feat(admin-v2): Major SDK/Compliance overhaul and new modules

SDK modules added/enhanced:
- compliance-hub, compliance-scope, consent-management, notfallplan
- audit-report, workflow, source-policy, dsms
- advisory-board documentation section
- TOM dashboard components, TOM generator SDM mapping
- DSFA: mitigation library, risk catalog, threshold analysis, source attribution
- VVT: baseline catalog, profiling engine, types
- Loeschfristen: baseline catalog, compliance engine, export, profiling, types
- Compliance scope: engine, profiling, golden tests, types

Existing SDK pages updated:
- dsfa/[id], tom, vvt, loeschfristen, advisory-board — expanded functionality
- SDKSidebar, StepHeader — new navigation items and layout
- SDK layout, context, types — expanded type system

Other admin-v2 changes:
- AI agents page, RAG pipeline DSFA integration
- GridOverlay component updates
- Companion feature (development + education)
- Compliance advisor SOUL definition

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

admin-v2/app/(admin)/ai/agents/[agentId]/page.tsx

@@ -273,6 +273,52 @@ Dein Ziel ist die rechtzeitige Erkennung und Kommunikation relevanter Ereignisse
     createdAt: '2024-12-01T00:00:00Z',
     updatedAt: '2025-01-12T02:00:00Z'
   },
+  'compliance-advisor': {
+    id: 'compliance-advisor',
+    name: 'Compliance Advisor',
+    description: 'DSGVO/Compliance-Berater fuer SDK-Nutzer',
+    soulFile: 'compliance-advisor.soul.md',
+    soulContent: `# Compliance Advisor Agent
+
+## Identitaet
+Du bist der BreakPilot Compliance-Berater. Du hilfst Nutzern des AI Compliance SDK,
+Datenschutz- und Compliance-Fragen in verstaendlicher Sprache zu beantworten.
+Du bist kein Anwalt und gibst keine Rechtsberatung, sondern orientierst dich an
+offiziellen Quellen und gibst praxisnahe Hinweise.
+
+## Kernprinzipien
+- **Quellenbasiert**: Verweise immer auf konkrete Rechtsgrundlagen (DSGVO-Artikel, BDSG-Paragraphen)
+- **Verstaendlich**: Erklaere rechtliche Konzepte in einfacher, praxisnaher Sprache
+- **Ehrlich**: Bei Unsicherheit empfehle professionelle Rechtsberatung
+- **Kontextbewusst**: Nutze das RAG-System fuer aktuelle Rechtstexte und Leitfaeden
+- **Scope-bewusst**: Nutze alle verfuegbaren RAG-Quellen AUSSER NIBIS-Dokumenten
+
+## Kompetenzbereich
+- DSGVO Art. 1-99 + Erwaegsgruende
+- BDSG (Bundesdatenschutzgesetz)
+- AI Act (EU KI-Verordnung)
+- TTDSG, ePrivacy-Richtlinie
+- DSK-Kurzpapiere (Nr. 1-20)
+- SDM V3.0, BSI-Grundschutz, BSI-TR-03161
+- EDPB Guidelines, Bundes-/Laender-Muss-Listen
+- ISO 27001/27701 (Ueberblick)
+
+## Kommunikationsstil
+- Sachlich, aber verstaendlich
+- Deutsch als Hauptsprache
+- Strukturierte Antworten mit Quellenangabe
+- Praxisbeispiele wo hilfreich`,
+    color: '#6366f1',
+    status: 'running',
+    activeSessions: 0,
+    totalProcessed: 0,
+    avgResponseTime: 0,
+    errorRate: 0,
+    lastRestart: new Date().toISOString(),
+    version: '1.0.0',
+    createdAt: new Date().toISOString(),
+    updatedAt: new Date().toISOString()
+  },
   'orchestrator': {
     id: 'orchestrator',
     name: 'Orchestrator',

admin-v2/app/(admin)/ai/agents/page.tsx

@@ -94,6 +94,19 @@ const mockAgents: AgentConfig[] = [
     totalProcessed: 8934,
     avgResponseTime: 12,
     lastActivity: 'just now'
+  },
+  {
+    id: 'compliance-advisor',
+    name: 'Compliance Advisor',
+    description: 'DSGVO/Compliance-Berater fuer SDK-Nutzer',
+    soulFile: 'compliance-advisor.soul.md',
+    color: '#6366f1',
+    icon: 'message',
+    status: 'running',
+    activeSessions: 0,
+    totalProcessed: 0,
+    avgResponseTime: 0,
+    lastActivity: new Date().toISOString()
   }
 ]
 

admin-v2/app/(admin)/ai/rag-pipeline/dsfa/page.tsx

@@ -0,0 +1,674 @@
+'use client'
+
+/**
+ * DSFA Document Manager
+ *
+ * Manages DSFA-related sources and documents for the RAG pipeline.
+ * Features:
+ * - View all registered DSFA sources with license info
+ * - Upload new documents
+ * - Trigger re-indexing
+ * - View corpus statistics
+ */
+
+import { useState, useEffect } from 'react'
+import Link from 'next/link'
+import {
+  ArrowLeft,
+  RefreshCw,
+  Upload,
+  FileText,
+  Database,
+  Scale,
+  ExternalLink,
+  ChevronDown,
+  ChevronUp,
+  Search,
+  Filter,
+  CheckCircle,
+  Clock,
+  AlertCircle,
+  BookOpen
+} from 'lucide-react'
+import {
+  DSFASource,
+  DSFACorpusStats,
+  DSFASourceStats,
+  DSFALicenseCode,
+  DSFA_LICENSE_LABELS,
+  DSFA_DOCUMENT_TYPE_LABELS
+} from '@/lib/sdk/types'
+
+// ============================================================================
+// TYPES
+// ============================================================================
+
+interface APIError {
+  message: string
+  status?: number
+}
+
+// ============================================================================
+// API FUNCTIONS
+// ============================================================================
+
+const API_BASE = process.env.NEXT_PUBLIC_KLAUSUR_SERVICE_URL || 'http://localhost:8086'
+
+async function fetchSources(): Promise<DSFASource[]> {
+  try {
+    const response = await fetch(`${API_BASE}/api/v1/dsfa-rag/sources`)
+    if (!response.ok) throw new Error('Failed to fetch sources')
+    return await response.json()
+  } catch {
+    // Return mock data for demo
+    return MOCK_SOURCES
+  }
+}
+
+async function fetchStats(): Promise<DSFACorpusStats> {
+  try {
+    const response = await fetch(`${API_BASE}/api/v1/dsfa-rag/stats`)
+    if (!response.ok) throw new Error('Failed to fetch stats')
+    return await response.json()
+  } catch {
+    return MOCK_STATS
+  }
+}
+
+async function initializeCorpus(): Promise<{ sources_registered: number }> {
+  const response = await fetch(`${API_BASE}/api/v1/dsfa-rag/init`, {
+    method: 'POST',
+  })
+  if (!response.ok) throw new Error('Failed to initialize corpus')
+  return await response.json()
+}
+
+async function triggerIngestion(sourceCode: string): Promise<void> {
+  const response = await fetch(`${API_BASE}/api/v1/dsfa-rag/sources/${sourceCode}/ingest`, {
+    method: 'POST',
+    headers: { 'Content-Type': 'application/json' },
+    body: JSON.stringify({}),
+  })
+  if (!response.ok) throw new Error('Failed to trigger ingestion')
+}
+
+// ============================================================================
+// MOCK DATA
+// ============================================================================
+
+const MOCK_SOURCES: DSFASource[] = [
+  {
+    id: '1',
+    sourceCode: 'WP248',
+    name: 'WP248 rev.01 - Leitlinien zur DSFA',
+    fullName: 'Leitlinien zur Datenschutz-Folgenabschaetzung',
+    organization: 'Artikel-29-Datenschutzgruppe / EDPB',
+    sourceUrl: 'https://ec.europa.eu/newsroom/article29/items/611236/en',
+    licenseCode: 'EDPB-LICENSE',
+    licenseName: 'EDPB Document License',
+    attributionRequired: true,
+    attributionText: 'Quelle: WP248 rev.01, Artikel-29-Datenschutzgruppe (2017)',
+    documentType: 'guideline',
+    language: 'de',
+  },
+  {
+    id: '2',
+    sourceCode: 'DSK_KP5',
+    name: 'Kurzpapier Nr. 5 - DSFA nach Art. 35 DS-GVO',
+    organization: 'Datenschutzkonferenz (DSK)',
+    sourceUrl: 'https://www.datenschutzkonferenz-online.de/media/kp/dsk_kpnr_5.pdf',
+    licenseCode: 'DL-DE-BY-2.0',
+    licenseName: 'Datenlizenz DE – Namensnennung 2.0',
+    licenseUrl: 'https://www.govdata.de/dl-de/by-2-0',
+    attributionRequired: true,
+    attributionText: 'Quelle: DSK Kurzpapier Nr. 5 (Stand: 2018)',
+    documentType: 'guideline',
+    language: 'de',
+  },
+  {
+    id: '3',
+    sourceCode: 'BFDI_MUSS_PUBLIC',
+    name: 'BfDI DSFA-Liste (oeffentlicher Bereich)',
+    organization: 'BfDI',
+    sourceUrl: 'https://www.bfdi.bund.de',
+    licenseCode: 'DL-DE-ZERO-2.0',
+    licenseName: 'Datenlizenz DE – Zero 2.0',
+    attributionRequired: false,
+    attributionText: 'Quelle: BfDI, Liste gem. Art. 35 Abs. 4 DSGVO',
+    documentType: 'checklist',
+    language: 'de',
+  },
+  {
+    id: '4',
+    sourceCode: 'NI_MUSS_PRIVATE',
+    name: 'LfD NI DSFA-Liste (nicht-oeffentlich)',
+    organization: 'LfD Niedersachsen',
+    sourceUrl: 'https://www.lfd.niedersachsen.de/download/131098',
+    licenseCode: 'DL-DE-BY-2.0',
+    licenseName: 'Datenlizenz DE – Namensnennung 2.0',
+    attributionRequired: true,
+    attributionText: 'Quelle: LfD Niedersachsen, DSFA-Muss-Liste',
+    documentType: 'checklist',
+    language: 'de',
+  },
+]
+
+const MOCK_STATS: DSFACorpusStats = {
+  sources: [
+    {
+      sourceId: '1',
+      sourceCode: 'WP248',
+      name: 'WP248 rev.01',
+      organization: 'EDPB',
+      licenseCode: 'EDPB-LICENSE',
+      documentType: 'guideline',
+      documentCount: 1,
+      chunkCount: 50,
+      lastIndexedAt: '2026-02-09T10:00:00Z',
+    },
+    {
+      sourceId: '2',
+      sourceCode: 'DSK_KP5',
+      name: 'DSK Kurzpapier Nr. 5',
+      organization: 'DSK',
+      licenseCode: 'DL-DE-BY-2.0',
+      documentType: 'guideline',
+      documentCount: 1,
+      chunkCount: 35,
+      lastIndexedAt: '2026-02-09T10:00:00Z',
+    },
+  ],
+  totalSources: 45,
+  totalDocuments: 45,
+  totalChunks: 850,
+  qdrantCollection: 'bp_dsfa_corpus',
+  qdrantPointsCount: 850,
+  qdrantStatus: 'green',
+}
+
+// ============================================================================
+// COMPONENTS
+// ============================================================================
+
+function LicenseBadge({ licenseCode }: { licenseCode: DSFALicenseCode }) {
+  const colorMap: Record<DSFALicenseCode, string> = {
+    'DL-DE-BY-2.0': 'bg-blue-100 text-blue-700 border-blue-200',
+    'DL-DE-ZERO-2.0': 'bg-gray-100 text-gray-700 border-gray-200',
+    'CC-BY-4.0': 'bg-green-100 text-green-700 border-green-200',
+    'EDPB-LICENSE': 'bg-purple-100 text-purple-700 border-purple-200',
+    'PUBLIC_DOMAIN': 'bg-gray-100 text-gray-600 border-gray-200',
+    'PROPRIETARY': 'bg-amber-100 text-amber-700 border-amber-200',
+  }
+
+  return (
+    <span className={`inline-flex items-center gap-1 px-2 py-0.5 rounded text-xs border ${colorMap[licenseCode] || 'bg-gray-100 text-gray-700 border-gray-200'}`}>
+      <Scale className="w-3 h-3" />
+      {DSFA_LICENSE_LABELS[licenseCode] || licenseCode}
+    </span>
+  )
+}
+
+function DocumentTypeBadge({ type }: { type?: string }) {
+  if (!type) return null
+
+  const colorMap: Record<string, string> = {
+    guideline: 'bg-indigo-100 text-indigo-700',
+    checklist: 'bg-emerald-100 text-emerald-700',
+    regulation: 'bg-red-100 text-red-700',
+    template: 'bg-orange-100 text-orange-700',
+  }
+
+  return (
+    <span className={`inline-flex items-center px-2 py-0.5 rounded text-xs ${colorMap[type] || 'bg-gray-100 text-gray-700'}`}>
+      {DSFA_DOCUMENT_TYPE_LABELS[type as keyof typeof DSFA_DOCUMENT_TYPE_LABELS] || type}
+    </span>
+  )
+}
+
+function StatusIndicator({ status }: { status: string }) {
+  const statusConfig: Record<string, { color: string; icon: React.ReactNode; label: string }> = {
+    green: { color: 'text-green-500', icon: <CheckCircle className="w-4 h-4" />, label: 'Aktiv' },
+    yellow: { color: 'text-yellow-500', icon: <Clock className="w-4 h-4" />, label: 'Ausstehend' },
+    red: { color: 'text-red-500', icon: <AlertCircle className="w-4 h-4" />, label: 'Fehler' },
+  }
+
+  const config = statusConfig[status] || statusConfig.yellow
+
+  return (
+    <span className={`inline-flex items-center gap-1 ${config.color}`}>
+      {config.icon}
+      <span className="text-sm">{config.label}</span>
+    </span>
+  )
+}
+
+function SourceCard({
+  source,
+  stats,
+  onIngest,
+  isIngesting
+}: {
+  source: DSFASource
+  stats?: DSFASourceStats
+  onIngest: () => void
+  isIngesting: boolean
+}) {
+  const [isExpanded, setIsExpanded] = useState(false)
+
+  return (
+    <div className="bg-white dark:bg-gray-800 rounded-xl border border-gray-200 dark:border-gray-700 overflow-hidden">
+      <div className="p-4">
+        <div className="flex items-start justify-between">
+          <div className="flex-1 min-w-0">
+            <div className="flex items-center gap-2 mb-1">
+              <span className="font-mono text-xs bg-gray-100 dark:bg-gray-700 px-2 py-0.5 rounded">
+                {source.sourceCode}
+              </span>
+              <DocumentTypeBadge type={source.documentType} />
+            </div>
+            <h3 className="font-semibold text-gray-900 dark:text-white truncate">
+              {source.name}
+            </h3>
+            {source.organization && (
+              <p className="text-sm text-gray-500 dark:text-gray-400">
+                {source.organization}
+              </p>
+            )}
+          </div>
+          <button
+            onClick={() => setIsExpanded(!isExpanded)}
+            className="p-1 hover:bg-gray-100 dark:hover:bg-gray-700 rounded"
+          >
+            {isExpanded ? (
+              <ChevronUp className="w-5 h-5 text-gray-400" />
+            ) : (
+              <ChevronDown className="w-5 h-5 text-gray-400" />
+            )}
+          </button>
+        </div>
+
+        <div className="flex items-center gap-4 mt-3">
+          <LicenseBadge licenseCode={source.licenseCode} />
+          {stats && (
+            <>
+              <span className="text-sm text-gray-500">
+                {stats.documentCount} Dok.
+              </span>
+              <span className="text-sm text-gray-500">
+                {stats.chunkCount} Chunks
+              </span>
+            </>
+          )}
+        </div>
+
+        {source.attributionRequired && (
+          <div className="mt-3 p-2 bg-amber-50 dark:bg-amber-900/20 rounded text-xs text-amber-700 dark:text-amber-300">
+            <strong>Attribution:</strong> {source.attributionText}
+          </div>
+        )}
+      </div>
+
+      {isExpanded && (
+        <div className="border-t border-gray-200 dark:border-gray-700 p-4 bg-gray-50 dark:bg-gray-900">
+          <dl className="grid grid-cols-2 gap-3 text-sm">
+            {source.sourceUrl && (
+              <>
+                <dt className="text-gray-500">Quelle:</dt>
+                <dd>
+                  <a
+                    href={source.sourceUrl}
+                    target="_blank"
+                    rel="noopener noreferrer"
+                    className="text-blue-600 hover:underline flex items-center gap-1"
+                  >
+                    Link <ExternalLink className="w-3 h-3" />
+                  </a>
+                </dd>
+              </>
+            )}
+            {source.licenseUrl && (
+              <>
+                <dt className="text-gray-500">Lizenz-URL:</dt>
+                <dd>
+                  <a
+                    href={source.licenseUrl}
+                    target="_blank"
+                    rel="noopener noreferrer"
+                    className="text-blue-600 hover:underline flex items-center gap-1"
+                  >
+                    {source.licenseName} <ExternalLink className="w-3 h-3" />
+                  </a>
+                </dd>
+              </>
+            )}
+            <dt className="text-gray-500">Sprache:</dt>
+            <dd className="uppercase">{source.language}</dd>
+            {stats?.lastIndexedAt && (
+              <>
+                <dt className="text-gray-500">Zuletzt indexiert:</dt>
+                <dd>{new Date(stats.lastIndexedAt).toLocaleString('de-DE')}</dd>
+              </>
+            )}
+          </dl>
+
+          <div className="mt-4 flex gap-2">
+            <button
+              onClick={onIngest}
+              disabled={isIngesting}
+              className="px-3 py-1.5 text-sm bg-blue-600 text-white rounded-lg hover:bg-blue-700 disabled:opacity-50 flex items-center gap-1"
+            >
+              {isIngesting ? (
+                <RefreshCw className="w-4 h-4 animate-spin" />
+              ) : (
+                <RefreshCw className="w-4 h-4" />
+              )}
+              Neu indexieren
+            </button>
+          </div>
+        </div>
+      )}
+    </div>
+  )
+}
+
+function StatsOverview({ stats }: { stats: DSFACorpusStats }) {
+  return (
+    <div className="bg-white dark:bg-gray-800 rounded-xl border border-gray-200 dark:border-gray-700 p-6">
+      <div className="flex items-center justify-between mb-4">
+        <h2 className="text-lg font-semibold text-gray-900 dark:text-white flex items-center gap-2">
+          <Database className="w-5 h-5" />
+          Corpus-Statistik
+        </h2>
+        <StatusIndicator status={stats.qdrantStatus} />
+      </div>
+
+      <div className="grid grid-cols-2 md:grid-cols-4 gap-4">
+        <div className="text-center p-4 bg-blue-50 dark:bg-blue-900/20 rounded-lg">
+          <p className="text-2xl font-bold text-blue-600 dark:text-blue-400">
+            {stats.totalSources}
+          </p>
+          <p className="text-sm text-gray-600 dark:text-gray-400">Quellen</p>
+        </div>
+        <div className="text-center p-4 bg-emerald-50 dark:bg-emerald-900/20 rounded-lg">
+          <p className="text-2xl font-bold text-emerald-600 dark:text-emerald-400">
+            {stats.totalDocuments}
+          </p>
+          <p className="text-sm text-gray-600 dark:text-gray-400">Dokumente</p>
+        </div>
+        <div className="text-center p-4 bg-purple-50 dark:bg-purple-900/20 rounded-lg">
+          <p className="text-2xl font-bold text-purple-600 dark:text-purple-400">
+            {stats.totalChunks.toLocaleString()}
+          </p>
+          <p className="text-sm text-gray-600 dark:text-gray-400">Chunks</p>
+        </div>
+        <div className="text-center p-4 bg-orange-50 dark:bg-orange-900/20 rounded-lg">
+          <p className="text-2xl font-bold text-orange-600 dark:text-orange-400">
+            {stats.qdrantPointsCount.toLocaleString()}
+          </p>
+          <p className="text-sm text-gray-600 dark:text-gray-400">Vektoren</p>
+        </div>
+      </div>
+
+      <div className="mt-4 p-3 bg-gray-50 dark:bg-gray-900 rounded-lg">
+        <p className="text-sm text-gray-600 dark:text-gray-400">
+          <strong>Collection:</strong>{' '}
+          <code className="font-mono bg-gray-200 dark:bg-gray-700 px-1 rounded">
+            {stats.qdrantCollection}
+          </code>
+        </p>
+      </div>
+    </div>
+  )
+}
+
+// ============================================================================
+// MAIN PAGE
+// ============================================================================
+
+export default function DSFADocumentManagerPage() {
+  const [sources, setSources] = useState<DSFASource[]>([])
+  const [stats, setStats] = useState<DSFACorpusStats | null>(null)
+  const [isLoading, setIsLoading] = useState(true)
+  const [error, setError] = useState<string | null>(null)
+  const [searchQuery, setSearchQuery] = useState('')
+  const [filterType, setFilterType] = useState<string>('all')
+  const [ingestingSource, setIngestingSource] = useState<string | null>(null)
+  const [isInitializing, setIsInitializing] = useState(false)
+
+  useEffect(() => {
+    async function loadData() {
+      setIsLoading(true)
+      try {
+        const [sourcesData, statsData] = await Promise.all([
+          fetchSources(),
+          fetchStats(),
+        ])
+        setSources(sourcesData)
+        setStats(statsData)
+        setError(null)
+      } catch (err) {
+        setError(err instanceof Error ? err.message : 'Failed to load data')
+        setSources(MOCK_SOURCES)
+        setStats(MOCK_STATS)
+      } finally {
+        setIsLoading(false)
+      }
+    }
+    loadData()
+  }, [])
+
+  const handleInitialize = async () => {
+    setIsInitializing(true)
+    try {
+      await initializeCorpus()
+      // Reload data
+      const [sourcesData, statsData] = await Promise.all([
+        fetchSources(),
+        fetchStats(),
+      ])
+      setSources(sourcesData)
+      setStats(statsData)
+    } catch (err) {
+      setError(err instanceof Error ? err.message : 'Failed to initialize')
+    } finally {
+      setIsInitializing(false)
+    }
+  }
+
+  const handleIngest = async (sourceCode: string) => {
+    setIngestingSource(sourceCode)
+    try {
+      await triggerIngestion(sourceCode)
+      // Reload stats
+      const statsData = await fetchStats()
+      setStats(statsData)
+    } catch (err) {
+      setError(err instanceof Error ? err.message : 'Failed to ingest')
+    } finally {
+      setIngestingSource(null)
+    }
+  }
+
+  // Filter sources
+  const filteredSources = sources.filter(source => {
+    const matchesSearch = searchQuery === '' ||
+      source.name.toLowerCase().includes(searchQuery.toLowerCase()) ||
+      source.sourceCode.toLowerCase().includes(searchQuery.toLowerCase()) ||
+      source.organization?.toLowerCase().includes(searchQuery.toLowerCase())
+
+    const matchesType = filterType === 'all' || source.documentType === filterType
+
+    return matchesSearch && matchesType
+  })
+
+  // Get stats by source code
+  const getStatsForSource = (sourceCode: string): DSFASourceStats | undefined => {
+    return stats?.sources.find(s => s.sourceCode === sourceCode)
+  }
+
+  return (
+    <div className="min-h-screen bg-gradient-to-br from-gray-50 to-gray-100 dark:from-gray-900 dark:to-gray-800 p-8">
+      <div className="max-w-6xl mx-auto">
+        {/* Header */}
+        <div className="mb-8">
+          <Link
+            href="/ai/rag-pipeline"
+            className="inline-flex items-center gap-2 text-gray-600 dark:text-gray-400 hover:text-gray-900 dark:hover:text-white mb-4"
+          >
+            <ArrowLeft className="w-4 h-4" />
+            Zurueck zur RAG-Pipeline
+          </Link>
+
+          <div className="flex justify-between items-start">
+            <div>
+              <h1 className="text-3xl font-bold text-gray-900 dark:text-white flex items-center gap-3">
+                <BookOpen className="w-8 h-8 text-blue-600" />
+                DSFA-Quellen Manager
+              </h1>
+              <p className="text-gray-500 dark:text-gray-400 mt-1">
+                Verwalten Sie DSFA-Guidance Dokumente mit vollstaendiger Lizenzattribution
+              </p>
+            </div>
+
+            <div className="flex gap-2">
+              <button
+                onClick={handleInitialize}
+                disabled={isInitializing}
+                className="px-4 py-2 bg-emerald-600 text-white rounded-lg hover:bg-emerald-700 disabled:opacity-50 flex items-center gap-2"
+              >
+                {isInitializing ? (
+                  <RefreshCw className="w-4 h-4 animate-spin" />
+                ) : (
+                  <Database className="w-4 h-4" />
+                )}
+                Initialisieren
+              </button>
+              <button className="px-4 py-2 bg-blue-600 text-white rounded-lg hover:bg-blue-700 flex items-center gap-2">
+                <Upload className="w-4 h-4" />
+                Dokument hochladen
+              </button>
+            </div>
+          </div>
+        </div>
+
+        {/* Error Banner */}
+        {error && (
+          <div className="mb-6 p-4 bg-red-50 dark:bg-red-900/30 border border-red-200 dark:border-red-700 rounded-xl">
+            <div className="flex items-center gap-3">
+              <AlertCircle className="w-5 h-5 text-red-500" />
+              <span className="text-red-800 dark:text-red-200">{error}</span>
+              <button
+                onClick={() => setError(null)}
+                className="ml-auto text-red-600 hover:text-red-800"
+              >
+                &times;
+              </button>
+            </div>
+          </div>
+        )}
+
+        {/* Stats Overview */}
+        {stats && <StatsOverview stats={stats} />}
+
+        {/* Search & Filter */}
+        <div className="mt-6 flex gap-4">
+          <div className="flex-1 relative">
+            <Search className="absolute left-3 top-1/2 -translate-y-1/2 w-5 h-5 text-gray-400" />
+            <input
+              type="text"
+              placeholder="Quellen durchsuchen..."
+              value={searchQuery}
+              onChange={(e) => setSearchQuery(e.target.value)}
+              className="w-full pl-10 pr-4 py-2 border border-gray-200 dark:border-gray-700 rounded-lg bg-white dark:bg-gray-800"
+            />
+          </div>
+          <div className="relative">
+            <Filter className="absolute left-3 top-1/2 -translate-y-1/2 w-4 h-4 text-gray-400" />
+            <select
+              value={filterType}
+              onChange={(e) => setFilterType(e.target.value)}
+              className="pl-9 pr-8 py-2 border border-gray-200 dark:border-gray-700 rounded-lg bg-white dark:bg-gray-800 appearance-none"
+            >
+              <option value="all">Alle Typen</option>
+              <option value="guideline">Leitlinien</option>
+              <option value="checklist">Prueflisten</option>
+              <option value="regulation">Verordnungen</option>
+            </select>
+          </div>
+        </div>
+
+        {/* Sources List */}
+        <div className="mt-6">
+          <div className="flex items-center justify-between mb-4">
+            <h2 className="text-lg font-semibold text-gray-900 dark:text-white">
+              Registrierte Quellen ({filteredSources.length})
+            </h2>
+          </div>
+
+          {isLoading ? (
+            <div className="flex items-center justify-center py-20">
+              <div className="text-center">
+                <div className="w-12 h-12 border-4 border-blue-200 border-t-blue-600 rounded-full animate-spin mx-auto mb-4" />
+                <p className="text-gray-500 dark:text-gray-400">Lade Quellen...</p>
+              </div>
+            </div>
+          ) : filteredSources.length === 0 ? (
+            <div className="text-center py-12 bg-white dark:bg-gray-800 rounded-xl border border-gray-200 dark:border-gray-700">
+              <FileText className="w-12 h-12 text-gray-400 mx-auto mb-4" />
+              <p className="text-gray-500 dark:text-gray-400">
+                {searchQuery || filterType !== 'all'
+                  ? 'Keine Quellen gefunden'
+                  : 'Noch keine Quellen registriert'}
+              </p>
+              {!searchQuery && filterType === 'all' && (
+                <button
+                  onClick={handleInitialize}
+                  className="mt-4 px-4 py-2 bg-blue-600 text-white rounded-lg hover:bg-blue-700"
+                >
+                  Quellen initialisieren
+                </button>
+              )}
+            </div>
+          ) : (
+            <div className="grid gap-4">
+              {filteredSources.map(source => (
+                <SourceCard
+                  key={source.id}
+                  source={source}
+                  stats={getStatsForSource(source.sourceCode)}
+                  onIngest={() => handleIngest(source.sourceCode)}
+                  isIngesting={ingestingSource === source.sourceCode}
+                />
+              ))}
+            </div>
+          )}
+        </div>
+
+        {/* Info Box */}
+        <div className="mt-8 p-6 bg-blue-50 dark:bg-blue-900/20 border border-blue-200 dark:border-blue-800 rounded-xl">
+          <h3 className="font-semibold text-blue-900 dark:text-blue-100 mb-2">
+            Ueber die Lizenzattribution
+          </h3>
+          <p className="text-sm text-blue-800 dark:text-blue-200 mb-4">
+            Alle DSFA-Quellen werden mit vollstaendiger Lizenzinformation gespeichert.
+            Bei der Nutzung der RAG-Suche werden automatisch die korrekten Attributionen angezeigt.
+          </p>
+          <div className="grid grid-cols-2 md:grid-cols-3 gap-3 text-sm">
+            <div className="flex items-center gap-2">
+              <LicenseBadge licenseCode="DL-DE-BY-2.0" />
+              <span className="text-blue-700 dark:text-blue-300">Namensnennung</span>
+            </div>
+            <div className="flex items-center gap-2">
+              <LicenseBadge licenseCode="DL-DE-ZERO-2.0" />
+              <span className="text-blue-700 dark:text-blue-300">Keine Attribution</span>
+            </div>
+            <div className="flex items-center gap-2">
+              <LicenseBadge licenseCode="CC-BY-4.0" />
+              <span className="text-blue-700 dark:text-blue-300">CC Attribution</span>
+            </div>
+          </div>
+        </div>
+      </div>
+    </div>
+  )
+}

admin-v2/app/(admin)/ai/rag-pipeline/page.tsx

@@ -128,6 +128,16 @@ const MOCK_DATA_SOURCES: DataSource[] = [
     last_updated: '2025-01-10T08:00:00Z',
     status: 'active',
   },
+  {
+    id: 'dsfa',
+    name: 'DSFA-Guidance',
+    description: 'WP248, DSK Kurzpapiere, Muss-Listen aller Bundeslaender mit Quellenattribution',
+    collection: 'bp_dsfa_corpus',
+    document_count: 45,
+    chunk_count: 850,
+    last_updated: '2026-02-09T10:00:00Z',
+    status: 'active',
+  },
   {
     id: 'schulordnungen',
     name: 'Schulordnungen',
@@ -899,6 +909,21 @@ function DataSourcesTab({ sources }: { sources: DataSource[] }) {
               Regelwerk hinzufuegen →
             </button>
           </div>
+          <div className="p-4 bg-gray-50 dark:bg-gray-900 rounded-xl">
+            <div className="text-2xl mb-2">📋</div>
+            <h3 className="font-medium text-gray-900 dark:text-white mb-2">
+              DSFA-Quellen verwalten
+            </h3>
+            <p className="text-sm text-gray-600 dark:text-gray-400 mb-3">
+              WP248, DSK, Muss-Listen mit Lizenzattribution
+            </p>
+            <a
+              href="/ai/rag-pipeline/dsfa"
+              className="text-sm text-blue-600 hover:text-blue-800 dark:text-blue-400"
+            >
+              DSFA-Manager oeffnen →
+            </a>
+          </div>
         </div>
       </div>
     </div>

admin-v2/app/(admin)/development/companion/page.tsx

@@ -0,0 +1,39 @@
+'use client'
+
+import { PagePurpose } from '@/components/common/PagePurpose'
+import { getModuleByHref } from '@/lib/navigation'
+import { GraduationCap, Construction } from 'lucide-react'
+
+export default function CompanionPage() {
+  const moduleInfo = getModuleByHref('/development/companion')
+
+  return (
+    <div className="space-y-6">
+      {moduleInfo && (
+        <PagePurpose
+          title={moduleInfo.module.name}
+          purpose={moduleInfo.module.purpose}
+          audience={moduleInfo.module.audience}
+          collapsible={true}
+          defaultCollapsed={true}
+        />
+      )}
+
+      <div className="bg-white border border-slate-200 rounded-xl p-8 text-center">
+        <div className="flex justify-center mb-4">
+          <div className="p-4 bg-slate-100 rounded-full">
+            <GraduationCap className="w-12 h-12 text-slate-400" />
+          </div>
+        </div>
+        <h2 className="text-xl font-semibold text-slate-800 mb-2">Companion Dev</h2>
+        <p className="text-slate-600 mb-4">
+          Lesson-Modus Entwicklung fuer strukturiertes Lernen.
+        </p>
+        <div className="inline-flex items-center gap-2 px-4 py-2 bg-amber-50 border border-amber-200 rounded-lg text-amber-700">
+          <Construction className="w-4 h-4" />
+          <span className="text-sm font-medium">In Entwicklung</span>
+        </div>
+      </div>
+    </div>
+  )
+}

admin-v2/app/(admin)/education/companion/page.tsx

@@ -0,0 +1,76 @@
+'use client'
+
+import { Suspense } from 'react'
+import { PagePurpose } from '@/components/common/PagePurpose'
+import { getModuleByHref } from '@/lib/navigation'
+import { CompanionDashboard } from '@/components/companion/CompanionDashboard'
+import { GraduationCap } from 'lucide-react'
+
+function LoadingFallback() {
+  return (
+    <div className="space-y-6">
+      {/* Header Skeleton */}
+      <div className="flex items-center justify-between">
+        <div className="h-12 w-80 bg-slate-200 rounded-xl animate-pulse" />
+        <div className="flex gap-2">
+          {[1, 2, 3, 4].map((i) => (
+            <div key={i} className="h-10 w-10 bg-slate-200 rounded-lg animate-pulse" />
+          ))}
+        </div>
+      </div>
+
+      {/* Phase Timeline Skeleton */}
+      <div className="bg-white border border-slate-200 rounded-xl p-6">
+        <div className="h-4 w-24 bg-slate-200 rounded mb-4 animate-pulse" />
+        <div className="flex gap-4">
+          {[1, 2, 3, 4, 5].map((i) => (
+            <div key={i} className="flex items-center gap-2">
+              <div className="w-10 h-10 bg-slate-200 rounded-full animate-pulse" />
+              {i < 5 && <div className="w-8 h-1 bg-slate-200 animate-pulse" />}
+            </div>
+          ))}
+        </div>
+      </div>
+
+      {/* Stats Skeleton */}
+      <div className="grid grid-cols-2 md:grid-cols-4 gap-4">
+        {[1, 2, 3, 4].map((i) => (
+          <div key={i} className="bg-white border border-slate-200 rounded-xl p-4">
+            <div className="h-4 w-16 bg-slate-200 rounded mb-2 animate-pulse" />
+            <div className="h-8 w-12 bg-slate-200 rounded animate-pulse" />
+          </div>
+        ))}
+      </div>
+
+      {/* Content Skeleton */}
+      <div className="grid grid-cols-1 lg:grid-cols-2 gap-6">
+        <div className="bg-white border border-slate-200 rounded-xl p-6 h-64 animate-pulse" />
+        <div className="bg-white border border-slate-200 rounded-xl p-6 h-64 animate-pulse" />
+      </div>
+    </div>
+  )
+}
+
+export default function CompanionPage() {
+  const moduleInfo = getModuleByHref('/education/companion')
+
+  return (
+    <div className="space-y-6">
+      {/* Page Purpose Header */}
+      {moduleInfo && (
+        <PagePurpose
+          title={moduleInfo.module.name}
+          purpose={moduleInfo.module.purpose}
+          audience={moduleInfo.module.audience}
+          collapsible={true}
+          defaultCollapsed={true}
+        />
+      )}
+
+      {/* Main Companion Dashboard */}
+      <Suspense fallback={<LoadingFallback />}>
+        <CompanionDashboard />
+      </Suspense>
+    </div>
+  )
+}