbenchStatusStrip
                selectedProject={selectedProject}
                areas={areas}
                datasets={datasets}
                qualityChecks={qualityChecks}
                exports={exports}
                activeLayerFeatureCount={mapFeatureCount}
                selectedAreaHasGeometry={Boolean(areaFeatureCollection)}
              />
              <section className="workflow-guidance-panel" aria-label="V1 workflow guidance">
                <div className="panel-title-row">
                  <div>
                    <p className="eyebrow">Workbench flow</p>
                    <h2>Project to export path</h2>
                  </div>
                  <span className="status-badge">
                    {workflowGuidanceComplete
                      ? 'Ready for handoff'
                      : `Next: ${workspaceNavItems.find((item) => item.key === recommendedWorkflowTarget)?.label ?? 'Overview'}`}
                  </span>
                </div>
                <div className="workflow-guidance-steps">
                  {workflowGuidanceSteps.map((step) => (
                    <button
                      key={`${step.step}-${step.title}`}
                      type="button"
                      className={
                        step.target === recommendedWorkflowTarget && !step.ready
                          ? 'workflow-guidance-step workflow-guidance-step-active'
                          : step.ready
                            ? 'workflow-guidance-step workflow-guidance-step-ready'
                            : 'workflow-guidance-step'
                      }
                      onClick={() => openWorkflowGuidanceStep(step.target)}
                      aria-label={`Open ${step.title} step`}
                    >
                      <span className="workflow-step-status">{step.status}</span>
                      <strong>
                        {step.step}. {step.title}
                      </strong>
                      <small>{step.detail}</small>
                    </button>
                  ))}
                </div>
              </section>
              <section className="overview-actions">
                <div className="overview-action-copy">
                  <p className="eyebrow">Recommended flow</p>
                  <h2>Build the project, load data, review on map, validate, export.</h2>
                  <p className="muted">
                    Keep the daily workflow focused: prepare data first, inspect it spatially, then run QA/QC or AI lab tasks only when the
                    required datasets are present.
                  </p>
                </div>
                <div className="quick-action-grid overview-quick-actions" aria-label="Recommended next workbench actions">
                  <button
                    type="button"
                    className="quick-action-button"
                    onClick={() => setActiveWorkspace('data')}
                    aria-label="Open data setup workspace"
                  >
                    Open data setup
                  </button>
                  <button
                    type="button"
                    className="quick-action-button"
                    onClick={() => setActiveWorkspace('map')}
                    aria-label="Inspect map workspace"
                  >
                    Inspect map
                  </button>
                  <button
                    type="button"
                    className="quick-action-button"
                    onClick={() => setActiveWorkspace('analysis')}
                    aria-label="Review QA/QC workspace"
                  >
                    Review QA/QC
                  </button>
                  <button
                    type="button"
                    className="quick-action-button"
                    onClick={() => setActiveWorkspace('exports')}
                    aria-label="Manage exports workspace"
                  >
                    Manage exports
                  </button>
                </div>
              </section>
            </div>
          ) : null}

          {activeWorkspace === 'data' ? (
            <div className="workspace-grid workspace-grid-data">
              <ProjectPanel
                projects={projects}
                selectedProjectId={selectedProjectId}
                loadingProjects={loadingProjects}
                projectForm={projectForm}
                loadingDemoWorkflow={loadingDemoWorkflow}
                demoWorkflowMessage={demoWorkflowMessage}
                onCreateProject={createProject}
                onUpdateProjectForm={setProjectForm}
                onSelectProject={setSelectedProjectId}
                onLoadDemoWorkflow={loadDemoWorkflow}
              />

              <AreaPanel
                areas={areas}
                selectedProject={selectedProject}
                selectedProjectId={selectedProjectId}
                loadingAreas={loadingAreas}
                areaForm={areaForm}
                selectedMapAreaId={selectedMapAreaId}
                onCreateArea={createArea}
                onUpdateAreaForm={setAreaForm}
                onSelectMapArea={setSelectedMapAreaId}
              />

              <DatasetPanel
                selectedProjectId={selectedProjectId}
                selectedDatasetId={selectedDatasetId}
                areas={areas}
                datasets={datasets}
                datasetForm={datasetForm}
                loadingDatasets={loadingDatasets}
                onDatasetFormChange={setDatasetForm}
                onUploadDataset={uploadDataset}
                onLoadDatasetDetails={loadDatasetDetails}
                onRefreshMetadata={refreshMetadata}
                onOpenDatasetInMap={openDatasetInMap}
                onOpenDatasetExport={openDatasetExport}
              />
            </div>
          ) : null}

          {activeWorkspace === 'map' ? (
            <MapWorkspace
              areas={areas}
              selectedMapAreaId={selectedMapAreaId}
              areaFeatureCollection={areaFeatureCollection}
              mapFeatureCollection={mapFeatureCollection}
              qualityEvidenceGeoJson={qualityEvidenceGeoJson?.geojson ?? null}
              qualityEvidenceFeatureCount={qualityEvidenceGeoJson?.feature_count ?? 0}
              qualityEvidenceLoading={qualityEvidenceLoading}
              qualityEvidenceError={qualityEvidenceError}
              qualityEvidenceWarnings={qualityEvidenceGeoJson?.warnings ?? []}
              mapLayerLabel={mapLayerLabel}
              mapLayerSourceLabel={mapLayerSourceLabel}
              mapLayerProvenance={mapLayerProvenance}
              mapLayerVisible={mapLayerVisible}
              mapLayerOpacity={mapLayerOpacity}
              areaLayerVisible={areaLayerVisible}
              areaLayerOpacity={areaLayerOpacity}
              mapFeatureCount={mapFeatureCount}
              areaFeatureCount={areaFeatureCount}
              selectedMapFeature={selectedMapFeature}
              mapSelectionBbox={mapSelectionBbox}
              mapSelectionResult={mapSelectionResult}
              mapSelectionLoading={mapSelectionLoading}
              mapSelectionError={mapSelectionError}
              selectionExporting={selectionExporting}
              selectionExportError={selectionExportError}
              latestSelectionExportPath={latestSelectionExport?.path ?? null}
              selectionDatasetSaving={selectionDatasetSaving}
              selectionDatasetError={selectionDatasetError}
              latestSelectionDataset={latestSelectionDataset}
              latestSelectionDatasetName={latestSelectionDataset?.name ?? null}
              mapQaReferenceDatasets={referenceDatasets}
              selectedMapQaReferenceDatasetId={selectedMapQaReferenceDatasetId}
              mapSelectionQaRunning={mapSelectionQaRunning}
              mapSelectionQaError={mapSelectionQaError}
              mapSelectionQaResult={mapSelectionQaResult}
              latestMapSelectionQualityCheckId={latestMapSelectionQualityCheckId}
              availableMapDatasets={availableMapDatasets}
              selectedMapDatasetId={selectedDataset && isVectorDatasetType(selectedDataset.dataset_type) ? selectedDataset.id : ''}
              selectedFeature={selectedMapFeature}
              onSelectMapArea={setSelectedMapAreaId}
              onOpenDatasetInMap={openDatasetInMap}
              onSetAreaLayerVisible={setAreaLayerVisible}
              onSetAreaLayerOpacity={setAreaLayerOpacity}
              onSetMapLayerVisible={setMapLayerVisible}
              onSetMapLayerOpacity={setMapLayerOpacity}
              onSelectMapFeature={setSelectedMapFeature}
              onSetMapSelectionBbox={setMapSelectionBbox}
              onRunMapSelectionExtract={runMapSelectionExtract}
              onClearMapSelectionExtract={resetMapSelectionExtract}
              onExportMapSelection={exportMapSelectionGeoJson}
              onDeriveMapSelectionDataset={deriveMapSelectionDataset}
              onSelectMapQaReferenceDataset={setSelectedMapQaReferenceDatasetId}
              onRunMapSelectionQa={runMapSelectionQa}
              onOpenMapSelectionQualityEvidence={openMapSelectionQualityEvidence}
              onClearQualityEvidence={clearQualityEvidenceGeoJson}
            />
          ) : null}

          {activeWorkspace === 'analysis' ? (
            <div className="workspace-grid workspace-grid-analysis">
              <ChangeDetectionPanel
                vectorDatasets={availableVectorDatasets}
                sourceDatasetId={changeSourceDatasetId}
                targetDatasetId={changeTargetDatasetId}
                iouThreshold={changeIouThreshold}
                includeUnchanged={changeIncludeUnchanged}
                running={runningChangeDetection}
                result={changeDetectionResult}
                error={changeDetectionError}
                onSourceDatasetChange={setChangeSourceDatasetId}
                onTargetDatasetChange={setChangeTargetDatasetId}
                onIouThresholdChange={setChangeIouThreshold}
                onIncludeUnchangedChange={setChangeIncludeUnchanged}
                onRun={runChangeDetection}
              />

              <QualityResultsPanel
                selectedProjectId={selectedProjectId}
                qualityChecks={qualityChecks}
                qualityChecksError={qualityChecksError}
                candidateDatasets={candidateDatasets}
                referenceDatasets={referenceDatasets}
                onRefresh={() => loadQualityChecks()}
                onOpenEvidenceMap={openQualityEvidenceOnMap}
                evidenceLoading={qualityEvidenceLoading}
                evidenceError={qualityEvidenceError}
              />
            </div>
          ) : null}

          {activeWorkspace === 'ai' ? (
            <div className="workspace-grid workspace-grid-ai">
              <DetectionLab
                detectionModels={detectionModels}
                modelAssets={modelAssets}
                loadingDetectionModels={loadingDetectionModels}
                detectionModelError={detectionModelError}
                modelAssetError={modelAssetError}
                selectedDetectionDatasetId={selectedDetectionDatasetId}
                selectedDetectionModelId={selectedDetectionModelId}
                selectedModelAssetId={selectedModelAssetId}
                detectionTileManifestPath={detectionTileManifestPath}
                detectionConfidenceThreshold={detectionConfidenceThreshold}
                runningDetection={runningDetection}
                detectionRunResult={detectionRunResult}
                detectionRunError={detectionRunError}
                detectionRuns={detectionRuns}
                qualityChecks={qualityChecks}
                calibrationThresholdText={calibrationThresholdText}
                runningDetectionCalibration={runningDetectionCalibration}
                detectionCalibrationRows={detectionCalibrationRows}
                detectionCalibrationError={detectionCalibrationError}
                selectedDetectionRunId={selectedDetectionRunId}
                detectionItems={detectionItems}
                detectionClassFilter={detectionClassFilter}
                detectionMinConfidenceFilter={detectionMinConfidenceFilter}
                loadingDetectionResults={loadingDetectionResults}
                detectionReferenceDatasetId={detectionReferenceDatasetId}
                detectionQaResult={detectionQaResult}
                detectionQaError={detectionQaError}
                runningDetectionQa={runningDetectionQa}
                yoloPreflight={yoloPreflight}
                loadingYoloPreflight={loadingYoloPreflight}
                yoloPreflightError={yoloPreflightError}
                selectedProjectId={selectedProjectId}
                rasterDatasets={rasterDatasets}
                referenceDatasets={referenceDatasets}
                onLoadModels={loadDetectionModels}
                onRefreshYoloPreflight={() => loadYoloPreflight()}
                onSelectDataset={setSelectedDetectionDatasetId}
                onSelectModel={setSelectedDetectionModelId}
                onSelectModelAsset={setSelectedModelAssetId}
                onSetConfidenceThreshold={setDetectionConfidenceThreshold}
                onSetTileManifestPath={setDetectionTileManifestPath}
                onRunDetection={runDetection}
                onLoadRuns={() => loadDetectionRuns()}
                onSelectRun={setSelectedDetectionRunId}
                onSetClassFilter={setDetectionClassFilter}
                onSetMinConfidenceFilter={setDetectionMinConfidenceFilter}
                onLoadResults={() => loadDetectionResults()}
                onSelectReferenceDataset={setDetectionReferenceDatasetId}
                onRunQa={runDetectionQa}
                onSetCalibrationThresholdText={setCalibrationThresholdText}
                onRunCalibration={runDetectionCalibration}
              />

              <SegmentationLab
                segmentationModels={segmentationModels}
                loadingSegmentationModels={loadingSegmentationModels}
                segmentationModelError={segmentationModelError}
                selectedSegmentationDatasetId={selectedSegmentationDatasetId}
                selectedSegmentationModelId={selectedSegmentationModelId}
                segmentationTileManifestPath={segmentationTileManifestPath}
                segmentationConfidenceThreshold={segmentationConfidenceThreshold}
                runningSegmentation={runningSegmentation}
                segmentationRunResult={segmentationRunResult}
                segmentationRunError={segmentationRunError}
                segmentationRuns={segmentationRuns}
                selectedSegmentationRunId={selectedSegmentationRunId}
                segmentationItems={segmentationItems}
                segmentationClassFilter={segmentationClassFilter}
                segmentationMinConfidenceFilter={segmentationMinConfidenceFilter}
                loadingSegmentationResults={loadingSegmentationResults}
                segmentationReferenceDatasetId={segmentationReferenceDatasetId}
                segmentationQaResult={segmentationQaResult}
                segmentationQaError={segmentationQaError}
                runningSegmentationQa={runningSegmentationQa}
                selectedProjectId={selectedProjectId}
                rasterDatasets={rasterDatasets}
                referenceDatasets={referenceDatasets}
                selectedSegmentationModelConfigured={Boolean(selectedSegmentationModel?.configured)}
                selectedSegmentationModelLimitation={selectedSegmentationModel?.limitation_message ?? null}
                onLoadModels={loadSegmentationModels}
                onSelectDataset={setSelectedSegmentationDatasetId}
                onSelectModel={setSelectedSegmentationModelId}
                onSetTileManifestPath={setSegmentationTileManifestPath}
                onSetConfidenceThreshold={setSegmentationConfidenceThreshold}
                onRunSegmentation={runSegmentation}
                onLoadRuns={() => loadSegmentationRuns()}
                onSelectRun={setSelectedSegmentationRunId}
                onSetClassFilter={setSegmentationClassFilter}
                onSetMinConfidenceFilter={setSegmentationMinConfidenceFilter}
                onLoadResults={() => loadSegmentationResults()}
                onSelectReferenceDataset={setSegmentationReferenceDatasetId}
                onRunQa={runSegmentationQa}
              />
            </div>
          ) : null}

          {activeWorkspace === 'exports' ? (
            <div className="workspace-grid workspace-grid-exports">
              <ExportCenter
                selectedProjectId={selectedProjectId}
                selectedDataset={selectedDataset}
                selectedDetectionRunId={selectedDetectionRunId}
                selectedSegmentationRunId={selectedSegmentationRunId}
                exports={exports}
                latestExport={latestExport}
                exportError={exportError}
                loadingExports={loadingExports}
                exporting={exporting}
                onRefresh={() => loadExports()}
                onExportDataset={exportSelectedDatasetGeoJson}
                onExportDetectionRun={exportSelectedDetectionRunGeoJson}
                onExportSegmentationRun={exportSelectedSegmentationRunGeoJson}
                onExportProjectMetadata={exportProjectMetadata}
                onExportProjectReport={exportProjectReport}
                onPreviewContent={previewExportContent}
                onDownload={downloadExportArtifact}
              />
              <ExportPreview content={exportPreview} />
            </div>
          ) : null}

          {activeWorkspace === 'system' ? (
            <ProviderPanel
              providers={providers}
              loadingCapabilities={loadingCapabilities}
              capabilitiesError={capabilitiesError}
              onRefresh={loadCapabilities}
            />
          ) : null}
        </main>

        <aside className="workbench-inspector" aria-label="Current selection inspector">
          <WorkbenchInspector
            selectedProject={selectedProject}
            selectedArea={selectedArea}
            selectedMapFeature={selectedMapFeature}
            areas={areas}
            datasetsCount={datasets.length}
            qualityChecks={qualityChecks}
            exports={exports}
            latestExport={latestExport}
            detectionRuns={detectionRuns}
            selectedDetectionRunId={selectedDetectionRunId}
            detectionItems={detectionItems}
            segmentationRuns={segmentationRuns}
            selectedSegmentationRunId={selectedSegmentationRunId}
            segmentationItems={segmentationItems}
            onOpenDataWorkspace={() => setActiveWorkspace('data')}
            onOpenMapWorkspace={() => setActiveWorkspace('map')}
            onOpenQualityWorkspace={() => setActiveWorkspace('analysis')}
            onOpenExportsWorkspace={() => setActiveWorkspace('exports')}
            onOpenAiWorkspace={() => setActiveWorkspace('ai')}
            datasetDetailProps={{
              areas,
              availableVectorTargets,
              selectedDatasetId,
              selectedDataset,
              selectedDatasetSummary,
              selectedRasterMetadata,
              selectedRasterStats,
              rasterPreview,
              latestRasterTileManifestPath,
              latestRasterTileManifest,
              rasterUnavailableMessage,
              selectedClipAreaId,
              selectedIntersectTargetId,
              rasterTileSize,
              rasterTileOverlap,
              rasterTileOutputName,
              rasterReprojectCrs,
              rasterReprojectResampling,
              ndviNirBand,
              ndviRedBand,
              ndwiGreenBand,
              ndwiNirBand,
              ndbiSwirBand,
              ndbiNirBand,
              isRasterTileInputValid,
              jobs,
              loadingDatasetDetails,
              datasetDetailError,
              isVectorDatasetType,
              onSetSelectedClipAreaId: setSelectedClipAreaId,
              onSetSelectedIntersectTargetId: setSelectedIntersectTargetId,
              onSetRasterTileSize: setRasterTileSize,
              onSetRasterTileOverlap: setRasterTileOverlap,
              onSetRasterTileOutputName: setRasterTileOutputName,
              onSetRasterReprojectCrs: setRasterReprojectCrs,
              onSetRasterReprojectResampling: setRasterReprojectResampling,
              onSetNdviNirBand: setNdviNirBand,
              onSetNdviRedBand: setNdviRedBand,
              onSetNdwiGreenBand: setNdwiGreenBand,
              onSetNdwiNirBand: setNdwiNirBand,
              onSetNdbiSwirBand: setNdbiSwirBand,
              onSetNdbiNirBand: setNdbiNirBand,
              onRunRasterInspect: runRasterInspect,
              onRunRasterPreview: runRasterPreview,
              onRunRasterStats: runRasterStats,
              onRunRasterReproject: runRasterReproject,
              onRunRasterClip: runRasterClip,
              onRunRasterTile: runRasterTile,
              onUseTileManifestForDetection: useRasterTileManifestForDetection,
              onUseTileManifestForSegmentation: useRasterTileManifestForSegmentation,
              onRunRasterNdvi: runRasterNdvi,
              onRunRasterNdwi: runRasterNdwi,
              onRunRasterNdbi: runRasterNdbi,
              onRunVectorClip: runVectorClip,
              onRunVectorBuffer: runVectorBuffer,
              onRunVectorIntersect: () => runVectorIntersect(availableVectorTargets),
              onPickDerivedDataset: pickDerivedDataset,
            }}
          />
        </aside>
      </div>
    </div>
  )
}

export default App