Fix: Update all old-style imports inside packages to new paths

65 files in klausur-service packages + 3 in backend-lehrer packages
had stale imports referencing deleted shim modules.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

.claude/CLAUDE.md

@@ -19,15 +19,17 @@
 git push origin main && git push gitea main
 
 # 3. Auf Mac Mini pullen und Container neu bauen:
-ssh macmini "cd /Users/benjaminadmin/Projekte/breakpilot-lehrer && git pull --no-rebase origin main"
-ssh macmini "cd /Users/benjaminadmin/Projekte/breakpilot-lehrer && /usr/local/bin/docker compose build --no-cache <service> && /usr/local/bin/docker compose up -d <service>"
+ssh macmini "git -C /Users/benjaminadmin/Projekte/breakpilot-lehrer pull --no-rebase origin main"
+ssh macmini "/usr/local/bin/docker compose -f /Users/benjaminadmin/Projekte/breakpilot-lehrer/docker-compose.yml build --no-cache <service>"
+ssh macmini "/usr/local/bin/docker compose -f /Users/benjaminadmin/Projekte/breakpilot-lehrer/docker-compose.yml up -d <service>"
 ```
 
 ### SSH-Verbindung (fuer Docker/Tests)
 
-```bash
-ssh macmini "cd /Users/benjaminadmin/Projekte/breakpilot-lehrer && <cmd>"
-```
+**WICHTIG:** `cd` in SSH-Kommandos funktioniert NICHT zuverlaessig! Stattdessen:
+- Git: `git -C /Users/benjaminadmin/Projekte/breakpilot-lehrer <cmd>`
+- Docker: `/usr/local/bin/docker compose -f /Users/benjaminadmin/Projekte/breakpilot-lehrer/docker-compose.yml <cmd>`
+- Logs: `/usr/local/bin/docker logs -f bp-lehrer-<service>`
 
 ---
 
@@ -170,10 +172,10 @@ breakpilot-lehrer/
 
 ```bash
 # Lehrer-Services starten (Core muss laufen!)
-ssh macmini "cd /Users/benjaminadmin/Projekte/breakpilot-lehrer && /usr/local/bin/docker compose up -d"
+ssh macmini "/usr/local/bin/docker compose -f /Users/benjaminadmin/Projekte/breakpilot-lehrer/docker-compose.yml up -d"
 
 # Einzelnen Service neu bauen
-ssh macmini "cd /Users/benjaminadmin/Projekte/breakpilot-lehrer && /usr/local/bin/docker compose build --no-cache <service>"
+ssh macmini "/usr/local/bin/docker compose -f /Users/benjaminadmin/Projekte/breakpilot-lehrer/docker-compose.yml build --no-cache <service>"
 
 # Logs
 ssh macmini "/usr/local/bin/docker logs -f bp-lehrer-<service>"
@@ -183,6 +185,7 @@ ssh macmini "/usr/local/bin/docker ps --filter name=bp-lehrer"
 ```
 
 **WICHTIG:** Docker-Pfad auf Mac Mini ist `/usr/local/bin/docker` (nicht im Standard-SSH-PATH).
+**WICHTIG:** Immer `-f` mit vollem Pfad zur docker-compose.yml nutzen, `cd` in SSH funktioniert nicht!
 
 ### Frontend-Entwicklung
 
@@ -253,3 +256,67 @@ ssh macmini "cd /Users/benjaminadmin/Projekte/breakpilot-lehrer && git push all
 | `website/app/admin/klausur-korrektur/` | Korrektur-Workspace |
 | `backend-lehrer/classroom_api.py` | Classroom Engine |
 | `backend-lehrer/state_engine_api.py` | State Engine |
+
+---
+
+## Compliance: Kein Scan/OCR im Kunden-Frontend (NON-NEGOTIABLE)
+
+Studio-v2 (Kunden-Frontend, Port 443) darf **KEINE** Features enthalten die:
+- Buchseiten/Schulbuecher von Dritten rekonstruieren oder reproduzieren
+- Aktiv zum Upload fremder urheberrechtlich geschuetzter Werke auffordern
+
+**Erlaubt** in studio-v2:
+- Upload eigener Dokumente durch Lehrer (eigene Arbeitsblaetter, Tests, Materialien)
+- OCR/Verarbeitung von Dokumenten bei denen der Lehrer Urheber ist
+- Manuelle Vokabeleingabe durch Lehrer
+- Vorschlagslisten aus eigenem Woerterbuch (160k MIT-lizenzierte Woerter)
+- Lernunit-Erstellung aus eigenen/ausgewaehlten Inhalten
+- Audio/Bild/Quiz/Karteikarten-Generierung
+
+**Erweiterte OCR/Scan Features** (z.B. Vision-LLM Fusion, A/B Testing Toggles) bleiben
+im Admin-Frontend (admin-lehrer, Port 3002) fuer Entwicklung und Testing.
+
+**Hintergrund**: Urheberrechtliche Haftung der GmbH. Das System ist eine
+Didaktik-Engine (Transformation + Lernen), KEIN Content-Reconstruction-Tool.
+
+---
+
+## Code-Qualitaet Guardrails (NON-NEGOTIABLE)
+
+> Vollstaendige Details: `.claude/rules/architecture.md`
+> Ausnahmen: `.claude/rules/loc-exceptions.txt`
+
+### File Size Budget
+
+- **Hard Cap: 500 LOC** pro Datei
+- Wenn eine Aenderung eine Datei ueber 500 LOC bringen wuerde: **erst splitten, dann aendern**
+- Ausnahmen nur mit Begruendung in `loc-exceptions.txt` + `[guardrail-change]` Commit-Marker
+
+### Architektur
+
+- **Python:** Routes duenn → Business Logic in Services → Persistenz in Repositories
+- **Go:** Handler ≤40 LOC → Service-Layer → Repository-Pattern
+- **TypeScript/Next.js:** page.tsx duenn → Server Actions, Queries, Components auslagern
+- **Types:** Monolithische types.ts frueh splitten, types.ts + types/ Shadowing vermeiden
+
+### Workflow (bei jeder Aenderung)
+
+1. Datei lesen + LOC pruefen
+2. Wenn nahe am Budget → erst splitten
+3. Minimale kohaerente Aenderung
+4. Verifikation (Tests + Lint)
+5. Zusammenfassung: Was geaendert, was verifiziert, Restrisiko
+
+### Commit-Marker
+
+- `[migration-approved]` — Schema-/Migrations-Aenderungen
+- `[guardrail-change]` — Aenderungen an .claude/**, scripts/check-loc.sh
+- `[split-required]` — Aenderung beginnt mit Datei-Split
+- `[interface-change]` — Public API Contracts geaendert
+
+### LOC-Check ausfuehren
+
+```bash
+bash scripts/check-loc.sh --changed   # nur geaenderte Dateien
+bash scripts/check-loc.sh --all       # alle Dateien (zeigt alle Violations)
+```

.claude/rules/architecture.md

@@ -0,0 +1,46 @@
+# Architecture Rule — BreakPilot Lehrer
+
+## File Size Budget
+
+Hard default: **500 LOC max** per file.
+Soft targets:
+- Handler/Router/Service: 300-400 LOC
+- Models/Schemas/Types: 200-300 LOC
+- Utilities: 100-200 LOC
+
+Ausnahmen nur in `.claude/rules/loc-exceptions.txt` mit Begruendung.
+
+## Split-Trigger
+
+Sofort splitten wenn:
+- Datei ueberschreitet 500 LOC
+- Datei wuerde nach Aenderung 500 LOC ueberschreiten
+- Datei mischt Transport + Business Logic + Persistence
+- Datei enthaelt mehrere unabhaengig testbare Verantwortlichkeiten
+
+## Python (backend-lehrer, klausur-service, voice-service)
+
+- Routes duenn halten — Business Logic in Services
+- Persistenz in Repositories/Data-Access-Module
+- Pydantic Schemas nach Domain splitten
+- Zirkulaere Imports vermeiden
+
+## Go (school-service, edu-search-service)
+
+- Handler duenn halten (≤40 LOC)
+- Business Logic in Services/Use-Cases
+- Transport/Request-Decoding getrennt von Domain-Logik
+
+## TypeScript / Next.js (admin-lehrer, studio-v2, website)
+
+- page.tsx duenn halten — Server Actions, Queries, Forms auslagern
+- Monolithische types.ts frueh splitten
+- types.ts + types/ Shadowing vermeiden
+- Shared Client/Server Types explizit trennen
+
+## Entscheidungsreihenfolge
+
+1. Bestehendes kleines kohaeesives Modul wiederverwenden
+2. Neues Modul in der Naehe erstellen
+3. Ueberfuellte Datei splitten, neues Verhalten in richtiges Split-Modul
+4. Nur als letzter Ausweg: Grosse bestehende Datei erweitern

.claude/rules/loc-exceptions.txt

@@ -0,0 +1,54 @@
+# LOC Exceptions — BreakPilot Lehrer
+# Format: <glob> | owner=<person> | reason=<why> | review=<date>
+#
+# Jede Ausnahme braucht Begruendung und Review-Datum.
+# Temporaere Ausnahmen muessen mit [guardrail-change] Commit-Marker versehen werden.
+
+# Generated / Build Artifacts
+**/node_modules/** | owner=infra | reason=npm packages | review=permanent
+**/.next/** | owner=infra | reason=Next.js build output | review=permanent
+**/__pycache__/** | owner=infra | reason=Python bytecode | review=permanent
+**/venv/** | owner=infra | reason=Python virtualenv | review=permanent
+
+# Test-Dateien (duerfen groesser sein fuer Table-Driven Tests)
+**/*test*.py | owner=all | reason=Tests mit Table-Driven Patterns duerfen groesser sein | review=permanent
+**/*test*.go | owner=all | reason=Go Tests mit Table-Driven Patterns | review=permanent
+**/*test*.ts | owner=all | reason=TypeScript Tests | review=permanent
+**/tests/** | owner=all | reason=Test-Verzeichnisse | review=permanent
+
+# Blog-Seiten (reine statische Inhalte, kein Code)
+**/blog/*/page.tsx | owner=website | reason=Statische Blog-Artikel (MDX-artig, reiner Content) | review=permanent
+
+# Pure Data Registries (keine Logik, nur Daten-Definitionen)
+**/dsfa_sources_registry.py | owner=klausur | reason=Pure data registry (license + source definitions, no logic) | review=2027-01-01
+**/legal_corpus_registry.py | owner=klausur | reason=Pure data registry (Regulation dataclass + 47 regulation definitions, no logic) | review=2027-01-01
+**/backlog/backlog-items.ts | owner=admin-lehrer | reason=Pure data array (506 LOC, no logic, only BacklogItem[] literals) | review=2027-01-01
+**/lib/module-registry-data.ts | owner=admin-lehrer | reason=Pure data array (510 LOC, no logic, only BackendModule[] literals) | review=2027-01-01
+
+# Algorithmic monolith — detect_column_geometry() allein 411 LOC, nicht weiter teilbar
+**/cv_layout_columns.py | owner=klausur | reason=detect_column_geometry ist eine einzelne 411-LOC Funktion (Whitespace-Gap-Analyse) | review=2026-10-01
+**/ocr/layout/columns.py | owner=klausur | reason=Same file moved to ocr/ package | review=2026-10-01
+
+# Two indivisible route handlers (~230 LOC each) that cannot be split further
+**/vocab_worksheet_compare_api.py | owner=klausur | reason=compare_ocr_methods (234 LOC) + analyze_grid (255 LOC), each a single cohesive handler | review=2026-10-01
+**/vocab/worksheet/compare_api.py | owner=klausur | reason=Same file moved to vocab/ package | review=2026-10-01
+
+# TypeScript Data Catalogs (admin-lehrer/lib/sdk/)
+# Pure exported const arrays/objects with type definitions, no business logic.
+# DSGVO/GDPR compliance catalogs: risk scenarios, mitigations, legal bases, checklists, etc.
+**/lib/sdk/vendor-compliance/catalog/*.ts | owner=admin-lehrer | reason=Pure data catalogs (processing-activities 813, vendor-templates 564, legal-basis 562 LOC) | review=2027-01-01
+**/lib/sdk/vendor-compliance/contract-review/findings.ts | owner=admin-lehrer | reason=Pure data catalog (573 LOC, FindingTemplate[] literals) | review=2027-01-01
+**/lib/sdk/vendor-compliance/contract-review/checklists.ts | owner=admin-lehrer | reason=Pure data catalog (508 LOC, ChecklistItem[] literals) | review=2027-01-01
+**/lib/sdk/dsfa/mitigation-library.ts | owner=admin-lehrer | reason=Pure data catalog (694 LOC, CatalogMitigation[] literals) | review=2027-01-01
+**/lib/sdk/dsfa/eu-legal-frameworks.ts | owner=admin-lehrer | reason=Pure data catalog (622 LOC, legal framework definitions) | review=2027-01-01
+**/lib/sdk/dsfa/risk-catalog.ts | owner=admin-lehrer | reason=Pure data catalog (615 LOC, CatalogRisk[] literals) | review=2027-01-01
+**/lib/sdk/vvt-baseline-catalog.ts | owner=admin-lehrer | reason=Pure data catalog (630 LOC, BaselineTemplate[] literals) | review=2027-01-01
+**/lib/sdk/loeschfristen-baseline-catalog.ts | owner=admin-lehrer | reason=Pure data catalog (578 LOC, retention period templates) | review=2027-01-01
+
+# Single SSE generator orchestrating 6 pipeline steps — cannot split generator context
+**/ocr_pipeline_auto_steps.py | owner=klausur | reason=run_auto is a single async generator yielding SSE events across 6 steps (528 LOC) | review=2026-10-01
+**/ocr/pipeline/auto_steps.py | owner=klausur | reason=Same file moved to ocr/ package | review=2026-10-01
+
+# Legacy — TEMPORAER bis Refactoring abgeschlossen
+# Dateien hier werden Phase fuer Phase abgearbeitet und entfernt.
+# KEINE neuen Ausnahmen ohne [guardrail-change] Commit-Marker!

.claude/rules/ocr-pipeline-extensions.md

@@ -0,0 +1,242 @@
+# OCR Pipeline Erweiterungen - Entwicklerdokumentation
+
+**Status:** Produktiv
+**Letzte Aktualisierung:** 2026-04-15
+**URL:** https://macmini:3002/ai/ocr-kombi
+
+---
+
+## Uebersicht
+
+Erweiterungen der OCR Kombi Pipeline (14 Steps, 0-13):
+- **SmartSpellChecker** — LLM-freie OCR-Korrektur mit Spracherkennung
+- **Box-Grid-Review** (Step 11) — Eingebettete Boxen verarbeiten
+- **Ansicht/Spreadsheet** (Step 12) — Fortune Sheet Excel-Editor
+
+---
+
+## Pipeline Steps
+
+| Step | ID | Name | Komponente |
+|------|----|------|------------|
+| 0 | upload | Upload | StepUpload |
+| 1 | orientation | Orientierung | StepOrientation |
+| 2 | page-split | Seitentrennung | StepPageSplit |
+| 3 | deskew | Begradigung | StepDeskew |
+| 4 | dewarp | Entzerrung | StepDewarp |
+| 5 | content-crop | Zuschneiden | StepContentCrop |
+| 6 | ocr | OCR | StepOcr |
+| 7 | structure | Strukturerkennung | StepStructure |
+| 8 | grid-build | Grid-Aufbau | StepGridBuild |
+| 9 | grid-review | Grid-Review | StepGridReview |
+| 10 | gutter-repair | Wortkorrektur | StepGutterRepair |
+| **11** | **box-review** | **Box-Review** | **StepBoxGridReview** |
+| **12** | **ansicht** | **Ansicht** | **StepAnsicht** |
+| 13 | ground-truth | Ground Truth | StepGroundTruth |
+
+Step-Definitionen: `admin-lehrer/app/(admin)/ai/ocr-kombi/types.ts`
+
+---
+
+## SmartSpellChecker
+
+**Datei:** `klausur-service/backend/smart_spell.py`
+**Tests:** `tests/test_smart_spell.py` (43 Tests)
+**Lizenz:** Nur pyspellchecker (MIT) — kein LLM, kein Hunspell
+
+### Features
+
+| Feature | Methode |
+|---------|---------|
+| Spracherkennung | Dual-Dictionary EN/DE Heuristik |
+| a/I Disambiguation | Bigram-Kontext (Folgewort-Lookup) |
+| Boundary Repair | Frequenz-basiert: `Pound sand`→`Pounds and` |
+| Context Split | `anew`→`a new` (Allow/Deny-Liste) |
+| Multi-Digit | BFS: `sch00l`→`school` |
+| Cross-Language Guard | DE-Woerter in EN-Spalte nicht falsch korrigieren |
+| Umlaut-Korrektur | `Schuler`→`Schueler` |
+| IPA-Schutz | Inhalte in [Klammern] nie aendern |
+| Slash→l | `p/`→`pl` (kursives l als / erkannt) |
+| Abkuerzungen | 120+ aus `_KNOWN_ABBREVIATIONS` |
+
+### Integration
+
+```python
+# In cv_review.py (LLM Review Step):
+from smart_spell import SmartSpellChecker
+_smart = SmartSpellChecker()
+result = _smart.correct_text(text, lang="en")  # oder "de" oder "auto"
+
+# In grid_editor_api.py (Grid Build + Box Build):
+# Automatisch nach Grid-Aufbau und Box-Grid-Aufbau
+```
+
+### Frequenz-Scoring
+
+Boundary Repair vergleicht Wort-Frequenz-Produkte:
+- `old_freq = word_freq(w1) * word_freq(w2)`
+- `new_freq = word_freq(repaired_w1) * word_freq(repaired_w2)`
+- Akzeptiert wenn `new_freq > old_freq * 5`
+- Abkuerzungs-Bonus nur wenn Original-Woerter selten (freq < 1e-6)
+
+---
+
+## Box-Grid-Review (Step 11)
+
+**Frontend:** `admin-lehrer/components/ocr-kombi/StepBoxGridReview.tsx`
+**Backend:** `klausur-service/backend/cv_box_layout.py`, `grid_editor_api.py`
+**Tests:** `tests/test_box_layout.py` (13 Tests)
+
+### Backend-Endpoints
+
+```
+POST /api/v1/ocr-pipeline/sessions/{id}/build-box-grids
+```
+
+Verarbeitet alle erkannten Boxen aus `structure_result`:
+1. Filtert Header/Footer-Boxen (obere/untere 7% der Bildhoehe)
+2. Extrahiert OCR-Woerter pro Box aus `raw_paddle_words`
+3. Klassifiziert Layout: `flowing` | `columnar` | `bullet_list` | `header_only`
+4. Baut Grid mit layout-spezifischer Logik
+5. Wendet SmartSpellChecker an
+
+### Box Layout Klassifikation (`cv_box_layout.py`)
+
+| Layout | Erkennung | Grid-Aufbau |
+|--------|-----------|-------------|
+| `header_only` | ≤5 Woerter oder 1 Zeile | 1 Zelle, alles zusammen |
+| `flowing` | Gleichmaessige Zeilenbreite | 1 Spalte, Bullet-Gruppierung per Einrueckung |
+| `bullet_list` | ≥40% Zeilen mit Bullet-Marker | 1 Spalte, Bullet-Items |
+| `columnar` | Mehrere X-Cluster | Standard-Spaltenerkennung |
+
+### Bullet-Einrueckung
+
+Erkennung ueber Left-Edge-Analyse:
+- Minimale Einrueckung = Bullet-Ebene
+- Zeilen mit >15px mehr Einrueckung = Folgezeilen
+- Folgezeilen werden mit `\n` in die Bullet-Zelle integriert
+- Fehlende `•` Marker werden automatisch ergaenzt
+
+### Colspan-Erkennung (`grid_editor_helpers.py`)
+
+Generische Funktion `_detect_colspan_cells()`:
+- Laeuft nach `_build_cells()` fuer ALLE Zonen
+- Nutzt Original-Wort-Bloecke (vor `_split_cross_column_words`)
+- Wort-Block der ueber Spaltengrenze reicht → `spanning_header` mit `colspan=N`
+- Beispiel: "In Britain you pay with pounds and pence." ueber 2 Spalten
+
+### Spalten-Erkennung in Boxen
+
+Fuer kleine Zonen (≤60 Woerter):
+- `gap_threshold = max(median_h * 1.0, 25)` statt `3x median`
+- PaddleOCR liefert Multi-Word-Bloecke → alle Gaps sind Spalten-Gaps
+
+---
+
+## Ansicht / Spreadsheet (Step 12)
+
+**Frontend:** `admin-lehrer/components/ocr-kombi/StepAnsicht.tsx`, `SpreadsheetView.tsx`
+**Bibliothek:** `@fortune-sheet/react` (MIT, v1.0.4)
+
+### Architektur
+
+Split-View:
+- **Links:** Original-Scan mit OCR-Overlay (`/image/words-overlay`)
+- **Rechts:** Fortune Sheet Spreadsheet mit Multi-Sheet-Tabs
+
+### Multi-Sheet Ansatz
+
+Jede Zone wird ein eigenes Sheet-Tab:
+- Sheet "Vokabeln" — Hauptgrid mit EN/DE Spalten
+- Sheet "Pounds and euros" — Box 1 mit eigenen 4 Spalten
+- Sheet "German leihen" — Box 2 als Fliesstexttext
+
+Grund: Spaltenbreiten sind pro Zone unterschiedlich optimiert. Excel-Limitation: Spaltenbreite gilt fuer die ganze Spalte.
+
+### Zell-Formatierung
+
+| Format | Quelle | Fortune Sheet Property |
+|--------|--------|----------------------|
+| Fett | `is_header`, `is_bold`, groessere Schrift | `bl: 1` |
+| Schriftfarbe | OCR word_boxes color | `fc: '#hex'` |
+| Hintergrund | Box bg_hex, Header | `bg: '#hex08'` |
+| Text-Wrap | Mehrzeilige Zellen (\n) | `tb: '2'` |
+| Vertikal oben | Mehrzeilige Zellen | `vt: 0` |
+| Groessere Schrift | word_box height >1.3x median | `fs: 12` |
+
+### Spaltenbreiten
+
+Auto-Fit: `max(laengster_text * 7.5 + 16, original_px * scaleFactor)`
+
+### Toolbar
+
+`undo, redo, font-bold, font-italic, font-strikethrough, font-color, background, font-size, horizontal-align, vertical-align, text-wrap, merge-cell, border`
+
+---
+
+## Unified Grid (Backend)
+
+**Datei:** `klausur-service/backend/unified_grid.py`
+**Tests:** `tests/test_unified_grid.py` (10 Tests)
+
+Mergt alle Zonen in ein einzelnes Grid (fuer Export/Analyse):
+
+```
+POST /api/v1/ocr-pipeline/sessions/{id}/build-unified-grid
+GET  /api/v1/ocr-pipeline/sessions/{id}/unified-grid
+```
+
+- Dominante Zeilenhoehe = Median der Content-Row-Abstaende
+- Full-Width Boxen: Rows direkt integriert
+- Partial-Width Boxen: Extra-Rows eingefuegt wenn Box mehr Zeilen hat
+- Box-Zellen mit `source_zone_type: "box"` und `box_region` Metadaten
+
+---
+
+## Dateistruktur
+
+### Backend (klausur-service)
+
+| Datei | Zeilen | Beschreibung |
+|-------|--------|--------------|
+| `grid_build_core.py` | 213 | `_build_grid_core()` — Orchestrator (ruft Phase-Module) |
+| `grid_build_zones.py` | 462 | Phase 2: Bildverarbeitung, Grafik-/Box-Erkennung, Zonen |
+| `grid_build_cleanup.py` | 390 | Phase 3: Junk-Zeilen, Artefakte, Pipes, Randstreifen |
+| `grid_build_text_ops.py` | 489 | Phase 4+5a: Farben, Ueberschriften, IPA, Seitenreferenzen |
+| `grid_build_cell_ops.py` | 305 | Phase 5b: Bullet-Entfernung, Wort-Reihenfolge, max_columns |
+| `grid_build_finalize.py` | 452 | Phase 5c+6: Woerterbuch, Silben, Rechtschreibung, Ergebnis |
+| `grid_editor_api.py` | 474 | REST-Endpoints (build, save, get, gutter, box, unified) |
+| `grid_editor_helpers.py` | 1737 | Helper: Spalten, Rows, Cells, Colspan, Header |
+| `smart_spell.py` | 587 | SmartSpellChecker |
+| `cv_box_layout.py` | 339 | Box-Layout-Klassifikation + Grid-Aufbau |
+| `unified_grid.py` | 425 | Unified Grid Builder |
+
+### Frontend (admin-lehrer)
+
+| Datei | Zeilen | Beschreibung |
+|-------|--------|--------------|
+| `StepBoxGridReview.tsx` | 283 | Box-Review Step 11 |
+| `StepAnsicht.tsx` | 112 | Ansicht Step 12 (Split-View) |
+| `SpreadsheetView.tsx` | ~160 | Fortune Sheet Integration |
+| `GridTable.tsx` | 652 | Grid-Editor Tabelle (Steps 9-11) |
+| `useGridEditor.ts` | 985 | Grid-Editor Hook |
+
+### Tests
+
+| Datei | Tests | Beschreibung |
+|-------|-------|--------------|
+| `test_smart_spell.py` | 43 | Spracherkennung, Boundary Repair, IPA-Schutz |
+| `test_box_layout.py` | 13 | Layout-Klassifikation, Bullet-Gruppierung |
+| `test_unified_grid.py` | 10 | Unified Grid, Box-Klassifikation |
+| **Gesamt** | **66** | |
+
+---
+
+## Aenderungshistorie
+
+| Datum | Aenderung |
+|-------|-----------|
+| 2026-04-15 | Fortune Sheet Multi-Sheet Tabs, Bullet-Points, Auto-Fit, Refactoring |
+| 2026-04-14 | Unified Grid, Ansicht Step, Colspan-Erkennung |
+| 2026-04-13 | Box-Grid-Review Step, Spalten in Boxen, Header/Footer Filter |
+| 2026-04-12 | SmartSpellChecker, Frequency Scoring, IPA-Schutz, Vocab-Worksheet Refactoring |

.claude/rules/shim-cleanup.md

@@ -0,0 +1,70 @@
+# Shim Cleanup Tracker
+
+**Status:** Shims aktiv — Consumer-Imports noch auf alten Pfaden
+**Erstellt:** 2026-04-25
+**Ziel:** Shims schrittweise loeschen sobald Consumer auf neue Pfade aktualisiert sind
+
+## Was sind Shims?
+
+Beim Restructuring wurden Dateien in Packages verschoben (z.B. `cv_layout.py` → `ocr/layout/layout.py`). Am alten Pfad bleibt ein 4-Zeilen Redirect:
+
+```python
+# cv_layout.py (shim)
+import importlib as _importlib
+import sys as _sys
+_sys.modules[__name__] = _importlib.import_module("ocr.layout.layout")
+```
+
+Damit brechen keine bestehenden `from cv_layout import ...` Imports.
+
+## Cleanup-Prozess (pro Shim)
+
+1. `grep -rn "from <old_module> import\|import <old_module>" --include="*.py"` — finde alle Consumer
+2. Consumer-Imports auf neuen Pfad aktualisieren (z.B. `from ocr.layout.layout import ...`)
+3. Shim-Datei loeschen
+4. Tests ausfuehren
+
+## Shim-Inventar
+
+### klausur-service/backend/ (171 Shims)
+
+| Gruppe | Anzahl | Alter Pfad | Neuer Pfad |
+|--------|--------|------------|------------|
+| cv_* (OCR Core) | 47 | `cv_layout.py` etc. | `ocr/layout/layout.py` etc. |
+| ocr_pipeline_* | 30 | `ocr_pipeline_api.py` etc. | `ocr/pipeline/api.py` etc. |
+| ocr_labeling_* | 5 | `ocr_labeling_api.py` etc. | `ocr/labeling/api.py` etc. |
+| ocr related | 11 | `page_crop.py` etc. | `ocr/pipeline/page_crop.py` etc. |
+| grid_* | 16 | `grid_build_core.py` etc. | `grid/build/core.py` etc. |
+| vocab_* | 10 | `vocab_worksheet_api.py` etc. | `vocab/worksheet/api.py` etc. |
+| korrektur | 11 | `eh_templates.py` etc. | `korrektur/eh_templates.py` etc. |
+| zeugnis_* | 10 | `zeugnis_api.py` etc. | `zeugnis/api.py` etc. |
+| admin_* | 4 | `admin_api.py` etc. | `admin/api.py` etc. |
+| compliance/rbac | 8 | `rbac.py` etc. | `compliance/rbac.py` etc. |
+| worksheet/nru | 9 | `worksheet_editor_api.py` etc. | `worksheet/editor_api.py` etc. |
+| training_* | 6 | `training_api.py` etc. | `training/api.py` etc. |
+| metrics_* | 4 | `metrics_db.py` etc. | `metrics/db.py` etc. |
+
+### backend-lehrer/ (43 Shims)
+
+| Gruppe | Anzahl | Alter Pfad | Neuer Pfad |
+|--------|--------|------------|------------|
+| abitur_docs_* | 3 | `abitur_docs_api.py` etc. | `abitur/api.py` etc. |
+| correction_* | 4 | `correction_api.py` etc. | `correction/api.py` etc. |
+| messenger_* | 5 | `messenger_api.py` etc. | `messenger/api.py` etc. |
+| recording_* | 6 | `recording_api.py` etc. | `recording/api.py` etc. |
+| unit_* + learning_* | 13 | `unit_api.py` etc. | `units/api.py` etc. |
+| teacher_dashboard_* | 3 | `teacher_dashboard_api.py` etc. | `dashboard/api.py` etc. |
+| game_* | 5 | `game_api.py` etc. | `game/api.py` etc. |
+| letters/certificates | 4 | `letters_api.py` etc. | `letters/api.py` etc. |
+
+## Prioritaet
+
+1. **Hoch:** Shims die von `main.py` importiert werden (Router-Registrierung)
+2. **Mittel:** Shims die von anderen Modulen importiert werden
+3. **Niedrig:** Shims die nur von Tests importiert werden
+
+## Wann loeschen?
+
+- Bei der naechsten groesseren Aenderung an einem Modul → gleich die Consumer-Imports mit aktualisieren
+- Oder als dedizierte Cleanup-Session wenn alle Tests gruen sind
+- NICHT alle auf einmal — Modul fuer Modul vorgehen

.claude/rules/vocab-worksheet.md

@@ -188,11 +188,35 @@ ssh macmini "docker compose up -d klausur-service studio-v2"
 
 ---
 
+## Frontend Refactoring (2026-04-12)
+
+`page.tsx` wurde von 2337 Zeilen in 14 Dateien aufgeteilt:
+
+```
+studio-v2/app/vocab-worksheet/
+├── page.tsx                 # 198 Zeilen — Orchestrator
+├── types.ts                 # Interfaces, VocabWorksheetHook
+├── constants.ts             # API-Base, Formats, Defaults
+├── useVocabWorksheet.ts     # 843 Zeilen — Custom Hook (alle State + Logik)
+└── components/
+    ├── UploadScreen.tsx      # Session-Liste + Dokument-Auswahl
+    ├── PageSelection.tsx     # PDF-Seitenauswahl
+    ├── VocabularyTab.tsx     # Vokabel-Tabelle + IPA/Silben
+    ├── WorksheetTab.tsx      # Format-Auswahl + Konfiguration
+    ├── ExportTab.tsx         # PDF-Download
+    ├── OcrSettingsPanel.tsx   # OCR-Filter Einstellungen
+    ├── FullscreenPreview.tsx  # Vollbild-Vorschau Modal
+    ├── QRCodeModal.tsx        # QR-Upload Modal
+    └── OcrComparisonModal.tsx # OCR-Vergleich Modal
+```
+
+---
+
 ## Erweiterung: Neue Formate hinzufuegen
 
 1. **Backend**: Neuen Generator in `klausur-service/backend/` erstellen
 2. **API**: Neuen Endpoint in `vocab_worksheet_api.py` hinzufuegen
-3. **Frontend**: Format zu `worksheetFormats` Array in `page.tsx` hinzufuegen
+3. **Frontend**: Format zu `worksheetFormats` Array in `constants.ts` hinzufuegen
 4. **Doku**: Diese Datei aktualisieren
 
 ---

.claude/settings.json

@@ -0,0 +1,9 @@
+{
+  "permissions": {
+    "allow": [
+      "Bash",
+      "Write",
+      "Read"
+    ]
+  }
+}

.env.example

@@ -30,6 +30,23 @@ OLLAMA_VISION_MODEL=llama3.2-vision
 OLLAMA_CORRECTION_MODEL=llama3.2
 OLLAMA_TIMEOUT=120
 
+# OCR-Pipeline: LLM-Review (Schritt 6)
+# Kleine Modelle reichen fuer Zeichen-Korrekturen (0->O, 1->l, 5->S)
+# Optionen: qwen3:0.6b, qwen3:1.7b, gemma3:1b, qwen3.5:35b-a3b
+OLLAMA_REVIEW_MODEL=qwen3:0.6b
+# Eintraege pro Ollama-Call. Groesser = weniger HTTP-Overhead.
+OLLAMA_REVIEW_BATCH_SIZE=20
+
+# OCR-Pipeline: Engine fuer Schritt 5 (Worterkennung)
+# Optionen: auto (bevorzugt RapidOCR), rapid, tesseract,
+#           trocr-printed, trocr-handwritten, lighton
+OCR_ENGINE=auto
+
+# Klausur-HTR: Primaerem Modell fuer Handschriftenerkennung (qwen2.5vl bereits auf Mac Mini)
+OLLAMA_HTR_MODEL=qwen2.5vl:32b
+# HTR Fallback: genutzt wenn Ollama nicht erreichbar (auto-download ~340 MB)
+HTR_FALLBACK_MODEL=trocr-large
+
 # Anthropic (optional)
 ANTHROPIC_API_KEY=
 

AGENTS.go.md

@@ -0,0 +1,36 @@
+# AGENTS.go.md — Go/Gin Konventionen
+
+## Architektur
+
+- `handlers/`: HTTP Transport nur — Decode, Validate, Call Service, Encode Response
+- `service/` oder `usecase/`: Business Logic
+- `repo/`: Storage/Integration
+- `model/` oder `domain/`: Domain Entities
+- `tests/`: Table-driven Tests bevorzugen
+
+## Regeln
+
+1. Handler ≤40 LOC — nur Decode → Service → Encode
+2. Business Logic NICHT in Handlers verstecken
+3. Grosse Handler nach Resource/Verb splitten
+4. Request/Response DTOs nah am Transport halten
+5. Interfaces nur an echten Boundaries (nicht ueberall fuer Mocks)
+6. Keine Giant-Utility-Dateien
+7. Generated Files nicht manuell editieren
+
+## Split-Trigger
+
+- Handler-Datei ueberschreitet 400-500 LOC
+- Unrelated Endpoints zusammengruppiert
+- Encoding/Decoding dominiert die Handler-Datei
+- Service-Logik und Transport-Logik gemischt
+
+## Verifikation
+
+```bash
+gofmt -l . | grep -q . && exit 1
+go vet ./...
+golangci-lint run --timeout=5m
+go test -race ./...
+go build ./...
+```

AGENTS.python.md

@@ -0,0 +1,36 @@
+# AGENTS.python.md — Python/FastAPI Konventionen
+
+## Architektur
+
+- `routes/` oder `api/`: Request/Response nur — kein Business Logic
+- `services/`: Business Logic
+- `repositories/`: Persistenz/Data Access
+- `schemas/`: Pydantic Models, nach Domain gesplittet
+- `tests/`: Spiegelt Produktions-Layout
+
+## Regeln
+
+1. Route-Dateien duenn halten (≤300 LOC)
+2. Wenn eine Route-Datei 300-400 LOC erreicht → nach Resource/Operation splitten
+3. Schema-Dateien nach Domain splitten wenn sie wachsen
+4. Modul-Level Singleton-Kopplung vermeiden (Tests patchen falsches Symbol)
+5. Patch immer das Symbol das vom getesteten Modul importiert wird
+6. Dependency Injection bevorzugen statt versteckte Imports
+7. Pydantic v2: `from __future__ import annotations` NICHT verwenden (bricht Pydantic)
+8. Migrationen getrennt von Refactorings halten
+
+## Split-Trigger
+
+- Datei naehert sich oder ueberschreitet 500 LOC
+- Zirkulaere Imports erscheinen
+- Tests brauchen tiefes Patching
+- API-Schemas mischen verschiedene Domains
+- Service-Datei macht Transport UND DB-Logik
+
+## Verifikation
+
+```bash
+ruff check .
+mypy . --ignore-missing-imports --no-error-summary
+pytest tests/ -x -q --no-header
+```

AGENTS.typescript.md

@@ -0,0 +1,55 @@
+# AGENTS.typescript.md — Next.js Konventionen
+
+## Architektur
+
+- `app/.../page.tsx`: Minimale Seiten-Komposition (≤250 LOC)
+- `app/.../actions.ts`: Server Actions
+- `app/.../queries.ts`: Data Loading
+- `app/.../_components/`: View-Teile (Colocation)
+- `app/.../_hooks/`: Seiten-spezifische Hooks (Colocation)
+- `types/` oder `types/*.ts`: Domain-spezifische Types
+- `schemas/`: Zod/Validierungs-Schemas
+- `lib/`: Shared Utilities
+
+## Regeln
+
+1. page.tsx duenn halten (≤250 LOC)
+2. Grosse Seiten frueh in Sections/Components splitten
+3. KEINE einzelne types.ts als Catch-All
+4. types.ts UND types/ Shadowing vermeiden (eines waehlen!)
+5. Server/Client Module-Grenzen explizit halten
+6. Pure Helpers und schmale Props bevorzugen
+7. API-Client Types getrennt von handgeschriebenen Domain Types
+
+## Colocation Pattern (bevorzugt)
+
+```
+app/(admin)/ai/rag/
+  page.tsx              ← duenn, komponiert nur
+  _components/
+    SearchPanel.tsx
+    ResultsTable.tsx
+    FilterBar.tsx
+  _hooks/
+    useRagSearch.ts
+  actions.ts            ← Server Actions
+  queries.ts            ← Data Fetching
+```
+
+## Split-Trigger
+
+- page.tsx ueberschreitet 250-350 LOC
+- types.ts ueberschreitet 200-300 LOC
+- Form-Logik, Server Actions und Rendering in einer Datei
+- Mehrere unabhaengig testbare Sections vorhanden
+- Imports werden broechig
+
+## Verifikation
+
+```bash
+npx tsc --noEmit
+npm run lint
+npm run build
+```
+
+> `npm run build` ist PFLICHT — `tsc` allein reicht nicht.

admin-lehrer/app/(admin)/ai/agents/[agentId]/_components/AgentHeader.tsx

@@ -0,0 +1,58 @@
+import Link from 'next/link'
+import { Brain, ArrowLeft, Play, Pause, CheckCircle, XCircle } from 'lucide-react'
+import type { AgentDetail } from './types'
+
+interface AgentHeaderProps {
+  agent: AgentDetail
+}
+
+export function AgentHeader({ agent }: AgentHeaderProps) {
+  return (
+    <div className="flex items-center justify-between mb-6">
+      <div className="flex items-center gap-4">
+        <Link
+          href="/ai/agents"
+          className="p-2 hover:bg-gray-100 rounded-lg transition-colors"
+        >
+          <ArrowLeft className="w-5 h-5 text-gray-600" />
+        </Link>
+        <div
+          className="p-3 rounded-xl"
+          style={{ backgroundColor: `${agent.color}20` }}
+        >
+          <Brain className="w-6 h-6" style={{ color: agent.color }} />
+        </div>
+        <div>
+          <h1 className="text-2xl font-bold text-gray-900">{agent.name}</h1>
+          <p className="text-gray-500">{agent.description}</p>
+        </div>
+      </div>
+
+      <div className="flex items-center gap-3">
+        <div className={`flex items-center gap-2 px-3 py-1.5 rounded-full text-sm font-medium ${
+          agent.status === 'running' ? 'bg-green-100 text-green-700' :
+          agent.status === 'paused' ? 'bg-yellow-100 text-yellow-700' :
+          'bg-red-100 text-red-700'
+        }`}>
+          {agent.status === 'running' ? <CheckCircle className="w-4 h-4" /> :
+           agent.status === 'paused' ? <Pause className="w-4 h-4" /> :
+           <XCircle className="w-4 h-4" />}
+          {agent.status}
+        </div>
+        <button className="flex items-center gap-2 px-4 py-2 border border-gray-300 rounded-lg hover:bg-gray-50 transition-colors">
+          {agent.status === 'running' ? (
+            <>
+              <Pause className="w-4 h-4" />
+              Pausieren
+            </>
+          ) : (
+            <>
+              <Play className="w-4 h-4" />
+              Starten
+            </>
+          )}
+        </button>
+      </div>
+    </div>
+  )
+}

admin-lehrer/app/(admin)/ai/agents/[agentId]/_components/AgentStatsBar.tsx

@@ -0,0 +1,32 @@
+import type { AgentDetail } from './types'
+
+interface AgentStatsBarProps {
+  agent: AgentDetail
+}
+
+export function AgentStatsBar({ agent }: AgentStatsBarProps) {
+  return (
+    <div className="grid grid-cols-5 gap-4 mb-6">
+      <div className="bg-white border border-gray-200 rounded-lg p-4">
+        <div className="text-sm text-gray-500">Aktive Sessions</div>
+        <div className="text-2xl font-bold text-gray-900">{agent.activeSessions}</div>
+      </div>
+      <div className="bg-white border border-gray-200 rounded-lg p-4">
+        <div className="text-sm text-gray-500">Verarbeitet (24h)</div>
+        <div className="text-2xl font-bold text-gray-900">{agent.totalProcessed.toLocaleString()}</div>
+      </div>
+      <div className="bg-white border border-gray-200 rounded-lg p-4">
+        <div className="text-sm text-gray-500">Avg. Antwortzeit</div>
+        <div className="text-2xl font-bold text-gray-900">{agent.avgResponseTime}ms</div>
+      </div>
+      <div className="bg-white border border-gray-200 rounded-lg p-4">
+        <div className="text-sm text-gray-500">Fehlerrate</div>
+        <div className="text-2xl font-bold text-amber-600">{agent.errorRate}%</div>
+      </div>
+      <div className="bg-white border border-gray-200 rounded-lg p-4">
+        <div className="text-sm text-gray-500">Version</div>
+        <div className="text-2xl font-bold text-gray-900">{agent.version}</div>
+      </div>
+    </div>
+  )
+}

admin-lehrer/app/(admin)/ai/agents/[agentId]/_components/HistoryTabContent.tsx

@@ -0,0 +1,32 @@
+import { History } from 'lucide-react'
+import type { ChangeLog } from './types'
+
+interface HistoryTabContentProps {
+  changeLogs: ChangeLog[]
+}
+
+export function HistoryTabContent({ changeLogs }: HistoryTabContentProps) {
+  return (
+    <div>
+      <div className="space-y-4">
+        {changeLogs.map((log) => (
+          <div key={log.id} className="flex items-start gap-4 p-4 bg-gray-50 rounded-lg">
+            <div className="p-2 bg-white rounded-full border border-gray-200">
+              <History className="w-4 h-4 text-gray-500" />
+            </div>
+            <div className="flex-1">
+              <div className="flex items-center justify-between">
+                <span className="font-medium text-gray-900">{log.action}</span>
+                <span className="text-sm text-gray-500">
+                  {new Date(log.timestamp).toLocaleString('de-DE')}
+                </span>
+              </div>
+              <p className="text-sm text-gray-600 mt-1">{log.description}</p>
+              <p className="text-xs text-gray-400 mt-1">von {log.user}</p>
+            </div>
+          </div>
+        ))}
+      </div>
+    </div>
+  )
+}

admin-lehrer/app/(admin)/ai/agents/[agentId]/_components/SoulTabContent.tsx

@@ -0,0 +1,102 @@
+import { FileText, Clock, RotateCcw, Save, Edit3, AlertTriangle } from 'lucide-react'
+import type { AgentDetail } from './types'
+
+interface SoulTabContentProps {
+  agent: AgentDetail
+  editedContent: string
+  isEditing: boolean
+  hasChanges: boolean
+  saving: boolean
+  onContentChange: (content: string) => void
+  onSave: () => void
+  onReset: () => void
+  onStartEditing: () => void
+}
+
+export function SoulTabContent({
+  agent,
+  editedContent,
+  isEditing,
+  hasChanges,
+  saving,
+  onContentChange,
+  onSave,
+  onReset,
+  onStartEditing,
+}: SoulTabContentProps) {
+  return (
+    <div>
+      <div className="flex items-center justify-between mb-4">
+        <div className="flex items-center gap-2 text-sm text-gray-500">
+          <FileText className="w-4 h-4" />
+          {agent.soulFile}
+          <span className="text-gray-300">|</span>
+          <Clock className="w-4 h-4" />
+          Zuletzt geaendert: {new Date(agent.updatedAt).toLocaleString('de-DE')}
+        </div>
+        <div className="flex items-center gap-2">
+          {isEditing ? (
+            <>
+              <button
+                onClick={onReset}
+                disabled={!hasChanges}
+                className="flex items-center gap-2 px-4 py-2 border border-gray-300 rounded-lg hover:bg-gray-50 transition-colors disabled:opacity-50"
+              >
+                <RotateCcw className="w-4 h-4" />
+                Zuruecksetzen
+              </button>
+              <button
+                onClick={onSave}
+                disabled={!hasChanges || saving}
+                className="flex items-center gap-2 px-4 py-2 bg-teal-600 text-white rounded-lg hover:bg-teal-700 transition-colors disabled:opacity-50"
+              >
+                <Save className="w-4 h-4" />
+                {saving ? 'Speichert...' : 'Speichern'}
+              </button>
+            </>
+          ) : (
+            <button
+              onClick={onStartEditing}
+              className="flex items-center gap-2 px-4 py-2 bg-teal-600 text-white rounded-lg hover:bg-teal-700 transition-colors"
+            >
+              <Edit3 className="w-4 h-4" />
+              Bearbeiten
+            </button>
+          )}
+        </div>
+      </div>
+
+      {hasChanges && (
+        <div className="mb-4 p-3 bg-amber-50 border border-amber-200 rounded-lg flex items-center gap-2 text-amber-700">
+          <AlertTriangle className="w-4 h-4" />
+          <span className="text-sm">Ungespeicherte Aenderungen vorhanden</span>
+        </div>
+      )}
+
+      <div className="relative">
+        {isEditing ? (
+          <textarea
+            value={editedContent}
+            onChange={(e) => onContentChange(e.target.value)}
+            className="w-full h-[600px] p-4 font-mono text-sm bg-gray-50 border border-gray-200 rounded-lg focus:outline-none focus:ring-2 focus:ring-teal-500 focus:border-transparent resize-none"
+            spellCheck={false}
+          />
+        ) : (
+          <div className="w-full h-[600px] p-4 font-mono text-sm bg-gray-50 border border-gray-200 rounded-lg overflow-auto whitespace-pre-wrap">
+            {agent.soulContent}
+          </div>
+        )}
+      </div>
+
+      <div className="mt-4 p-4 bg-blue-50 border border-blue-200 rounded-lg">
+        <h4 className="font-medium text-blue-900 mb-2">Hinweise zur SOUL-Datei</h4>
+        <ul className="text-sm text-blue-700 space-y-1">
+          <li>Die SOUL-Datei definiert die Persoenlichkeit und das Verhalten des Agents</li>
+          <li>Aenderungen werden nach dem Speichern sofort wirksam</li>
+          <li>Testen Sie Aenderungen zuerst im Staging-Modus</li>
+          <li>Alle Aenderungen werden in der Historie protokolliert</li>
+        </ul>
+      </div>
+    </div>
+  )
+}

admin-lehrer/app/(admin)/ai/agents/[agentId]/_components/StatsTabContent.tsx

@@ -0,0 +1,16 @@
+import Link from 'next/link'
+import { Activity } from 'lucide-react'
+
+export function StatsTabContent() {
+  return (
+    <div className="space-y-6">
+      <div className="text-center py-12 text-gray-500">
+        <Activity className="w-12 h-12 mx-auto mb-4 text-gray-400" />
+        <p>Live-Statistiken werden in einer zukuenftigen Version verfuegbar sein.</p>
+        <p className="text-sm mt-2">
+          Besuchen Sie die <Link href="/ai/agents/statistics" className="text-teal-600 hover:underline">Statistik-Seite</Link> fuer aggregierte Daten.
+        </p>
+      </div>
+    </div>
+  )
+}

admin-lehrer/app/(admin)/ai/agents/[agentId]/_components/index.ts

@@ -0,0 +1,6 @@
+export { AgentHeader } from './AgentHeader'
+export { AgentStatsBar } from './AgentStatsBar'
+export { SoulTabContent } from './SoulTabContent'
+export { StatsTabContent } from './StatsTabContent'
+export { HistoryTabContent } from './HistoryTabContent'
+export type { AgentDetail, ChangeLog } from './types'

admin-lehrer/app/(admin)/ai/agents/[agentId]/_components/mock-data.ts

@@ -0,0 +1,308 @@
+import type { AgentDetail, ChangeLog } from './types'
+
+export const mockAgentDetails: Record<string, AgentDetail> = {
+  'tutor-agent': {
+    id: 'tutor-agent',
+    name: 'TutorAgent',
+    description: 'Geduldiger, ermutigender Lernbegleiter fuer Schueler',
+    soulFile: 'tutor-agent.soul.md',
+    soulContent: `# TutorAgent SOUL
+
+## Identitaet
+Du bist ein geduldiger, ermutigender Lernbegleiter fuer Schueler.
+Dein Ziel ist es, Verstaendnis zu foerdern, nicht Antworten vorzugeben.
+
+## Kernprinzipien
+- **Sokratische Methode**: Stelle Fragen, die zum Nachdenken anregen
+- **Positives Reinforcement**: Erkenne und feiere Lernfortschritte
+- **Adaptive Kommunikation**: Passe Sprache und Komplexitaet an das Niveau an
+- **Geduld**: Wiederhole Erklaerungen ohne Frustration zu zeigen
+
+## Kommunikationsstil
+- Verwende einfache, klare Sprache
+- Stelle Rueckfragen, um Verstaendnis zu pruefen
+- Gib Hinweise statt direkter Loesungen
+- Feiere kleine Erfolge
+- Nutze Analogien und Beispiele aus dem Alltag
+- Strukturiere komplexe Themen in verdauliche Schritte
+
+## Fachgebiete
+- Mathematik (Grundschule bis Abitur)
+- Naturwissenschaften (Physik, Chemie, Biologie)
+- Sprachen (Deutsch, Englisch)
+- Gesellschaftswissenschaften (Geschichte, Politik)
+
+## Lernstrategien
+1. **Konzeptbasiertes Lernen**: Erklaere das "Warum" hinter Regeln
+2. **Visualisierung**: Nutze Diagramme und Skizzen wenn moeglich
+3. **Verbindungen herstellen**: Verknuepfe neues Wissen mit Bekanntem
+4. **Wiederholung**: Baue systematische Wiederholung ein
+5. **Selbsttest**: Ermutige zur Selbstueberpruefung
+
+## Einschraenkungen
+- Gib NIEMALS vollstaendige Loesungen fuer Hausaufgaben
+- Verweise bei komplexen Themen auf Lehrkraefte
+- Erkenne Frustration und biete Pausen an
+- Keine Unterstuetzung bei Pruefungsbetrug
+- Keine medizinischen oder rechtlichen Ratschlaege
+
+## Eskalation
+- Bei wiederholtem Unverstaendnis: Schlage alternatives Erklaerformat vor
+- Bei emotionaler Belastung: Empfehle Gespraech mit Vertrauensperson
+- Bei technischen Problemen: Eskaliere an Support
+- Bei Verdacht auf Lernschwierigkeiten: Empfehle professionelle Diagnostik
+
+## Metrik-Ziele
+- Verstaendnis-Score > 80% bei Nachfragen
+- Engagement-Zeit > 5 Minuten pro Session
+- Wiederbesuchs-Rate > 60%
+- Frustrations-Indikatoren < 10%`,
+    color: '#3b82f6',
+    status: 'running',
+    activeSessions: 12,
+    totalProcessed: 1847,
+    avgResponseTime: 234,
+    errorRate: 0.5,
+    lastRestart: '2025-01-14T08:30:00Z',
+    version: '1.2.0',
+    createdAt: '2024-11-01T00:00:00Z',
+    updatedAt: '2025-01-14T10:15:00Z'
+  },
+  'grader-agent': {
+    id: 'grader-agent',
+    name: 'GraderAgent',
+    description: 'Objektiver, fairer Pruefer von Schuelerarbeiten',
+    soulFile: 'grader-agent.soul.md',
+    soulContent: `# GraderAgent SOUL
+
+## Identitaet
+Du bist ein objektiver, fairer Pruefer von Schuelerarbeiten.
+Dein Ziel ist konstruktives Feedback, das zum Lernen motiviert.
+
+## Kernprinzipien
+- **Objektivitaet**: Bewerte nach festgelegten Kriterien, nicht nach Sympathie
+- **Fairness**: Gleiche Massstaebe fuer alle Schueler
+- **Konstruktivitaet**: Feedback soll zum Lernen anregen
+- **Transparenz**: Begruende jede Bewertung nachvollziehbar
+
+## Bewertungsprinzipien
+- Bewerte nach festgelegten Kriterien (Erwartungshorizont)
+- Beruecksichtige Teilleistungen
+- Unterscheide zwischen Fluechtigkeitsfehlern und Verstaendnisluecken
+- Formuliere Feedback lernfoerdernd
+- Nutze das 15-Punkte-System korrekt (0-15 Punkte, 5 = ausreichend)
+
+## Workflow
+1. Lies die Aufgabenstellung und den Erwartungshorizont
+2. Analysiere die Schuelerantwort systematisch
+3. Identifiziere korrekte Elemente
+4. Identifiziere Fehler mit Kategorisierung
+5. Vergebe Punkte nach Kriterienkatalog
+6. Formuliere konstruktives Feedback
+
+## Fehlerkategorien
+- **Rechtschreibung (R)**: Orthografische Fehler
+- **Grammatik (Gr)**: Grammatikalische Fehler
+- **Ausdruck (A)**: Stilistische Schwaechen
+- **Inhalt (I)**: Fachliche Fehler oder Luecken
+- **Struktur (St)**: Aufbau- und Gliederungsprobleme
+- **Logik (L)**: Argumentationsfehler
+
+## Qualitaetssicherung
+- Bei Unsicherheit: Markiere zur manuellen Ueberpruefung
+- Bei Grenzfaellen: Dokumentiere Entscheidungsgrundlage
+- Konsistenz: Vergleiche mit aehnlichen Bewertungen
+- Kalibrierung: Orientiere an Vergleichsarbeiten
+
+## Eskalation
+- Unleserliche Antworten: Markiere fuer manuelles Review
+- Verdacht auf Plagiat: Eskaliere an Lehrkraft
+- Technische Fehler: Pausiere und melde
+- Unklare Aufgabenstellung: Frage nach Klarstellung`,
+    color: '#10b981',
+    status: 'running',
+    activeSessions: 3,
+    totalProcessed: 456,
+    avgResponseTime: 1205,
+    errorRate: 1.2,
+    lastRestart: '2025-01-13T14:00:00Z',
+    version: '1.1.0',
+    createdAt: '2024-11-01T00:00:00Z',
+    updatedAt: '2025-01-13T16:30:00Z'
+  },
+  'quality-judge': {
+    id: 'quality-judge',
+    name: 'QualityJudge',
+    description: 'Kritischer Qualitaetspruefer fuer KI-generierte Inhalte',
+    soulFile: 'quality-judge.soul.md',
+    soulContent: `# QualityJudge SOUL
+
+## Identitaet
+Du bist ein kritischer Qualitaetspruefer fuer KI-generierte Inhalte.
+Dein Ziel ist die Sicherstellung hoher Qualitaetsstandards.
+
+## Bewertungsdimensionen
+
+### 1. Intent Accuracy (0-100)
+- Wurde die Benutzerabsicht korrekt erkannt?
+- Stimmt die Kategorie der Antwort?
+
+### 2. Faithfulness (1-5)
+- **5**: Vollstaendig faktisch korrekt
+- **4**: Minor Ungenauigkeiten ohne Auswirkung
+- **3**: Einige Ungenauigkeiten, Kernaussage korrekt
+- **2**: Signifikante Fehler
+- **1**: Grundlegend falsch
+
+### 3. Relevance (1-5)
+- **5**: Direkt und vollstaendig relevant
+- **4**: Weitgehend relevant
+- **3**: Teilweise relevant
+- **2**: Geringe Relevanz
+- **1**: Voellig irrelevant
+
+### 4. Coherence (1-5)
+- **5**: Perfekt strukturiert und logisch
+- **4**: Gut strukturiert, kleine Luecken
+- **3**: Verstaendlich, aber verbesserungsfaehig
+- **2**: Schwer zu folgen
+- **1**: Unverstaendlich/chaotisch
+
+### 5. Safety ("pass"/"fail")
+- Keine DSGVO-Verstoesse (keine PII)
+- Keine schaedlichen Inhalte
+- Keine Desinformation
+- Keine Diskriminierung
+- Altersgerechte Sprache
+
+## Schwellenwerte
+- **Production Ready**: composite >= 80
+- **Needs Review**: 60 <= composite < 80
+- **Failed**: composite < 60`,
+    color: '#f59e0b',
+    status: 'running',
+    activeSessions: 8,
+    totalProcessed: 3291,
+    avgResponseTime: 89,
+    errorRate: 0.3,
+    lastRestart: '2025-01-14T06:00:00Z',
+    version: '2.0.0',
+    createdAt: '2024-10-15T00:00:00Z',
+    updatedAt: '2025-01-14T08:00:00Z'
+  },
+  'alert-agent': {
+    id: 'alert-agent',
+    name: 'AlertAgent',
+    description: 'Aufmerksamer Waechter fuer das Breakpilot-System',
+    soulFile: 'alert-agent.soul.md',
+    soulContent: `# AlertAgent SOUL
+
+## Identitaet
+Du bist ein aufmerksamer Waechter fuer das Breakpilot-System.
+Dein Ziel ist die rechtzeitige Erkennung und Kommunikation relevanter Ereignisse.
+
+## Importance Levels
+
+### KRITISCH (5)
+- Systemausfaelle
+- Sicherheitsvorfaelle
+- DSGVO-Verstoesse
+**Aktion**: Sofortige Benachrichtigung aller Admins
+
+### DRINGEND (4)
+- Performance-Probleme
+- API-Ausfaelle
+- Hohe Fehlerraten
+**Aktion**: Benachrichtigung innerhalb 5 Minuten
+
+### WICHTIG (3)
+- Neue kritische Nachrichten
+- Relevante Bildungspolitik
+- Technische Warnungen
+**Aktion**: Taeglicher Digest
+
+### PRUEFEN (2)
+- Interessante Entwicklungen
+- Konkurrenznachrichten
+**Aktion**: Woechentlicher Digest
+
+### INFO (1)
+- Allgemeine Updates
+**Aktion**: Archivieren`,
+    color: '#ef4444',
+    status: 'running',
+    activeSessions: 1,
+    totalProcessed: 892,
+    avgResponseTime: 45,
+    errorRate: 0.1,
+    lastRestart: '2025-01-12T00:00:00Z',
+    version: '1.0.0',
+    createdAt: '2024-12-01T00:00:00Z',
+    updatedAt: '2025-01-12T02:00:00Z'
+  },
+  'orchestrator': {
+    id: 'orchestrator',
+    name: 'Orchestrator',
+    description: 'Zentraler Koordinator des Multi-Agent-Systems',
+    soulFile: 'orchestrator.soul.md',
+    soulContent: `# OrchestratorAgent SOUL
+
+## Identitaet
+Du bist der zentrale Koordinator des Breakpilot Multi-Agent-Systems.
+Dein Ziel ist die effiziente Verteilung und Ueberwachung von Aufgaben.
+
+## Kernprinzipien
+- **Effizienz**: Minimale Latenz bei maximaler Qualitaet
+- **Resilienz**: Graceful Degradation bei Agent-Ausfaellen
+- **Fairness**: Ausgewogene Lastverteilung
+- **Transparenz**: Volle Nachvollziehbarkeit aller Entscheidungen
+
+## Verantwortlichkeiten
+1. Task-Routing zu spezialisierten Agents
+2. Session-Management und Recovery
+3. Agent-Gesundheitsueberwachung
+4. Lastverteilung
+5. Fehlerbehandlung und Retry-Logik
+
+## Task-Routing-Logik
+
+| Intent-Kategorie | Primaerer Agent | Fallback |
+|------------------|-----------------|----------|
+| learning_support | TutorAgent | Manuell |
+| exam_grading | GraderAgent | QualityJudge |
+| quality_check | QualityJudge | Manual Review |
+| system_alert | AlertAgent | E-Mail Fallback |
+
+## Fehlerbehandlung
+
+### Retry-Policy
+- **Max Retries**: 3
+- **Backoff**: Exponential (1s, 2s, 4s)
+- **Keine Retries**: Validation Errors, Auth Failures
+
+### Circuit Breaker
+- **Threshold**: 5 Fehler in 60 Sekunden
+- **Cooldown**: 30 Sekunden
+
+## Metriken
+- **Task Completion Rate**: > 99%
+- **Average Latency**: < 2s
+- **Error Rate**: < 1%`,
+    color: '#8b5cf6',
+    status: 'running',
+    activeSessions: 24,
+    totalProcessed: 8934,
+    avgResponseTime: 12,
+    errorRate: 0.2,
+    lastRestart: '2025-01-14T00:00:00Z',
+    version: '1.5.0',
+    createdAt: '2024-10-01T00:00:00Z',
+    updatedAt: '2025-01-14T00:30:00Z'
+  }
+}
+
+export const mockChangeLogs: ChangeLog[] = [
+  { id: '1', timestamp: '2025-01-14T10:15:00Z', user: 'admin@breakpilot.de', action: 'SOUL Updated', description: 'Kommunikationsstil angepasst' },
+  { id: '2', timestamp: '2025-01-13T14:30:00Z', user: 'lehrer1@schule.de', action: 'Einschraenkung hinzugefuegt', description: 'Keine Hausaufgaben-Loesungen' },
+  { id: '3', timestamp: '2025-01-10T09:00:00Z', user: 'admin@breakpilot.de', action: 'Version 1.2.0', description: 'Neue Fachgebiete hinzugefuegt' },
+]

admin-lehrer/app/(admin)/ai/agents/[agentId]/_components/types.ts

@@ -0,0 +1,25 @@
+export interface AgentDetail {
+  id: string
+  name: string
+  description: string
+  soulFile: string
+  soulContent: string
+  color: string
+  status: 'running' | 'paused' | 'stopped' | 'error'
+  activeSessions: number
+  totalProcessed: number
+  avgResponseTime: number
+  errorRate: number
+  lastRestart: string
+  version: string
+  createdAt: string
+  updatedAt: string
+}
+
+export interface ChangeLog {
+  id: string
+  timestamp: string
+  user: string
+  action: string
+  description: string
+}

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

@@ -1,394 +1,29 @@
 'use client'
 
 import { useState, useEffect } from 'react'
-import { useParams, useRouter } from 'next/navigation'
+import { useParams } from 'next/navigation'
 import Link from 'next/link'
-import { Bot, Brain, ArrowLeft, Save, RotateCcw, Play, Pause, AlertTriangle, FileText, Settings, Activity, Clock, CheckCircle, XCircle, History, Eye, Edit3 } from 'lucide-react'
+import { AlertTriangle, FileText, Activity, History } from 'lucide-react'
+import { mockAgentDetails, mockChangeLogs } from './_components/mock-data'
+import {
+  AgentHeader,
+  AgentStatsBar,
+  SoulTabContent,
+  StatsTabContent,
+  HistoryTabContent,
+} from './_components'
+import type { AgentDetail } from './_components'
 
-// Types
-interface AgentDetail {
-  id: string
-  name: string
-  description: string
-  soulFile: string
-  soulContent: string
-  color: string
-  status: 'running' | 'paused' | 'stopped' | 'error'
-  activeSessions: number
-  totalProcessed: number
-  avgResponseTime: number
-  errorRate: number
-  lastRestart: string
-  version: string
-  createdAt: string
-  updatedAt: string
-}
+type TabId = 'soul' | 'stats' | 'history'
 
-interface ChangeLog {
-  id: string
-  timestamp: string
-  user: string
-  action: string
-  description: string
-}
-
-// Mock data
-const mockAgentDetails: Record<string, AgentDetail> = {
-  'tutor-agent': {
-    id: 'tutor-agent',
-    name: 'TutorAgent',
-    description: 'Geduldiger, ermutigender Lernbegleiter fuer Schueler',
-    soulFile: 'tutor-agent.soul.md',
-    soulContent: `# TutorAgent SOUL
-
-## Identitaet
-Du bist ein geduldiger, ermutigender Lernbegleiter fuer Schueler.
-Dein Ziel ist es, Verstaendnis zu foerdern, nicht Antworten vorzugeben.
-
-## Kernprinzipien
-- **Sokratische Methode**: Stelle Fragen, die zum Nachdenken anregen
-- **Positives Reinforcement**: Erkenne und feiere Lernfortschritte
-- **Adaptive Kommunikation**: Passe Sprache und Komplexitaet an das Niveau an
-- **Geduld**: Wiederhole Erklaerungen ohne Frustration zu zeigen
-
-## Kommunikationsstil
-- Verwende einfache, klare Sprache
-- Stelle Rueckfragen, um Verstaendnis zu pruefen
-- Gib Hinweise statt direkter Loesungen
-- Feiere kleine Erfolge
-- Nutze Analogien und Beispiele aus dem Alltag
-- Strukturiere komplexe Themen in verdauliche Schritte
-
-## Fachgebiete
-- Mathematik (Grundschule bis Abitur)
-- Naturwissenschaften (Physik, Chemie, Biologie)
-- Sprachen (Deutsch, Englisch)
-- Gesellschaftswissenschaften (Geschichte, Politik)
-
-## Lernstrategien
-1. **Konzeptbasiertes Lernen**: Erklaere das "Warum" hinter Regeln
-2. **Visualisierung**: Nutze Diagramme und Skizzen wenn moeglich
-3. **Verbindungen herstellen**: Verknuepfe neues Wissen mit Bekanntem
-4. **Wiederholung**: Baue systematische Wiederholung ein
-5. **Selbsttest**: Ermutige zur Selbstueberpruefung
-
-## Einschraenkungen
-- Gib NIEMALS vollstaendige Loesungen fuer Hausaufgaben
-- Verweise bei komplexen Themen auf Lehrkraefte
-- Erkenne Frustration und biete Pausen an
-- Keine Unterstuetzung bei Pruefungsbetrug
-- Keine medizinischen oder rechtlichen Ratschlaege
-
-## Eskalation
-- Bei wiederholtem Unverstaendnis: Schlage alternatives Erklaerformat vor
-- Bei emotionaler Belastung: Empfehle Gespraech mit Vertrauensperson
-- Bei technischen Problemen: Eskaliere an Support
-- Bei Verdacht auf Lernschwierigkeiten: Empfehle professionelle Diagnostik
-
-## Metrik-Ziele
-- Verstaendnis-Score > 80% bei Nachfragen
-- Engagement-Zeit > 5 Minuten pro Session
-- Wiederbesuchs-Rate > 60%
-- Frustrations-Indikatoren < 10%`,
-    color: '#3b82f6',
-    status: 'running',
-    activeSessions: 12,
-    totalProcessed: 1847,
-    avgResponseTime: 234,
-    errorRate: 0.5,
-    lastRestart: '2025-01-14T08:30:00Z',
-    version: '1.2.0',
-    createdAt: '2024-11-01T00:00:00Z',
-    updatedAt: '2025-01-14T10:15:00Z'
-  },
-  'grader-agent': {
-    id: 'grader-agent',
-    name: 'GraderAgent',
-    description: 'Objektiver, fairer Pruefer von Schuelerarbeiten',
-    soulFile: 'grader-agent.soul.md',
-    soulContent: `# GraderAgent SOUL
-
-## Identitaet
-Du bist ein objektiver, fairer Pruefer von Schuelerarbeiten.
-Dein Ziel ist konstruktives Feedback, das zum Lernen motiviert.
-
-## Kernprinzipien
-- **Objektivitaet**: Bewerte nach festgelegten Kriterien, nicht nach Sympathie
-- **Fairness**: Gleiche Massstaebe fuer alle Schueler
-- **Konstruktivitaet**: Feedback soll zum Lernen anregen
-- **Transparenz**: Begruende jede Bewertung nachvollziehbar
-
-## Bewertungsprinzipien
-- Bewerte nach festgelegten Kriterien (Erwartungshorizont)
-- Beruecksichtige Teilleistungen
-- Unterscheide zwischen Fluechtigkeitsfehlern und Verstaendnisluecken
-- Formuliere Feedback lernfoerdernd
-- Nutze das 15-Punkte-System korrekt (0-15 Punkte, 5 = ausreichend)
-
-## Workflow
-1. Lies die Aufgabenstellung und den Erwartungshorizont
-2. Analysiere die Schuelerantwort systematisch
-3. Identifiziere korrekte Elemente
-4. Identifiziere Fehler mit Kategorisierung
-5. Vergebe Punkte nach Kriterienkatalog
-6. Formuliere konstruktives Feedback
-
-## Fehlerkategorien
-- **Rechtschreibung (R)**: Orthografische Fehler
-- **Grammatik (Gr)**: Grammatikalische Fehler
-- **Ausdruck (A)**: Stilistische Schwaechen
-- **Inhalt (I)**: Fachliche Fehler oder Luecken
-- **Struktur (St)**: Aufbau- und Gliederungsprobleme
-- **Logik (L)**: Argumentationsfehler
-
-## Qualitaetssicherung
-- Bei Unsicherheit: Markiere zur manuellen Ueberpruefung
-- Bei Grenzfaellen: Dokumentiere Entscheidungsgrundlage
-- Konsistenz: Vergleiche mit aehnlichen Bewertungen
-- Kalibrierung: Orientiere an Vergleichsarbeiten
-
-## Eskalation
-- Unleserliche Antworten: Markiere fuer manuelles Review
-- Verdacht auf Plagiat: Eskaliere an Lehrkraft
-- Technische Fehler: Pausiere und melde
-- Unklare Aufgabenstellung: Frage nach Klarstellung`,
-    color: '#10b981',
-    status: 'running',
-    activeSessions: 3,
-    totalProcessed: 456,
-    avgResponseTime: 1205,
-    errorRate: 1.2,
-    lastRestart: '2025-01-13T14:00:00Z',
-    version: '1.1.0',
-    createdAt: '2024-11-01T00:00:00Z',
-    updatedAt: '2025-01-13T16:30:00Z'
-  },
-  'quality-judge': {
-    id: 'quality-judge',
-    name: 'QualityJudge',
-    description: 'Kritischer Qualitaetspruefer fuer KI-generierte Inhalte',
-    soulFile: 'quality-judge.soul.md',
-    soulContent: `# QualityJudge SOUL
-
-## Identitaet
-Du bist ein kritischer Qualitaetspruefer fuer KI-generierte Inhalte.
-Dein Ziel ist die Sicherstellung hoher Qualitaetsstandards.
-
-## Bewertungsdimensionen
-
-### 1. Intent Accuracy (0-100)
-- Wurde die Benutzerabsicht korrekt erkannt?
-- Stimmt die Kategorie der Antwort?
-
-### 2. Faithfulness (1-5)
-- **5**: Vollstaendig faktisch korrekt
-- **4**: Minor Ungenauigkeiten ohne Auswirkung
-- **3**: Einige Ungenauigkeiten, Kernaussage korrekt
-- **2**: Signifikante Fehler
-- **1**: Grundlegend falsch
-
-### 3. Relevance (1-5)
-- **5**: Direkt und vollstaendig relevant
-- **4**: Weitgehend relevant
-- **3**: Teilweise relevant
-- **2**: Geringe Relevanz
-- **1**: Voellig irrelevant
-
-### 4. Coherence (1-5)
-- **5**: Perfekt strukturiert und logisch
-- **4**: Gut strukturiert, kleine Luecken
-- **3**: Verstaendlich, aber verbesserungsfaehig
-- **2**: Schwer zu folgen
-- **1**: Unverstaendlich/chaotisch
-
-### 5. Safety ("pass"/"fail")
-- Keine DSGVO-Verstoesse (keine PII)
-- Keine schaedlichen Inhalte
-- Keine Desinformation
-- Keine Diskriminierung
-- Altersgerechte Sprache
-
-## Schwellenwerte
-- **Production Ready**: composite >= 80
-- **Needs Review**: 60 <= composite < 80
-- **Failed**: composite < 60`,
-    color: '#f59e0b',
-    status: 'running',
-    activeSessions: 8,
-    totalProcessed: 3291,
-    avgResponseTime: 89,
-    errorRate: 0.3,
-    lastRestart: '2025-01-14T06:00:00Z',
-    version: '2.0.0',
-    createdAt: '2024-10-15T00:00:00Z',
-    updatedAt: '2025-01-14T08:00:00Z'
-  },
-  'alert-agent': {
-    id: 'alert-agent',
-    name: 'AlertAgent',
-    description: 'Aufmerksamer Waechter fuer das Breakpilot-System',
-    soulFile: 'alert-agent.soul.md',
-    soulContent: `# AlertAgent SOUL
-
-## Identitaet
-Du bist ein aufmerksamer Waechter fuer das Breakpilot-System.
-Dein Ziel ist die rechtzeitige Erkennung und Kommunikation relevanter Ereignisse.
-
-## Importance Levels
-
-### KRITISCH (5)
-- Systemausfaelle
-- Sicherheitsvorfaelle
-- DSGVO-Verstoesse
-**Aktion**: Sofortige Benachrichtigung aller Admins
-
-### DRINGEND (4)
-- Performance-Probleme
-- API-Ausfaelle
-- Hohe Fehlerraten
-**Aktion**: Benachrichtigung innerhalb 5 Minuten
-
-### WICHTIG (3)
-- Neue kritische Nachrichten
-- Relevante Bildungspolitik
-- Technische Warnungen
-**Aktion**: Taeglicher Digest
-
-### PRUEFEN (2)
-- Interessante Entwicklungen
-- Konkurrenznachrichten
-**Aktion**: Woechentlicher Digest
-
-### INFO (1)
-- Allgemeine Updates
-**Aktion**: Archivieren`,
-    color: '#ef4444',
-    status: 'running',
-    activeSessions: 1,
-    totalProcessed: 892,
-    avgResponseTime: 45,
-    errorRate: 0.1,
-    lastRestart: '2025-01-12T00:00:00Z',
-    version: '1.0.0',
-    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',
-    description: 'Zentraler Koordinator des Multi-Agent-Systems',
-    soulFile: 'orchestrator.soul.md',
-    soulContent: `# OrchestratorAgent SOUL
-
-## Identitaet
-Du bist der zentrale Koordinator des Breakpilot Multi-Agent-Systems.
-Dein Ziel ist die effiziente Verteilung und Ueberwachung von Aufgaben.
-
-## Kernprinzipien
-- **Effizienz**: Minimale Latenz bei maximaler Qualitaet
-- **Resilienz**: Graceful Degradation bei Agent-Ausfaellen
-- **Fairness**: Ausgewogene Lastverteilung
-- **Transparenz**: Volle Nachvollziehbarkeit aller Entscheidungen
-
-## Verantwortlichkeiten
-1. Task-Routing zu spezialisierten Agents
-2. Session-Management und Recovery
-3. Agent-Gesundheitsueberwachung
-4. Lastverteilung
-5. Fehlerbehandlung und Retry-Logik
-
-## Task-Routing-Logik
-
-| Intent-Kategorie | Primaerer Agent | Fallback |
-|------------------|-----------------|----------|
-| learning_support | TutorAgent | Manuell |
-| exam_grading | GraderAgent | QualityJudge |
-| quality_check | QualityJudge | Manual Review |
-| system_alert | AlertAgent | E-Mail Fallback |
-
-## Fehlerbehandlung
-
-### Retry-Policy
-- **Max Retries**: 3
-- **Backoff**: Exponential (1s, 2s, 4s)
-- **Keine Retries**: Validation Errors, Auth Failures
-
-### Circuit Breaker
-- **Threshold**: 5 Fehler in 60 Sekunden
-- **Cooldown**: 30 Sekunden
-
-## Metriken
-- **Task Completion Rate**: > 99%
-- **Average Latency**: < 2s
-- **Error Rate**: < 1%`,
-    color: '#8b5cf6',
-    status: 'running',
-    activeSessions: 24,
-    totalProcessed: 8934,
-    avgResponseTime: 12,
-    errorRate: 0.2,
-    lastRestart: '2025-01-14T00:00:00Z',
-    version: '1.5.0',
-    createdAt: '2024-10-01T00:00:00Z',
-    updatedAt: '2025-01-14T00:30:00Z'
-  }
-}
-
-const mockChangeLogs: ChangeLog[] = [
-  { id: '1', timestamp: '2025-01-14T10:15:00Z', user: 'admin@breakpilot.de', action: 'SOUL Updated', description: 'Kommunikationsstil angepasst' },
-  { id: '2', timestamp: '2025-01-13T14:30:00Z', user: 'lehrer1@schule.de', action: 'Einschraenkung hinzugefuegt', description: 'Keine Hausaufgaben-Loesungen' },
-  { id: '3', timestamp: '2025-01-10T09:00:00Z', user: 'admin@breakpilot.de', action: 'Version 1.2.0', description: 'Neue Fachgebiete hinzugefuegt' },
+const TABS: { id: TabId; label: string; icon: typeof FileText }[] = [
+  { id: 'soul', label: 'SOUL-File', icon: FileText },
+  { id: 'stats', label: 'Live-Statistiken', icon: Activity },
+  { id: 'history', label: 'Aenderungshistorie', icon: History },
 ]
 
 export default function AgentDetailPage() {
   const params = useParams()
-  const router = useRouter()
   const agentId = params.agentId as string
 
   const [agent, setAgent] = useState<AgentDetail | null>(null)
@@ -396,10 +31,9 @@ export default function AgentDetailPage() {
   const [isEditing, setIsEditing] = useState(false)
   const [hasChanges, setHasChanges] = useState(false)
   const [saving, setSaving] = useState(false)
-  const [activeTab, setActiveTab] = useState<'soul' | 'stats' | 'history'>('soul')
+  const [activeTab, setActiveTab] = useState<TabId>('soul')
 
   useEffect(() => {
-    // Load agent data
     const agentData = mockAgentDetails[agentId]
     if (agentData) {
       setAgent(agentData)
@@ -409,10 +43,7 @@ export default function AgentDetailPage() {
 
   const handleSave = async () => {
     setSaving(true)
-    // In production, save to API
-    // await fetch(`/api/admin/agents/${agentId}/soul`, { method: 'PUT', body: editedContent })
     await new Promise(resolve => setTimeout(resolve, 1000))
-
     if (agent) {
       setAgent({ ...agent, soulContent: editedContent, updatedAt: new Date().toISOString() })
     }
@@ -439,7 +70,7 @@ export default function AgentDetailPage() {
         <div className="text-center py-12">
           <AlertTriangle className="w-12 h-12 text-amber-500 mx-auto mb-4" />
           <h2 className="text-xl font-semibold text-gray-900 mb-2">Agent nicht gefunden</h2>
-          <p className="text-gray-500 mb-4">Der Agent "{agentId}" existiert nicht.</p>
+          <p className="text-gray-500 mb-4">Der Agent &quot;{agentId}&quot; existiert nicht.</p>
           <Link href="/ai/agents" className="text-teal-600 hover:text-teal-700">
             &larr; Zurueck zur Uebersicht
           </Link>
@@ -450,231 +81,46 @@ export default function AgentDetailPage() {
 
   return (
     <div className="p-6 max-w-7xl mx-auto">
-      {/* Header */}
-      <div className="flex items-center justify-between mb-6">
-        <div className="flex items-center gap-4">
-          <Link
-            href="/ai/agents"
-            className="p-2 hover:bg-gray-100 rounded-lg transition-colors"
-          >
-            <ArrowLeft className="w-5 h-5 text-gray-600" />
-          </Link>
-          <div
-            className="p-3 rounded-xl"
-            style={{ backgroundColor: `${agent.color}20` }}
-          >
-            <Brain className="w-6 h-6" style={{ color: agent.color }} />
-          </div>
-          <div>
-            <h1 className="text-2xl font-bold text-gray-900">{agent.name}</h1>
-            <p className="text-gray-500">{agent.description}</p>
-          </div>
-        </div>
-
-        <div className="flex items-center gap-3">
-          <div className={`flex items-center gap-2 px-3 py-1.5 rounded-full text-sm font-medium ${
-            agent.status === 'running' ? 'bg-green-100 text-green-700' :
-            agent.status === 'paused' ? 'bg-yellow-100 text-yellow-700' :
-            'bg-red-100 text-red-700'
-          }`}>
-            {agent.status === 'running' ? <CheckCircle className="w-4 h-4" /> :
-             agent.status === 'paused' ? <Pause className="w-4 h-4" /> :
-             <XCircle className="w-4 h-4" />}
-            {agent.status}
-          </div>
-          <button className="flex items-center gap-2 px-4 py-2 border border-gray-300 rounded-lg hover:bg-gray-50 transition-colors">
-            {agent.status === 'running' ? (
-              <>
-                <Pause className="w-4 h-4" />
-                Pausieren
-              </>
-            ) : (
-              <>
-                <Play className="w-4 h-4" />
-                Starten
-              </>
-            )}
-          </button>
-        </div>
-      </div>
-
-      {/* Stats Bar */}
-      <div className="grid grid-cols-5 gap-4 mb-6">
-        <div className="bg-white border border-gray-200 rounded-lg p-4">
-          <div className="text-sm text-gray-500">Aktive Sessions</div>
-          <div className="text-2xl font-bold text-gray-900">{agent.activeSessions}</div>
-        </div>
-        <div className="bg-white border border-gray-200 rounded-lg p-4">
-          <div className="text-sm text-gray-500">Verarbeitet (24h)</div>
-          <div className="text-2xl font-bold text-gray-900">{agent.totalProcessed.toLocaleString()}</div>
-        </div>
-        <div className="bg-white border border-gray-200 rounded-lg p-4">
-          <div className="text-sm text-gray-500">Avg. Antwortzeit</div>
-          <div className="text-2xl font-bold text-gray-900">{agent.avgResponseTime}ms</div>
-        </div>
-        <div className="bg-white border border-gray-200 rounded-lg p-4">
-          <div className="text-sm text-gray-500">Fehlerrate</div>
-          <div className="text-2xl font-bold text-amber-600">{agent.errorRate}%</div>
-        </div>
-        <div className="bg-white border border-gray-200 rounded-lg p-4">
-          <div className="text-sm text-gray-500">Version</div>
-          <div className="text-2xl font-bold text-gray-900">{agent.version}</div>
-        </div>
-      </div>
+      <AgentHeader agent={agent} />
+      <AgentStatsBar agent={agent} />
 
       {/* Tabs */}
       <div className="bg-white border border-gray-200 rounded-xl overflow-hidden">
         <div className="border-b border-gray-200">
           <div className="flex">
+            {TABS.map(({ id, label, icon: Icon }) => (
               <button
-              onClick={() => setActiveTab('soul')}
+                key={id}
+                onClick={() => setActiveTab(id)}
                 className={`flex items-center gap-2 px-6 py-4 text-sm font-medium border-b-2 transition-colors ${
-                activeTab === 'soul'
+                  activeTab === id
                     ? 'border-teal-500 text-teal-600'
                     : 'border-transparent text-gray-500 hover:text-gray-700'
                 }`}
               >
-              <FileText className="w-4 h-4" />
-              SOUL-File
+                <Icon className="w-4 h-4" />
+                {label}
               </button>
-            <button
-              onClick={() => setActiveTab('stats')}
-              className={`flex items-center gap-2 px-6 py-4 text-sm font-medium border-b-2 transition-colors ${
-                activeTab === 'stats'
-                  ? 'border-teal-500 text-teal-600'
-                  : 'border-transparent text-gray-500 hover:text-gray-700'
-              }`}
-            >
-              <Activity className="w-4 h-4" />
-              Live-Statistiken
-            </button>
-            <button
-              onClick={() => setActiveTab('history')}
-              className={`flex items-center gap-2 px-6 py-4 text-sm font-medium border-b-2 transition-colors ${
-                activeTab === 'history'
-                  ? 'border-teal-500 text-teal-600'
-                  : 'border-transparent text-gray-500 hover:text-gray-700'
-              }`}
-            >
-              <History className="w-4 h-4" />
-              Aenderungshistorie
-            </button>
-          </div>
-        </div>
-
-        {/* Tab Content */}
-        <div className="p-6">
-          {activeTab === 'soul' && (
-            <div>
-              <div className="flex items-center justify-between mb-4">
-                <div className="flex items-center gap-2 text-sm text-gray-500">
-                  <FileText className="w-4 h-4" />
-                  {agent.soulFile}
-                  <span className="text-gray-300">|</span>
-                  <Clock className="w-4 h-4" />
-                  Zuletzt geaendert: {new Date(agent.updatedAt).toLocaleString('de-DE')}
-                </div>
-                <div className="flex items-center gap-2">
-                  {isEditing ? (
-                    <>
-                      <button
-                        onClick={handleReset}
-                        disabled={!hasChanges}
-                        className="flex items-center gap-2 px-4 py-2 border border-gray-300 rounded-lg hover:bg-gray-50 transition-colors disabled:opacity-50"
-                      >
-                        <RotateCcw className="w-4 h-4" />
-                        Zuruecksetzen
-                      </button>
-                      <button
-                        onClick={handleSave}
-                        disabled={!hasChanges || saving}
-                        className="flex items-center gap-2 px-4 py-2 bg-teal-600 text-white rounded-lg hover:bg-teal-700 transition-colors disabled:opacity-50"
-                      >
-                        <Save className="w-4 h-4" />
-                        {saving ? 'Speichert...' : 'Speichern'}
-                      </button>
-                    </>
-                  ) : (
-                    <button
-                      onClick={() => setIsEditing(true)}
-                      className="flex items-center gap-2 px-4 py-2 bg-teal-600 text-white rounded-lg hover:bg-teal-700 transition-colors"
-                    >
-                      <Edit3 className="w-4 h-4" />
-                      Bearbeiten
-                    </button>
-                  )}
-                </div>
-              </div>
-
-              {hasChanges && (
-                <div className="mb-4 p-3 bg-amber-50 border border-amber-200 rounded-lg flex items-center gap-2 text-amber-700">
-                  <AlertTriangle className="w-4 h-4" />
-                  <span className="text-sm">Ungespeicherte Aenderungen vorhanden</span>
-                </div>
-              )}
-
-              <div className="relative">
-                {isEditing ? (
-                  <textarea
-                    value={editedContent}
-                    onChange={(e) => handleContentChange(e.target.value)}
-                    className="w-full h-[600px] p-4 font-mono text-sm bg-gray-50 border border-gray-200 rounded-lg focus:outline-none focus:ring-2 focus:ring-teal-500 focus:border-transparent resize-none"
-                    spellCheck={false}
-                  />
-                ) : (
-                  <div className="w-full h-[600px] p-4 font-mono text-sm bg-gray-50 border border-gray-200 rounded-lg overflow-auto whitespace-pre-wrap">
-                    {agent.soulContent}
-                  </div>
-                )}
-              </div>
-
-              <div className="mt-4 p-4 bg-blue-50 border border-blue-200 rounded-lg">
-                <h4 className="font-medium text-blue-900 mb-2">Hinweise zur SOUL-Datei</h4>
-                <ul className="text-sm text-blue-700 space-y-1">
-                  <li>• Die SOUL-Datei definiert die Persoenlichkeit und das Verhalten des Agents</li>
-                  <li>• Aenderungen werden nach dem Speichern sofort wirksam</li>
-                  <li>• Testen Sie Aenderungen zuerst im Staging-Modus</li>
-                  <li>• Alle Aenderungen werden in der Historie protokolliert</li>
-                </ul>
-              </div>
-            </div>
-          )}
-
-          {activeTab === 'stats' && (
-            <div className="space-y-6">
-              <div className="text-center py-12 text-gray-500">
-                <Activity className="w-12 h-12 mx-auto mb-4 text-gray-400" />
-                <p>Live-Statistiken werden in einer zukuenftigen Version verfuegbar sein.</p>
-                <p className="text-sm mt-2">
-                  Besuchen Sie die <Link href="/ai/agents/statistics" className="text-teal-600 hover:underline">Statistik-Seite</Link> fuer aggregierte Daten.
-                </p>
-              </div>
-            </div>
-          )}
-
-          {activeTab === 'history' && (
-            <div>
-              <div className="space-y-4">
-                {mockChangeLogs.map((log) => (
-                  <div key={log.id} className="flex items-start gap-4 p-4 bg-gray-50 rounded-lg">
-                    <div className="p-2 bg-white rounded-full border border-gray-200">
-                      <History className="w-4 h-4 text-gray-500" />
-                    </div>
-                    <div className="flex-1">
-                      <div className="flex items-center justify-between">
-                        <span className="font-medium text-gray-900">{log.action}</span>
-                        <span className="text-sm text-gray-500">
-                          {new Date(log.timestamp).toLocaleString('de-DE')}
-                        </span>
-                      </div>
-                      <p className="text-sm text-gray-600 mt-1">{log.description}</p>
-                      <p className="text-xs text-gray-400 mt-1">von {log.user}</p>
-                    </div>
-                  </div>
             ))}
           </div>
         </div>
+
+        <div className="p-6">
+          {activeTab === 'soul' && (
+            <SoulTabContent
+              agent={agent}
+              editedContent={editedContent}
+              isEditing={isEditing}
+              hasChanges={hasChanges}
+              saving={saving}
+              onContentChange={handleContentChange}
+              onSave={handleSave}
+              onReset={handleReset}
+              onStartEditing={() => setIsEditing(true)}
+            />
           )}
+          {activeTab === 'stats' && <StatsTabContent />}
+          {activeTab === 'history' && <HistoryTabContent changeLogs={mockChangeLogs} />}
         </div>
       </div>
     </div>

admin-lehrer/app/(admin)/ai/agents/architecture/_components/AgentTypesSection.tsx

@@ -0,0 +1,120 @@
+import { Brain, CheckCircle, Shield, AlertTriangle, MessageSquare } from 'lucide-react'
+
+interface AgentCardProps {
+  icon: React.ReactNode
+  bgColor: string
+  hoverBorder: string
+  name: string
+  description: string
+  tags: { label: string; colorClasses: string }[]
+  soulInfo: string
+}
+
+function AgentCard({ icon, bgColor, hoverBorder, name, description, tags, soulInfo }: AgentCardProps) {
+  return (
+    <div className={`border border-gray-200 rounded-xl p-4 ${hoverBorder} transition-colors`}>
+      <div className="flex items-start gap-4">
+        <div className={`p-3 ${bgColor} rounded-lg`}>
+          {icon}
+        </div>
+        <div className="flex-1">
+          <h4 className="font-semibold text-gray-900">{name}</h4>
+          <p className="text-sm text-gray-600 mb-2">{description}</p>
+          <div className="flex flex-wrap gap-2">
+            {tags.map(tag => (
+              <span key={tag.label} className={`px-2 py-1 ${tag.colorClasses} text-xs rounded-full`}>
+                {tag.label}
+              </span>
+            ))}
+          </div>
+          <div className="mt-2 text-xs text-gray-500">{soulInfo}</div>
+        </div>
+      </div>
+    </div>
+  )
+}
+
+const AGENTS: AgentCardProps[] = [
+  {
+    icon: <Brain className="w-6 h-6 text-blue-600" />,
+    bgColor: 'bg-blue-100',
+    hoverBorder: 'hover:border-blue-300',
+    name: 'TutorAgent',
+    description: 'Lernbegleitung und Fragen beantworten',
+    tags: [
+      { label: 'Geduldig', colorClasses: 'bg-blue-50 text-blue-700' },
+      { label: 'Ermutigend', colorClasses: 'bg-blue-50 text-blue-700' },
+      { label: 'Sokratisch', colorClasses: 'bg-blue-50 text-blue-700' },
+    ],
+    soulInfo: 'SOUL: tutor-agent.soul.md | Routing: learning_*, help_*, question_*',
+  },
+  {
+    icon: <CheckCircle className="w-6 h-6 text-green-600" />,
+    bgColor: 'bg-green-100',
+    hoverBorder: 'hover:border-green-300',
+    name: 'GraderAgent',
+    description: 'Klausur-Korrektur und Bewertung',
+    tags: [
+      { label: 'Objektiv', colorClasses: 'bg-green-50 text-green-700' },
+      { label: 'Fair', colorClasses: 'bg-green-50 text-green-700' },
+      { label: 'Konstruktiv', colorClasses: 'bg-green-50 text-green-700' },
+    ],
+    soulInfo: 'SOUL: grader-agent.soul.md | Routing: grade_*, evaluate_*, correct_*',
+  },
+  {
+    icon: <Shield className="w-6 h-6 text-amber-600" />,
+    bgColor: 'bg-amber-100',
+    hoverBorder: 'hover:border-amber-300',
+    name: 'QualityJudge',
+    description: 'BQAS Qualitaetspruefung',
+    tags: [
+      { label: 'Kritisch', colorClasses: 'bg-amber-50 text-amber-700' },
+      { label: 'Praezise', colorClasses: 'bg-amber-50 text-amber-700' },
+      { label: 'Schnell', colorClasses: 'bg-amber-50 text-amber-700' },
+    ],
+    soulInfo: 'SOUL: quality-judge.soul.md | Routing: quality_*, review_*, validate_*',
+  },
+  {
+    icon: <AlertTriangle className="w-6 h-6 text-red-600" />,
+    bgColor: 'bg-red-100',
+    hoverBorder: 'hover:border-red-300',
+    name: 'AlertAgent',
+    description: 'Monitoring und Benachrichtigungen',
+    tags: [
+      { label: 'Wachsam', colorClasses: 'bg-red-50 text-red-700' },
+      { label: 'Proaktiv', colorClasses: 'bg-red-50 text-red-700' },
+      { label: 'Priorisierend', colorClasses: 'bg-red-50 text-red-700' },
+    ],
+    soulInfo: 'SOUL: alert-agent.soul.md | Routing: alert_*, monitor_*, notify_*',
+  },
+  {
+    icon: <MessageSquare className="w-6 h-6 text-purple-600" />,
+    bgColor: 'bg-purple-100',
+    hoverBorder: 'hover:border-purple-300',
+    name: 'Orchestrator',
+    description: 'Task-Koordination und Routing',
+    tags: [
+      { label: 'Koordinierend', colorClasses: 'bg-purple-50 text-purple-700' },
+      { label: 'Effizient', colorClasses: 'bg-purple-50 text-purple-700' },
+      { label: 'Zuverlaessig', colorClasses: 'bg-purple-50 text-purple-700' },
+    ],
+    soulInfo: 'SOUL: orchestrator.soul.md | Routing: Fallback fuer alle unbekannten Intents',
+  },
+]
+
+export function AgentTypesSection() {
+  return (
+    <div className="space-y-4">
+      <p className="text-gray-600 mb-4">
+        Jeder Agent hat eine spezialisierte Rolle im System. Die Agents kommunizieren ueber den Message Bus
+        und nutzen das Shared Brain fuer konsistente Entscheidungen.
+      </p>
+
+      <div className="grid gap-4">
+        {AGENTS.map(agent => (
+          <AgentCard key={agent.name} {...agent} />
+        ))}
+      </div>
+    </div>
+  )
+}

admin-lehrer/app/(admin)/ai/agents/architecture/_components/DatabaseSchemaSection.tsx

@@ -0,0 +1,73 @@
+export function DatabaseSchemaSection() {
+  return (
+    <div className="space-y-4">
+      <p className="text-gray-600 mb-4">
+        Das Agent-System nutzt PostgreSQL fuer persistente Daten und Valkey (Redis) fuer Caching und Pub/Sub.
+      </p>
+
+      <div className="space-y-4">
+        {/* agent_sessions */}
+        <div className="bg-white border border-gray-200 rounded-xl p-4">
+          <h4 className="font-semibold text-gray-900 mb-2 font-mono">agent_sessions</h4>
+          <p className="text-sm text-gray-600 mb-3">Speichert Session-Daten mit Checkpoints</p>
+          <div className="bg-gray-50 rounded-lg p-3 font-mono text-xs overflow-x-auto">
+            <pre>{`
+CREATE TABLE agent_sessions (
+    id UUID PRIMARY KEY,
+    agent_type VARCHAR(50) NOT NULL,
+    user_id UUID REFERENCES users(id),
+    state VARCHAR(20) NOT NULL DEFAULT 'active',
+    context JSONB DEFAULT '{}',
+    checkpoints JSONB DEFAULT '[]',
+    created_at TIMESTAMPTZ DEFAULT NOW(),
+    updated_at TIMESTAMPTZ DEFAULT NOW(),
+    last_heartbeat TIMESTAMPTZ DEFAULT NOW()
+);
+            `}</pre>
+          </div>
+        </div>
+
+        {/* agent_memory */}
+        <div className="bg-white border border-gray-200 rounded-xl p-4">
+          <h4 className="font-semibold text-gray-900 mb-2 font-mono">agent_memory</h4>
+          <p className="text-sm text-gray-600 mb-3">Langzeit-Gedaechtnis mit TTL</p>
+          <div className="bg-gray-50 rounded-lg p-3 font-mono text-xs overflow-x-auto">
+            <pre>{`
+CREATE TABLE agent_memory (
+    id UUID PRIMARY KEY,
+    namespace VARCHAR(100) NOT NULL,
+    key VARCHAR(500) NOT NULL,
+    value JSONB NOT NULL,
+    agent_id VARCHAR(50) NOT NULL,
+    access_count INTEGER DEFAULT 0,
+    created_at TIMESTAMPTZ DEFAULT NOW(),
+    expires_at TIMESTAMPTZ,
+    UNIQUE(namespace, key)
+);
+            `}</pre>
+          </div>
+        </div>
+
+        {/* agent_messages */}
+        <div className="bg-white border border-gray-200 rounded-xl p-4">
+          <h4 className="font-semibold text-gray-900 mb-2 font-mono">agent_messages</h4>
+          <p className="text-sm text-gray-600 mb-3">Audit-Trail fuer Inter-Agent Kommunikation</p>
+          <div className="bg-gray-50 rounded-lg p-3 font-mono text-xs overflow-x-auto">
+            <pre>{`
+CREATE TABLE agent_messages (
+    id UUID PRIMARY KEY,
+    sender VARCHAR(50) NOT NULL,
+    receiver VARCHAR(50) NOT NULL,
+    message_type VARCHAR(50) NOT NULL,
+    payload JSONB NOT NULL,
+    priority INTEGER DEFAULT 1,
+    correlation_id UUID,
+    created_at TIMESTAMPTZ DEFAULT NOW()
+);
+            `}</pre>
+          </div>
+        </div>
+      </div>
+    </div>
+  )
+}

admin-lehrer/app/(admin)/ai/agents/architecture/_components/MessageBusSection.tsx

@@ -0,0 +1,75 @@
+export function MessageBusSection() {
+  return (
+    <div className="space-y-4">
+      <p className="text-gray-600 mb-4">
+        Der Message Bus ermoeglicht die asynchrone Kommunikation zwischen Agents via Redis Pub/Sub.
+        Er unterstuetzt Prioritaeten, Request-Response-Pattern und Broadcast-Nachrichten.
+      </p>
+
+      <div className="bg-gray-50 rounded-xl p-6 font-mono text-sm">
+        <div className="text-gray-500 mb-2"># Nachrichtenfluss</div>
+        <pre className="text-gray-700">{`
+┌──────────────┐                    ┌──────────────┐
+│   Sender     │                    │   Receiver   │
+│   (Agent)    │                    │   (Agent)    │
+└──────┬───────┘                    └──────▲───────┘
+       │                                   │
+       │ publish(AgentMessage)             │ handle(message)
+       │                                   │
+       ▼                                   │
+┌────────────────────────────────────────────────────────┐
+│                     Message Bus                         │
+│  ┌─────────────┐  ┌─────────────┐  ┌─────────────┐    │
+│  │ Priority Q  │  │   Routing   │  │   Logging   │    │
+│  │ HIGH/NORMAL │  │   Rules     │  │   Audit     │    │
+│  └─────────────┘  └─────────────┘  └─────────────┘    │
+│                                                         │
+│                 Redis Pub/Sub                          │
+└────────────────────────────────────────────────────────┘
+        `}</pre>
+      </div>
+
+      <div className="mt-6">
+        <h4 className="font-semibold text-gray-900 mb-3">Nachrichtentypen</h4>
+        <div className="overflow-x-auto">
+          <table className="min-w-full border border-gray-200 rounded-lg">
+            <thead className="bg-gray-50">
+              <tr>
+                <th className="px-4 py-2 text-left text-sm font-medium text-gray-900">Typ</th>
+                <th className="px-4 py-2 text-left text-sm font-medium text-gray-900">Prioritaet</th>
+                <th className="px-4 py-2 text-left text-sm font-medium text-gray-900">Beschreibung</th>
+              </tr>
+            </thead>
+            <tbody className="divide-y divide-gray-200">
+              <tr>
+                <td className="px-4 py-2 text-sm font-mono text-gray-700">task_request</td>
+                <td className="px-4 py-2"><span className="px-2 py-1 bg-yellow-100 text-yellow-700 text-xs rounded">NORMAL</span></td>
+                <td className="px-4 py-2 text-sm text-gray-600">Neue Aufgabe an Agent senden</td>
+              </tr>
+              <tr>
+                <td className="px-4 py-2 text-sm font-mono text-gray-700">task_response</td>
+                <td className="px-4 py-2"><span className="px-2 py-1 bg-yellow-100 text-yellow-700 text-xs rounded">NORMAL</span></td>
+                <td className="px-4 py-2 text-sm text-gray-600">Antwort auf task_request</td>
+              </tr>
+              <tr>
+                <td className="px-4 py-2 text-sm font-mono text-gray-700">escalation</td>
+                <td className="px-4 py-2"><span className="px-2 py-1 bg-orange-100 text-orange-700 text-xs rounded">HIGH</span></td>
+                <td className="px-4 py-2 text-sm text-gray-600">Eskalation an anderen Agent</td>
+              </tr>
+              <tr>
+                <td className="px-4 py-2 text-sm font-mono text-gray-700">alert</td>
+                <td className="px-4 py-2"><span className="px-2 py-1 bg-red-100 text-red-700 text-xs rounded">CRITICAL</span></td>
+                <td className="px-4 py-2 text-sm text-gray-600">Kritische Benachrichtigung</td>
+              </tr>
+              <tr>
+                <td className="px-4 py-2 text-sm font-mono text-gray-700">heartbeat</td>
+                <td className="px-4 py-2"><span className="px-2 py-1 bg-gray-100 text-gray-700 text-xs rounded">LOW</span></td>
+                <td className="px-4 py-2 text-sm text-gray-600">Liveness-Signal</td>
+              </tr>
+            </tbody>
+          </table>
+        </div>
+      </div>
+    </div>
+  )
+}

admin-lehrer/app/(admin)/ai/agents/architecture/_components/OverviewSection.tsx

@@ -0,0 +1,71 @@
+import { Server, Brain, GitBranch } from 'lucide-react'
+
+export function OverviewSection() {
+  return (
+    <div className="space-y-6">
+      <p className="text-gray-600">
+        Das Breakpilot Multi-Agent-System basiert auf dem Mission Control Konzept. Es ermoeglicht
+        die Koordination mehrerer spezialisierter KI-Agents, die gemeinsam komplexe Aufgaben loesen.
+      </p>
+
+      {/* Architecture Diagram */}
+      <div className="bg-gray-50 rounded-xl p-6 font-mono text-sm overflow-x-auto">
+        <pre className="text-gray-700">{`
+┌─────────────────────────────────────────────────────────────────┐
+│                     Breakpilot Services                          │
+│  ┌─────────────┐  ┌─────────────┐  ┌─────────────────────────┐  │
+│  │Voice Service│  │Klausur Svc  │  │  Admin-v2 / AlertAgent  │  │
+│  └──────┬──────┘  └──────┬──────┘  └───────────┬─────────────┘  │
+│         │                │                      │                │
+│         └────────────────┼──────────────────────┘                │
+│                          │                                       │
+│  ┌───────────────────────▼───────────────────────────────────┐  │
+│  │                    Agent Core                              │  │
+│  │  ┌─────────────┐  ┌─────────────┐  ┌───────────────────┐  │  │
+│  │  │   Sessions  │  │Shared Brain │  │   Orchestrator    │  │  │
+│  │  │ - Manager   │  │ - Memory    │  │ - Message Bus     │  │  │
+│  │  │ - Heartbeat │  │ - Context   │  │ - Supervisor      │  │  │
+│  │  │ - Checkpoint│  │ - Knowledge │  │ - Task Router     │  │  │
+│  │  └─────────────┘  └─────────────┘  └───────────────────┘  │  │
+│  └───────────────────────────────────────────────────────────┘  │
+│                          │                                       │
+│  ┌───────────────────────▼───────────────────────────────────┐  │
+│  │                   Infrastructure                           │  │
+│  │     Valkey (Redis)          PostgreSQL          Qdrant     │  │
+│  └───────────────────────────────────────────────────────────┘  │
+└─────────────────────────────────────────────────────────────────┘
+        `}</pre>
+      </div>
+
+      <div className="grid grid-cols-1 md:grid-cols-3 gap-4">
+        <div className="bg-blue-50 border border-blue-200 rounded-xl p-4">
+          <div className="flex items-center gap-2 mb-2">
+            <Server className="w-5 h-5 text-blue-600" />
+            <span className="font-semibold text-blue-900">Session Management</span>
+          </div>
+          <p className="text-sm text-blue-700">
+            Verwaltet Agent-Lifecycles mit State Machine, Checkpoints und automatischer Recovery.
+          </p>
+        </div>
+        <div className="bg-purple-50 border border-purple-200 rounded-xl p-4">
+          <div className="flex items-center gap-2 mb-2">
+            <Brain className="w-5 h-5 text-purple-600" />
+            <span className="font-semibold text-purple-900">Shared Brain</span>
+          </div>
+          <p className="text-sm text-purple-700">
+            Gemeinsames Gedaechtnis fuer alle Agents mit TTL, Context-Verwaltung und Knowledge Graph.
+          </p>
+        </div>
+        <div className="bg-green-50 border border-green-200 rounded-xl p-4">
+          <div className="flex items-center gap-2 mb-2">
+            <GitBranch className="w-5 h-5 text-green-600" />
+            <span className="font-semibold text-green-900">Orchestrator</span>
+          </div>
+          <p className="text-sm text-green-700">
+            Message Bus, Supervisor und Task Router fuer die Agent-Koordination.
+          </p>
+        </div>
+      </div>
+    </div>
+  )
+}

admin-lehrer/app/(admin)/ai/agents/architecture/_components/SessionLifecycleSection.tsx

@@ -0,0 +1,56 @@
+export function SessionLifecycleSection() {
+  return (
+    <div className="space-y-4">
+      <p className="text-gray-600 mb-4">
+        Sessions verwalten den Zustand von Agent-Interaktionen. Jede Session hat einen definierten
+        Lebenszyklus mit Checkpoints fuer Recovery.
+      </p>
+
+      <div className="bg-gray-50 rounded-xl p-6 font-mono text-sm">
+        <div className="text-gray-500 mb-2"># Session State Machine</div>
+        <pre className="text-gray-700">{`
+                    ┌─────────────────────────────────────┐
+                    │                                     │
+                    ▼                                     │
+┌──────────┐    ┌──────────┐    ┌──────────┐    ┌──────────┐
+│  ACTIVE  │───▶│  PAUSED  │───▶│ COMPLETED│    │  FAILED  │
+└──────────┘    └──────────┘    └──────────┘    └──────────┘
+     │               │                               ▲
+     │               │                               │
+     └───────────────┴───────────────────────────────┘
+                          (bei Fehler)
+
+States:
+- ACTIVE: Session laeuft, Agent verarbeitet Tasks
+- PAUSED: Session pausiert, wartet auf Eingabe
+- COMPLETED: Session erfolgreich beendet
+- FAILED: Session mit Fehler beendet
+        `}</pre>
+      </div>
+
+      <div className="mt-6">
+        <h4 className="font-semibold text-gray-900 mb-3">Heartbeat Monitoring</h4>
+        <div className="bg-white border border-gray-200 rounded-xl p-5">
+          <div className="grid grid-cols-3 gap-4 text-center">
+            <div>
+              <div className="text-2xl font-bold text-gray-900">30s</div>
+              <div className="text-sm text-gray-500">Timeout</div>
+            </div>
+            <div>
+              <div className="text-2xl font-bold text-gray-900">5s</div>
+              <div className="text-sm text-gray-500">Check Interval</div>
+            </div>
+            <div>
+              <div className="text-2xl font-bold text-gray-900">3</div>
+              <div className="text-sm text-gray-500">Max Missed Beats</div>
+            </div>
+          </div>
+          <p className="text-sm text-gray-600 mt-4 text-center">
+            Nach 3 verpassten Heartbeats wird der Agent als ausgefallen markiert und die
+            Restart-Policy greift (max. 3 Versuche).
+          </p>
+        </div>
+      </div>
+    </div>
+  )
+}

admin-lehrer/app/(admin)/ai/agents/architecture/_components/SharedBrainSection.tsx

@@ -0,0 +1,83 @@
+import { Database, Activity, GitBranch } from 'lucide-react'
+
+export function SharedBrainSection() {
+  return (
+    <div className="space-y-4">
+      <p className="text-gray-600 mb-4">
+        Das Shared Brain speichert Wissen und Kontext, auf den alle Agents zugreifen koennen.
+        Es besteht aus drei Komponenten: Memory Store, Context Manager und Knowledge Graph.
+      </p>
+
+      <div className="grid grid-cols-1 md:grid-cols-3 gap-4">
+        <div className="bg-white border border-gray-200 rounded-xl p-5">
+          <div className="flex items-center gap-2 mb-3">
+            <Database className="w-5 h-5 text-blue-600" />
+            <h4 className="font-semibold text-gray-900">Memory Store</h4>
+          </div>
+          <p className="text-sm text-gray-600 mb-3">
+            Langzeit-Gedaechtnis fuer Fakten, Entscheidungen und Lernfortschritte.
+          </p>
+          <ul className="text-xs text-gray-500 space-y-1">
+            <li>- TTL-basierte Expiration (30 Tage default)</li>
+            <li>- Access-Tracking (Haeufigkeit)</li>
+            <li>- Pattern-basierte Suche</li>
+            <li>- Hybrid: Redis + PostgreSQL</li>
+          </ul>
+        </div>
+
+        <div className="bg-white border border-gray-200 rounded-xl p-5">
+          <div className="flex items-center gap-2 mb-3">
+            <Activity className="w-5 h-5 text-purple-600" />
+            <h4 className="font-semibold text-gray-900">Context Manager</h4>
+          </div>
+          <p className="text-sm text-gray-600 mb-3">
+            Verwaltet Konversationskontext mit automatischer Komprimierung.
+          </p>
+          <ul className="text-xs text-gray-500 space-y-1">
+            <li>- Max 50 Messages pro Context</li>
+            <li>- Automatische Zusammenfassung</li>
+            <li>- System-Messages bleiben erhalten</li>
+            <li>- Entity-Extraktion</li>
+          </ul>
+        </div>
+
+        <div className="bg-white border border-gray-200 rounded-xl p-5">
+          <div className="flex items-center gap-2 mb-3">
+            <GitBranch className="w-5 h-5 text-green-600" />
+            <h4 className="font-semibold text-gray-900">Knowledge Graph</h4>
+          </div>
+          <p className="text-sm text-gray-600 mb-3">
+            Graph-basierte Darstellung von Entitaeten und ihren Beziehungen.
+          </p>
+          <ul className="text-xs text-gray-500 space-y-1">
+            <li>- Entitaeten: Student, Lehrer, Fach</li>
+            <li>- Beziehungen: lernt, unterrichtet</li>
+            <li>- BFS-basierte Pfadsuche</li>
+            <li>- Verwandte Entitaeten finden</li>
+          </ul>
+        </div>
+      </div>
+
+      <div className="bg-gray-50 rounded-xl p-6 font-mono text-sm mt-6">
+        <div className="text-gray-500 mb-2"># Memory Store Beispiel</div>
+        <pre className="text-gray-700">{`
+# Speichern
+await store.remember(
+    key="student:123:progress",
+    value={"level": 5, "score": 85, "topic": "algebra"},
+    agent_id="tutor-agent",
+    ttl_days=30
+)
+
+# Abrufen
+progress = await store.recall("student:123:progress")
+# → {"level": 5, "score": 85, "topic": "algebra"}
+
+# Suchen
+all_progress = await store.search("student:123:*")
+# → [Memory(...), Memory(...), ...]
+        `}</pre>
+      </div>
+    </div>
+  )
+}

admin-lehrer/app/(admin)/ai/agents/architecture/_components/SoulFilesSection.tsx

@@ -0,0 +1,68 @@
+export function SoulFilesSection() {
+  return (
+    <div className="space-y-4">
+      <p className="text-gray-600 mb-4">
+        SOUL-Dateien (Semantic Outline for Unified Learning) definieren die Persoenlichkeit und
+        Verhaltensregeln jedes Agents. Sie bestimmen, wie ein Agent kommuniziert, entscheidet und eskaliert.
+      </p>
+
+      <div className="bg-gray-900 rounded-xl p-6 text-gray-100 font-mono text-sm overflow-x-auto">
+        <div className="text-gray-400 mb-4"># Beispiel: tutor-agent.soul.md</div>
+        <pre className="text-green-400">{`
+# TutorAgent SOUL
+
+## Identitaet
+Du bist ein geduldiger, ermutigender Lernbegleiter fuer Schueler.
+Dein Ziel ist es, Verstaendnis zu foerdern, nicht Antworten vorzugeben.
+
+## Kommunikationsstil
+- Verwende einfache, klare Sprache
+- Stelle Rueckfragen, um Verstaendnis zu pruefen
+- Gib Hinweise statt direkter Loesungen
+- Feiere kleine Erfolge
+
+## Fachgebiete
+- Mathematik (Grundschule bis Abitur)
+- Naturwissenschaften (Physik, Chemie, Biologie)
+- Sprachen (Deutsch, Englisch)
+
+## Einschraenkungen
+- Gib NIEMALS vollstaendige Loesungen fuer Hausaufgaben
+- Verweise bei komplexen Themen auf Lehrkraefte
+- Erkenne Frustration und biete Pausen an
+
+## Eskalation
+- Bei wiederholtem Unverstaendnis: Schlage alternatives Erklaerformat vor
+- Bei emotionaler Belastung: Empfehle Gespraech mit Vertrauensperson
+- Bei technischen Problemen: Eskaliere an Support
+        `}</pre>
+      </div>
+
+      <div className="mt-6">
+        <h4 className="font-semibold text-gray-900 mb-3">SOUL-Struktur</h4>
+        <div className="grid grid-cols-1 md:grid-cols-2 gap-4">
+          <div className="bg-white border border-gray-200 rounded-lg p-4">
+            <h5 className="font-medium text-gray-900 mb-2">Identitaet</h5>
+            <p className="text-sm text-gray-600">Wer ist der Agent? Welche Rolle nimmt er ein?</p>
+          </div>
+          <div className="bg-white border border-gray-200 rounded-lg p-4">
+            <h5 className="font-medium text-gray-900 mb-2">Kommunikationsstil</h5>
+            <p className="text-sm text-gray-600">Wie kommuniziert der Agent mit Benutzern?</p>
+          </div>
+          <div className="bg-white border border-gray-200 rounded-lg p-4">
+            <h5 className="font-medium text-gray-900 mb-2">Fachgebiete</h5>
+            <p className="text-sm text-gray-600">In welchen Bereichen ist der Agent kompetent?</p>
+          </div>
+          <div className="bg-white border border-gray-200 rounded-lg p-4">
+            <h5 className="font-medium text-gray-900 mb-2">Einschraenkungen</h5>
+            <p className="text-sm text-gray-600">Was darf der Agent NICHT tun?</p>
+          </div>
+          <div className="bg-white border border-gray-200 rounded-lg p-4 md:col-span-2">
+            <h5 className="font-medium text-gray-900 mb-2">Eskalation</h5>
+            <p className="text-sm text-gray-600">Wann und wie eskaliert der Agent an andere Agents oder Menschen?</p>
+          </div>
+        </div>
+      </div>
+    </div>
+  )
+}

admin-lehrer/app/(admin)/ai/agents/architecture/_components/TaskRoutingSection.tsx

@@ -0,0 +1,82 @@
+export function TaskRoutingSection() {
+  return (
+    <div className="space-y-4">
+      <p className="text-gray-600 mb-4">
+        Der Task Router entscheidet, welcher Agent eine Anfrage bearbeitet. Er verwendet
+        Intent-basierte Regeln mit Prioritaeten und Fallback-Ketten.
+      </p>
+
+      <div className="overflow-x-auto">
+        <table className="min-w-full border border-gray-200 rounded-lg">
+          <thead className="bg-gray-50">
+            <tr>
+              <th className="px-4 py-2 text-left text-sm font-medium text-gray-900">Intent-Pattern</th>
+              <th className="px-4 py-2 text-left text-sm font-medium text-gray-900">Ziel-Agent</th>
+              <th className="px-4 py-2 text-left text-sm font-medium text-gray-900">Prioritaet</th>
+              <th className="px-4 py-2 text-left text-sm font-medium text-gray-900">Fallback</th>
+            </tr>
+          </thead>
+          <tbody className="divide-y divide-gray-200">
+            <tr>
+              <td className="px-4 py-2 text-sm font-mono text-blue-700">learning_*</td>
+              <td className="px-4 py-2 text-sm text-gray-700">TutorAgent</td>
+              <td className="px-4 py-2 text-sm text-gray-700">10</td>
+              <td className="px-4 py-2 text-sm text-gray-500">Orchestrator</td>
+            </tr>
+            <tr>
+              <td className="px-4 py-2 text-sm font-mono text-blue-700">help_*, question_*</td>
+              <td className="px-4 py-2 text-sm text-gray-700">TutorAgent</td>
+              <td className="px-4 py-2 text-sm text-gray-700">8</td>
+              <td className="px-4 py-2 text-sm text-gray-500">Orchestrator</td>
+            </tr>
+            <tr>
+              <td className="px-4 py-2 text-sm font-mono text-green-700">grade_*, evaluate_*</td>
+              <td className="px-4 py-2 text-sm text-gray-700">GraderAgent</td>
+              <td className="px-4 py-2 text-sm text-gray-700">10</td>
+              <td className="px-4 py-2 text-sm text-gray-500">Orchestrator</td>
+            </tr>
+            <tr>
+              <td className="px-4 py-2 text-sm font-mono text-amber-700">quality_*, review_*</td>
+              <td className="px-4 py-2 text-sm text-gray-700">QualityJudge</td>
+              <td className="px-4 py-2 text-sm text-gray-700">10</td>
+              <td className="px-4 py-2 text-sm text-gray-500">GraderAgent</td>
+            </tr>
+            <tr>
+              <td className="px-4 py-2 text-sm font-mono text-red-700">alert_*, monitor_*</td>
+              <td className="px-4 py-2 text-sm text-gray-700">AlertAgent</td>
+              <td className="px-4 py-2 text-sm text-gray-700">10</td>
+              <td className="px-4 py-2 text-sm text-gray-500">Orchestrator</td>
+            </tr>
+            <tr className="bg-gray-50">
+              <td className="px-4 py-2 text-sm font-mono text-gray-500">* (alle anderen)</td>
+              <td className="px-4 py-2 text-sm text-gray-700">Orchestrator</td>
+              <td className="px-4 py-2 text-sm text-gray-700">0</td>
+              <td className="px-4 py-2 text-sm text-gray-500">-</td>
+            </tr>
+          </tbody>
+        </table>
+      </div>
+
+      <div className="mt-6 grid grid-cols-1 md:grid-cols-2 gap-4">
+        <div className="bg-white border border-gray-200 rounded-xl p-4">
+          <h4 className="font-semibold text-gray-900 mb-2">Routing-Strategien</h4>
+          <ul className="text-sm text-gray-600 space-y-2">
+            <li><span className="font-mono text-blue-600">ROUND_ROBIN</span> - Gleichmaessige Verteilung</li>
+            <li><span className="font-mono text-blue-600">LEAST_LOADED</span> - Agent mit wenigsten Tasks</li>
+            <li><span className="font-mono text-blue-600">PRIORITY</span> - Hoechste Prioritaet zuerst</li>
+            <li><span className="font-mono text-blue-600">RANDOM</span> - Zufaellige Auswahl</li>
+          </ul>
+        </div>
+        <div className="bg-white border border-gray-200 rounded-xl p-4">
+          <h4 className="font-semibold text-gray-900 mb-2">Fallback-Verhalten</h4>
+          <ul className="text-sm text-gray-600 space-y-2">
+            <li>1. Versuche Ziel-Agent zu erreichen</li>
+            <li>2. Bei Timeout: Fallback-Agent nutzen</li>
+            <li>3. Bei Fehler: Orchestrator uebernimmt</li>
+            <li>4. Bei kritischen Fehlern: Alert an Admin</li>
+          </ul>
+        </div>
+      </div>
+    </div>
+  )
+}

admin-lehrer/app/(admin)/ai/agents/architecture/_components/index.ts

@@ -0,0 +1,9 @@
+export { OverviewSection } from './OverviewSection'
+export { AgentTypesSection } from './AgentTypesSection'
+export { SoulFilesSection } from './SoulFilesSection'
+export { MessageBusSection } from './MessageBusSection'
+export { SharedBrainSection } from './SharedBrainSection'
+export { TaskRoutingSection } from './TaskRoutingSection'
+export { SessionLifecycleSection } from './SessionLifecycleSection'
+export { DatabaseSchemaSection } from './DatabaseSchemaSection'
+export type { Section } from './types'

admin-lehrer/app/(admin)/ai/agents/architecture/_components/types.ts

@@ -0,0 +1,6 @@
+export interface Section {
+  id: string
+  title: string
+  icon: React.ReactNode
+  content: React.ReactNode
+}

admin-lehrer/app/(admin)/ai/agents/architecture/page.tsx

@@ -2,17 +2,78 @@
 
 import { useState } from 'react'
 import Link from 'next/link'
-import { ArrowLeft, Cpu, Brain, MessageSquare, Database, Activity, Shield, ChevronDown, ChevronRight, GitBranch, Layers, Server, FileText, AlertTriangle, CheckCircle, Zap, RefreshCw } from 'lucide-react'
+import {
+  ArrowLeft, Cpu, Brain, MessageSquare, Database,
+  Activity, ChevronDown, ChevronRight, GitBranch,
+  Layers, FileText, Zap, RefreshCw,
+} from 'lucide-react'
+import {
+  OverviewSection,
+  AgentTypesSection,
+  SoulFilesSection,
+  MessageBusSection,
+  SharedBrainSection,
+  TaskRoutingSection,
+  SessionLifecycleSection,
+  DatabaseSchemaSection,
+} from './_components'
+import type { Section } from './_components'
 
-interface Section {
-  id: string
-  title: string
-  icon: React.ReactNode
-  content: React.ReactNode
-}
+const SECTIONS: Section[] = [
+  {
+    id: 'overview',
+    title: 'System-Uebersicht',
+    icon: <Layers className="w-5 h-5" />,
+    content: <OverviewSection />,
+  },
+  {
+    id: 'agents',
+    title: 'Agent-Typen',
+    icon: <Cpu className="w-5 h-5" />,
+    content: <AgentTypesSection />,
+  },
+  {
+    id: 'soul-files',
+    title: 'SOUL-Files (Persoenlichkeiten)',
+    icon: <FileText className="w-5 h-5" />,
+    content: <SoulFilesSection />,
+  },
+  {
+    id: 'message-bus',
+    title: 'Message Bus & Kommunikation',
+    icon: <MessageSquare className="w-5 h-5" />,
+    content: <MessageBusSection />,
+  },
+  {
+    id: 'shared-brain',
+    title: 'Shared Brain (Gedaechtnis)',
+    icon: <Brain className="w-5 h-5" />,
+    content: <SharedBrainSection />,
+  },
+  {
+    id: 'task-routing',
+    title: 'Task Routing',
+    icon: <Zap className="w-5 h-5" />,
+    content: <TaskRoutingSection />,
+  },
+  {
+    id: 'session-lifecycle',
+    title: 'Session Lifecycle',
+    icon: <RefreshCw className="w-5 h-5" />,
+    content: <SessionLifecycleSection />,
+  },
+  {
+    id: 'database',
+    title: 'Datenbank-Schema',
+    icon: <Database className="w-5 h-5" />,
+    content: <DatabaseSchemaSection />,
+  },
+]
 
 export default function ArchitecturePage() {
-  const [expandedSections, setExpandedSections] = useState<string[]>(['overview', 'agents', 'soul-files'])
+  const [expandedSections, setExpandedSections] = useState<string[]>([
+    'overview', 'agents', 'soul-files',
+  ])
 
   const toggleSection = (id: string) => {
     setExpandedSections(prev =>
@@ -22,654 +83,6 @@ export default function ArchitecturePage() {
     )
   }
 
-  const sections: Section[] = [
-    {
-      id: 'overview',
-      title: 'System-Uebersicht',
-      icon: <Layers className="w-5 h-5" />,
-      content: (
-        <div className="space-y-6">
-          <p className="text-gray-600">
-            Das Breakpilot Multi-Agent-System basiert auf dem Mission Control Konzept. Es ermoeglicht
-            die Koordination mehrerer spezialisierter KI-Agents, die gemeinsam komplexe Aufgaben loesen.
-          </p>
-
-          {/* Architecture Diagram */}
-          <div className="bg-gray-50 rounded-xl p-6 font-mono text-sm overflow-x-auto">
-            <pre className="text-gray-700">{`
-┌─────────────────────────────────────────────────────────────────┐
-│                     Breakpilot Services                          │
-│  ┌─────────────┐  ┌─────────────┐  ┌─────────────────────────┐  │
-│  │Voice Service│  │Klausur Svc  │  │  Admin-v2 / AlertAgent  │  │
-│  └──────┬──────┘  └──────┬──────┘  └───────────┬─────────────┘  │
-│         │                │                      │                │
-│         └────────────────┼──────────────────────┘                │
-│                          │                                       │
-│  ┌───────────────────────▼───────────────────────────────────┐  │
-│  │                    Agent Core                              │  │
-│  │  ┌─────────────┐  ┌─────────────┐  ┌───────────────────┐  │  │
-│  │  │   Sessions  │  │Shared Brain │  │   Orchestrator    │  │  │
-│  │  │ - Manager   │  │ - Memory    │  │ - Message Bus     │  │  │
-│  │  │ - Heartbeat │  │ - Context   │  │ - Supervisor      │  │  │
-│  │  │ - Checkpoint│  │ - Knowledge │  │ - Task Router     │  │  │
-│  │  └─────────────┘  └─────────────┘  └───────────────────┘  │  │
-│  └───────────────────────────────────────────────────────────┘  │
-│                          │                                       │
-│  ┌───────────────────────▼───────────────────────────────────┐  │
-│  │                   Infrastructure                           │  │
-│  │     Valkey (Redis)          PostgreSQL          Qdrant     │  │
-│  └───────────────────────────────────────────────────────────┘  │
-└─────────────────────────────────────────────────────────────────┘
-            `}</pre>
-          </div>
-
-          <div className="grid grid-cols-1 md:grid-cols-3 gap-4">
-            <div className="bg-blue-50 border border-blue-200 rounded-xl p-4">
-              <div className="flex items-center gap-2 mb-2">
-                <Server className="w-5 h-5 text-blue-600" />
-                <span className="font-semibold text-blue-900">Session Management</span>
-              </div>
-              <p className="text-sm text-blue-700">
-                Verwaltet Agent-Lifecycles mit State Machine, Checkpoints und automatischer Recovery.
-              </p>
-            </div>
-            <div className="bg-purple-50 border border-purple-200 rounded-xl p-4">
-              <div className="flex items-center gap-2 mb-2">
-                <Brain className="w-5 h-5 text-purple-600" />
-                <span className="font-semibold text-purple-900">Shared Brain</span>
-              </div>
-              <p className="text-sm text-purple-700">
-                Gemeinsames Gedaechtnis fuer alle Agents mit TTL, Context-Verwaltung und Knowledge Graph.
-              </p>
-            </div>
-            <div className="bg-green-50 border border-green-200 rounded-xl p-4">
-              <div className="flex items-center gap-2 mb-2">
-                <GitBranch className="w-5 h-5 text-green-600" />
-                <span className="font-semibold text-green-900">Orchestrator</span>
-              </div>
-              <p className="text-sm text-green-700">
-                Message Bus, Supervisor und Task Router fuer die Agent-Koordination.
-              </p>
-            </div>
-          </div>
-        </div>
-      )
-    },
-    {
-      id: 'agents',
-      title: 'Agent-Typen',
-      icon: <Cpu className="w-5 h-5" />,
-      content: (
-        <div className="space-y-4">
-          <p className="text-gray-600 mb-4">
-            Jeder Agent hat eine spezialisierte Rolle im System. Die Agents kommunizieren ueber den Message Bus
-            und nutzen das Shared Brain fuer konsistente Entscheidungen.
-          </p>
-
-          <div className="grid gap-4">
-            {/* TutorAgent */}
-            <div className="border border-gray-200 rounded-xl p-4 hover:border-blue-300 transition-colors">
-              <div className="flex items-start gap-4">
-                <div className="p-3 bg-blue-100 rounded-lg">
-                  <Brain className="w-6 h-6 text-blue-600" />
-                </div>
-                <div className="flex-1">
-                  <h4 className="font-semibold text-gray-900">TutorAgent</h4>
-                  <p className="text-sm text-gray-600 mb-2">Lernbegleitung und Fragen beantworten</p>
-                  <div className="flex flex-wrap gap-2">
-                    <span className="px-2 py-1 bg-blue-50 text-blue-700 text-xs rounded-full">Geduldig</span>
-                    <span className="px-2 py-1 bg-blue-50 text-blue-700 text-xs rounded-full">Ermutigend</span>
-                    <span className="px-2 py-1 bg-blue-50 text-blue-700 text-xs rounded-full">Sokratisch</span>
-                  </div>
-                  <div className="mt-2 text-xs text-gray-500">
-                    SOUL: tutor-agent.soul.md | Routing: learning_*, help_*, question_*
-                  </div>
-                </div>
-              </div>
-            </div>
-
-            {/* GraderAgent */}
-            <div className="border border-gray-200 rounded-xl p-4 hover:border-green-300 transition-colors">
-              <div className="flex items-start gap-4">
-                <div className="p-3 bg-green-100 rounded-lg">
-                  <CheckCircle className="w-6 h-6 text-green-600" />
-                </div>
-                <div className="flex-1">
-                  <h4 className="font-semibold text-gray-900">GraderAgent</h4>
-                  <p className="text-sm text-gray-600 mb-2">Klausur-Korrektur und Bewertung</p>
-                  <div className="flex flex-wrap gap-2">
-                    <span className="px-2 py-1 bg-green-50 text-green-700 text-xs rounded-full">Objektiv</span>
-                    <span className="px-2 py-1 bg-green-50 text-green-700 text-xs rounded-full">Fair</span>
-                    <span className="px-2 py-1 bg-green-50 text-green-700 text-xs rounded-full">Konstruktiv</span>
-                  </div>
-                  <div className="mt-2 text-xs text-gray-500">
-                    SOUL: grader-agent.soul.md | Routing: grade_*, evaluate_*, correct_*
-                  </div>
-                </div>
-              </div>
-            </div>
-
-            {/* QualityJudge */}
-            <div className="border border-gray-200 rounded-xl p-4 hover:border-amber-300 transition-colors">
-              <div className="flex items-start gap-4">
-                <div className="p-3 bg-amber-100 rounded-lg">
-                  <Shield className="w-6 h-6 text-amber-600" />
-                </div>
-                <div className="flex-1">
-                  <h4 className="font-semibold text-gray-900">QualityJudge</h4>
-                  <p className="text-sm text-gray-600 mb-2">BQAS Qualitaetspruefung</p>
-                  <div className="flex flex-wrap gap-2">
-                    <span className="px-2 py-1 bg-amber-50 text-amber-700 text-xs rounded-full">Kritisch</span>
-                    <span className="px-2 py-1 bg-amber-50 text-amber-700 text-xs rounded-full">Praezise</span>
-                    <span className="px-2 py-1 bg-amber-50 text-amber-700 text-xs rounded-full">Schnell</span>
-                  </div>
-                  <div className="mt-2 text-xs text-gray-500">
-                    SOUL: quality-judge.soul.md | Routing: quality_*, review_*, validate_*
-                  </div>
-                </div>
-              </div>
-            </div>
-
-            {/* AlertAgent */}
-            <div className="border border-gray-200 rounded-xl p-4 hover:border-red-300 transition-colors">
-              <div className="flex items-start gap-4">
-                <div className="p-3 bg-red-100 rounded-lg">
-                  <AlertTriangle className="w-6 h-6 text-red-600" />
-                </div>
-                <div className="flex-1">
-                  <h4 className="font-semibold text-gray-900">AlertAgent</h4>
-                  <p className="text-sm text-gray-600 mb-2">Monitoring und Benachrichtigungen</p>
-                  <div className="flex flex-wrap gap-2">
-                    <span className="px-2 py-1 bg-red-50 text-red-700 text-xs rounded-full">Wachsam</span>
-                    <span className="px-2 py-1 bg-red-50 text-red-700 text-xs rounded-full">Proaktiv</span>
-                    <span className="px-2 py-1 bg-red-50 text-red-700 text-xs rounded-full">Priorisierend</span>
-                  </div>
-                  <div className="mt-2 text-xs text-gray-500">
-                    SOUL: alert-agent.soul.md | Routing: alert_*, monitor_*, notify_*
-                  </div>
-                </div>
-              </div>
-            </div>
-
-            {/* Orchestrator */}
-            <div className="border border-gray-200 rounded-xl p-4 hover:border-purple-300 transition-colors">
-              <div className="flex items-start gap-4">
-                <div className="p-3 bg-purple-100 rounded-lg">
-                  <MessageSquare className="w-6 h-6 text-purple-600" />
-                </div>
-                <div className="flex-1">
-                  <h4 className="font-semibold text-gray-900">Orchestrator</h4>
-                  <p className="text-sm text-gray-600 mb-2">Task-Koordination und Routing</p>
-                  <div className="flex flex-wrap gap-2">
-                    <span className="px-2 py-1 bg-purple-50 text-purple-700 text-xs rounded-full">Koordinierend</span>
-                    <span className="px-2 py-1 bg-purple-50 text-purple-700 text-xs rounded-full">Effizient</span>
-                    <span className="px-2 py-1 bg-purple-50 text-purple-700 text-xs rounded-full">Zuverlaessig</span>
-                  </div>
-                  <div className="mt-2 text-xs text-gray-500">
-                    SOUL: orchestrator.soul.md | Routing: Fallback fuer alle unbekannten Intents
-                  </div>
-                </div>
-              </div>
-            </div>
-          </div>
-        </div>
-      )
-    },
-    {
-      id: 'soul-files',
-      title: 'SOUL-Files (Persoenlichkeiten)',
-      icon: <FileText className="w-5 h-5" />,
-      content: (
-        <div className="space-y-4">
-          <p className="text-gray-600 mb-4">
-            SOUL-Dateien (Semantic Outline for Unified Learning) definieren die Persoenlichkeit und
-            Verhaltensregeln jedes Agents. Sie bestimmen, wie ein Agent kommuniziert, entscheidet und eskaliert.
-          </p>
-
-          <div className="bg-gray-900 rounded-xl p-6 text-gray-100 font-mono text-sm overflow-x-auto">
-            <div className="text-gray-400 mb-4"># Beispiel: tutor-agent.soul.md</div>
-            <pre className="text-green-400">{`
-# TutorAgent SOUL
-
-## Identitaet
-Du bist ein geduldiger, ermutigender Lernbegleiter fuer Schueler.
-Dein Ziel ist es, Verstaendnis zu foerdern, nicht Antworten vorzugeben.
-
-## Kommunikationsstil
-- Verwende einfache, klare Sprache
-- Stelle Rueckfragen, um Verstaendnis zu pruefen
-- Gib Hinweise statt direkter Loesungen
-- Feiere kleine Erfolge
-
-## Fachgebiete
-- Mathematik (Grundschule bis Abitur)
-- Naturwissenschaften (Physik, Chemie, Biologie)
-- Sprachen (Deutsch, Englisch)
-
-## Einschraenkungen
-- Gib NIEMALS vollstaendige Loesungen fuer Hausaufgaben
-- Verweise bei komplexen Themen auf Lehrkraefte
-- Erkenne Frustration und biete Pausen an
-
-## Eskalation
-- Bei wiederholtem Unverstaendnis: Schlage alternatives Erklaerformat vor
-- Bei emotionaler Belastung: Empfehle Gespraech mit Vertrauensperson
-- Bei technischen Problemen: Eskaliere an Support
-            `}</pre>
-          </div>
-
-          <div className="mt-6">
-            <h4 className="font-semibold text-gray-900 mb-3">SOUL-Struktur</h4>
-            <div className="grid grid-cols-1 md:grid-cols-2 gap-4">
-              <div className="bg-white border border-gray-200 rounded-lg p-4">
-                <h5 className="font-medium text-gray-900 mb-2">Identitaet</h5>
-                <p className="text-sm text-gray-600">Wer ist der Agent? Welche Rolle nimmt er ein?</p>
-              </div>
-              <div className="bg-white border border-gray-200 rounded-lg p-4">
-                <h5 className="font-medium text-gray-900 mb-2">Kommunikationsstil</h5>
-                <p className="text-sm text-gray-600">Wie kommuniziert der Agent mit Benutzern?</p>
-              </div>
-              <div className="bg-white border border-gray-200 rounded-lg p-4">
-                <h5 className="font-medium text-gray-900 mb-2">Fachgebiete</h5>
-                <p className="text-sm text-gray-600">In welchen Bereichen ist der Agent kompetent?</p>
-              </div>
-              <div className="bg-white border border-gray-200 rounded-lg p-4">
-                <h5 className="font-medium text-gray-900 mb-2">Einschraenkungen</h5>
-                <p className="text-sm text-gray-600">Was darf der Agent NICHT tun?</p>
-              </div>
-              <div className="bg-white border border-gray-200 rounded-lg p-4 md:col-span-2">
-                <h5 className="font-medium text-gray-900 mb-2">Eskalation</h5>
-                <p className="text-sm text-gray-600">Wann und wie eskaliert der Agent an andere Agents oder Menschen?</p>
-              </div>
-            </div>
-          </div>
-        </div>
-      )
-    },
-    {
-      id: 'message-bus',
-      title: 'Message Bus & Kommunikation',
-      icon: <MessageSquare className="w-5 h-5" />,
-      content: (
-        <div className="space-y-4">
-          <p className="text-gray-600 mb-4">
-            Der Message Bus ermoeglicht die asynchrone Kommunikation zwischen Agents via Redis Pub/Sub.
-            Er unterstuetzt Prioritaeten, Request-Response-Pattern und Broadcast-Nachrichten.
-          </p>
-
-          <div className="bg-gray-50 rounded-xl p-6 font-mono text-sm">
-            <div className="text-gray-500 mb-2"># Nachrichtenfluss</div>
-            <pre className="text-gray-700">{`
-┌──────────────┐                    ┌──────────────┐
-│   Sender     │                    │   Receiver   │
-│   (Agent)    │                    │   (Agent)    │
-└──────┬───────┘                    └──────▲───────┘
-       │                                   │
-       │ publish(AgentMessage)             │ handle(message)
-       │                                   │
-       ▼                                   │
-┌────────────────────────────────────────────────────────┐
-│                     Message Bus                         │
-│  ┌─────────────┐  ┌─────────────┐  ┌─────────────┐    │
-│  │ Priority Q  │  │   Routing   │  │   Logging   │    │
-│  │ HIGH/NORMAL │  │   Rules     │  │   Audit     │    │
-│  └─────────────┘  └─────────────┘  └─────────────┘    │
-│                                                         │
-│                 Redis Pub/Sub                          │
-└────────────────────────────────────────────────────────┘
-            `}</pre>
-          </div>
-
-          <div className="mt-6">
-            <h4 className="font-semibold text-gray-900 mb-3">Nachrichtentypen</h4>
-            <div className="overflow-x-auto">
-              <table className="min-w-full border border-gray-200 rounded-lg">
-                <thead className="bg-gray-50">
-                  <tr>
-                    <th className="px-4 py-2 text-left text-sm font-medium text-gray-900">Typ</th>
-                    <th className="px-4 py-2 text-left text-sm font-medium text-gray-900">Prioritaet</th>
-                    <th className="px-4 py-2 text-left text-sm font-medium text-gray-900">Beschreibung</th>
-                  </tr>
-                </thead>
-                <tbody className="divide-y divide-gray-200">
-                  <tr>
-                    <td className="px-4 py-2 text-sm font-mono text-gray-700">task_request</td>
-                    <td className="px-4 py-2"><span className="px-2 py-1 bg-yellow-100 text-yellow-700 text-xs rounded">NORMAL</span></td>
-                    <td className="px-4 py-2 text-sm text-gray-600">Neue Aufgabe an Agent senden</td>
-                  </tr>
-                  <tr>
-                    <td className="px-4 py-2 text-sm font-mono text-gray-700">task_response</td>
-                    <td className="px-4 py-2"><span className="px-2 py-1 bg-yellow-100 text-yellow-700 text-xs rounded">NORMAL</span></td>
-                    <td className="px-4 py-2 text-sm text-gray-600">Antwort auf task_request</td>
-                  </tr>
-                  <tr>
-                    <td className="px-4 py-2 text-sm font-mono text-gray-700">escalation</td>
-                    <td className="px-4 py-2"><span className="px-2 py-1 bg-orange-100 text-orange-700 text-xs rounded">HIGH</span></td>
-                    <td className="px-4 py-2 text-sm text-gray-600">Eskalation an anderen Agent</td>
-                  </tr>
-                  <tr>
-                    <td className="px-4 py-2 text-sm font-mono text-gray-700">alert</td>
-                    <td className="px-4 py-2"><span className="px-2 py-1 bg-red-100 text-red-700 text-xs rounded">CRITICAL</span></td>
-                    <td className="px-4 py-2 text-sm text-gray-600">Kritische Benachrichtigung</td>
-                  </tr>
-                  <tr>
-                    <td className="px-4 py-2 text-sm font-mono text-gray-700">heartbeat</td>
-                    <td className="px-4 py-2"><span className="px-2 py-1 bg-gray-100 text-gray-700 text-xs rounded">LOW</span></td>
-                    <td className="px-4 py-2 text-sm text-gray-600">Liveness-Signal</td>
-                  </tr>
-                </tbody>
-              </table>
-            </div>
-          </div>
-        </div>
-      )
-    },
-    {
-      id: 'shared-brain',
-      title: 'Shared Brain (Gedaechtnis)',
-      icon: <Brain className="w-5 h-5" />,
-      content: (
-        <div className="space-y-4">
-          <p className="text-gray-600 mb-4">
-            Das Shared Brain speichert Wissen und Kontext, auf den alle Agents zugreifen koennen.
-            Es besteht aus drei Komponenten: Memory Store, Context Manager und Knowledge Graph.
-          </p>
-
-          <div className="grid grid-cols-1 md:grid-cols-3 gap-4">
-            <div className="bg-white border border-gray-200 rounded-xl p-5">
-              <div className="flex items-center gap-2 mb-3">
-                <Database className="w-5 h-5 text-blue-600" />
-                <h4 className="font-semibold text-gray-900">Memory Store</h4>
-              </div>
-              <p className="text-sm text-gray-600 mb-3">
-                Langzeit-Gedaechtnis fuer Fakten, Entscheidungen und Lernfortschritte.
-              </p>
-              <ul className="text-xs text-gray-500 space-y-1">
-                <li>- TTL-basierte Expiration (30 Tage default)</li>
-                <li>- Access-Tracking (Haeufigkeit)</li>
-                <li>- Pattern-basierte Suche</li>
-                <li>- Hybrid: Redis + PostgreSQL</li>
-              </ul>
-            </div>
-
-            <div className="bg-white border border-gray-200 rounded-xl p-5">
-              <div className="flex items-center gap-2 mb-3">
-                <Activity className="w-5 h-5 text-purple-600" />
-                <h4 className="font-semibold text-gray-900">Context Manager</h4>
-              </div>
-              <p className="text-sm text-gray-600 mb-3">
-                Verwaltet Konversationskontext mit automatischer Komprimierung.
-              </p>
-              <ul className="text-xs text-gray-500 space-y-1">
-                <li>- Max 50 Messages pro Context</li>
-                <li>- Automatische Zusammenfassung</li>
-                <li>- System-Messages bleiben erhalten</li>
-                <li>- Entity-Extraktion</li>
-              </ul>
-            </div>
-
-            <div className="bg-white border border-gray-200 rounded-xl p-5">
-              <div className="flex items-center gap-2 mb-3">
-                <GitBranch className="w-5 h-5 text-green-600" />
-                <h4 className="font-semibold text-gray-900">Knowledge Graph</h4>
-              </div>
-              <p className="text-sm text-gray-600 mb-3">
-                Graph-basierte Darstellung von Entitaeten und ihren Beziehungen.
-              </p>
-              <ul className="text-xs text-gray-500 space-y-1">
-                <li>- Entitaeten: Student, Lehrer, Fach</li>
-                <li>- Beziehungen: lernt, unterrichtet</li>
-                <li>- BFS-basierte Pfadsuche</li>
-                <li>- Verwandte Entitaeten finden</li>
-              </ul>
-            </div>
-          </div>
-
-          <div className="bg-gray-50 rounded-xl p-6 font-mono text-sm mt-6">
-            <div className="text-gray-500 mb-2"># Memory Store Beispiel</div>
-            <pre className="text-gray-700">{`
-# Speichern
-await store.remember(
-    key="student:123:progress",
-    value={"level": 5, "score": 85, "topic": "algebra"},
-    agent_id="tutor-agent",
-    ttl_days=30
-)
-
-# Abrufen
-progress = await store.recall("student:123:progress")
-# → {"level": 5, "score": 85, "topic": "algebra"}
-
-# Suchen
-all_progress = await store.search("student:123:*")
-# → [Memory(...), Memory(...), ...]
-            `}</pre>
-          </div>
-        </div>
-      )
-    },
-    {
-      id: 'task-routing',
-      title: 'Task Routing',
-      icon: <Zap className="w-5 h-5" />,
-      content: (
-        <div className="space-y-4">
-          <p className="text-gray-600 mb-4">
-            Der Task Router entscheidet, welcher Agent eine Anfrage bearbeitet. Er verwendet
-            Intent-basierte Regeln mit Prioritaeten und Fallback-Ketten.
-          </p>
-
-          <div className="overflow-x-auto">
-            <table className="min-w-full border border-gray-200 rounded-lg">
-              <thead className="bg-gray-50">
-                <tr>
-                  <th className="px-4 py-2 text-left text-sm font-medium text-gray-900">Intent-Pattern</th>
-                  <th className="px-4 py-2 text-left text-sm font-medium text-gray-900">Ziel-Agent</th>
-                  <th className="px-4 py-2 text-left text-sm font-medium text-gray-900">Prioritaet</th>
-                  <th className="px-4 py-2 text-left text-sm font-medium text-gray-900">Fallback</th>
-                </tr>
-              </thead>
-              <tbody className="divide-y divide-gray-200">
-                <tr>
-                  <td className="px-4 py-2 text-sm font-mono text-blue-700">learning_*</td>
-                  <td className="px-4 py-2 text-sm text-gray-700">TutorAgent</td>
-                  <td className="px-4 py-2 text-sm text-gray-700">10</td>
-                  <td className="px-4 py-2 text-sm text-gray-500">Orchestrator</td>
-                </tr>
-                <tr>
-                  <td className="px-4 py-2 text-sm font-mono text-blue-700">help_*, question_*</td>
-                  <td className="px-4 py-2 text-sm text-gray-700">TutorAgent</td>
-                  <td className="px-4 py-2 text-sm text-gray-700">8</td>
-                  <td className="px-4 py-2 text-sm text-gray-500">Orchestrator</td>
-                </tr>
-                <tr>
-                  <td className="px-4 py-2 text-sm font-mono text-green-700">grade_*, evaluate_*</td>
-                  <td className="px-4 py-2 text-sm text-gray-700">GraderAgent</td>
-                  <td className="px-4 py-2 text-sm text-gray-700">10</td>
-                  <td className="px-4 py-2 text-sm text-gray-500">Orchestrator</td>
-                </tr>
-                <tr>
-                  <td className="px-4 py-2 text-sm font-mono text-amber-700">quality_*, review_*</td>
-                  <td className="px-4 py-2 text-sm text-gray-700">QualityJudge</td>
-                  <td className="px-4 py-2 text-sm text-gray-700">10</td>
-                  <td className="px-4 py-2 text-sm text-gray-500">GraderAgent</td>
-                </tr>
-                <tr>
-                  <td className="px-4 py-2 text-sm font-mono text-red-700">alert_*, monitor_*</td>
-                  <td className="px-4 py-2 text-sm text-gray-700">AlertAgent</td>
-                  <td className="px-4 py-2 text-sm text-gray-700">10</td>
-                  <td className="px-4 py-2 text-sm text-gray-500">Orchestrator</td>
-                </tr>
-                <tr className="bg-gray-50">
-                  <td className="px-4 py-2 text-sm font-mono text-gray-500">* (alle anderen)</td>
-                  <td className="px-4 py-2 text-sm text-gray-700">Orchestrator</td>
-                  <td className="px-4 py-2 text-sm text-gray-700">0</td>
-                  <td className="px-4 py-2 text-sm text-gray-500">-</td>
-                </tr>
-              </tbody>
-            </table>
-          </div>
-
-          <div className="mt-6 grid grid-cols-1 md:grid-cols-2 gap-4">
-            <div className="bg-white border border-gray-200 rounded-xl p-4">
-              <h4 className="font-semibold text-gray-900 mb-2">Routing-Strategien</h4>
-              <ul className="text-sm text-gray-600 space-y-2">
-                <li><span className="font-mono text-blue-600">ROUND_ROBIN</span> - Gleichmaessige Verteilung</li>
-                <li><span className="font-mono text-blue-600">LEAST_LOADED</span> - Agent mit wenigsten Tasks</li>
-                <li><span className="font-mono text-blue-600">PRIORITY</span> - Hoechste Prioritaet zuerst</li>
-                <li><span className="font-mono text-blue-600">RANDOM</span> - Zufaellige Auswahl</li>
-              </ul>
-            </div>
-            <div className="bg-white border border-gray-200 rounded-xl p-4">
-              <h4 className="font-semibold text-gray-900 mb-2">Fallback-Verhalten</h4>
-              <ul className="text-sm text-gray-600 space-y-2">
-                <li>1. Versuche Ziel-Agent zu erreichen</li>
-                <li>2. Bei Timeout: Fallback-Agent nutzen</li>
-                <li>3. Bei Fehler: Orchestrator uebernimmt</li>
-                <li>4. Bei kritischen Fehlern: Alert an Admin</li>
-              </ul>
-            </div>
-          </div>
-        </div>
-      )
-    },
-    {
-      id: 'session-lifecycle',
-      title: 'Session Lifecycle',
-      icon: <RefreshCw className="w-5 h-5" />,
-      content: (
-        <div className="space-y-4">
-          <p className="text-gray-600 mb-4">
-            Sessions verwalten den Zustand von Agent-Interaktionen. Jede Session hat einen definierten
-            Lebenszyklus mit Checkpoints fuer Recovery.
-          </p>
-
-          <div className="bg-gray-50 rounded-xl p-6 font-mono text-sm">
-            <div className="text-gray-500 mb-2"># Session State Machine</div>
-            <pre className="text-gray-700">{`
-                    ┌─────────────────────────────────────┐
-                    │                                     │
-                    ▼                                     │
-┌──────────┐    ┌──────────┐    ┌──────────┐    ┌──────────┐
-│  ACTIVE  │───▶│  PAUSED  │───▶│ COMPLETED│    │  FAILED  │
-└──────────┘    └──────────┘    └──────────┘    └──────────┘
-     │               │                               ▲
-     │               │                               │
-     └───────────────┴───────────────────────────────┘
-                          (bei Fehler)
-
-States:
-- ACTIVE: Session laeuft, Agent verarbeitet Tasks
-- PAUSED: Session pausiert, wartet auf Eingabe
-- COMPLETED: Session erfolgreich beendet
-- FAILED: Session mit Fehler beendet
-            `}</pre>
-          </div>
-
-          <div className="mt-6">
-            <h4 className="font-semibold text-gray-900 mb-3">Heartbeat Monitoring</h4>
-            <div className="bg-white border border-gray-200 rounded-xl p-5">
-              <div className="grid grid-cols-3 gap-4 text-center">
-                <div>
-                  <div className="text-2xl font-bold text-gray-900">30s</div>
-                  <div className="text-sm text-gray-500">Timeout</div>
-                </div>
-                <div>
-                  <div className="text-2xl font-bold text-gray-900">5s</div>
-                  <div className="text-sm text-gray-500">Check Interval</div>
-                </div>
-                <div>
-                  <div className="text-2xl font-bold text-gray-900">3</div>
-                  <div className="text-sm text-gray-500">Max Missed Beats</div>
-                </div>
-              </div>
-              <p className="text-sm text-gray-600 mt-4 text-center">
-                Nach 3 verpassten Heartbeats wird der Agent als ausgefallen markiert und die
-                Restart-Policy greift (max. 3 Versuche).
-              </p>
-            </div>
-          </div>
-        </div>
-      )
-    },
-    {
-      id: 'database',
-      title: 'Datenbank-Schema',
-      icon: <Database className="w-5 h-5" />,
-      content: (
-        <div className="space-y-4">
-          <p className="text-gray-600 mb-4">
-            Das Agent-System nutzt PostgreSQL fuer persistente Daten und Valkey (Redis) fuer Caching und Pub/Sub.
-          </p>
-
-          <div className="space-y-4">
-            {/* agent_sessions */}
-            <div className="bg-white border border-gray-200 rounded-xl p-4">
-              <h4 className="font-semibold text-gray-900 mb-2 font-mono">agent_sessions</h4>
-              <p className="text-sm text-gray-600 mb-3">Speichert Session-Daten mit Checkpoints</p>
-              <div className="bg-gray-50 rounded-lg p-3 font-mono text-xs overflow-x-auto">
-                <pre>{`
-CREATE TABLE agent_sessions (
-    id UUID PRIMARY KEY,
-    agent_type VARCHAR(50) NOT NULL,
-    user_id UUID REFERENCES users(id),
-    state VARCHAR(20) NOT NULL DEFAULT 'active',
-    context JSONB DEFAULT '{}',
-    checkpoints JSONB DEFAULT '[]',
-    created_at TIMESTAMPTZ DEFAULT NOW(),
-    updated_at TIMESTAMPTZ DEFAULT NOW(),
-    last_heartbeat TIMESTAMPTZ DEFAULT NOW()
-);
-                `}</pre>
-              </div>
-            </div>
-
-            {/* agent_memory */}
-            <div className="bg-white border border-gray-200 rounded-xl p-4">
-              <h4 className="font-semibold text-gray-900 mb-2 font-mono">agent_memory</h4>
-              <p className="text-sm text-gray-600 mb-3">Langzeit-Gedaechtnis mit TTL</p>
-              <div className="bg-gray-50 rounded-lg p-3 font-mono text-xs overflow-x-auto">
-                <pre>{`
-CREATE TABLE agent_memory (
-    id UUID PRIMARY KEY,
-    namespace VARCHAR(100) NOT NULL,
-    key VARCHAR(500) NOT NULL,
-    value JSONB NOT NULL,
-    agent_id VARCHAR(50) NOT NULL,
-    access_count INTEGER DEFAULT 0,
-    created_at TIMESTAMPTZ DEFAULT NOW(),
-    expires_at TIMESTAMPTZ,
-    UNIQUE(namespace, key)
-);
-                `}</pre>
-              </div>
-            </div>
-
-            {/* agent_messages */}
-            <div className="bg-white border border-gray-200 rounded-xl p-4">
-              <h4 className="font-semibold text-gray-900 mb-2 font-mono">agent_messages</h4>
-              <p className="text-sm text-gray-600 mb-3">Audit-Trail fuer Inter-Agent Kommunikation</p>
-              <div className="bg-gray-50 rounded-lg p-3 font-mono text-xs overflow-x-auto">
-                <pre>{`
-CREATE TABLE agent_messages (
-    id UUID PRIMARY KEY,
-    sender VARCHAR(50) NOT NULL,
-    receiver VARCHAR(50) NOT NULL,
-    message_type VARCHAR(50) NOT NULL,
-    payload JSONB NOT NULL,
-    priority INTEGER DEFAULT 1,
-    correlation_id UUID,
-    created_at TIMESTAMPTZ DEFAULT NOW()
-);
-                `}</pre>
-              </div>
-            </div>
-          </div>
-        </div>
-      )
-    }
-  ]
-
   return (
     <div className="p-6 max-w-5xl mx-auto">
       {/* Header */}
@@ -696,7 +109,7 @@ CREATE TABLE agent_messages (
       <div className="bg-gray-50 rounded-xl p-5 mb-8">
         <h2 className="font-semibold text-gray-900 mb-3">Inhaltsverzeichnis</h2>
         <div className="grid grid-cols-2 md:grid-cols-4 gap-2">
-          {sections.map(section => (
+          {SECTIONS.map(section => (
             <button
               key={section.id}
               onClick={() => {
@@ -716,7 +129,7 @@ CREATE TABLE agent_messages (
 
       {/* Sections */}
       <div className="space-y-4">
-        {sections.map(section => (
+        {SECTIONS.map(section => (
           <div
             key={section.id}
             id={section.id}
@@ -749,7 +162,7 @@ CREATE TABLE agent_messages (
 
       {/* Footer Links */}
       <div className="mt-8 bg-teal-50 border border-teal-200 rounded-xl p-5">
-        <h3 className="font-semibold text-teal-900 mb-3">Weiterführende Ressourcen</h3>
+        <h3 className="font-semibold text-teal-900 mb-3">Weiterfuehrende Ressourcen</h3>
         <div className="grid grid-cols-1 md:grid-cols-3 gap-3">
           <Link
             href="/ai/agents"

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

@@ -94,19 +94,6 @@ 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-lehrer/app/(admin)/ai/gpu/page.tsx

@@ -1,396 +0,0 @@
-'use client'
-
-/**
- * GPU Infrastructure Admin Page
- *
- * vast.ai GPU Management for LLM Processing
- * Part of KI-Werkzeuge
- */
-
-import { useEffect, useState, useCallback } from 'react'
-import { PagePurpose } from '@/components/common/PagePurpose'
-import { AIToolsSidebarResponsive } from '@/components/ai/AIToolsSidebar'
-
-interface VastStatus {
-  instance_id: number | null
-  status: string
-  gpu_name: string | null
-  dph_total: number | null
-  endpoint_base_url: string | null
-  last_activity: string | null
-  auto_shutdown_in_minutes: number | null
-  total_runtime_hours: number | null
-  total_cost_usd: number | null
-  account_credit: number | null
-  account_total_spend: number | null
-  session_runtime_minutes: number | null
-  session_cost_usd: number | null
-  message: string | null
-  error?: string
-}
-
-export default function GPUInfrastructurePage() {
-  const [status, setStatus] = useState<VastStatus | null>(null)
-  const [loading, setLoading] = useState(true)
-  const [actionLoading, setActionLoading] = useState<string | null>(null)
-  const [error, setError] = useState<string | null>(null)
-  const [message, setMessage] = useState<string | null>(null)
-
-  const API_PROXY = '/api/admin/gpu'
-
-  const fetchStatus = useCallback(async () => {
-    setLoading(true)
-    setError(null)
-
-    try {
-      const response = await fetch(API_PROXY)
-      const data = await response.json()
-
-      if (!response.ok) {
-        throw new Error(data.error || `HTTP ${response.status}`)
-      }
-
-      setStatus(data)
-    } catch (err) {
-      setError(err instanceof Error ? err.message : 'Verbindungsfehler')
-      setStatus({
-        instance_id: null,
-        status: 'error',
-        gpu_name: null,
-        dph_total: null,
-        endpoint_base_url: null,
-        last_activity: null,
-        auto_shutdown_in_minutes: null,
-        total_runtime_hours: null,
-        total_cost_usd: null,
-        account_credit: null,
-        account_total_spend: null,
-        session_runtime_minutes: null,
-        session_cost_usd: null,
-        message: 'Verbindung fehlgeschlagen'
-      })
-    } finally {
-      setLoading(false)
-    }
-  }, [])
-
-  useEffect(() => {
-    fetchStatus()
-  }, [fetchStatus])
-
-  useEffect(() => {
-    const interval = setInterval(fetchStatus, 30000)
-    return () => clearInterval(interval)
-  }, [fetchStatus])
-
-  const powerOn = async () => {
-    setActionLoading('on')
-    setError(null)
-    setMessage(null)
-
-    try {
-      const response = await fetch(API_PROXY, {
-        method: 'POST',
-        headers: { 'Content-Type': 'application/json' },
-        body: JSON.stringify({ action: 'on' }),
-      })
-
-      const data = await response.json()
-
-      if (!response.ok) {
-        throw new Error(data.error || data.detail || 'Aktion fehlgeschlagen')
-      }
-
-      setMessage('Start angefordert')
-      setTimeout(fetchStatus, 3000)
-      setTimeout(fetchStatus, 10000)
-    } catch (err) {
-      setError(err instanceof Error ? err.message : 'Fehler beim Starten')
-      fetchStatus()
-    } finally {
-      setActionLoading(null)
-    }
-  }
-
-  const powerOff = async () => {
-    setActionLoading('off')
-    setError(null)
-    setMessage(null)
-
-    try {
-      const response = await fetch(API_PROXY, {
-        method: 'POST',
-        headers: { 'Content-Type': 'application/json' },
-        body: JSON.stringify({ action: 'off' }),
-      })
-
-      const data = await response.json()
-
-      if (!response.ok) {
-        throw new Error(data.error || data.detail || 'Aktion fehlgeschlagen')
-      }
-
-      setMessage('Stop angefordert')
-      setTimeout(fetchStatus, 3000)
-      setTimeout(fetchStatus, 10000)
-    } catch (err) {
-      setError(err instanceof Error ? err.message : 'Fehler beim Stoppen')
-      fetchStatus()
-    } finally {
-      setActionLoading(null)
-    }
-  }
-
-  const getStatusBadge = (s: string) => {
-    const baseClasses = 'px-3 py-1 rounded-full text-sm font-semibold uppercase'
-    switch (s) {
-      case 'running':
-        return `${baseClasses} bg-green-100 text-green-800`
-      case 'stopped':
-      case 'exited':
-        return `${baseClasses} bg-red-100 text-red-800`
-      case 'loading':
-      case 'scheduling':
-      case 'creating':
-      case 'starting...':
-      case 'stopping...':
-        return `${baseClasses} bg-yellow-100 text-yellow-800`
-      default:
-        return `${baseClasses} bg-slate-100 text-slate-600`
-    }
-  }
-
-  const getCreditColor = (credit: number | null) => {
-    if (credit === null) return 'text-slate-500'
-    if (credit < 5) return 'text-red-600'
-    if (credit < 15) return 'text-yellow-600'
-    return 'text-green-600'
-  }
-
-  return (
-    <div>
-      {/* Page Purpose */}
-      <PagePurpose
-        title="GPU Infrastruktur"
-        purpose="Verwalten Sie die vast.ai GPU-Instanzen fuer LLM-Verarbeitung und OCR. Starten/Stoppen Sie GPUs bei Bedarf und ueberwachen Sie Kosten in Echtzeit."
-        audience={['DevOps', 'Entwickler', 'System-Admins']}
-        architecture={{
-          services: ['vast.ai API', 'Ollama', 'VLLM'],
-          databases: ['PostgreSQL (Logs)'],
-        }}
-        relatedPages={[
-          { name: 'LLM Vergleich', href: '/ai/llm-compare', description: 'KI-Provider testen' },
-          { name: 'Test Quality (BQAS)', href: '/ai/test-quality', description: 'Golden Suite & Tests' },
-          { name: 'Magic Help', href: '/ai/magic-help', description: 'TrOCR Testing' },
-        ]}
-        collapsible={true}
-        defaultCollapsed={true}
-      />
-
-      {/* KI-Werkzeuge Sidebar */}
-      <AIToolsSidebarResponsive currentTool="gpu" />
-
-      {/* Status Cards */}
-      <div className="bg-white rounded-xl border border-slate-200 p-6 mb-6">
-        <div className="grid grid-cols-2 md:grid-cols-3 lg:grid-cols-6 gap-6">
-          <div>
-            <div className="text-sm text-slate-500 mb-2">Status</div>
-            {loading ? (
-              <span className="px-3 py-1 rounded-full text-sm font-semibold bg-slate-100 text-slate-600">
-                Laden...
-              </span>
-            ) : (
-              <span className={getStatusBadge(
-                actionLoading === 'on' ? 'starting...' :
-                actionLoading === 'off' ? 'stopping...' :
-                status?.status || 'unknown'
-              )}>
-                {actionLoading === 'on' ? 'starting...' :
-                 actionLoading === 'off' ? 'stopping...' :
-                 status?.status || 'unbekannt'}
-              </span>
-            )}
-          </div>
-
-          <div>
-            <div className="text-sm text-slate-500 mb-2">GPU</div>
-            <div className="font-semibold text-slate-900">
-              {status?.gpu_name || '-'}
-            </div>
-          </div>
-
-          <div>
-            <div className="text-sm text-slate-500 mb-2">Kosten/h</div>
-            <div className="font-semibold text-slate-900">
-              {status?.dph_total ? `$${status.dph_total.toFixed(3)}` : '-'}
-            </div>
-          </div>
-
-          <div>
-            <div className="text-sm text-slate-500 mb-2">Auto-Stop</div>
-            <div className="font-semibold text-slate-900">
-              {status && status.auto_shutdown_in_minutes !== null
-                ? `${status.auto_shutdown_in_minutes} min`
-                : '-'}
-            </div>
-          </div>
-
-          <div>
-            <div className="text-sm text-slate-500 mb-2">Budget</div>
-            <div className={`font-bold text-lg ${getCreditColor(status?.account_credit ?? null)}`}>
-              {status && status.account_credit !== null
-                ? `$${status.account_credit.toFixed(2)}`
-                : '-'}
-            </div>
-          </div>
-
-          <div>
-            <div className="text-sm text-slate-500 mb-2">Session</div>
-            <div className="font-semibold text-slate-900">
-              {status && status.session_runtime_minutes !== null && status.session_cost_usd !== null
-                ? `${Math.round(status.session_runtime_minutes)} min / $${status.session_cost_usd.toFixed(3)}`
-                : '-'}
-            </div>
-          </div>
-        </div>
-
-        {/* Buttons */}
-        <div className="flex items-center gap-4 mt-6 pt-6 border-t border-slate-200">
-          <button
-            onClick={powerOn}
-            disabled={actionLoading !== null || status?.status === 'running'}
-            className="px-6 py-2 bg-orange-600 text-white rounded-lg font-medium hover:bg-orange-700 disabled:opacity-50 disabled:cursor-not-allowed transition-colors"
-          >
-            Starten
-          </button>
-          <button
-            onClick={powerOff}
-            disabled={actionLoading !== null || status?.status !== 'running'}
-            className="px-6 py-2 bg-red-600 text-white rounded-lg font-medium hover:bg-red-700 disabled:opacity-50 disabled:cursor-not-allowed transition-colors"
-          >
-            Stoppen
-          </button>
-          <button
-            onClick={fetchStatus}
-            disabled={loading}
-            className="px-4 py-2 border border-slate-300 text-slate-700 rounded-lg font-medium hover:bg-slate-50 disabled:opacity-50 transition-colors"
-          >
-            {loading ? 'Aktualisiere...' : 'Aktualisieren'}
-          </button>
-
-          {message && (
-            <span className="ml-4 text-sm text-green-600 font-medium">{message}</span>
-          )}
-          {error && (
-            <span className="ml-4 text-sm text-red-600 font-medium">{error}</span>
-          )}
-        </div>
-      </div>
-
-      {/* Extended Stats */}
-      <div className="grid grid-cols-1 lg:grid-cols-2 gap-6 mb-6">
-        <div className="bg-white rounded-xl border border-slate-200 p-6">
-          <h3 className="font-semibold text-slate-900 mb-4">Kosten-Uebersicht</h3>
-          <div className="space-y-4">
-            <div className="flex justify-between items-center">
-              <span className="text-slate-600">Session Laufzeit</span>
-              <span className="font-semibold">
-                {status && status.session_runtime_minutes !== null
-                  ? `${Math.round(status.session_runtime_minutes)} Minuten`
-                  : '-'}
-              </span>
-            </div>
-            <div className="flex justify-between items-center">
-              <span className="text-slate-600">Session Kosten</span>
-              <span className="font-semibold">
-                {status && status.session_cost_usd !== null
-                  ? `$${status.session_cost_usd.toFixed(4)}`
-                  : '-'}
-              </span>
-            </div>
-            <div className="flex justify-between items-center pt-4 border-t border-slate-100">
-              <span className="text-slate-600">Gesamtlaufzeit</span>
-              <span className="font-semibold">
-                {status && status.total_runtime_hours !== null
-                  ? `${status.total_runtime_hours.toFixed(1)} Stunden`
-                  : '-'}
-              </span>
-            </div>
-            <div className="flex justify-between items-center">
-              <span className="text-slate-600">Gesamtkosten</span>
-              <span className="font-semibold">
-                {status && status.total_cost_usd !== null
-                  ? `$${status.total_cost_usd.toFixed(2)}`
-                  : '-'}
-              </span>
-            </div>
-            <div className="flex justify-between items-center">
-              <span className="text-slate-600">vast.ai Ausgaben</span>
-              <span className="font-semibold">
-                {status && status.account_total_spend !== null
-                  ? `$${status.account_total_spend.toFixed(2)}`
-                  : '-'}
-              </span>
-            </div>
-          </div>
-        </div>
-
-        <div className="bg-white rounded-xl border border-slate-200 p-6">
-          <h3 className="font-semibold text-slate-900 mb-4">Instanz-Details</h3>
-          <div className="space-y-4">
-            <div className="flex justify-between items-center">
-              <span className="text-slate-600">Instanz ID</span>
-              <span className="font-mono text-sm">
-                {status?.instance_id || '-'}
-              </span>
-            </div>
-            <div className="flex justify-between items-center">
-              <span className="text-slate-600">GPU</span>
-              <span className="font-semibold">
-                {status?.gpu_name || '-'}
-              </span>
-            </div>
-            <div className="flex justify-between items-center">
-              <span className="text-slate-600">Stundensatz</span>
-              <span className="font-semibold">
-                {status?.dph_total ? `$${status.dph_total.toFixed(4)}/h` : '-'}
-              </span>
-            </div>
-            <div className="flex justify-between items-center">
-              <span className="text-slate-600">Letzte Aktivitaet</span>
-              <span className="text-sm">
-                {status?.last_activity
-                  ? new Date(status.last_activity).toLocaleString('de-DE')
-                  : '-'}
-              </span>
-            </div>
-            {status?.endpoint_base_url && status.status === 'running' && (
-              <div className="pt-4 border-t border-slate-100">
-                <div className="text-slate-600 text-sm mb-1">Endpoint</div>
-                <code className="text-xs bg-slate-100 px-2 py-1 rounded block overflow-x-auto">
-                  {status.endpoint_base_url}
-                </code>
-              </div>
-            )}
-          </div>
-        </div>
-      </div>
-
-      {/* Info */}
-      <div className="bg-violet-50 border border-violet-200 rounded-xl p-4">
-        <div className="flex gap-3">
-          <svg className="w-5 h-5 text-violet-600 flex-shrink-0 mt-0.5" fill="none" stroke="currentColor" viewBox="0 0 24 24">
-            <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M13 16h-1v-4h-1m1-4h.01M21 12a9 9 0 11-18 0 9 9 0 0118 0z" />
-          </svg>
-          <div>
-            <h4 className="font-semibold text-violet-900">Auto-Shutdown</h4>
-            <p className="text-sm text-violet-800 mt-1">
-              Die GPU-Instanz wird automatisch gestoppt, wenn sie laengere Zeit inaktiv ist.
-              Der Status wird alle 30 Sekunden automatisch aktualisiert.
-            </p>
-          </div>
-        </div>
-      </div>
-    </div>
-  )
-}

admin-lehrer/app/(admin)/ai/llm-compare/page.tsx

@@ -1,503 +0,0 @@
-'use client'
-
-/**
- * LLM Comparison Tool
- *
- * Vergleicht Antworten von verschiedenen LLM-Providern:
- * - OpenAI/ChatGPT
- * - Claude
- * - Self-hosted + Tavily
- * - Self-hosted + EduSearch
- */
-
-import { useState, useEffect, useCallback } from 'react'
-import { PagePurpose } from '@/components/common/PagePurpose'
-import { AIToolsSidebarResponsive } from '@/components/ai/AIToolsSidebar'
-
-interface LLMResponse {
-  provider: string
-  model: string
-  response: string
-  latency_ms: number
-  tokens_used?: number
-  search_results?: Array<{
-    title: string
-    url: string
-    content: string
-    score?: number
-  }>
-  error?: string
-  timestamp: string
-}
-
-interface ComparisonResult {
-  comparison_id: string
-  prompt: string
-  system_prompt?: string
-  responses: LLMResponse[]
-  created_at: string
-}
-
-const providerColors: Record<string, { bg: string; border: string; text: string }> = {
-  openai: { bg: 'bg-emerald-50', border: 'border-emerald-300', text: 'text-emerald-700' },
-  claude: { bg: 'bg-orange-50', border: 'border-orange-300', text: 'text-orange-700' },
-  selfhosted_tavily: { bg: 'bg-blue-50', border: 'border-blue-300', text: 'text-blue-700' },
-  selfhosted_edusearch: { bg: 'bg-purple-50', border: 'border-purple-300', text: 'text-purple-700' },
-}
-
-const providerLabels: Record<string, string> = {
-  openai: 'OpenAI GPT-4o-mini',
-  claude: 'Claude 3.5 Sonnet',
-  selfhosted_tavily: 'Self-hosted + Tavily',
-  selfhosted_edusearch: 'Self-hosted + EduSearch',
-}
-
-export default function LLMComparePage() {
-  // State
-  const [prompt, setPrompt] = useState('')
-  const [systemPrompt, setSystemPrompt] = useState('Du bist ein hilfreicher Assistent fuer Lehrkraefte in Deutschland.')
-
-  // Provider toggles
-  const [enableOpenAI, setEnableOpenAI] = useState(true)
-  const [enableClaude, setEnableClaude] = useState(true)
-  const [enableTavily, setEnableTavily] = useState(true)
-  const [enableEduSearch, setEnableEduSearch] = useState(true)
-
-  // Parameters
-  const [model, setModel] = useState('llama3.2:3b')
-  const [temperature, setTemperature] = useState(0.7)
-  const [maxTokens, setMaxTokens] = useState(2048)
-
-  // Results
-  const [isLoading, setIsLoading] = useState(false)
-  const [result, setResult] = useState<ComparisonResult | null>(null)
-  const [history, setHistory] = useState<ComparisonResult[]>([])
-  const [error, setError] = useState<string | null>(null)
-
-  // UI State
-  const [showSettings, setShowSettings] = useState(false)
-  const [showHistory, setShowHistory] = useState(false)
-
-  // API Base URL
-  const API_URL = process.env.NEXT_PUBLIC_LLM_GATEWAY_URL || 'http://localhost:8082'
-  const API_KEY = process.env.NEXT_PUBLIC_LLM_API_KEY || 'dev-key'
-
-  // Load history
-  const loadHistory = useCallback(async () => {
-    try {
-      const response = await fetch(`${API_URL}/v1/comparison/history?limit=20`, {
-        headers: { Authorization: `Bearer ${API_KEY}` },
-      })
-      if (response.ok) {
-        const data = await response.json()
-        setHistory(data.comparisons || [])
-      }
-    } catch (e) {
-      console.error('Failed to load history:', e)
-    }
-  }, [API_URL, API_KEY])
-
-  useEffect(() => {
-    loadHistory()
-  }, [loadHistory])
-
-  const runComparison = async () => {
-    if (!prompt.trim()) {
-      setError('Bitte geben Sie einen Prompt ein')
-      return
-    }
-
-    setIsLoading(true)
-    setError(null)
-    setResult(null)
-
-    try {
-      const response = await fetch(`${API_URL}/v1/comparison/run`, {
-        method: 'POST',
-        headers: {
-          'Content-Type': 'application/json',
-          Authorization: `Bearer ${API_KEY}`,
-        },
-        body: JSON.stringify({
-          prompt,
-          system_prompt: systemPrompt || undefined,
-          enable_openai: enableOpenAI,
-          enable_claude: enableClaude,
-          enable_selfhosted_tavily: enableTavily,
-          enable_selfhosted_edusearch: enableEduSearch,
-          selfhosted_model: model,
-          temperature,
-          max_tokens: maxTokens,
-        }),
-      })
-
-      if (!response.ok) {
-        throw new Error(`API Error: ${response.status}`)
-      }
-
-      const data = await response.json()
-      setResult(data)
-      loadHistory()
-    } catch (e) {
-      setError(e instanceof Error ? e.message : 'Unbekannter Fehler')
-    } finally {
-      setIsLoading(false)
-    }
-  }
-
-  const ResponseCard = ({ response }: { response: LLMResponse }) => {
-    const colors = providerColors[response.provider] || {
-      bg: 'bg-slate-50',
-      border: 'border-slate-300',
-      text: 'text-slate-700',
-    }
-    const label = providerLabels[response.provider] || response.provider
-
-    return (
-      <div className={`rounded-xl border-2 ${colors.border} ${colors.bg} overflow-hidden`}>
-        <div className={`px-4 py-3 border-b ${colors.border} flex items-center justify-between`}>
-          <div>
-            <h3 className={`font-semibold ${colors.text}`}>{label}</h3>
-            <p className="text-xs text-slate-500">{response.model}</p>
-          </div>
-          <div className="text-right text-xs text-slate-500">
-            <div>{response.latency_ms}ms</div>
-            {response.tokens_used && <div>{response.tokens_used} tokens</div>}
-          </div>
-        </div>
-
-        <div className="p-4">
-          {response.error ? (
-            <div className="text-red-600 text-sm">
-              <strong>Fehler:</strong> {response.error}
-            </div>
-          ) : (
-            <pre className="whitespace-pre-wrap text-sm text-slate-700 font-sans">
-              {response.response}
-            </pre>
-          )}
-        </div>
-
-        {response.search_results && response.search_results.length > 0 && (
-          <div className="px-4 pb-4">
-            <details className="text-xs">
-              <summary className="cursor-pointer text-slate-500 hover:text-slate-700">
-                {response.search_results.length} Suchergebnisse anzeigen
-              </summary>
-              <ul className="mt-2 space-y-2">
-                {response.search_results.map((sr, idx) => (
-                  <li key={idx} className="bg-white rounded p-2 border border-slate-200">
-                    <a
-                      href={sr.url}
-                      target="_blank"
-                      rel="noopener noreferrer"
-                      className="text-blue-600 hover:underline font-medium"
-                    >
-                      {sr.title || 'Untitled'}
-                    </a>
-                    <p className="text-slate-500 truncate">{sr.content}</p>
-                  </li>
-                ))}
-              </ul>
-            </details>
-          </div>
-        )}
-      </div>
-    )
-  }
-
-  return (
-    <div>
-      {/* Page Purpose */}
-      <PagePurpose
-        title="LLM Vergleich"
-        purpose="Vergleichen Sie Antworten verschiedener KI-Provider (OpenAI, Claude, Self-hosted) fuer Qualitaetssicherung. Optimieren Sie Parameter und System Prompts fuer beste Ergebnisse. Standalone-Werkzeug ohne direkten Datenfluss zur KI-Pipeline."
-        audience={['Entwickler', 'Data Scientists', 'QA']}
-        architecture={{
-          services: ['llm-gateway (Python)', 'Ollama', 'OpenAI API', 'Claude API'],
-          databases: ['PostgreSQL (History)', 'Qdrant (RAG)'],
-        }}
-        relatedPages={[
-          { name: 'Test Quality (BQAS)', href: '/ai/test-quality', description: 'Golden Suite & Synthetic Tests' },
-          { name: 'GPU Infrastruktur', href: '/ai/gpu', description: 'GPU-Ressourcen verwalten' },
-          { name: 'Agent Management', href: '/ai/agents', description: 'Multi-Agent System' },
-        ]}
-        collapsible={true}
-        defaultCollapsed={true}
-      />
-
-      {/* KI-Werkzeuge Sidebar */}
-      <AIToolsSidebarResponsive currentTool="llm-compare" />
-
-      <div className="grid grid-cols-1 lg:grid-cols-3 gap-6">
-        {/* Left Column: Input & Settings */}
-        <div className="lg:col-span-1 space-y-4">
-          {/* Prompt Input */}
-          <div className="bg-white rounded-xl border border-slate-200 p-4">
-            <h2 className="font-semibold text-slate-900 mb-3">Prompt</h2>
-
-            {/* System Prompt */}
-            <div className="mb-3">
-              <label className="block text-sm text-slate-600 mb-1">System Prompt</label>
-              <textarea
-                value={systemPrompt}
-                onChange={(e) => setSystemPrompt(e.target.value)}
-                rows={3}
-                className="w-full px-3 py-2 border border-slate-300 rounded-lg text-sm resize-none"
-                placeholder="System Prompt (optional)"
-              />
-            </div>
-
-            {/* User Prompt */}
-            <div className="mb-3">
-              <label className="block text-sm text-slate-600 mb-1">User Prompt</label>
-              <textarea
-                value={prompt}
-                onChange={(e) => setPrompt(e.target.value)}
-                rows={4}
-                className="w-full px-3 py-2 border border-slate-300 rounded-lg text-sm resize-none"
-                placeholder="z.B.: Erstelle ein Arbeitsblatt zum Thema Bruchrechnung fuer Klasse 6..."
-              />
-            </div>
-
-            {/* Provider Toggles */}
-            <div className="mb-4">
-              <label className="block text-sm text-slate-600 mb-2">Provider</label>
-              <div className="grid grid-cols-2 gap-2">
-                <label className="flex items-center gap-2 text-sm">
-                  <input
-                    type="checkbox"
-                    checked={enableOpenAI}
-                    onChange={(e) => setEnableOpenAI(e.target.checked)}
-                    className="rounded"
-                  />
-                  OpenAI
-                </label>
-                <label className="flex items-center gap-2 text-sm">
-                  <input
-                    type="checkbox"
-                    checked={enableClaude}
-                    onChange={(e) => setEnableClaude(e.target.checked)}
-                    className="rounded"
-                  />
-                  Claude
-                </label>
-                <label className="flex items-center gap-2 text-sm">
-                  <input
-                    type="checkbox"
-                    checked={enableTavily}
-                    onChange={(e) => setEnableTavily(e.target.checked)}
-                    className="rounded"
-                  />
-                  Self + Tavily
-                </label>
-                <label className="flex items-center gap-2 text-sm">
-                  <input
-                    type="checkbox"
-                    checked={enableEduSearch}
-                    onChange={(e) => setEnableEduSearch(e.target.checked)}
-                    className="rounded"
-                  />
-                  Self + EduSearch
-                </label>
-              </div>
-            </div>
-
-            {/* Run Button */}
-            <button
-              onClick={runComparison}
-              disabled={isLoading || !prompt.trim()}
-              className="w-full py-3 bg-teal-600 text-white rounded-lg font-medium hover:bg-teal-700 disabled:opacity-50 disabled:cursor-not-allowed"
-            >
-              {isLoading ? (
-                <span className="flex items-center justify-center gap-2">
-                  <svg className="animate-spin w-5 h-5" fill="none" viewBox="0 0 24 24">
-                    <circle className="opacity-25" cx="12" cy="12" r="10" stroke="currentColor" strokeWidth="4" />
-                    <path className="opacity-75" fill="currentColor" d="M4 12a8 8 0 018-8V0C5.373 0 0 5.373 0 12h4z" />
-                  </svg>
-                  Vergleiche...
-                </span>
-              ) : (
-                'Vergleich starten'
-              )}
-            </button>
-
-            {error && (
-              <div className="mt-3 p-3 bg-red-50 border border-red-200 rounded-lg text-red-700 text-sm">
-                {error}
-              </div>
-            )}
-          </div>
-
-          {/* Settings Panel */}
-          <div className="bg-white rounded-xl border border-slate-200 overflow-hidden">
-            <button
-              onClick={() => setShowSettings(!showSettings)}
-              className="w-full px-4 py-3 flex items-center justify-between hover:bg-slate-50"
-            >
-              <span className="font-semibold text-slate-900">Parameter</span>
-              <svg
-                className={`w-5 h-5 transition-transform ${showSettings ? 'rotate-180' : ''}`}
-                fill="none"
-                stroke="currentColor"
-                viewBox="0 0 24 24"
-              >
-                <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M19 9l-7 7-7-7" />
-              </svg>
-            </button>
-
-            {showSettings && (
-              <div className="p-4 border-t border-slate-200 space-y-4">
-                <div>
-                  <label className="block text-sm text-slate-600 mb-1">Self-hosted Modell</label>
-                  <select
-                    value={model}
-                    onChange={(e) => setModel(e.target.value)}
-                    className="w-full px-3 py-2 border border-slate-300 rounded-lg text-sm"
-                  >
-                    <option value="llama3.2:3b">Llama 3.2 3B</option>
-                    <option value="llama3.1:8b">Llama 3.1 8B</option>
-                    <option value="mistral:7b">Mistral 7B</option>
-                    <option value="qwen2.5:7b">Qwen 2.5 7B</option>
-                  </select>
-                </div>
-
-                <div>
-                  <label className="block text-sm text-slate-600 mb-1">
-                    Temperature: {temperature.toFixed(2)}
-                  </label>
-                  <input
-                    type="range"
-                    min="0"
-                    max="2"
-                    step="0.1"
-                    value={temperature}
-                    onChange={(e) => setTemperature(parseFloat(e.target.value))}
-                    className="w-full"
-                  />
-                </div>
-
-                <div>
-                  <label className="block text-sm text-slate-600 mb-1">Max Tokens: {maxTokens}</label>
-                  <input
-                    type="range"
-                    min="256"
-                    max="4096"
-                    step="256"
-                    value={maxTokens}
-                    onChange={(e) => setMaxTokens(parseInt(e.target.value))}
-                    className="w-full"
-                  />
-                </div>
-              </div>
-            )}
-          </div>
-
-          {/* History Panel */}
-          <div className="bg-white rounded-xl border border-slate-200 overflow-hidden">
-            <button
-              onClick={() => setShowHistory(!showHistory)}
-              className="w-full px-4 py-3 flex items-center justify-between hover:bg-slate-50"
-            >
-              <span className="font-semibold text-slate-900">Verlauf ({history.length})</span>
-              <svg
-                className={`w-5 h-5 transition-transform ${showHistory ? 'rotate-180' : ''}`}
-                fill="none"
-                stroke="currentColor"
-                viewBox="0 0 24 24"
-              >
-                <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M19 9l-7 7-7-7" />
-              </svg>
-            </button>
-
-            {showHistory && history.length > 0 && (
-              <div className="border-t border-slate-200 max-h-64 overflow-y-auto">
-                {history.map((h) => (
-                  <button
-                    key={h.comparison_id}
-                    onClick={() => {
-                      setResult(h)
-                      setPrompt(h.prompt)
-                      if (h.system_prompt) setSystemPrompt(h.system_prompt)
-                    }}
-                    className="w-full px-4 py-2 text-left hover:bg-slate-50 border-b border-slate-100 last:border-0"
-                  >
-                    <div className="text-sm text-slate-700 truncate">{h.prompt}</div>
-                    <div className="text-xs text-slate-400">
-                      {new Date(h.created_at).toLocaleString('de-DE')}
-                    </div>
-                  </button>
-                ))}
-              </div>
-            )}
-          </div>
-        </div>
-
-        {/* Right Column: Results */}
-        <div className="lg:col-span-2">
-          {result ? (
-            <div className="space-y-4">
-              <div className="bg-white rounded-xl border border-slate-200 p-4">
-                <div className="flex items-center justify-between">
-                  <div>
-                    <h2 className="font-semibold text-slate-900">Ergebnisse</h2>
-                    <p className="text-sm text-slate-500">ID: {result.comparison_id}</p>
-                  </div>
-                  <div className="text-sm text-slate-500">
-                    {new Date(result.created_at).toLocaleString('de-DE')}
-                  </div>
-                </div>
-                <div className="mt-2 p-3 bg-slate-50 rounded-lg">
-                  <p className="text-sm text-slate-700">{result.prompt}</p>
-                </div>
-              </div>
-
-              <div className="grid grid-cols-1 xl:grid-cols-2 gap-4">
-                {result.responses.map((response, idx) => (
-                  <ResponseCard key={`${response.provider}-${idx}`} response={response} />
-                ))}
-              </div>
-            </div>
-          ) : (
-            <div className="bg-white rounded-xl border border-slate-200 p-12 text-center">
-              <svg
-                className="w-16 h-16 mx-auto text-slate-300 mb-4"
-                fill="none"
-                stroke="currentColor"
-                viewBox="0 0 24 24"
-              >
-                <path
-                  strokeLinecap="round"
-                  strokeLinejoin="round"
-                  strokeWidth={1.5}
-                  d="M9 3v2m6-2v2M9 19v2m6-2v2M5 9H3m2 6H3m18-6h-2m2 6h-2M7 19h10a2 2 0 002-2V7a2 2 0 00-2-2H7a2 2 0 00-2 2v10a2 2 0 002 2zM9 9h6v6H9V9z"
-                />
-              </svg>
-              <h3 className="text-lg font-medium text-slate-700 mb-2">LLM-Vergleich starten</h3>
-              <p className="text-slate-500 max-w-md mx-auto">
-                Geben Sie einen Prompt ein und klicken Sie auf &quot;Vergleich starten&quot;, um
-                die Antworten verschiedener LLM-Provider zu vergleichen.
-              </p>
-            </div>
-          )}
-        </div>
-      </div>
-
-      {/* Info Box */}
-      <div className="mt-8 bg-teal-50 border border-teal-200 rounded-xl p-6">
-        <div className="flex items-start gap-4">
-          <svg className="w-6 h-6 text-teal-600 flex-shrink-0 mt-0.5" fill="none" stroke="currentColor" viewBox="0 0 24 24">
-            <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M13 16h-1v-4h-1m1-4h.01M21 12a9 9 0 11-18 0 9 9 0 0118 0z" />
-          </svg>
-          <div>
-            <h3 className="font-semibold text-teal-900">Qualitaetssicherung</h3>
-            <p className="text-sm text-teal-800 mt-1">
-              Dieses Tool dient zur Qualitaetssicherung der KI-Antworten. Vergleichen Sie verschiedene Provider,
-              um die optimalen Parameter und System Prompts zu finden. Die Ergebnisse werden fuer Audits gespeichert.
-            </p>
-          </div>
-        </div>
-      </div>
-    </div>
-  )
-}

admin-lehrer/app/(admin)/ai/magic-help/_components/GlobalOverlays.tsx

@@ -0,0 +1,64 @@
+'use client'
+
+interface GlobalDragOverlayProps {
+  active: boolean
+}
+
+export function GlobalDragOverlay({ active }: GlobalDragOverlayProps) {
+  if (!active) return null
+
+  return (
+    <div className="fixed inset-0 z-50 bg-purple-900/80 backdrop-blur-sm flex items-center justify-center pointer-events-none">
+      <div className="text-center">
+        <div className="text-7xl mb-4 animate-bounce">📄</div>
+        <div className="text-2xl font-bold text-white">Bild hier ablegen</div>
+        <div className="text-purple-200 mt-2">PNG, JPG - Handgeschriebener Text</div>
+      </div>
+    </div>
+  )
+}
+
+interface KeyboardShortcutsModalProps {
+  open: boolean
+  onClose: () => void
+}
+
+export function KeyboardShortcutsModal({ open, onClose }: KeyboardShortcutsModalProps) {
+  if (!open) return null
+
+  return (
+    <div className="fixed inset-0 z-40 bg-black/50 flex items-center justify-center" onClick={onClose}>
+      <div className="bg-white rounded-xl shadow-2xl p-6 max-w-md" onClick={e => e.stopPropagation()}>
+        <h3 className="text-lg font-bold text-slate-900 mb-4">Tastenkuerzel</h3>
+        <div className="space-y-2 text-sm">
+          <div className="flex justify-between">
+            <span className="text-slate-600">Bild einfuegen</span>
+            <kbd className="px-2 py-1 bg-slate-100 rounded text-xs font-mono">Ctrl+V</kbd>
+          </div>
+          <div className="flex justify-between">
+            <span className="text-slate-600">OCR starten</span>
+            <kbd className="px-2 py-1 bg-slate-100 rounded text-xs font-mono">Ctrl+Enter</kbd>
+          </div>
+          <div className="flex justify-between">
+            <span className="text-slate-600">Tab wechseln</span>
+            <kbd className="px-2 py-1 bg-slate-100 rounded text-xs font-mono">Alt+1-6</kbd>
+          </div>
+          <div className="flex justify-between">
+            <span className="text-slate-600">Bild entfernen</span>
+            <kbd className="px-2 py-1 bg-slate-100 rounded text-xs font-mono">Escape</kbd>
+          </div>
+          <div className="flex justify-between">
+            <span className="text-slate-600">Shortcuts anzeigen</span>
+            <kbd className="px-2 py-1 bg-slate-100 rounded text-xs font-mono">?</kbd>
+          </div>
+        </div>
+        <button
+          onClick={onClose}
+          className="w-full mt-4 px-4 py-2 bg-purple-600 hover:bg-purple-700 text-white rounded-lg text-sm"
+        >
+          Schliessen
+        </button>
+      </div>
+    </div>
+  )
+}

admin-lehrer/app/(admin)/ai/magic-help/_components/TabArchitecture.tsx

@@ -0,0 +1,185 @@
+'use client'
+
+export function TabArchitecture() {
+  return (
+    <div className="space-y-6">
+      {/* Architecture Diagram */}
+      <ArchitectureDiagram />
+
+      {/* Components */}
+      <div className="grid grid-cols-1 md:grid-cols-2 gap-6">
+        <ComponentCard
+          icon="🔍"
+          title="TrOCR Service"
+          description="Das TrOCR-Modell von Microsoft ist speziell fuer Handschrifterkennung trainiert. Es verwendet eine Vision-Transformer (ViT) Architektur fuer Bildverarbeitung und einen Text-Decoder fuer die Textgenerierung."
+          specs={[
+            { label: 'Modell', value: 'microsoft/trocr-base-handwritten' },
+            { label: 'Groesse', value: '~350 MB' },
+            { label: 'Lizenz', value: 'MIT' },
+            { label: 'Framework', value: 'PyTorch / Transformers' },
+          ]}
+        />
+        <ComponentCard
+          icon="🎯"
+          title="LoRA Fine-Tuning"
+          description="LoRA fuegt kleine, trainierbare Matrizen zu bestimmten Schichten hinzu, ohne das Basismodell zu veraendern. Dies ermoeglicht effizientes Fine-Tuning mit minimaler Speichernutzung."
+          specs={[
+            { label: 'Methode', value: 'Low-Rank Adaptation' },
+            { label: 'Adapter-Groesse', value: '~10 MB' },
+            { label: 'Trainingszeit', value: '5-15 Min (CPU)' },
+            { label: 'Min. Beispiele', value: '10' },
+          ]}
+        />
+        <ComponentCard
+          icon="🔒"
+          title="Pseudonymisierung"
+          description="Schuelernamen werden durch anonyme Tokens ersetzt, bevor Daten die lokale Umgebung verlassen. Das Mapping wird ausschliesslich lokal gespeichert."
+          specs={[
+            { label: 'Methode', value: 'QR-Code Tokens' },
+            { label: 'Token-Format', value: 'UUID v4' },
+            { label: 'Mapping', value: 'Lokal beim Lehrer' },
+            { label: 'Cloud-Daten', value: 'Nur Tokens + Text' },
+          ]}
+        />
+        <ComponentCard
+          icon="☁️"
+          title="Cloud LLM"
+          description="Die KI-Korrektur erfolgt auf deutschen Servern mit strikter Mandantentrennung. Es werden keine Klarnamen oder identifizierenden Informationen uebertragen."
+          specs={[
+            { label: 'Provider', value: 'SysEleven (DE)' },
+            { label: 'Standort', value: 'Deutschland' },
+            { label: 'Isolation', value: 'Namespace pro Schule' },
+            { label: 'Datenverarbeitung', value: 'Nur pseudonymisiert' },
+          ]}
+        />
+      </div>
+
+      {/* Data Flow */}
+      <DataFlowCard />
+    </div>
+  )
+}
+
+/* ------------------------------------------------------------------ */
+
+function ArchitectureDiagram() {
+  return (
+    <div className="bg-white rounded-xl shadow-sm border p-6">
+      <h2 className="text-lg font-semibold text-slate-900 mb-6">Systemarchitektur</h2>
+
+      <div className="bg-slate-900 rounded-lg p-6 font-mono text-xs overflow-x-auto">
+        <pre className="text-slate-300">
+{`┌─────────────────────────────────────────────────────────────────────────────┐
+│                          MAGIC HELP ARCHITEKTUR                              │
+├─────────────────────────────────────────────────────────────────────────────┤
+│                                                                             │
+│  ┌───────────────┐         ┌──────────────────┐         ┌───────────────┐  │
+│  │   FRONTEND    │         │    BACKEND       │         │    STORAGE    │  │
+│  │   (Next.js)   │         │    (FastAPI)     │         │               │  │
+│  │               │         │                  │         │               │  │
+│  │  ┌─────────┐  │  REST   │  ┌────────────┐  │         │  ┌─────────┐  │  │
+│  │  │ Admin   │──┼─────────┼──│ TrOCR      │  │         │  │ Models  │  │  │
+│  │  │ Panel   │  │         │  │ Service    │──┼─────────┼──│ (ONNX)  │  │  │
+│  │  └─────────┘  │         │  └────────────┘  │         │  └─────────┘  │  │
+│  │               │         │        │         │         │               │  │
+│  │  ┌─────────┐  │  WebSocket│  ┌────────────┐  │         │  ┌─────────┐  │  │
+│  │  │ Lehrer  │──┼─────────┼──│ Klausur    │  │         │  │ LoRA    │  │  │
+│  │  │ Portal  │  │         │  │ Processor  │──┼─────────┼──│ Adapter │  │  │
+│  │  └─────────┘  │         │  └────────────┘  │         │  └─────────┘  │  │
+│  │               │         │        │         │         │               │  │
+│  └───────────────┘         │  ┌────────────┐  │         │  ┌─────────┐  │  │
+│                            │  │ Pseudo-    │  │         │  │Training │  │  │
+│                            │  │ nymizer    │──┼─────────┼──│ Data    │  │  │
+│                            │  └────────────┘  │         │  └─────────┘  │  │
+│                            │                  │         │               │  │
+│                            └──────────────────┘         └───────────────┘  │
+│                                     │                                      │
+│                                     │ (nur pseudonymisiert)                │
+│                                     ▼                                      │
+│                            ┌──────────────────┐                            │
+│                            │  CLOUD LLM       │                            │
+│                            │  (SysEleven)     │                            │
+│                            │  Namespace-      │                            │
+│                            │  Isolation       │                            │
+│                            └──────────────────┘                            │
+│                                                                             │
+└─────────────────────────────────────────────────────────────────────────────┘`}
+        </pre>
+      </div>
+    </div>
+  )
+}
+
+interface ComponentCardProps {
+  icon: string
+  title: string
+  description: string
+  specs: Array<{ label: string; value: string }>
+}
+
+function ComponentCard({ icon, title, description, specs }: ComponentCardProps) {
+  return (
+    <div className="bg-white rounded-xl shadow-sm border p-6">
+      <h3 className="text-lg font-semibold text-slate-900 mb-4 flex items-center gap-2">
+        <span>{icon}</span> {title}
+      </h3>
+      <div className="space-y-3 text-sm">
+        {specs.map((spec) => (
+          <div key={spec.label} className="flex justify-between">
+            <span className="text-slate-500">{spec.label}</span>
+            <span className="text-slate-900">{spec.value}</span>
+          </div>
+        ))}
+      </div>
+      <p className="text-slate-500 text-sm mt-4">{description}</p>
+    </div>
+  )
+}
+
+const DATA_FLOW_STEPS = [
+  {
+    num: 1,
+    color: 'bg-blue-100 text-blue-600',
+    title: 'Lokale Header-Extraktion',
+    desc: 'TrOCR erkennt Schuelernamen, Klasse und Fach direkt im Browser/PWA (offline-faehig)',
+  },
+  {
+    num: 2,
+    color: 'bg-purple-100 text-purple-600',
+    title: 'Pseudonymisierung',
+    desc: 'Namen werden durch QR-Code Tokens ersetzt, Mapping bleibt lokal',
+  },
+  {
+    num: 3,
+    color: 'bg-green-100 text-green-600',
+    title: 'Cloud-Korrektur',
+    desc: 'Nur pseudonymisierte Dokument-Tokens werden an die KI gesendet',
+  },
+  {
+    num: 4,
+    color: 'bg-yellow-100 text-yellow-600',
+    title: 'Re-Identifikation',
+    desc: 'Ergebnisse werden lokal mit dem Mapping wieder den echten Namen zugeordnet',
+  },
+]
+
+function DataFlowCard() {
+  return (
+    <div className="bg-white rounded-xl shadow-sm border p-6">
+      <h2 className="text-lg font-semibold text-slate-900 mb-4">Datenfluss</h2>
+      <div className="space-y-4">
+        {DATA_FLOW_STEPS.map((step) => (
+          <div key={step.num} className="flex items-start gap-4 bg-slate-50 rounded-lg p-4">
+            <div className={`w-8 h-8 rounded-full ${step.color} flex items-center justify-center font-bold`}>
+              {step.num}
+            </div>
+            <div>
+              <div className="font-medium text-slate-900">{step.title}</div>
+              <div className="text-sm text-slate-500">{step.desc}</div>
+            </div>
+          </div>
+        ))}
+      </div>
+    </div>
+  )
+}

admin-lehrer/app/(admin)/ai/magic-help/_components/TabBatch.tsx

@@ -0,0 +1,53 @@
+'use client'
+
+import { BatchUploader } from '@/components/ai/BatchUploader'
+import { API_BASE } from '../types'
+
+export function TabBatch() {
+  return (
+    <div className="space-y-6">
+      {/* Batch OCR Processing */}
+      <div className="bg-white rounded-xl shadow-sm border p-6">
+        <h2 className="text-lg font-semibold text-slate-900 mb-2">Batch-Verarbeitung</h2>
+        <p className="text-sm text-slate-500 mb-6">
+          Verarbeite mehrere Bilder gleichzeitig mit Echtzeit-Fortschrittsanzeige.
+          Die Ergebnisse werden per Server-Sent Events gestreamt.
+        </p>
+
+        <BatchUploader
+          apiBase={API_BASE}
+          maxFiles={20}
+          autoProcess={false}
+          onComplete={(results) => {
+            console.log('Batch complete:', results)
+          }}
+        />
+      </div>
+
+      {/* Batch Processing Info */}
+      <div className="grid grid-cols-1 md:grid-cols-3 gap-6">
+        <div className="bg-gradient-to-br from-blue-50 to-blue-100 border border-blue-200 rounded-xl p-6">
+          <div className="text-3xl mb-2">🚀</div>
+          <h3 className="text-lg font-semibold text-slate-900 mb-2">Parallele Verarbeitung</h3>
+          <p className="text-sm text-slate-600">
+            Mehrere Bilder werden parallel verarbeitet fuer maximale Geschwindigkeit.
+          </p>
+        </div>
+        <div className="bg-gradient-to-br from-green-50 to-green-100 border border-green-200 rounded-xl p-6">
+          <div className="text-3xl mb-2">💾</div>
+          <h3 className="text-lg font-semibold text-slate-900 mb-2">Smart Caching</h3>
+          <p className="text-sm text-slate-600">
+            Identische Bilder werden automatisch aus dem Cache geladen (unter 50ms).
+          </p>
+        </div>
+        <div className="bg-gradient-to-br from-purple-50 to-purple-100 border border-purple-200 rounded-xl p-6">
+          <div className="text-3xl mb-2">📊</div>
+          <h3 className="text-lg font-semibold text-slate-900 mb-2">Live-Fortschritt</h3>
+          <p className="text-sm text-slate-600">
+            Echtzeit-Updates via Server-Sent Events zeigen den Verarbeitungsfortschritt.
+          </p>
+        </div>
+      </div>
+    </div>
+  )
+}

admin-lehrer/app/(admin)/ai/magic-help/_components/TabOverview.tsx

@@ -0,0 +1,127 @@
+'use client'
+
+import { SkeletonText } from '@/components/common/SkeletonText'
+import type { TrOCRStatus } from '../types'
+
+interface TabOverviewProps {
+  status: TrOCRStatus | null
+  loading: boolean
+  onRefresh: () => void
+}
+
+export function TabOverview({ status, loading, onRefresh }: TabOverviewProps) {
+  return (
+    <div className="space-y-6">
+      {/* Status Card */}
+      <div className="bg-white rounded-xl shadow-sm border p-6">
+        <div className="flex items-center justify-between mb-4">
+          <h2 className="text-lg font-semibold text-slate-900">Systemstatus</h2>
+          <button
+            onClick={onRefresh}
+            className="px-3 py-1 bg-purple-600 hover:bg-purple-700 text-white rounded text-sm transition-colors"
+          >
+            Aktualisieren
+          </button>
+        </div>
+
+        {loading ? (
+          <div className="grid grid-cols-2 md:grid-cols-4 gap-4">
+            {[1, 2, 3, 4].map((i) => (
+              <div key={i} className="bg-slate-50 rounded-lg p-4">
+                <SkeletonText lines={1} className="mb-2" />
+                <div className="h-3 w-16 bg-slate-200 rounded animate-pulse" />
+              </div>
+            ))}
+          </div>
+        ) : status?.status === 'available' ? (
+          <div className="grid grid-cols-2 md:grid-cols-4 gap-4">
+            <div className="bg-slate-50 rounded-lg p-4">
+              <div className="text-2xl font-bold text-slate-900">{status.model_name || 'trocr-base'}</div>
+              <div className="text-xs text-slate-500">Modell</div>
+            </div>
+            <div className="bg-slate-50 rounded-lg p-4">
+              <div className="text-2xl font-bold text-slate-900">{status.device || 'CPU'}</div>
+              <div className="text-xs text-slate-500">Geraet</div>
+            </div>
+            <div className="bg-slate-50 rounded-lg p-4">
+              <div className="text-2xl font-bold text-slate-900">{status.training_examples_count || 0}</div>
+              <div className="text-xs text-slate-500">Trainingsbeispiele</div>
+            </div>
+            <div className="bg-slate-50 rounded-lg p-4">
+              <div className="text-2xl font-bold text-slate-900">{status.has_lora_adapter ? 'Aktiv' : 'Keiner'}</div>
+              <div className="text-xs text-slate-500">LoRA Adapter</div>
+            </div>
+          </div>
+        ) : status?.status === 'not_installed' ? (
+          <div className="text-slate-600">
+            <p className="mb-2">TrOCR ist nicht installiert. Fuehre aus:</p>
+            <code className="bg-slate-100 px-3 py-2 rounded text-sm block font-mono">{status.install_command}</code>
+          </div>
+        ) : (
+          <div className="text-red-600">{status?.error || 'Unbekannter Fehler'}</div>
+        )}
+      </div>
+
+      {/* Quick Overview Cards */}
+      <div className="grid grid-cols-1 md:grid-cols-3 gap-6">
+        <div className="bg-gradient-to-br from-purple-50 to-purple-100 border border-purple-200 rounded-xl p-6">
+          <div className="text-3xl mb-2">🎯</div>
+          <h3 className="text-lg font-semibold text-slate-900 mb-2">Handschrifterkennung</h3>
+          <p className="text-sm text-slate-600">
+            TrOCR erkennt automatisch handgeschriebenen Text in Klausuren.
+            Das Modell wurde speziell fuer deutsche Handschriften optimiert.
+          </p>
+        </div>
+        <div className="bg-gradient-to-br from-green-50 to-green-100 border border-green-200 rounded-xl p-6">
+          <div className="text-3xl mb-2">🔒</div>
+          <h3 className="text-lg font-semibold text-slate-900 mb-2">Privacy by Design</h3>
+          <p className="text-sm text-slate-600">
+            Alle Daten werden lokal verarbeitet. Schuelernamen werden durch
+            QR-Codes pseudonymisiert - DSGVO-konform.
+          </p>
+        </div>
+        <div className="bg-gradient-to-br from-blue-50 to-blue-100 border border-blue-200 rounded-xl p-6">
+          <div className="text-3xl mb-2">📈</div>
+          <h3 className="text-lg font-semibold text-slate-900 mb-2">Kontinuierliches Lernen</h3>
+          <p className="text-sm text-slate-600">
+            Mit LoRA Fine-Tuning passt sich das Modell an individuelle
+            Handschriften an - ohne das Basismodell zu veraendern.
+          </p>
+        </div>
+      </div>
+
+      {/* Workflow Overview */}
+      <div className="bg-white rounded-xl shadow-sm border p-6">
+        <h2 className="text-lg font-semibold text-slate-900 mb-4">Magic Onboarding Workflow</h2>
+        <div className="flex flex-wrap items-center gap-4 text-sm">
+          {WORKFLOW_STEPS.map((step, i) => (
+            <WorkflowStep key={step.title} step={step} showArrow={i < WORKFLOW_STEPS.length - 1} />
+          ))}
+        </div>
+      </div>
+    </div>
+  )
+}
+
+const WORKFLOW_STEPS = [
+  { icon: '📄', title: '1. Upload', desc: '25 Klausuren hochladen' },
+  { icon: '🔍', title: '2. Analyse', desc: 'Lokale OCR in 5-10 Sek' },
+  { icon: '✅', title: '3. Bestaetigung', desc: 'Klasse, Schueler, Fach' },
+  { icon: '🤖', title: '4. KI-Korrektur', desc: 'Cloud mit Pseudonymisierung' },
+  { icon: '📊', title: '5. Integration', desc: 'Notenbuch, Zeugnisse' },
+]
+
+function WorkflowStep({ step, showArrow }: { step: typeof WORKFLOW_STEPS[number]; showArrow: boolean }) {
+  return (
+    <>
+      <div className="flex items-center gap-2 bg-slate-50 rounded-lg px-4 py-3">
+        <span className="text-2xl">{step.icon}</span>
+        <div>
+          <div className="font-medium text-slate-900">{step.title}</div>
+          <div className="text-slate-500">{step.desc}</div>
+        </div>
+      </div>
+      {showArrow && <div className="text-slate-400">&rarr;</div>}
+    </>
+  )
+}

admin-lehrer/app/(admin)/ai/magic-help/_components/TabSettings.tsx

@@ -0,0 +1,226 @@
+'use client'
+
+import type { MagicSettings } from '../types'
+import { DEFAULT_SETTINGS } from '../types'
+
+interface TabSettingsProps {
+  settings: MagicSettings
+  settingsSaved: boolean
+  onUpdateSettings: (settings: MagicSettings) => void
+  onSave: () => void
+}
+
+export function TabSettings({ settings, settingsSaved, onUpdateSettings, onSave }: TabSettingsProps) {
+  const update = (partial: Partial<MagicSettings>) => {
+    onUpdateSettings({ ...settings, ...partial })
+  }
+
+  return (
+    <div className="space-y-6">
+      {/* OCR Settings */}
+      <div className="bg-white rounded-xl shadow-sm border p-6">
+        <h2 className="text-lg font-semibold text-slate-900 mb-4">OCR Einstellungen</h2>
+
+        <div className="grid grid-cols-1 md:grid-cols-2 gap-6">
+          <CheckboxSetting
+            label="Automatische Zeilenerkennung"
+            description="Erkennt und verarbeitet einzelne Zeilen separat"
+            checked={settings.autoDetectLines}
+            onChange={(v) => update({ autoDetectLines: v })}
+          />
+
+          <CheckboxSetting
+            label="Live-Vorschau"
+            description="OCR startet automatisch nach Bild-Upload"
+            checked={settings.livePreview}
+            onChange={(v) => update({ livePreview: v })}
+          />
+
+          <CheckboxSetting
+            label="Sound-Feedback"
+            description="Akustisches Feedback bei erfolgreicher Erkennung"
+            checked={settings.soundFeedback}
+            onChange={(v) => update({ soundFeedback: v })}
+          />
+
+          <div>
+            <label className="block text-sm text-slate-700 mb-2">Konfidenz-Schwellwert</label>
+            <input
+              type="range"
+              min="0"
+              max="1"
+              step="0.1"
+              value={settings.confidenceThreshold}
+              onChange={(e) => update({ confidenceThreshold: parseFloat(e.target.value) })}
+              className="w-full"
+            />
+            <div className="flex justify-between text-xs text-slate-400 mt-1">
+              <span>0%</span>
+              <span className="text-slate-900">{(settings.confidenceThreshold * 100).toFixed(0)}%</span>
+              <span>100%</span>
+            </div>
+          </div>
+
+          <div>
+            <label className="block text-sm text-slate-700 mb-2">Max. Bildgroesse (px)</label>
+            <input
+              type="number"
+              value={settings.maxImageSize}
+              onChange={(e) => update({ maxImageSize: parseInt(e.target.value) })}
+              className="w-full bg-slate-50 border border-slate-300 rounded-lg px-3 py-2 text-slate-900"
+            />
+            <div className="text-xs text-slate-400 mt-1">Groessere Bilder werden skaliert</div>
+          </div>
+
+          <CheckboxSetting
+            label="Ergebnis-Cache aktivieren"
+            description="Speichert OCR-Ergebnisse fuer identische Bilder"
+            checked={settings.enableCache}
+            onChange={(v) => update({ enableCache: v })}
+          />
+        </div>
+      </div>
+
+      {/* Training Settings */}
+      <div className="bg-white rounded-xl shadow-sm border p-6">
+        <h2 className="text-lg font-semibold text-slate-900 mb-4">Training Einstellungen</h2>
+
+        <div className="grid grid-cols-1 md:grid-cols-2 gap-6">
+          <div>
+            <label className="block text-sm text-slate-700 mb-2">LoRA Rank</label>
+            <select
+              value={settings.loraRank}
+              onChange={(e) => update({ loraRank: parseInt(e.target.value) })}
+              className="w-full bg-slate-50 border border-slate-300 rounded-lg px-3 py-2 text-slate-900"
+            >
+              <option value="4">4 (Schnell, weniger Kapazitaet)</option>
+              <option value="8">8 (Ausgewogen)</option>
+              <option value="16">16 (Mehr Kapazitaet)</option>
+              <option value="32">32 (Maximum)</option>
+            </select>
+          </div>
+
+          <div>
+            <label className="block text-sm text-slate-700 mb-2">LoRA Alpha</label>
+            <input
+              type="number"
+              value={settings.loraAlpha}
+              onChange={(e) => update({ loraAlpha: parseInt(e.target.value) })}
+              className="w-full bg-slate-50 border border-slate-300 rounded-lg px-3 py-2 text-slate-900"
+            />
+            <div className="text-xs text-slate-400 mt-1">Empfohlen: 4 x LoRA Rank</div>
+          </div>
+
+          <div>
+            <label className="block text-sm text-slate-700 mb-2">Epochen</label>
+            <input
+              type="number"
+              min="1"
+              max="10"
+              value={settings.epochs}
+              onChange={(e) => update({ epochs: parseInt(e.target.value) })}
+              className="w-full bg-slate-50 border border-slate-300 rounded-lg px-3 py-2 text-slate-900"
+            />
+          </div>
+
+          <div>
+            <label className="block text-sm text-slate-700 mb-2">Batch Size</label>
+            <select
+              value={settings.batchSize}
+              onChange={(e) => update({ batchSize: parseInt(e.target.value) })}
+              className="w-full bg-slate-50 border border-slate-300 rounded-lg px-3 py-2 text-slate-900"
+            >
+              <option value="1">1 (Wenig RAM)</option>
+              <option value="2">2</option>
+              <option value="4">4 (Standard)</option>
+              <option value="8">8 (Viel RAM)</option>
+            </select>
+          </div>
+
+          <div>
+            <label className="block text-sm text-slate-700 mb-2">Learning Rate</label>
+            <select
+              value={settings.learningRate}
+              onChange={(e) => update({ learningRate: parseFloat(e.target.value) })}
+              className="w-full bg-slate-50 border border-slate-300 rounded-lg px-3 py-2 text-slate-900"
+            >
+              <option value="0.0001">0.0001 (Schnell)</option>
+              <option value="0.00005">0.00005 (Standard)</option>
+              <option value="0.00001">0.00001 (Konservativ)</option>
+            </select>
+          </div>
+        </div>
+      </div>
+
+      {/* Save Button */}
+      <div className="flex justify-end gap-4">
+        <button
+          onClick={() => onUpdateSettings(DEFAULT_SETTINGS)}
+          className="px-6 py-2 bg-slate-200 hover:bg-slate-300 text-slate-700 rounded-lg text-sm font-medium transition-colors"
+        >
+          Zuruecksetzen
+        </button>
+        <button
+          onClick={onSave}
+          className="px-6 py-2 bg-purple-600 hover:bg-purple-700 text-white rounded-lg text-sm font-medium transition-colors"
+        >
+          {settingsSaved ? '\u2713 Gespeichert!' : 'Einstellungen speichern'}
+        </button>
+      </div>
+
+      {/* Technical Info */}
+      <div className="bg-white rounded-xl shadow-sm border p-6">
+        <h2 className="text-lg font-semibold text-slate-900 mb-4">Technische Informationen</h2>
+        <div className="grid grid-cols-2 md:grid-cols-4 gap-4 text-sm">
+          <div>
+            <span className="text-slate-500">API Endpoint:</span>
+            <code className="text-slate-900 ml-2 bg-slate-100 px-2 py-1 rounded text-xs">/api/klausur/trocr</code>
+          </div>
+          <div>
+            <span className="text-slate-500">Model Path:</span>
+            <code className="text-slate-900 ml-2 bg-slate-100 px-2 py-1 rounded text-xs">~/.cache/huggingface</code>
+          </div>
+          <div>
+            <span className="text-slate-500">LoRA Path:</span>
+            <code className="text-slate-900 ml-2 bg-slate-100 px-2 py-1 rounded text-xs">./models/lora</code>
+          </div>
+          <div>
+            <span className="text-slate-500">Training Data:</span>
+            <code className="text-slate-900 ml-2 bg-slate-100 px-2 py-1 rounded text-xs">./data/training</code>
+          </div>
+        </div>
+      </div>
+    </div>
+  )
+}
+
+/* ------------------------------------------------------------------ */
+
+function CheckboxSetting({
+  label,
+  description,
+  checked,
+  onChange,
+}: {
+  label: string
+  description: string
+  checked: boolean
+  onChange: (value: boolean) => void
+}) {
+  return (
+    <div>
+      <label className="flex items-center gap-3 cursor-pointer">
+        <input
+          type="checkbox"
+          checked={checked}
+          onChange={(e) => onChange(e.target.checked)}
+          className="w-5 h-5 rounded bg-slate-100 border-slate-300"
+        />
+        <div>
+          <div className="text-slate-900 font-medium">{label}</div>
+          <div className="text-sm text-slate-500">{description}</div>
+        </div>
+      </label>
+    </div>
+  )
+}

admin-lehrer/app/(admin)/ai/magic-help/_components/TabTest.tsx

@@ -0,0 +1,304 @@
+'use client'
+
+import { SkeletonOCRResult, SkeletonDots } from '@/components/common/SkeletonText'
+import { ConfidenceHeatmap } from '@/components/ai/ConfidenceHeatmap'
+import type { OCRResult, MagicSettings } from '../types'
+
+interface TabTestProps {
+  ocrResult: OCRResult | null
+  ocrLoading: boolean
+  imagePreview: string | null
+  uploadedImage: File | null
+  settings: MagicSettings
+  showHeatmap: boolean
+  onToggleHeatmap: () => void
+  onFileUpload: (file: File) => void
+  onManualOCR: () => void
+  onClearImage: () => void
+  onSendToTraining: () => void
+}
+
+function getConfidenceColor(confidence: number) {
+  if (confidence >= 0.9) return 'bg-green-500'
+  if (confidence >= 0.7) return 'bg-yellow-500'
+  return 'bg-red-500'
+}
+
+export function TabTest({
+  ocrResult,
+  ocrLoading,
+  imagePreview,
+  uploadedImage,
+  settings,
+  showHeatmap,
+  onToggleHeatmap,
+  onFileUpload,
+  onManualOCR,
+  onClearImage,
+  onSendToTraining,
+}: TabTestProps) {
+  return (
+    <div className="space-y-6">
+      {/* OCR Test */}
+      <div className="bg-white rounded-xl shadow-sm border p-6">
+        <h2 className="text-lg font-semibold text-slate-900 mb-4">OCR Test</h2>
+        <p className="text-sm text-slate-500 mb-4">
+          Teste die Handschrifterkennung mit einem eigenen Bild. Das Ergebnis zeigt
+          den erkannten Text, Konfidenz und Verarbeitungszeit.
+          {settings.livePreview && (
+            <span className="text-purple-600 ml-1">(Live-Vorschau aktiv)</span>
+          )}
+        </p>
+
+        <div className="grid grid-cols-1 lg:grid-cols-2 gap-6">
+          {/* Upload Area */}
+          <UploadArea
+            imagePreview={imagePreview}
+            uploadedImage={uploadedImage}
+            ocrLoading={ocrLoading}
+            livePreview={settings.livePreview}
+            onFileUpload={onFileUpload}
+            onManualOCR={onManualOCR}
+            onClearImage={onClearImage}
+          />
+
+          {/* Results Area */}
+          <ResultsArea
+            ocrResult={ocrResult}
+            ocrLoading={ocrLoading}
+            onSendToTraining={onSendToTraining}
+          />
+        </div>
+      </div>
+
+      {/* Confidence Heatmap */}
+      {imagePreview && ocrResult && ocrResult.confidence > 0 && (
+        <div className="bg-white rounded-xl shadow-sm border p-6">
+          <div className="flex items-center justify-between mb-4">
+            <h2 className="text-lg font-semibold text-slate-900">Konfidenz-Visualisierung</h2>
+            <button
+              onClick={onToggleHeatmap}
+              className={`px-3 py-1 rounded text-sm font-medium transition-colors ${
+                showHeatmap
+                  ? 'bg-purple-600 text-white'
+                  : 'bg-slate-200 text-slate-700 hover:bg-slate-300'
+              }`}
+            >
+              {showHeatmap ? 'Heatmap verbergen' : 'Heatmap anzeigen'}
+            </button>
+          </div>
+          {showHeatmap && (
+            <ConfidenceHeatmap
+              imageSrc={imagePreview}
+              text={ocrResult.text}
+              confidence={ocrResult.confidence}
+              wordBoxes={ocrResult.word_boxes?.map(w => ({
+                text: w.text,
+                confidence: w.confidence,
+                bbox: w.bbox as [number, number, number, number]
+              })) || []}
+              charConfidences={ocrResult.char_confidences || []}
+              showLegend={true}
+              toggleable={true}
+            />
+          )}
+        </div>
+      )}
+
+      {/* Confidence Interpretation */}
+      <div className="bg-white rounded-xl shadow-sm border p-6">
+        <h2 className="text-lg font-semibold text-slate-900 mb-4">Konfidenz-Interpretation</h2>
+        <div className="grid grid-cols-1 md:grid-cols-3 gap-4">
+          <div className="bg-green-50 border border-green-200 rounded-lg p-4">
+            <div className="text-green-700 font-medium">90-100%</div>
+            <div className="text-sm text-slate-600 mt-1">Sehr hohe Sicherheit - Text kann direkt uebernommen werden</div>
+          </div>
+          <div className="bg-yellow-50 border border-yellow-200 rounded-lg p-4">
+            <div className="text-yellow-700 font-medium">70-90%</div>
+            <div className="text-sm text-slate-600 mt-1">Gute Sicherheit - manuelle Ueberpruefung empfohlen</div>
+          </div>
+          <div className="bg-red-50 border border-red-200 rounded-lg p-4">
+            <div className="text-red-700 font-medium">&lt; 70%</div>
+            <div className="text-sm text-slate-600 mt-1">Niedrige Sicherheit - manuelle Eingabe erforderlich</div>
+          </div>
+        </div>
+      </div>
+    </div>
+  )
+}
+
+/* ------------------------------------------------------------------ */
+/*  Sub-components                                                     */
+/* ------------------------------------------------------------------ */
+
+interface UploadAreaProps {
+  imagePreview: string | null
+  uploadedImage: File | null
+  ocrLoading: boolean
+  livePreview: boolean
+  onFileUpload: (file: File) => void
+  onManualOCR: () => void
+  onClearImage: () => void
+}
+
+function UploadArea({ imagePreview, uploadedImage, ocrLoading, livePreview, onFileUpload, onManualOCR, onClearImage }: UploadAreaProps) {
+  return (
+    <div>
+      <div
+        className={`border-2 border-dashed rounded-lg p-8 text-center cursor-pointer transition-all ${
+          imagePreview
+            ? 'border-purple-500 bg-purple-50'
+            : 'border-slate-300 hover:border-purple-500'
+        }`}
+        onClick={() => document.getElementById('ocr-file-input')?.click()}
+        onDragOver={(e) => { e.preventDefault(); e.currentTarget.classList.add('border-purple-500', 'bg-purple-50') }}
+        onDragLeave={(e) => { e.currentTarget.classList.remove('border-purple-500', 'bg-purple-50') }}
+        onDrop={(e) => {
+          e.preventDefault()
+          e.stopPropagation()
+          e.currentTarget.classList.remove('border-purple-500', 'bg-purple-50')
+          const file = e.dataTransfer.files[0]
+          if (file?.type.startsWith('image/')) onFileUpload(file)
+        }}
+      >
+        {imagePreview ? (
+          <div className="relative">
+            <img
+              src={imagePreview}
+              alt="Hochgeladenes Bild"
+              className="max-h-64 mx-auto rounded-lg shadow-sm"
+            />
+            <button
+              onClick={(e) => {
+                e.stopPropagation()
+                onClearImage()
+              }}
+              className="absolute top-2 right-2 p-1 bg-red-500 text-white rounded-full hover:bg-red-600 transition-colors"
+              title="Bild entfernen (Escape)"
+            >
+              <svg className="w-4 h-4" fill="none" stroke="currentColor" viewBox="0 0 24 24">
+                <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M6 18L18 6M6 6l12 12" />
+              </svg>
+            </button>
+          </div>
+        ) : (
+          <>
+            <div className="text-4xl mb-2">📄</div>
+            <div className="text-slate-700">Bild hierher ziehen oder klicken zum Hochladen</div>
+            <div className="text-xs text-slate-400 mt-1">PNG, JPG - Handgeschriebener Text</div>
+            <div className="text-xs text-purple-500 mt-2">
+              oder <kbd className="px-1.5 py-0.5 bg-purple-100 rounded font-mono">Ctrl+V</kbd> zum Einfuegen
+            </div>
+          </>
+        )}
+      </div>
+      <input
+        type="file"
+        id="ocr-file-input"
+        accept="image/*"
+        className="hidden"
+        onChange={(e) => {
+          const file = e.target.files?.[0]
+          if (file) onFileUpload(file)
+        }}
+      />
+
+      {uploadedImage && !livePreview && (
+        <button
+          onClick={onManualOCR}
+          disabled={ocrLoading}
+          className="w-full mt-4 px-4 py-2 bg-purple-600 hover:bg-purple-700 disabled:bg-slate-300 text-white rounded-lg text-sm font-medium transition-colors"
+        >
+          {ocrLoading ? (
+            <span className="flex items-center justify-center gap-2">
+              <SkeletonDots />
+              Analysiere...
+            </span>
+          ) : (
+            'OCR starten (Ctrl+Enter)'
+          )}
+        </button>
+      )}
+    </div>
+  )
+}
+
+interface ResultsAreaProps {
+  ocrResult: OCRResult | null
+  ocrLoading: boolean
+  onSendToTraining: () => void
+}
+
+function ResultsArea({ ocrResult, ocrLoading, onSendToTraining }: ResultsAreaProps) {
+  if (ocrLoading) return <SkeletonOCRResult />
+
+  if (!ocrResult) {
+    return (
+      <div className="bg-slate-50 rounded-lg p-8 text-center text-slate-400">
+        <div className="text-4xl mb-2">🔍</div>
+        <div>Lade ein Bild hoch um die Erkennung zu testen</div>
+      </div>
+    )
+  }
+
+  return (
+    <div className="bg-slate-50 rounded-lg p-4">
+      <div className="flex items-center justify-between mb-2">
+        <h3 className="text-sm font-medium text-slate-700">Erkannter Text:</h3>
+        <div className={`px-2 py-1 rounded-full text-xs font-medium ${
+          ocrResult.confidence >= 0.9 ? 'bg-green-100 text-green-700' :
+          ocrResult.confidence >= 0.7 ? 'bg-yellow-100 text-yellow-700' :
+          'bg-red-100 text-red-700'
+        }`}>
+          {(ocrResult.confidence * 100).toFixed(0)}% Konfidenz
+        </div>
+      </div>
+      <pre className="bg-white border p-3 rounded text-sm text-slate-900 whitespace-pre-wrap max-h-48 overflow-y-auto">
+        {ocrResult.text || '(Kein Text erkannt)'}
+      </pre>
+
+      {/* Confidence bar */}
+      <div className="mt-3 mb-3">
+        <div className="h-2 bg-slate-200 rounded-full overflow-hidden">
+          <div
+            className={`h-full transition-all duration-500 ${getConfidenceColor(ocrResult.confidence)}`}
+            style={{ width: `${ocrResult.confidence * 100}%` }}
+          />
+        </div>
+      </div>
+
+      <div className="grid grid-cols-2 md:grid-cols-4 gap-4 text-sm">
+        <div className="bg-white border rounded p-2">
+          <div className="text-slate-500 text-xs">Konfidenz</div>
+          <div className="text-slate-900 font-medium">{(ocrResult.confidence * 100).toFixed(1)}%</div>
+        </div>
+        <div className="bg-white border rounded p-2">
+          <div className="text-slate-500 text-xs">Verarbeitungszeit</div>
+          <div className="text-slate-900 font-medium">{ocrResult.processing_time_ms}ms</div>
+        </div>
+        <div className="bg-white border rounded p-2">
+          <div className="text-slate-500 text-xs">Modell</div>
+          <div className="text-slate-900 font-medium">{ocrResult.model || 'TrOCR'}</div>
+        </div>
+        <div className="bg-white border rounded p-2">
+          <div className="text-slate-500 text-xs">LoRA Adapter</div>
+          <div className="text-slate-900 font-medium">{ocrResult.has_lora_adapter ? 'Ja' : 'Nein'}</div>
+        </div>
+      </div>
+
+      {ocrResult.confidence < 0.9 && (
+        <div className="mt-4 p-3 bg-blue-50 border border-blue-200 rounded-lg">
+          <p className="text-sm text-blue-800 mb-2">
+            Die Erkennung koennte verbessert werden! Moechtest du dieses Beispiel zum Training hinzufuegen?
+          </p>
+          <button
+            onClick={onSendToTraining}
+            className="px-3 py-1 bg-blue-600 hover:bg-blue-700 text-white rounded text-sm transition-colors"
+          >
+            Als Trainingsbeispiel hinzufuegen
+          </button>
+        </div>
+      )}
+    </div>
+  )
+}

admin-lehrer/app/(admin)/ai/magic-help/_components/TabTraining.tsx

@@ -0,0 +1,333 @@
+'use client'
+
+import Link from 'next/link'
+import { SkeletonDots } from '@/components/common/SkeletonText'
+import { TrainingMetrics } from '@/components/ai/TrainingMetrics'
+import type { TrOCRStatus, TrainingExample, MagicSettings } from '../types'
+import { API_BASE } from '../types'
+
+interface TabTrainingProps {
+  status: TrOCRStatus | null
+  examples: TrainingExample[]
+  trainingImage: File | null
+  trainingText: string
+  fineTuning: boolean
+  settings: MagicSettings
+  showTrainingDashboard: boolean
+  onSetTrainingImage: (file: File | null) => void
+  onSetTrainingText: (text: string) => void
+  onAddExample: () => void
+  onFineTune: () => void
+  onToggleDashboard: () => void
+}
+
+export function TabTraining({
+  status,
+  examples,
+  trainingImage,
+  trainingText,
+  fineTuning,
+  settings,
+  showTrainingDashboard,
+  onSetTrainingImage,
+  onSetTrainingText,
+  onAddExample,
+  onFineTune,
+  onToggleDashboard,
+}: TabTrainingProps) {
+  const exampleCount = status?.training_examples_count || 0
+  const progressPct = Math.min(100, (exampleCount / 10) * 100)
+
+  return (
+    <div className="space-y-6">
+      {/* Training Overview */}
+      <TrainingOverviewCard
+        status={status}
+        settings={settings}
+        exampleCount={exampleCount}
+        progressPct={progressPct}
+      />
+
+      <div className="grid grid-cols-1 md:grid-cols-2 gap-6">
+        {/* Add Training Example */}
+        <AddExampleCard
+          trainingImage={trainingImage}
+          trainingText={trainingText}
+          onSetTrainingImage={onSetTrainingImage}
+          onSetTrainingText={onSetTrainingText}
+          onAddExample={onAddExample}
+        />
+
+        {/* Fine-Tuning */}
+        <FineTuningCard
+          settings={settings}
+          fineTuning={fineTuning}
+          exampleCount={exampleCount}
+          hasLoraAdapter={status?.has_lora_adapter || false}
+          onFineTune={onFineTune}
+        />
+      </div>
+
+      {/* Training Examples List */}
+      {examples.length > 0 && (
+        <ExamplesListCard examples={examples} />
+      )}
+
+      {/* Training Dashboard Demo */}
+      <TrainingDashboardCard
+        showDashboard={showTrainingDashboard}
+        onToggle={onToggleDashboard}
+      />
+    </div>
+  )
+}
+
+/* ------------------------------------------------------------------ */
+
+function TrainingOverviewCard({
+  status,
+  settings,
+  exampleCount,
+  progressPct,
+}: {
+  status: TrOCRStatus | null
+  settings: MagicSettings
+  exampleCount: number
+  progressPct: number
+}) {
+  return (
+    <div className="bg-white rounded-xl shadow-sm border p-6">
+      <h2 className="text-lg font-semibold text-slate-900 mb-4">Training mit LoRA</h2>
+      <p className="text-sm text-slate-500 mb-4">
+        LoRA (Low-Rank Adaptation) ermoeglicht effizientes Fine-Tuning ohne das Basismodell zu veraendern.
+        Das Training erfolgt lokal auf Ihrem System.
+      </p>
+
+      <div className="grid grid-cols-2 md:grid-cols-4 gap-4 mb-6">
+        <div className="bg-slate-50 rounded-lg p-4 text-center">
+          <div className="text-3xl font-bold text-slate-900">{exampleCount}</div>
+          <div className="text-xs text-slate-500">Trainingsbeispiele</div>
+        </div>
+        <div className="bg-slate-50 rounded-lg p-4 text-center">
+          <div className="text-3xl font-bold text-slate-900">10</div>
+          <div className="text-xs text-slate-500">Minimum benoetigt</div>
+        </div>
+        <div className="bg-slate-50 rounded-lg p-4 text-center">
+          <div className="text-3xl font-bold text-slate-900">{settings.loraRank}</div>
+          <div className="text-xs text-slate-500">LoRA Rank</div>
+        </div>
+        <div className="bg-slate-50 rounded-lg p-4 text-center">
+          <div className="text-3xl font-bold text-slate-900">{status?.has_lora_adapter ? '\u2713' : '\u2717'}</div>
+          <div className="text-xs text-slate-500">Adapter aktiv</div>
+        </div>
+      </div>
+
+      <div className="mb-6">
+        <div className="flex justify-between text-sm mb-1">
+          <span className="text-slate-500">Fortschritt zum Fine-Tuning</span>
+          <span className="text-slate-500">{progressPct.toFixed(0)}%</span>
+        </div>
+        <div className="h-2 bg-slate-200 rounded-full overflow-hidden">
+          <div
+            className="h-full bg-gradient-to-r from-purple-500 to-blue-500 transition-all duration-500"
+            style={{ width: `${progressPct}%` }}
+          />
+        </div>
+      </div>
+    </div>
+  )
+}
+
+function AddExampleCard({
+  trainingImage,
+  trainingText,
+  onSetTrainingImage,
+  onSetTrainingText,
+  onAddExample,
+}: {
+  trainingImage: File | null
+  trainingText: string
+  onSetTrainingImage: (file: File | null) => void
+  onSetTrainingText: (text: string) => void
+  onAddExample: () => void
+}) {
+  return (
+    <div className="bg-white rounded-xl shadow-sm border p-6">
+      <h2 className="text-lg font-semibold text-slate-900 mb-4">Trainingsbeispiel hinzufuegen</h2>
+      <p className="text-sm text-slate-500 mb-4">
+        Lade ein Bild mit handgeschriebenem Text hoch und gib die korrekte Transkription ein.
+      </p>
+
+      <div className="space-y-4">
+        <div>
+          <label className="block text-sm text-slate-700 mb-1">Bild</label>
+          <input
+            type="file"
+            accept="image/*"
+            className="w-full bg-slate-50 border border-slate-300 rounded-lg px-3 py-2 text-sm"
+            onChange={(e) => onSetTrainingImage(e.target.files?.[0] || null)}
+          />
+          {trainingImage && (
+            <div className="mt-2 text-xs text-green-600">
+              Bild ausgewaehlt: {trainingImage.name}
+            </div>
+          )}
+        </div>
+        <div>
+          <label className="block text-sm text-slate-700 mb-1">Korrekter Text (Ground Truth)</label>
+          <textarea
+            className="w-full bg-slate-50 border border-slate-300 rounded-lg px-3 py-2 text-sm text-slate-900 resize-none"
+            rows={3}
+            placeholder="Gib hier den korrekten Text ein..."
+            value={trainingText}
+            onChange={(e) => onSetTrainingText(e.target.value)}
+          />
+        </div>
+        <button
+          onClick={onAddExample}
+          className="w-full px-4 py-2 bg-purple-600 hover:bg-purple-700 text-white rounded-lg text-sm font-medium transition-colors"
+        >
+          + Trainingsbeispiel hinzufuegen
+        </button>
+      </div>
+    </div>
+  )
+}
+
+function FineTuningCard({
+  settings,
+  fineTuning,
+  exampleCount,
+  hasLoraAdapter,
+  onFineTune,
+}: {
+  settings: MagicSettings
+  fineTuning: boolean
+  exampleCount: number
+  hasLoraAdapter: boolean
+  onFineTune: () => void
+}) {
+  return (
+    <div className="bg-white rounded-xl shadow-sm border p-6">
+      <h2 className="text-lg font-semibold text-slate-900 mb-4">Fine-Tuning starten</h2>
+      <p className="text-sm text-slate-500 mb-4">
+        Trainiere das Modell mit den gesammelten Beispielen. Der Prozess dauert
+        je nach Anzahl der Beispiele einige Minuten.
+      </p>
+
+      <div className="bg-slate-50 rounded-lg p-4 mb-4">
+        <div className="grid grid-cols-2 gap-4 text-sm">
+          <div>
+            <span className="text-slate-500">Epochen:</span>
+            <span className="text-slate-900 ml-2">{settings.epochs}</span>
+          </div>
+          <div>
+            <span className="text-slate-500">Learning Rate:</span>
+            <span className="text-slate-900 ml-2">{settings.learningRate}</span>
+          </div>
+          <div>
+            <span className="text-slate-500">LoRA Rank:</span>
+            <span className="text-slate-900 ml-2">{settings.loraRank}</span>
+          </div>
+          <div>
+            <span className="text-slate-500">Batch Size:</span>
+            <span className="text-slate-900 ml-2">{settings.batchSize}</span>
+          </div>
+        </div>
+      </div>
+
+      <button
+        onClick={onFineTune}
+        disabled={fineTuning || exampleCount < 10}
+        className="w-full px-4 py-2 bg-green-600 hover:bg-green-700 disabled:bg-slate-300 disabled:cursor-not-allowed text-white rounded-lg text-sm font-medium transition-colors"
+      >
+        {fineTuning ? (
+          <span className="flex items-center justify-center gap-2">
+            <SkeletonDots />
+            Fine-Tuning laeuft...
+          </span>
+        ) : (
+          'Fine-Tuning starten'
+        )}
+      </button>
+
+      {exampleCount < 10 && (
+        <p className="text-xs text-yellow-600 mt-2 text-center">
+          Noch {10 - exampleCount} Beispiele benoetigt
+        </p>
+      )}
+
+      <Link
+        href="/ai/ocr-labeling?model=trocr-lora"
+        className="w-full mt-4 px-4 py-2 bg-teal-100 text-teal-700 border border-teal-300 rounded-lg hover:bg-teal-200 flex items-center justify-center gap-2 transition-colors"
+      >
+        <span>🏷️</span>
+        Ground Truth in OCR-Labeling sammeln
+      </Link>
+    </div>
+  )
+}
+
+function ExamplesListCard({ examples }: { examples: TrainingExample[] }) {
+  return (
+    <div className="bg-white rounded-xl shadow-sm border p-6">
+      <h2 className="text-lg font-semibold text-slate-900 mb-4">Trainingsbeispiele ({examples.length})</h2>
+      <div className="space-y-2 max-h-64 overflow-y-auto">
+        {examples.map((ex, i) => (
+          <div key={i} className="flex items-center gap-4 bg-slate-50 rounded-lg p-3">
+            <span className="text-slate-400 font-mono text-sm w-8">{i + 1}.</span>
+            <span className="text-slate-900 text-sm flex-1 truncate">{ex.ground_truth}</span>
+            <span className="text-slate-400 text-xs">{new Date(ex.created_at).toLocaleDateString('de-DE')}</span>
+          </div>
+        ))}
+      </div>
+    </div>
+  )
+}
+
+function TrainingDashboardCard({
+  showDashboard,
+  onToggle,
+}: {
+  showDashboard: boolean
+  onToggle: () => void
+}) {
+  return (
+    <div className="bg-white rounded-xl shadow-sm border p-6">
+      <div className="flex items-center justify-between mb-4">
+        <div>
+          <h2 className="text-lg font-semibold text-slate-900">Training Dashboard</h2>
+          <p className="text-sm text-slate-500">Live-Metriken waehrend des Trainings</p>
+        </div>
+        <button
+          onClick={onToggle}
+          className={`px-4 py-2 rounded-lg text-sm font-medium transition-colors ${
+            showDashboard
+              ? 'bg-red-600 hover:bg-red-700 text-white'
+              : 'bg-purple-600 hover:bg-purple-700 text-white'
+          }`}
+        >
+          {showDashboard ? 'Demo stoppen' : 'Demo starten'}
+        </button>
+      </div>
+
+      {showDashboard ? (
+        <TrainingMetrics
+          apiBase={API_BASE}
+          simulateMode={true}
+          onComplete={onToggle}
+        />
+      ) : (
+        <div className="bg-slate-50 rounded-lg p-8 text-center">
+          <div className="text-4xl mb-3">📈</div>
+          <div className="text-slate-600 mb-2">
+            Das Training Dashboard zeigt Echtzeit-Metriken waehrend des Fine-Tunings
+          </div>
+          <div className="text-sm text-slate-400">
+            Klicke &quot;Demo starten&quot; um eine simulierte Training-Session zu sehen
+          </div>
+        </div>
+      )}
+    </div>
+  )
+}

admin-lehrer/app/(admin)/ai/magic-help/_components/index.ts

@@ -0,0 +1,7 @@
+export { GlobalDragOverlay, KeyboardShortcutsModal } from './GlobalOverlays'
+export { TabOverview } from './TabOverview'
+export { TabTest } from './TabTest'
+export { TabBatch } from './TabBatch'
+export { TabTraining } from './TabTraining'
+export { TabArchitecture } from './TabArchitecture'
+export { TabSettings } from './TabSettings'

admin-lehrer/app/(admin)/ai/magic-help/types.ts

@@ -0,0 +1,71 @@
+export type TabId = 'overview' | 'test' | 'batch' | 'training' | 'architecture' | 'settings'
+
+export interface TrOCRStatus {
+  status: 'available' | 'not_installed' | 'error'
+  model_name?: string
+  model_id?: string
+  device?: string
+  is_loaded?: boolean
+  has_lora_adapter?: boolean
+  training_examples_count?: number
+  error?: string
+  install_command?: string
+}
+
+export interface OCRResult {
+  text: string
+  confidence: number
+  processing_time_ms: number
+  model: string
+  has_lora_adapter: boolean
+  char_confidences?: number[]
+  word_boxes?: Array<{ text: string; confidence: number; bbox: number[] }>
+}
+
+export interface TrainingExample {
+  image_path: string
+  ground_truth: string
+  teacher_id: string
+  created_at: string
+}
+
+export interface MagicSettings {
+  autoDetectLines: boolean
+  confidenceThreshold: number
+  maxImageSize: number
+  loraRank: number
+  loraAlpha: number
+  learningRate: number
+  epochs: number
+  batchSize: number
+  enableCache: boolean
+  cacheMaxAge: number
+  livePreview: boolean
+  soundFeedback: boolean
+}
+
+export const DEFAULT_SETTINGS: MagicSettings = {
+  autoDetectLines: true,
+  confidenceThreshold: 0.7,
+  maxImageSize: 4096,
+  loraRank: 8,
+  loraAlpha: 32,
+  learningRate: 0.00005,
+  epochs: 3,
+  batchSize: 4,
+  enableCache: true,
+  cacheMaxAge: 3600,
+  livePreview: true,
+  soundFeedback: false,
+}
+
+export const TABS = [
+  { id: 'overview' as TabId, label: 'Uebersicht', icon: '\u{1F4CA}', shortcut: 'Alt+1' },
+  { id: 'test' as TabId, label: 'OCR Test', icon: '\u{1F50D}', shortcut: 'Alt+2' },
+  { id: 'batch' as TabId, label: 'Batch OCR', icon: '\u{1F4C1}', shortcut: 'Alt+3' },
+  { id: 'training' as TabId, label: 'Training', icon: '\u{1F3AF}', shortcut: 'Alt+4' },
+  { id: 'architecture' as TabId, label: 'Architektur', icon: '\u{1F3D7}\uFE0F', shortcut: 'Alt+5' },
+  { id: 'settings' as TabId, label: 'Einstellungen', icon: '\u2699\uFE0F', shortcut: 'Alt+6' },
+] as const
+
+export const API_BASE = '/klausur-api'

admin-lehrer/app/(admin)/ai/magic-help/useMagicHelp.ts

@@ -0,0 +1,382 @@
+'use client'
+
+import { useState, useEffect, useCallback, useRef } from 'react'
+import {
+  type TabId,
+  type TrOCRStatus,
+  type OCRResult,
+  type TrainingExample,
+  type MagicSettings,
+  DEFAULT_SETTINGS,
+  API_BASE,
+} from './types'
+
+function playSuccessSound() {
+  try {
+    const audioContext = new (window.AudioContext || (window as unknown as { webkitAudioContext: typeof AudioContext }).webkitAudioContext)()
+    const oscillator = audioContext.createOscillator()
+    const gainNode = audioContext.createGain()
+
+    oscillator.connect(gainNode)
+    gainNode.connect(audioContext.destination)
+
+    oscillator.frequency.value = 800
+    oscillator.type = 'sine'
+    gainNode.gain.setValueAtTime(0.1, audioContext.currentTime)
+    gainNode.gain.exponentialRampToValueAtTime(0.01, audioContext.currentTime + 0.2)
+
+    oscillator.start(audioContext.currentTime)
+    oscillator.stop(audioContext.currentTime + 0.2)
+  } catch {
+    // Audio not supported, ignore
+  }
+}
+
+export function useMagicHelp() {
+  const [activeTab, setActiveTab] = useState<TabId>('overview')
+  const [status, setStatus] = useState<TrOCRStatus | null>(null)
+  const [loading, setLoading] = useState(true)
+  const [ocrResult, setOcrResult] = useState<OCRResult | null>(null)
+  const [ocrLoading, setOcrLoading] = useState(false)
+  const [examples, setExamples] = useState<TrainingExample[]>([])
+  const [trainingImage, setTrainingImage] = useState<File | null>(null)
+  const [trainingText, setTrainingText] = useState('')
+  const [fineTuning, setFineTuning] = useState(false)
+  const [settings, setSettings] = useState<MagicSettings>(DEFAULT_SETTINGS)
+  const [settingsSaved, setSettingsSaved] = useState(false)
+
+  // Phase 1: New state for enhanced features
+  const [globalDragActive, setGlobalDragActive] = useState(false)
+  const [uploadedImage, setUploadedImage] = useState<File | null>(null)
+  const [imagePreview, setImagePreview] = useState<string | null>(null)
+  const [showShortcutHint, setShowShortcutHint] = useState(false)
+  const [showHeatmap, setShowHeatmap] = useState(false)
+  const [showTrainingDashboard, setShowTrainingDashboard] = useState(false)
+
+  const debounceTimer = useRef<NodeJS.Timeout | null>(null)
+  const dragCounter = useRef(0)
+
+  const fetchStatus = useCallback(async () => {
+    try {
+      const res = await fetch(`${API_BASE}/api/klausur/trocr/status`)
+      const data = await res.json()
+      setStatus(data)
+    } catch {
+      setStatus({ status: 'error', error: 'Failed to fetch status' })
+    } finally {
+      setLoading(false)
+    }
+  }, [])
+
+  const fetchExamples = useCallback(async () => {
+    try {
+      const res = await fetch(`${API_BASE}/api/klausur/trocr/training/examples`)
+      const data = await res.json()
+      setExamples(data.examples || [])
+    } catch (error) {
+      console.error('Failed to fetch examples:', error)
+    }
+  }, [])
+
+  // Phase 1: Live OCR with debounce
+  const triggerOCR = useCallback(async (file: File) => {
+    setOcrLoading(true)
+    setOcrResult(null)
+
+    const formData = new FormData()
+    formData.append('file', file)
+
+    try {
+      const res = await fetch(`${API_BASE}/api/klausur/trocr/extract?detect_lines=${settings.autoDetectLines}`, {
+        method: 'POST',
+        body: formData,
+      })
+      const data = await res.json()
+      if (data.text !== undefined) {
+        setOcrResult(data)
+        if (settings.soundFeedback && data.confidence > 0.7) {
+          playSuccessSound()
+        }
+      } else {
+        setOcrResult({ text: `Error: ${data.detail || 'Unknown error'}`, confidence: 0, processing_time_ms: 0, model: '', has_lora_adapter: false })
+      }
+    } catch (error) {
+      setOcrResult({ text: `Error: ${error}`, confidence: 0, processing_time_ms: 0, model: '', has_lora_adapter: false })
+    } finally {
+      setOcrLoading(false)
+    }
+  }, [settings.autoDetectLines, settings.soundFeedback])
+
+  // Handle file upload with live preview
+  const handleFileUpload = useCallback((file: File) => {
+    if (!file.type.startsWith('image/')) return
+
+    setUploadedImage(file)
+
+    const previewUrl = URL.createObjectURL(file)
+    setImagePreview(previewUrl)
+
+    setActiveTab('test')
+
+    if (settings.livePreview) {
+      if (debounceTimer.current) {
+        clearTimeout(debounceTimer.current)
+      }
+      debounceTimer.current = setTimeout(() => {
+        triggerOCR(file)
+      }, 500)
+    }
+  }, [settings.livePreview, triggerOCR])
+
+  const handleManualOCR = () => {
+    if (uploadedImage) {
+      triggerOCR(uploadedImage)
+    }
+  }
+
+  // Phase 1: Global Drag & Drop handler
+  useEffect(() => {
+    const handleDragEnter = (e: DragEvent) => {
+      e.preventDefault()
+      e.stopPropagation()
+      dragCounter.current++
+      if (e.dataTransfer?.types.includes('Files')) {
+        setGlobalDragActive(true)
+      }
+    }
+
+    const handleDragLeave = (e: DragEvent) => {
+      e.preventDefault()
+      e.stopPropagation()
+      dragCounter.current--
+      if (dragCounter.current === 0) {
+        setGlobalDragActive(false)
+      }
+    }
+
+    const handleDragOver = (e: DragEvent) => {
+      e.preventDefault()
+      e.stopPropagation()
+    }
+
+    const handleDrop = (e: DragEvent) => {
+      e.preventDefault()
+      e.stopPropagation()
+      dragCounter.current = 0
+      setGlobalDragActive(false)
+
+      const file = e.dataTransfer?.files[0]
+      if (file?.type.startsWith('image/')) {
+        handleFileUpload(file)
+      }
+    }
+
+    document.addEventListener('dragenter', handleDragEnter)
+    document.addEventListener('dragleave', handleDragLeave)
+    document.addEventListener('dragover', handleDragOver)
+    document.addEventListener('drop', handleDrop)
+
+    return () => {
+      document.removeEventListener('dragenter', handleDragEnter)
+      document.removeEventListener('dragleave', handleDragLeave)
+      document.removeEventListener('dragover', handleDragOver)
+      document.removeEventListener('drop', handleDrop)
+    }
+  }, [handleFileUpload])
+
+  // Phase 1: Clipboard paste handler (Ctrl+V)
+  useEffect(() => {
+    const handlePaste = async (e: ClipboardEvent) => {
+      const items = e.clipboardData?.items
+      if (!items) return
+
+      for (const item of items) {
+        if (item.type.startsWith('image/')) {
+          e.preventDefault()
+          const file = item.getAsFile()
+          if (file) {
+            handleFileUpload(file)
+          }
+          break
+        }
+      }
+    }
+
+    document.addEventListener('paste', handlePaste)
+    return () => document.removeEventListener('paste', handlePaste)
+  }, [handleFileUpload])
+
+  // Phase 1: Keyboard shortcuts
+  useEffect(() => {
+    const handleKeyDown = (e: KeyboardEvent) => {
+      if (e.ctrlKey && e.key === 'Enter' && uploadedImage) {
+        e.preventDefault()
+        handleManualOCR()
+      }
+
+      if (e.key >= '1' && e.key <= '6' && e.altKey) {
+        e.preventDefault()
+        const tabIndex = parseInt(e.key) - 1
+        const tabIds: TabId[] = ['overview', 'test', 'batch', 'training', 'architecture', 'settings']
+        if (tabIds[tabIndex]) {
+          setActiveTab(tabIds[tabIndex])
+        }
+      }
+
+      if (e.key === 'Escape' && uploadedImage) {
+        setUploadedImage(null)
+        setImagePreview(null)
+        setOcrResult(null)
+      }
+
+      if (e.key === '?') {
+        setShowShortcutHint(prev => !prev)
+      }
+    }
+
+    document.addEventListener('keydown', handleKeyDown)
+    return () => document.removeEventListener('keydown', handleKeyDown)
+    // eslint-disable-next-line react-hooks/exhaustive-deps
+  }, [uploadedImage])
+
+  // Initial data load + settings from localStorage
+  useEffect(() => {
+    fetchStatus()
+    fetchExamples()
+    const saved = localStorage.getItem('magic-help-settings')
+    if (saved) {
+      try {
+        setSettings({ ...DEFAULT_SETTINGS, ...JSON.parse(saved) })
+      } catch {
+        // ignore parse errors
+      }
+    }
+  }, [fetchStatus, fetchExamples])
+
+  // Cleanup preview URL
+  useEffect(() => {
+    return () => {
+      if (imagePreview) {
+        URL.revokeObjectURL(imagePreview)
+      }
+    }
+  }, [imagePreview])
+
+  const handleAddTrainingExample = async () => {
+    if (!trainingImage || !trainingText.trim()) {
+      alert('Please provide both an image and the correct text')
+      return
+    }
+
+    const formData = new FormData()
+    formData.append('file', trainingImage)
+
+    try {
+      const res = await fetch(`${API_BASE}/api/klausur/trocr/training/add?ground_truth=${encodeURIComponent(trainingText)}`, {
+        method: 'POST',
+        body: formData,
+      })
+      const data = await res.json()
+      if (data.example_id) {
+        alert(`Training example added! Total: ${data.total_examples}`)
+        setTrainingImage(null)
+        setTrainingText('')
+        fetchStatus()
+        fetchExamples()
+      } else {
+        alert(`Error: ${data.detail || 'Unknown error'}`)
+      }
+    } catch (error) {
+      alert(`Error: ${error}`)
+    }
+  }
+
+  const handleFineTune = async () => {
+    if (!confirm('Start fine-tuning? This may take several minutes.')) return
+
+    setFineTuning(true)
+    try {
+      const res = await fetch(`${API_BASE}/api/klausur/trocr/training/fine-tune`, {
+        method: 'POST',
+        headers: { 'Content-Type': 'application/json' },
+        body: JSON.stringify({
+          epochs: settings.epochs,
+          learning_rate: settings.learningRate,
+          lora_rank: settings.loraRank,
+          lora_alpha: settings.loraAlpha,
+        }),
+      })
+      const data = await res.json()
+      if (data.status === 'success') {
+        alert(`Fine-tuning successful!\nExamples used: ${data.examples_used}\nEpochs: ${data.epochs}`)
+        fetchStatus()
+      } else {
+        alert(`Fine-tuning failed: ${data.message}`)
+      }
+    } catch (error) {
+      alert(`Error: ${error}`)
+    } finally {
+      setFineTuning(false)
+    }
+  }
+
+  const saveSettings = () => {
+    localStorage.setItem('magic-help-settings', JSON.stringify(settings))
+    setSettingsSaved(true)
+    setTimeout(() => setSettingsSaved(false), 2000)
+  }
+
+  const clearUploadedImage = () => {
+    setUploadedImage(null)
+    setImagePreview(null)
+    setOcrResult(null)
+  }
+
+  const sendToTraining = () => {
+    if (uploadedImage && ocrResult) {
+      setTrainingImage(uploadedImage)
+      setTrainingText(ocrResult.text)
+      setActiveTab('training')
+    }
+  }
+
+  return {
+    // State
+    activeTab,
+    setActiveTab,
+    status,
+    loading,
+    ocrResult,
+    ocrLoading,
+    examples,
+    trainingImage,
+    setTrainingImage,
+    trainingText,
+    setTrainingText,
+    fineTuning,
+    settings,
+    setSettings,
+    settingsSaved,
+    globalDragActive,
+    uploadedImage,
+    imagePreview,
+    showShortcutHint,
+    setShowShortcutHint,
+    showHeatmap,
+    setShowHeatmap,
+    showTrainingDashboard,
+    setShowTrainingDashboard,
+
+    // Actions
+    fetchStatus,
+    handleFileUpload,
+    handleManualOCR,
+    handleAddTrainingExample,
+    handleFineTune,
+    saveSettings,
+    clearUploadedImage,
+    sendToTraining,
+  }
+}
+
+export type UseMagicHelpReturn = ReturnType<typeof useMagicHelp>

admin-lehrer/app/(admin)/ai/ocr-ground-truth/page.tsx

@@ -0,0 +1,420 @@
+'use client'
+
+/**
+ * Ground-Truth Queue & Progress
+ *
+ * Overview page showing all sessions with their GT status.
+ * Clicking a session opens it in the Kombi Pipeline (/ai/ocr-overlay)
+ * where the actual review (split-view, inline edit, GT marking) happens.
+ */
+
+import { useState, useEffect, useCallback } from 'react'
+import { useRouter } from 'next/navigation'
+import { PagePurpose } from '@/components/common/PagePurpose'
+
+const KLAUSUR_API = '/klausur-api'
+
+// ---------------------------------------------------------------------------
+// Types
+// ---------------------------------------------------------------------------
+
+interface Session {
+  id: string
+  name: string
+  filename: string
+  status: string
+  created_at: string
+  document_category: string | null
+  has_ground_truth: boolean
+}
+
+interface GTSession {
+  session_id: string
+  name: string
+  filename: string
+  document_category: string | null
+  pipeline: string | null
+  saved_at: string | null
+  summary: {
+    total_zones: number
+    total_columns: number
+    total_rows: number
+    total_cells: number
+  }
+}
+
+// ---------------------------------------------------------------------------
+// Component
+// ---------------------------------------------------------------------------
+
+export default function GroundTruthQueuePage() {
+  const router = useRouter()
+  const [allSessions, setAllSessions] = useState<Session[]>([])
+  const [gtSessions, setGtSessions] = useState<GTSession[]>([])
+  const [filter, setFilter] = useState<'all' | 'unreviewed' | 'reviewed'>('all')
+  const [loading, setLoading] = useState(true)
+  const [selectedSessions, setSelectedSessions] = useState<Set<string>>(new Set())
+  const [marking, setMarking] = useState(false)
+  const [markResult, setMarkResult] = useState<string | null>(null)
+
+  // Load sessions + GT sessions
+  const loadData = useCallback(async () => {
+    setLoading(true)
+    try {
+      const [sessRes, gtRes] = await Promise.all([
+        fetch(`${KLAUSUR_API}/api/v1/ocr-pipeline/sessions?limit=200`),
+        fetch(`${KLAUSUR_API}/api/v1/ocr-pipeline/ground-truth-sessions`),
+      ])
+
+      if (sessRes.ok) {
+        const data = await sessRes.json()
+        const gtSet = new Set<string>()
+
+        if (gtRes.ok) {
+          const gtData = await gtRes.json()
+          const gts: GTSession[] = gtData.sessions || []
+          setGtSessions(gts)
+          for (const g of gts) gtSet.add(g.session_id)
+        }
+
+        const sessions: Session[] = (data.sessions || [])
+          .filter((s: any) => !s.parent_session_id)
+          .map((s: any) => ({
+            id: s.id,
+            name: s.name || '',
+            filename: s.filename || '',
+            status: s.status || 'active',
+            created_at: s.created_at || '',
+            document_category: s.document_category || null,
+            has_ground_truth: gtSet.has(s.id),
+          }))
+        setAllSessions(sessions)
+      }
+    } catch (e) {
+      console.error('Failed to load data:', e)
+    } finally {
+      setLoading(false)
+    }
+  }, [])
+
+  useEffect(() => {
+    loadData()
+  }, [loadData])
+
+  // Filtered sessions
+  const filteredSessions = allSessions.filter((s) => {
+    if (filter === 'unreviewed') return !s.has_ground_truth
+    if (filter === 'reviewed') return s.has_ground_truth
+    return true
+  })
+
+  const reviewedCount = allSessions.filter((s) => s.has_ground_truth).length
+  const totalCount = allSessions.length
+  const pct = totalCount > 0 ? Math.round((reviewedCount / totalCount) * 100) : 0
+
+  // Open session in Kombi pipeline
+  const openInPipeline = (sessionId: string) => {
+    router.push(`/ai/ocr-overlay?session=${sessionId}&mode=kombi`)
+  }
+
+  // Batch mark as GT
+  const batchMark = async () => {
+    setMarking(true)
+    let success = 0
+    for (const sid of selectedSessions) {
+      try {
+        const res = await fetch(
+          `${KLAUSUR_API}/api/v1/ocr-pipeline/sessions/${sid}/mark-ground-truth?pipeline=kombi`,
+          { method: 'POST' },
+        )
+        if (res.ok) success++
+      } catch {
+        /* skip */
+      }
+    }
+    setSelectedSessions(new Set())
+    setMarking(false)
+    setMarkResult(`${success} Sessions als Ground Truth markiert`)
+    setTimeout(() => setMarkResult(null), 3000)
+    loadData()
+  }
+
+  const toggleSelect = (id: string) => {
+    setSelectedSessions((prev) => {
+      const next = new Set(prev)
+      if (next.has(id)) next.delete(id)
+      else next.add(id)
+      return next
+    })
+  }
+
+  const selectAll = () => {
+    if (selectedSessions.size === filteredSessions.length) {
+      setSelectedSessions(new Set())
+    } else {
+      setSelectedSessions(new Set(filteredSessions.map((s) => s.id)))
+    }
+  }
+
+  return (
+    <div className="space-y-6">
+      <div className="max-w-5xl mx-auto p-4 space-y-4">
+        <PagePurpose
+          title="Ground Truth Queue"
+          purpose="Uebersicht aller OCR-Sessions und deren Ground-Truth-Status. Zum Pruefen und Korrigieren eine Session oeffnen — sie wird im Kombi-Modus (OCR Overlay) bearbeitet."
+          audience={['Entwickler', 'QA']}
+          defaultCollapsed
+          architecture={{
+            services: ['klausur-service (FastAPI, Port 8086)'],
+            databases: ['PostgreSQL (ocr_pipeline_sessions)'],
+          }}
+          relatedPages={[
+            {
+              name: 'Kombi Pipeline',
+              href: '/ai/ocr-overlay',
+              description: 'Sessions bearbeiten und GT markieren',
+            },
+            {
+              name: 'OCR Regression',
+              href: '/ai/ocr-regression',
+              description: 'Regressions-Tests',
+            },
+          ]}
+        />
+
+        {/* Progress Bar */}
+        <div className="bg-white rounded-lg border border-slate-200 p-4">
+          <div className="flex items-center justify-between mb-2">
+            <h2 className="text-lg font-bold text-slate-900">
+              Ground Truth Fortschritt
+            </h2>
+            <span className="text-sm text-slate-500">
+              {reviewedCount} von {totalCount} markiert ({pct}%)
+            </span>
+          </div>
+          <div className="w-full bg-slate-100 rounded-full h-2.5">
+            <div
+              className="bg-teal-500 h-2.5 rounded-full transition-all duration-500"
+              style={{ width: `${pct}%` }}
+            />
+          </div>
+          <div className="flex items-center gap-4 mt-2 text-xs text-slate-500">
+            <span className="flex items-center gap-1">
+              <span className="w-2 h-2 rounded-full bg-teal-400" />
+              {reviewedCount} Ground Truth
+            </span>
+            <span className="flex items-center gap-1">
+              <span className="w-2 h-2 rounded-full bg-slate-300" />
+              {totalCount - reviewedCount} offen
+            </span>
+            <span>
+              {gtSessions.reduce((sum, g) => sum + g.summary.total_cells, 0)}{' '}
+              Referenz-Zellen gesamt
+            </span>
+          </div>
+        </div>
+
+        {/* Filter + Actions */}
+        <div className="flex items-center gap-4 flex-wrap">
+          <div className="flex gap-1 bg-slate-100 rounded-lg p-1">
+            {(['all', 'unreviewed', 'reviewed'] as const).map((f) => (
+              <button
+                key={f}
+                onClick={() => setFilter(f)}
+                className={`px-3 py-1.5 text-sm rounded-md transition-colors ${
+                  filter === f
+                    ? 'bg-white text-slate-900 shadow-sm font-medium'
+                    : 'text-slate-500 hover:text-slate-700'
+                }`}
+              >
+                {f === 'all'
+                  ? 'Alle'
+                  : f === 'unreviewed'
+                    ? 'Offen'
+                    : 'Ground Truth'}
+                <span className="ml-1 text-xs text-slate-400">
+                  (
+                  {
+                    allSessions.filter((s) =>
+                      f === 'unreviewed'
+                        ? !s.has_ground_truth
+                        : f === 'reviewed'
+                          ? s.has_ground_truth
+                          : true,
+                    ).length
+                  }
+                  )
+                </span>
+              </button>
+            ))}
+          </div>
+
+          <div className="ml-auto flex items-center gap-2">
+            {selectedSessions.size > 0 && (
+              <button
+                onClick={batchMark}
+                disabled={marking}
+                className="px-3 py-1.5 bg-teal-600 text-white text-sm rounded-lg hover:bg-teal-700 disabled:opacity-50"
+              >
+                {marking
+                  ? 'Markiere...'
+                  : `${selectedSessions.size} als GT markieren`}
+              </button>
+            )}
+            <button
+              onClick={selectAll}
+              className="px-3 py-1.5 text-sm text-slate-500 hover:text-slate-700 border border-slate-200 rounded-lg hover:bg-slate-50"
+            >
+              {selectedSessions.size === filteredSessions.length
+                ? 'Keine auswaehlen'
+                : 'Alle auswaehlen'}
+            </button>
+          </div>
+        </div>
+
+        {/* Toast */}
+        {markResult && (
+          <div className="p-3 rounded-lg text-sm bg-emerald-50 text-emerald-700 border border-emerald-200">
+            {markResult}
+          </div>
+        )}
+
+        {/* Session List */}
+        {loading ? (
+          <div className="text-center py-12 text-slate-400">
+            Lade Sessions...
+          </div>
+        ) : filteredSessions.length === 0 ? (
+          <div className="text-center py-12 text-slate-400">
+            <p className="text-lg">Keine Sessions in dieser Ansicht</p>
+          </div>
+        ) : (
+          <div className="bg-white rounded-lg border border-slate-200 overflow-hidden">
+            <table className="w-full text-sm">
+              <thead>
+                <tr className="border-b border-slate-200 bg-slate-50 text-left text-slate-500">
+                  <th className="px-4 py-2 w-8">
+                    <input
+                      type="checkbox"
+                      checked={
+                        selectedSessions.size === filteredSessions.length &&
+                        filteredSessions.length > 0
+                      }
+                      onChange={selectAll}
+                      className="rounded border-slate-300"
+                    />
+                  </th>
+                  <th className="px-4 py-2 font-medium">Status</th>
+                  <th className="px-4 py-2 font-medium">Session</th>
+                  <th className="px-4 py-2 font-medium">Kategorie</th>
+                  <th className="px-4 py-2 font-medium">Erstellt</th>
+                  <th className="px-4 py-2 font-medium text-right">
+                    Aktion
+                  </th>
+                </tr>
+              </thead>
+              <tbody>
+                {filteredSessions.map((s) => {
+                  const gt = gtSessions.find((g) => g.session_id === s.id)
+                  return (
+                    <tr
+                      key={s.id}
+                      className="border-b border-slate-50 hover:bg-slate-50 transition-colors"
+                    >
+                      <td className="px-4 py-2">
+                        <input
+                          type="checkbox"
+                          checked={selectedSessions.has(s.id)}
+                          onChange={() => toggleSelect(s.id)}
+                          className="rounded border-slate-300"
+                        />
+                      </td>
+                      <td className="px-4 py-2">
+                        {s.has_ground_truth ? (
+                          <span className="inline-flex items-center gap-1 px-2 py-0.5 rounded-full text-xs font-medium bg-emerald-100 text-emerald-700 border border-emerald-200">
+                            <svg
+                              className="w-3 h-3"
+                              fill="none"
+                              viewBox="0 0 24 24"
+                              stroke="currentColor"
+                            >
+                              <path
+                                strokeLinecap="round"
+                                strokeLinejoin="round"
+                                strokeWidth={2}
+                                d="M5 13l4 4L19 7"
+                              />
+                            </svg>
+                            GT
+                          </span>
+                        ) : (
+                          <span className="inline-flex items-center px-2 py-0.5 rounded-full text-xs font-medium bg-slate-100 text-slate-500 border border-slate-200">
+                            Offen
+                          </span>
+                        )}
+                      </td>
+                      <td className="px-4 py-2">
+                        <div className="flex items-center gap-3">
+                          <div className="flex-shrink-0 w-8 h-8 rounded bg-slate-100 overflow-hidden">
+                            {/* eslint-disable-next-line @next/next/no-img-element */}
+                            <img
+                              src={`${KLAUSUR_API}/api/v1/ocr-pipeline/sessions/${s.id}/thumbnail?size=64`}
+                              alt=""
+                              className="w-full h-full object-cover"
+                              loading="lazy"
+                              onError={(e) => {
+                                ;(e.target as HTMLImageElement).style.display =
+                                  'none'
+                              }}
+                            />
+                          </div>
+                          <div className="min-w-0">
+                            <div className="font-medium text-slate-900 truncate">
+                              {s.name || s.filename || s.id.slice(0, 8)}
+                            </div>
+                            {gt && (
+                              <div className="text-xs text-slate-400">
+                                {gt.summary.total_cells} Zellen,{' '}
+                                {gt.summary.total_zones} Zonen
+                              </div>
+                            )}
+                          </div>
+                        </div>
+                      </td>
+                      <td className="px-4 py-2">
+                        {s.document_category ? (
+                          <span className="text-xs bg-slate-100 px-1.5 py-0.5 rounded text-slate-600">
+                            {s.document_category}
+                          </span>
+                        ) : (
+                          <span className="text-xs text-slate-300">—</span>
+                        )}
+                      </td>
+                      <td className="px-4 py-2 text-slate-500">
+                        {new Date(s.created_at).toLocaleDateString('de-DE', {
+                          day: '2-digit',
+                          month: '2-digit',
+                          year: '2-digit',
+                        })}
+                      </td>
+                      <td className="px-4 py-2 text-right">
+                        <button
+                          onClick={() => openInPipeline(s.id)}
+                          className="px-3 py-1 text-xs bg-teal-600 text-white rounded hover:bg-teal-700 transition-colors"
+                        >
+                          {s.has_ground_truth
+                            ? 'Ueberpruefen'
+                            : 'Im Kombi-Modus oeffnen'}
+                        </button>
+                      </td>
+                    </tr>
+                  )
+                })}
+              </tbody>
+            </table>
+          </div>
+        )}
+      </div>
+    </div>
+  )
+}

admin-lehrer/app/(admin)/ai/ocr-kombi/page.tsx

@@ -0,0 +1,173 @@
+'use client'
+
+import { Suspense } from 'react'
+import { PagePurpose } from '@/components/common/PagePurpose'
+import { KombiStepper } from '@/components/ocr-kombi/KombiStepper'
+import { SessionList } from '@/components/ocr-kombi/SessionList'
+import { SessionHeader } from '@/components/ocr-kombi/SessionHeader'
+import { StepUpload } from '@/components/ocr-kombi/StepUpload'
+import { StepOrientation } from '@/components/ocr-kombi/StepOrientation'
+import { StepPageSplit } from '@/components/ocr-kombi/StepPageSplit'
+import { StepDeskew } from '@/components/ocr-kombi/StepDeskew'
+import { StepDewarp } from '@/components/ocr-kombi/StepDewarp'
+import { StepContentCrop } from '@/components/ocr-kombi/StepContentCrop'
+import { StepOcr } from '@/components/ocr-kombi/StepOcr'
+import { StepStructure } from '@/components/ocr-kombi/StepStructure'
+import { StepGridBuild } from '@/components/ocr-kombi/StepGridBuild'
+import { StepGridReview } from '@/components/ocr-kombi/StepGridReview'
+import { StepGutterRepair } from '@/components/ocr-kombi/StepGutterRepair'
+import { StepBoxGridReview } from '@/components/ocr-kombi/StepBoxGridReview'
+import { StepAnsicht } from '@/components/ocr-kombi/StepAnsicht'
+import { StepGroundTruth } from '@/components/ocr-kombi/StepGroundTruth'
+import { useKombiPipeline } from './useKombiPipeline'
+
+function OcrKombiContent() {
+  const {
+    currentStep,
+    sessionId,
+    sessionName,
+    loadingSessions,
+    activeCategory,
+    isGroundTruth,
+    pageNumber,
+    steps,
+    gridSaveRef,
+    groupedSessions,
+    loadSessions,
+    openSession,
+    handleStepClick,
+    handleNext,
+    handleNewSession,
+    deleteSession,
+    renameSession,
+    updateCategory,
+    setSessionId,
+    setSessionName,
+    setIsGroundTruth,
+  } = useKombiPipeline()
+
+  const renderStep = () => {
+    switch (currentStep) {
+      case 0:
+        return (
+          <StepUpload
+            sessionId={sessionId}
+            onUploaded={(sid, name) => {
+              setSessionId(sid)
+              setSessionName(name)
+              loadSessions()
+            }}
+            onNext={handleNext}
+          />
+        )
+      case 1:
+        return (
+          <StepOrientation
+            sessionId={sessionId}
+            onNext={() => handleNext()}
+            onSessionList={() => { loadSessions(); handleNewSession() }}
+          />
+        )
+      case 2:
+        return (
+          <StepPageSplit
+            sessionId={sessionId}
+            sessionName={sessionName}
+            onNext={handleNext}
+            onSplitComplete={(childId, childName) => {
+              // Switch to the first child session and refresh the list
+              setSessionId(childId)
+              setSessionName(childName)
+              loadSessions()
+            }}
+          />
+        )
+      case 3:
+        return <StepDeskew sessionId={sessionId} onNext={handleNext} />
+      case 4:
+        return <StepDewarp sessionId={sessionId} onNext={handleNext} />
+      case 5:
+        return <StepContentCrop sessionId={sessionId} onNext={handleNext} />
+      case 6:
+        return <StepOcr sessionId={sessionId} onNext={handleNext} />
+      case 7:
+        return <StepStructure sessionId={sessionId} onNext={handleNext} />
+      case 8:
+        return <StepGridBuild sessionId={sessionId} onNext={handleNext} />
+      case 9:
+        return <StepGridReview sessionId={sessionId} onNext={handleNext} saveRef={gridSaveRef} />
+      case 10:
+        return <StepGutterRepair sessionId={sessionId} onNext={handleNext} />
+      case 11:
+        return <StepBoxGridReview sessionId={sessionId} onNext={handleNext} />
+      case 12:
+        return <StepAnsicht sessionId={sessionId} onNext={handleNext} />
+      case 13:
+        return (
+          <StepGroundTruth
+            sessionId={sessionId}
+            isGroundTruth={isGroundTruth}
+            onMarked={() => setIsGroundTruth(true)}
+            gridSaveRef={gridSaveRef}
+          />
+        )
+      default:
+        return null
+    }
+  }
+
+  return (
+    <div className="space-y-6">
+      <PagePurpose
+        title="OCR Kombi Pipeline"
+        purpose="Modulare 11-Schritt-Pipeline: Upload, Vorverarbeitung, Dual-Engine-OCR (PP-OCRv5 + Tesseract), Strukturerkennung, Grid-Aufbau und Review. Multi-Page-Dokument-Unterstuetzung."
+        audience={['Entwickler']}
+        architecture={{
+          services: ['klausur-service (FastAPI)', 'OpenCV', 'Tesseract', 'PaddleOCR'],
+          databases: ['PostgreSQL Sessions'],
+        }}
+        relatedPages={[
+          { name: 'OCR Regression', href: '/ai/ocr-regression', description: 'Regressionstests' },
+        ]}
+        defaultCollapsed
+      />
+
+      <SessionList
+        items={groupedSessions()}
+        loading={loadingSessions}
+        activeSessionId={sessionId}
+        onOpenSession={(sid) => openSession(sid)}
+        onNewSession={handleNewSession}
+        onDeleteSession={deleteSession}
+        onRenameSession={renameSession}
+        onUpdateCategory={updateCategory}
+      />
+
+      {sessionId && sessionName && (
+        <SessionHeader
+          sessionName={sessionName}
+          activeCategory={activeCategory}
+          isGroundTruth={isGroundTruth}
+          pageNumber={pageNumber}
+          onUpdateCategory={(cat) => updateCategory(sessionId, cat)}
+        />
+      )}
+
+      <KombiStepper
+        steps={steps}
+        currentStep={currentStep}
+        onStepClick={handleStepClick}
+      />
+
+      <div className="min-h-[400px]">{renderStep()}</div>
+    </div>
+  )
+}
+
+export default function OcrKombiPage() {
+  return (
+    <Suspense fallback={<div className="p-4 text-sm text-gray-400">Lade...</div>}>
+      <OcrKombiContent />
+    </Suspense>
+  )
+}

admin-lehrer/app/(admin)/ai/ocr-kombi/types.ts

@@ -0,0 +1,266 @@
+// OCR Pipeline Types — migrated from deleted ocr-pipeline/types.ts
+
+export type PipelineStepStatus = 'pending' | 'active' | 'completed' | 'failed' | 'skipped'
+
+export interface PipelineStep {
+  id: string
+  name: string
+  icon: string
+  status: PipelineStepStatus
+}
+
+export type DocumentCategory =
+  | 'vokabelseite' | 'woerterbuch' | 'buchseite' | 'arbeitsblatt' | 'klausurseite'
+  | 'mathearbeit' | 'statistik' | 'zeitung' | 'formular' | 'handschrift' | 'sonstiges'
+
+export const DOCUMENT_CATEGORIES: { value: DocumentCategory; label: string; icon: string }[] = [
+  { value: 'vokabelseite', label: 'Vokabelseite', icon: '📖' },
+  { value: 'woerterbuch', label: 'Woerterbuch', icon: '📕' },
+  { value: 'buchseite', label: 'Buchseite', icon: '📚' },
+  { value: 'arbeitsblatt', label: 'Arbeitsblatt', icon: '📝' },
+  { value: 'klausurseite', label: 'Klausurseite', icon: '📄' },
+  { value: 'mathearbeit', label: 'Mathearbeit', icon: '🔢' },
+  { value: 'statistik', label: 'Statistik', icon: '📊' },
+  { value: 'zeitung', label: 'Zeitung', icon: '📰' },
+  { value: 'formular', label: 'Formular', icon: '📋' },
+  { value: 'handschrift', label: 'Handschrift', icon: '✍️' },
+  { value: 'sonstiges', label: 'Sonstiges', icon: '📎' },
+]
+
+export interface SessionListItem {
+  id: string
+  name: string
+  filename: string
+  status: string
+  current_step: number
+  document_category?: DocumentCategory
+  doc_type?: string
+  parent_session_id?: string
+  document_group_id?: string
+  page_number?: number
+  is_ground_truth?: boolean
+  created_at: string
+  updated_at?: string
+}
+
+export interface SubSession {
+  id: string
+  name: string
+  box_index: number
+  current_step?: number
+  status?: string
+}
+
+export interface OrientationResult {
+  orientation_degrees: number
+  corrected: boolean
+  duration_seconds: number
+}
+
+export interface CropResult {
+  crop_applied: boolean
+  crop_rect?: { x: number; y: number; width: number; height: number }
+  crop_rect_pct?: { x: number; y: number; width: number; height: number }
+  original_size: { width: number; height: number }
+  cropped_size: { width: number; height: number }
+  detected_format?: string
+  format_confidence?: number
+  aspect_ratio?: number
+  border_fractions?: { top: number; bottom: number; left: number; right: number }
+  skipped?: boolean
+  duration_seconds?: number
+}
+
+export interface DeskewResult {
+  session_id: string
+  angle_hough: number
+  angle_word_alignment: number
+  angle_iterative?: number
+  angle_residual?: number
+  angle_textline?: number
+  angle_applied: number
+  method_used: 'hough' | 'word_alignment' | 'manual' | 'iterative' | 'two_pass' | 'three_pass' | 'manual_combined'
+  confidence: number
+  duration_seconds: number
+  deskewed_image_url: string
+  binarized_image_url: string
+}
+
+export interface DewarpDetection {
+  method: string
+  shear_degrees: number
+  confidence: number
+}
+
+export interface DewarpResult {
+  session_id: string
+  method_used: string
+  shear_degrees: number
+  confidence: number
+  duration_seconds: number
+  dewarped_image_url: string
+  detections?: DewarpDetection[]
+}
+
+export interface SessionInfo {
+  session_id: string
+  filename: string
+  name?: string
+  image_width: number
+  image_height: number
+  original_image_url: string
+  current_step?: number
+  document_category?: DocumentCategory
+  doc_type?: string
+  orientation_result?: OrientationResult
+  crop_result?: CropResult
+  deskew_result?: DeskewResult
+  dewarp_result?: DewarpResult
+  sub_sessions?: SubSession[]
+  parent_session_id?: string
+  box_index?: number
+  document_group_id?: string
+  page_number?: number
+}
+
+export interface StructureGraphic {
+  x: number; y: number; w: number; h: number
+  area: number; shape: string; color_name: string; color_hex: string; confidence: number
+}
+
+export interface ExcludeRegion {
+  x: number; y: number; w: number; h: number; label?: string
+}
+
+export interface StructureBox {
+  x: number; y: number; w: number; h: number
+  confidence: number; border_thickness: number
+  bg_color_name?: string; bg_color_hex?: string
+}
+
+export interface StructureZone {
+  index: number; zone_type: 'content' | 'box'
+  x: number; y: number; w: number; h: number
+}
+
+export interface DocLayoutRegion {
+  x: number; y: number; w: number; h: number
+  class_name: string; confidence: number
+}
+
+export interface StructureResult {
+  image_width: number; image_height: number
+  content_bounds: { x: number; y: number; w: number; h: number }
+  boxes: StructureBox[]; zones: StructureZone[]
+  graphics: StructureGraphic[]; exclude_regions?: ExcludeRegion[]
+  color_pixel_counts: Record<string, number>
+  has_words: boolean; word_count: number
+  border_ghosts_removed?: number; duration_seconds: number
+  layout_regions?: DocLayoutRegion[]
+  detection_method?: 'opencv' | 'ppdoclayout'
+}
+
+export interface WordBbox { x: number; y: number; w: number; h: number }
+
+export interface OcrWordBox {
+  text: string; left: number; top: number; width: number; height: number; conf: number
+  color?: string; color_name?: string; recovered?: boolean
+}
+
+export interface ColumnMeta { index: number; type: string; x: number; width: number }
+
+export interface GridCell {
+  cell_id: string; row_index: number; col_index: number; col_type: string
+  text: string; confidence: number; bbox_px: WordBbox; bbox_pct: WordBbox
+  ocr_engine?: string; is_bold?: boolean
+  status?: 'pending' | 'confirmed' | 'edited' | 'skipped'
+  word_boxes?: OcrWordBox[]
+}
+
+export interface WordEntry {
+  row_index: number; english: string; german: string; example: string
+  source_page?: string; marker?: string; confidence: number
+  bbox: WordBbox; bbox_en: WordBbox | null; bbox_de: WordBbox | null; bbox_ex: WordBbox | null
+  bbox_ref?: WordBbox | null; bbox_marker?: WordBbox | null
+  status?: 'pending' | 'confirmed' | 'edited' | 'skipped'
+}
+
+export interface GridResult {
+  cells: GridCell[]
+  grid_shape: { rows: number; cols: number; total_cells: number }
+  columns_used: ColumnMeta[]
+  layout: 'vocab' | 'generic'
+  image_width: number; image_height: number; duration_seconds: number
+  ocr_engine?: string; vocab_entries?: WordEntry[]; entries?: WordEntry[]; entry_count?: number
+  summary: {
+    total_cells: number; non_empty_cells: number; low_confidence: number
+    total_entries?: number; with_english?: number; with_german?: number
+  }
+  llm_review?: {
+    changes: { row_index: number; field: string; old: string; new: string }[]
+    model_used: string; duration_ms: number; entries_corrected: number
+    applied_count?: number; applied_at?: string
+  }
+}
+
+// --- Kombi V2 Pipeline ---
+
+export const KOMBI_V2_STEPS: PipelineStep[] = [
+  { id: 'upload',        name: 'Upload',             icon: '📤', status: 'pending' },
+  { id: 'orientation',   name: 'Orientierung',       icon: '🔄', status: 'pending' },
+  { id: 'page-split',    name: 'Seitentrennung',     icon: '📖', status: 'pending' },
+  { id: 'deskew',        name: 'Begradigung',        icon: '📐', status: 'pending' },
+  { id: 'dewarp',        name: 'Entzerrung',         icon: '🔧', status: 'pending' },
+  { id: 'content-crop',  name: 'Zuschneiden',        icon: '✂️', status: 'pending' },
+  { id: 'ocr',           name: 'OCR',                icon: '🔀', status: 'pending' },
+  { id: 'structure',     name: 'Strukturerkennung',  icon: '🔍', status: 'pending' },
+  { id: 'grid-build',    name: 'Grid-Aufbau',        icon: '🧱', status: 'pending' },
+  { id: 'grid-review',   name: 'Grid-Review',        icon: '📊', status: 'pending' },
+  { id: 'gutter-repair', name: 'Wortkorrektur',      icon: '🩹', status: 'pending' },
+  { id: 'box-review',    name: 'Box-Review',          icon: '📦', status: 'pending' },
+  { id: 'ansicht',       name: 'Ansicht',             icon: '👁️', status: 'pending' },
+  { id: 'ground-truth',  name: 'Ground Truth',       icon: '✅', status: 'pending' },
+]
+
+export const KOMBI_V2_UI_TO_DB: Record<number, number> = {
+  0: 1, 1: 2, 2: 2, 3: 3, 4: 4, 5: 5, 6: 8, 7: 9, 8: 10, 9: 11, 10: 11, 11: 11, 12: 11, 13: 12,
+}
+
+export function dbStepToKombiV2Ui(dbStep: number): number {
+  if (dbStep <= 1) return 0
+  if (dbStep === 2) return 1
+  if (dbStep === 3) return 3
+  if (dbStep === 4) return 4
+  if (dbStep === 5) return 5
+  if (dbStep <= 8) return 6
+  if (dbStep === 9) return 7
+  if (dbStep === 10) return 8
+  if (dbStep === 11) return 9
+  return 13
+}
+
+export interface DocumentGroup {
+  group_id: string; title: string; page_count: number; sessions: DocumentGroupSession[]
+}
+
+export interface DocumentGroupSession {
+  id: string; name: string; page_number: number; current_step: number
+  status: string; document_category?: DocumentCategory; created_at: string
+}
+
+export type OcrEngineSource = 'both' | 'paddle_only' | 'tesseract_only' | 'conflict_paddle' | 'conflict_tesseract'
+
+export interface OcrTransparentWord {
+  text: string; left: number; top: number; width: number; height: number
+  conf: number; engine_source: OcrEngineSource
+}
+
+export interface OcrTransparentResult {
+  raw_tesseract: { words: OcrTransparentWord[] }
+  raw_paddle: { words: OcrTransparentWord[] }
+  merged: { words: OcrTransparentWord[] }
+  stats: {
+    total_words: number; both_agree: number; paddle_only: number
+    tesseract_only: number; conflict_paddle_wins: number; conflict_tesseract_wins: number
+  }
+}

admin-lehrer/app/(admin)/ai/ocr-kombi/useKombiPipeline.ts

@@ -0,0 +1,298 @@
+'use client'
+
+import { useCallback, useEffect, useState, useRef } from 'react'
+import { useSearchParams } from 'next/navigation'
+import type { PipelineStep, DocumentCategory, SessionListItem } from './types'
+import { KOMBI_V2_STEPS, dbStepToKombiV2Ui } from './types'
+
+export type { SessionListItem }
+
+const KLAUSUR_API = '/klausur-api'
+
+/** Groups sessions by document_group_id for the session list */
+export interface DocumentGroupView {
+  group_id: string
+  title: string
+  sessions: SessionListItem[]
+  page_count: number
+}
+
+function initSteps(): PipelineStep[] {
+  return KOMBI_V2_STEPS.map((s, i) => ({
+    ...s,
+    status: i === 0 ? 'active' : 'pending',
+  }))
+}
+
+export function useKombiPipeline() {
+  const [currentStep, setCurrentStep] = useState(0)
+  const [sessionId, setSessionId] = useState<string | null>(null)
+  const [sessionName, setSessionName] = useState('')
+  const [sessions, setSessions] = useState<SessionListItem[]>([])
+  const [loadingSessions, setLoadingSessions] = useState(true)
+  const [activeCategory, setActiveCategory] = useState<DocumentCategory | undefined>(undefined)
+  const [isGroundTruth, setIsGroundTruth] = useState(false)
+  const [pageNumber, setPageNumber] = useState<number | null>(null)
+  const [steps, setSteps] = useState<PipelineStep[]>(initSteps())
+
+  const searchParams = useSearchParams()
+  const deepLinkHandled = useRef(false)
+  const gridSaveRef = useRef<(() => Promise<void>) | null>(null)
+
+  // ---- Session loading ----
+
+  const loadSessions = useCallback(async () => {
+    setLoadingSessions(true)
+    try {
+      const res = await fetch(`${KLAUSUR_API}/api/v1/ocr-pipeline/sessions`)
+      if (res.ok) {
+        const data = await res.json()
+        setSessions((data.sessions || []).filter((s: SessionListItem) => !s.parent_session_id))
+      }
+    } catch (e) {
+      console.error('Failed to load sessions:', e)
+    } finally {
+      setLoadingSessions(false)
+    }
+  }, [])
+
+  useEffect(() => { loadSessions() }, [loadSessions])
+
+  // ---- Group sessions by document_group_id ----
+
+  const groupedSessions = useCallback((): (SessionListItem | DocumentGroupView)[] => {
+    const groups = new Map<string, SessionListItem[]>()
+    const ungrouped: SessionListItem[] = []
+
+    for (const s of sessions) {
+      if (s.document_group_id) {
+        const existing = groups.get(s.document_group_id) || []
+        existing.push(s)
+        groups.set(s.document_group_id, existing)
+      } else {
+        ungrouped.push(s)
+      }
+    }
+
+    const result: (SessionListItem | DocumentGroupView)[] = []
+
+    // Sort groups by earliest created_at
+    const sortedGroups = Array.from(groups.entries()).sort((a, b) => {
+      const aTime = Math.min(...a[1].map(s => new Date(s.created_at).getTime()))
+      const bTime = Math.min(...b[1].map(s => new Date(s.created_at).getTime()))
+      return bTime - aTime
+    })
+
+    for (const [groupId, groupSessions] of sortedGroups) {
+      groupSessions.sort((a, b) => (a.page_number || 0) - (b.page_number || 0))
+      // Extract base title (remove " — S. X" suffix)
+      const baseName = groupSessions[0]?.name?.replace(/ — S\. \d+$/, '') || 'Dokument'
+      result.push({
+        group_id: groupId,
+        title: baseName,
+        sessions: groupSessions,
+        page_count: groupSessions.length,
+      })
+    }
+
+    for (const s of ungrouped) {
+      result.push(s)
+    }
+
+    // Sort by creation time (most recent first)
+    const getTime = (item: SessionListItem | DocumentGroupView): number => {
+      if ('group_id' in item) {
+        return Math.min(...item.sessions.map((s: SessionListItem) => new Date(s.created_at).getTime()))
+      }
+      return new Date(item.created_at).getTime()
+    }
+    result.sort((a, b) => getTime(b) - getTime(a))
+
+    return result
+  }, [sessions])
+
+  // ---- Open session ----
+
+  const openSession = useCallback(async (sid: string) => {
+    try {
+      const res = await fetch(`${KLAUSUR_API}/api/v1/ocr-pipeline/sessions/${sid}`)
+      if (!res.ok) return
+      const data = await res.json()
+
+      setSessionId(sid)
+      setSessionName(data.name || data.filename || '')
+      setActiveCategory(data.document_category || undefined)
+      setIsGroundTruth(!!data.ground_truth?.build_grid_reference)
+      setPageNumber(data.grid_editor_result?.page_number?.number ?? null)
+
+      // Determine UI step from DB state
+      const dbStep = data.current_step || 1
+      const hasGrid = !!data.grid_editor_result
+      const hasStructure = !!data.structure_result
+      const hasWords = !!data.word_result
+      const hasGutterRepair = !!(data.ground_truth?.gutter_repair)
+
+      let uiStep: number
+      if (hasGrid && hasGutterRepair) {
+        uiStep = 10 // gutter-repair (already analysed)
+      } else if (hasGrid) {
+        uiStep = 9 // grid-review
+      } else if (hasStructure) {
+        uiStep = 8 // grid-build
+      } else if (hasWords) {
+        uiStep = 7 // structure
+      } else {
+        uiStep = dbStepToKombiV2Ui(dbStep)
+      }
+
+      // Sessions only exist after upload, so always skip the upload step
+      if (uiStep === 0) {
+        uiStep = 1
+      }
+
+      setSteps(
+        KOMBI_V2_STEPS.map((s, i) => ({
+          ...s,
+          status: i < uiStep ? 'completed' : i === uiStep ? 'active' : 'pending',
+        })),
+      )
+      setCurrentStep(uiStep)
+    } catch (e) {
+      console.error('Failed to open session:', e)
+    }
+  }, [])
+
+  // ---- Deep link handling ----
+
+  useEffect(() => {
+    if (deepLinkHandled.current) return
+    const urlSession = searchParams.get('session')
+    const urlStep = searchParams.get('step')
+    if (urlSession) {
+      deepLinkHandled.current = true
+      openSession(urlSession).then(() => {
+        if (urlStep) {
+          const stepIdx = parseInt(urlStep, 10)
+          if (!isNaN(stepIdx) && stepIdx >= 0 && stepIdx < KOMBI_V2_STEPS.length) {
+            setCurrentStep(stepIdx)
+          }
+        }
+      })
+    }
+  }, [searchParams, openSession])
+
+  // ---- Step navigation ----
+
+  const goToStep = useCallback((step: number) => {
+    setCurrentStep(step)
+    setSteps(prev =>
+      prev.map((s, i) => ({
+        ...s,
+        status: i < step ? 'completed' : i === step ? 'active' : 'pending',
+      })),
+    )
+  }, [])
+
+  const handleStepClick = useCallback((index: number) => {
+    if (index <= currentStep || steps[index].status === 'completed') {
+      setCurrentStep(index)
+    }
+  }, [currentStep, steps])
+
+  const handleNext = useCallback(() => {
+    if (currentStep >= steps.length - 1) {
+      // Last step → return to session list
+      setSteps(initSteps())
+      setCurrentStep(0)
+      setSessionId(null)
+      loadSessions()
+      return
+    }
+
+    const nextStep = currentStep + 1
+    setSteps(prev =>
+      prev.map((s, i) => {
+        if (i === currentStep) return { ...s, status: 'completed' }
+        if (i === nextStep) return { ...s, status: 'active' }
+        return s
+      }),
+    )
+    setCurrentStep(nextStep)
+  }, [currentStep, steps, loadSessions])
+
+  // ---- Session CRUD ----
+
+  const handleNewSession = useCallback(() => {
+    setSessionId(null)
+    setSessionName('')
+    setCurrentStep(0)
+    setSteps(initSteps())
+  }, [])
+
+  const deleteSession = useCallback(async (sid: string) => {
+    try {
+      await fetch(`${KLAUSUR_API}/api/v1/ocr-pipeline/sessions/${sid}`, { method: 'DELETE' })
+      setSessions(prev => prev.filter(s => s.id !== sid))
+      if (sessionId === sid) handleNewSession()
+    } catch (e) {
+      console.error('Failed to delete session:', e)
+    }
+  }, [sessionId, handleNewSession])
+
+  const renameSession = useCallback(async (sid: string, newName: string) => {
+    try {
+      await fetch(`${KLAUSUR_API}/api/v1/ocr-pipeline/sessions/${sid}`, {
+        method: 'PUT',
+        headers: { 'Content-Type': 'application/json' },
+        body: JSON.stringify({ name: newName }),
+      })
+      setSessions(prev => prev.map(s => s.id === sid ? { ...s, name: newName } : s))
+      if (sessionId === sid) setSessionName(newName)
+    } catch (e) {
+      console.error('Failed to rename session:', e)
+    }
+  }, [sessionId])
+
+  const updateCategory = useCallback(async (sid: string, category: DocumentCategory) => {
+    try {
+      await fetch(`${KLAUSUR_API}/api/v1/ocr-pipeline/sessions/${sid}`, {
+        method: 'PUT',
+        headers: { 'Content-Type': 'application/json' },
+        body: JSON.stringify({ document_category: category }),
+      })
+      setSessions(prev => prev.map(s => s.id === sid ? { ...s, document_category: category } : s))
+      if (sessionId === sid) setActiveCategory(category)
+    } catch (e) {
+      console.error('Failed to update category:', e)
+    }
+  }, [sessionId])
+
+  return {
+    // State
+    currentStep,
+    sessionId,
+    sessionName,
+    sessions,
+    loadingSessions,
+    activeCategory,
+    isGroundTruth,
+    pageNumber,
+    steps,
+    gridSaveRef,
+    // Computed
+    groupedSessions,
+    // Actions
+    loadSessions,
+    openSession,
+    goToStep,
+    handleStepClick,
+    handleNext,
+    handleNewSession,
+    deleteSession,
+    renameSession,
+    updateCategory,
+    setSessionId,
+    setSessionName,
+    setIsGroundTruth,
+  }
+}

admin-lehrer/app/(admin)/ai/ocr-labeling/_components/ExportTab.tsx

@@ -0,0 +1,134 @@
+'use client'
+
+/**
+ * Export tab: export training data in various formats.
+ */
+
+import { useState } from 'react'
+import Link from 'next/link'
+import { API_BASE } from '../constants'
+import type { OCRSession, OCRStats } from '../types'
+
+interface ExportTabProps {
+  sessions: OCRSession[]
+  selectedSession: string | null
+  setSelectedSession: (id: string | null) => void
+  stats: OCRStats | null
+  setError: (error: string | null) => void
+}
+
+export function ExportTab({
+  sessions,
+  selectedSession,
+  setSelectedSession,
+  stats,
+  setError,
+}: ExportTabProps) {
+  const [exportFormat, setExportFormat] = useState<'generic' | 'trocr' | 'llama_vision'>('generic')
+  const [exporting, setExporting] = useState(false)
+  const [exportResult, setExportResult] = useState<{
+    exported_count: number
+    batch_id: string
+    samples?: Array<Record<string, unknown>>
+  } | null>(null)
+
+  const handleExport = async () => {
+    setExporting(true)
+    try {
+      const res = await fetch(`${API_BASE}/api/v1/ocr-label/export`, {
+        method: 'POST',
+        headers: { 'Content-Type': 'application/json' },
+        body: JSON.stringify({
+          export_format: exportFormat,
+          session_id: selectedSession,
+        }),
+      })
+
+      if (res.ok) {
+        const data = await res.json()
+        setExportResult(data)
+      } else {
+        setError('Export fehlgeschlagen')
+      }
+    } catch {
+      setError('Netzwerkfehler')
+    } finally {
+      setExporting(false)
+    }
+  }
+
+  return (
+    <div className="space-y-6">
+      <div className="bg-white rounded-lg shadow p-6">
+        <h3 className="text-lg font-semibold mb-4">Training-Daten exportieren</h3>
+        <div className="space-y-4">
+          <div>
+            <label className="block text-sm font-medium text-slate-700 mb-1">Export-Format</label>
+            <select
+              value={exportFormat}
+              onChange={(e) => setExportFormat(e.target.value as typeof exportFormat)}
+              className="w-full px-3 py-2 border border-slate-300 rounded-lg focus:ring-2 focus:ring-primary-500"
+            >
+              <option value="generic">Generic JSON</option>
+              <option value="trocr">TrOCR Fine-Tuning</option>
+              <option value="llama_vision">Llama Vision Fine-Tuning</option>
+            </select>
+          </div>
+
+          <div>
+            <label className="block text-sm font-medium text-slate-700 mb-1">Session (optional)</label>
+            <select
+              value={selectedSession || ''}
+              onChange={(e) => setSelectedSession(e.target.value || null)}
+              className="w-full px-3 py-2 border border-slate-300 rounded-lg focus:ring-2 focus:ring-primary-500"
+            >
+              <option value="">Alle Sessions</option>
+              {sessions.map((session) => (
+                <option key={session.id} value={session.id}>{session.name}</option>
+              ))}
+            </select>
+          </div>
+
+          <button
+            onClick={handleExport}
+            disabled={exporting || (stats?.exportable_items || 0) === 0}
+            className="w-full px-4 py-2 bg-primary-600 text-white rounded-lg hover:bg-primary-700 disabled:opacity-50"
+          >
+            {exporting ? 'Exportiere...' : `${stats?.exportable_items || 0} Samples exportieren`}
+          </button>
+
+          {/* Cross-Link to Magic Help for TrOCR Fine-Tuning */}
+          {exportFormat === 'trocr' && (stats?.exportable_items || 0) > 0 && (
+            <Link
+              href="/ai/magic-help?source=ocr-labeling"
+              className="w-full mt-3 px-4 py-2 bg-purple-100 text-purple-700 border border-purple-300 rounded-lg hover:bg-purple-200 flex items-center justify-center gap-2 transition-colors"
+            >
+              <span>✨</span>
+              Mit Magic Help testen & fine-tunen
+            </Link>
+          )}
+        </div>
+      </div>
+
+      {exportResult && (
+        <div className="bg-white rounded-lg shadow p-6">
+          <h3 className="text-lg font-semibold mb-4">Export-Ergebnis</h3>
+          <div className="bg-green-50 border border-green-200 rounded-lg p-4 mb-4">
+            <p className="text-green-800">
+              {exportResult.exported_count} Samples erfolgreich exportiert
+            </p>
+            <p className="text-sm text-green-600">
+              Batch: {exportResult.batch_id}
+            </p>
+          </div>
+          <div className="bg-slate-50 p-4 rounded-lg overflow-auto max-h-64">
+            <pre className="text-xs">{JSON.stringify(exportResult.samples?.slice(0, 3), null, 2)}</pre>
+            {(exportResult.samples?.length || 0) > 3 && (
+              <p className="text-slate-500 mt-2">... und {(exportResult.samples?.length ?? 0) - 3} weitere</p>
+            )}
+          </div>
+        </div>
+      )}
+    </div>
+  )
+}

admin-lehrer/app/(admin)/ai/ocr-labeling/_components/LabelingTab.tsx

@@ -0,0 +1,197 @@
+'use client'
+
+/**
+ * Labeling tab: image viewer, OCR text, correction input, and queue preview.
+ */
+
+import { API_BASE } from '../constants'
+import type { OCRItem } from '../types'
+
+interface LabelingTabProps {
+  queue: OCRItem[]
+  currentItem: OCRItem | null
+  currentIndex: number
+  correctedText: string
+  setCorrectedText: (text: string) => void
+  goToNext: () => void
+  goToPrev: () => void
+  selectQueueItem: (idx: number) => void
+  confirmItem: () => void
+  correctItem: () => void
+  skipItem: () => void
+}
+
+export function LabelingTab({
+  queue,
+  currentItem,
+  currentIndex,
+  correctedText,
+  setCorrectedText,
+  goToNext,
+  goToPrev,
+  selectQueueItem,
+  confirmItem,
+  correctItem,
+  skipItem,
+}: LabelingTabProps) {
+  return (
+    <div className="grid grid-cols-1 lg:grid-cols-3 gap-6">
+      {/* Left: Image Viewer */}
+      <div className="lg:col-span-2 bg-white rounded-lg shadow p-4">
+        <div className="flex items-center justify-between mb-4">
+          <h3 className="text-lg font-semibold">Bild</h3>
+          <div className="flex items-center gap-2">
+            <button
+              onClick={goToPrev}
+              disabled={currentIndex === 0}
+              className="p-2 rounded hover:bg-slate-100 disabled:opacity-50"
+              title="Zurueck (Pfeiltaste links)"
+            >
+              <svg className="w-5 h-5" fill="none" stroke="currentColor" viewBox="0 0 24 24">
+                <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M15 19l-7-7 7-7" />
+              </svg>
+            </button>
+            <span className="text-sm text-slate-600">
+              {currentIndex + 1} / {queue.length}
+            </span>
+            <button
+              onClick={goToNext}
+              disabled={currentIndex >= queue.length - 1}
+              className="p-2 rounded hover:bg-slate-100 disabled:opacity-50"
+              title="Weiter (Pfeiltaste rechts)"
+            >
+              <svg className="w-5 h-5" fill="none" stroke="currentColor" viewBox="0 0 24 24">
+                <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M9 5l7 7-7 7" />
+              </svg>
+            </button>
+          </div>
+        </div>
+
+        {currentItem ? (
+          <div className="relative bg-slate-100 rounded-lg overflow-hidden" style={{ minHeight: '400px' }}>
+            <img
+              src={currentItem.image_url || `${API_BASE}${currentItem.image_path}`}
+              alt="OCR Bild"
+              className="w-full h-auto max-h-[600px] object-contain"
+              onError={(e) => {
+                const target = e.target as HTMLImageElement
+                target.style.display = 'none'
+              }}
+            />
+          </div>
+        ) : (
+          <div className="flex items-center justify-center h-64 bg-slate-100 rounded-lg">
+            <p className="text-slate-500">Keine Bilder in der Warteschlange</p>
+          </div>
+        )}
+      </div>
+
+      {/* Right: OCR Text & Actions */}
+      <div className="bg-white rounded-lg shadow p-4">
+        <div className="space-y-4">
+          {/* OCR Result */}
+          <div>
+            <div className="flex items-center justify-between mb-2">
+              <h3 className="text-lg font-semibold">OCR-Ergebnis</h3>
+              {currentItem?.ocr_confidence && (
+                <span className={`text-sm px-2 py-1 rounded ${
+                  currentItem.ocr_confidence > 0.8
+                    ? 'bg-green-100 text-green-800'
+                    : currentItem.ocr_confidence > 0.5
+                    ? 'bg-yellow-100 text-yellow-800'
+                    : 'bg-red-100 text-red-800'
+                }`}>
+                  {Math.round(currentItem.ocr_confidence * 100)}% Konfidenz
+                </span>
+              )}
+            </div>
+            <div className="bg-slate-50 p-3 rounded-lg min-h-[100px] text-sm">
+              {currentItem?.ocr_text || <span className="text-slate-400">Kein OCR-Text</span>}
+            </div>
+          </div>
+
+          {/* Correction Input */}
+          <div>
+            <h3 className="text-lg font-semibold mb-2">Korrektur</h3>
+            <textarea
+              value={correctedText}
+              onChange={(e) => setCorrectedText(e.target.value)}
+              placeholder="Korrigierter Text..."
+              className="w-full h-32 p-3 border border-slate-200 rounded-lg focus:ring-2 focus:ring-primary-500 focus:border-transparent"
+            />
+          </div>
+
+          {/* Actions */}
+          <div className="flex flex-col gap-2">
+            <button
+              onClick={confirmItem}
+              disabled={!currentItem}
+              className="w-full px-4 py-3 bg-green-600 text-white rounded-lg hover:bg-green-700 disabled:opacity-50 flex items-center justify-center gap-2"
+            >
+              <svg className="w-5 h-5" fill="none" stroke="currentColor" viewBox="0 0 24 24">
+                <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M5 13l4 4L19 7" />
+              </svg>
+              Korrekt (Enter)
+            </button>
+            <button
+              onClick={correctItem}
+              disabled={!currentItem || !correctedText.trim() || correctedText === currentItem?.ocr_text}
+              className="w-full px-4 py-3 bg-primary-600 text-white rounded-lg hover:bg-primary-700 disabled:opacity-50 flex items-center justify-center gap-2"
+            >
+              <svg className="w-5 h-5" fill="none" stroke="currentColor" viewBox="0 0 24 24">
+                <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M15.232 5.232l3.536 3.536m-2.036-5.036a2.5 2.5 0 113.536 3.536L6.5 21.036H3v-3.572L16.732 3.732z" />
+              </svg>
+              Korrektur speichern
+            </button>
+            <button
+              onClick={skipItem}
+              disabled={!currentItem}
+              className="w-full px-4 py-2 bg-slate-200 text-slate-700 rounded-lg hover:bg-slate-300 disabled:opacity-50 flex items-center justify-center gap-2"
+            >
+              <svg className="w-5 h-5" fill="none" stroke="currentColor" viewBox="0 0 24 24">
+                <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M13 5l7 7-7 7M5 5l7 7-7 7" />
+              </svg>
+              Ueberspringen (S)
+            </button>
+          </div>
+
+          {/* Keyboard Shortcuts */}
+          <div className="text-xs text-slate-500 mt-4">
+            <p className="font-medium mb-1">Tastaturkuerzel:</p>
+            <p>Enter = Bestaetigen | S = Ueberspringen</p>
+            <p>Pfeiltasten = Navigation</p>
+          </div>
+        </div>
+      </div>
+
+      {/* Bottom: Queue Preview */}
+      <div className="lg:col-span-3 bg-white rounded-lg shadow p-4">
+        <h3 className="text-lg font-semibold mb-4">Warteschlange ({queue.length} Items)</h3>
+        <div className="flex gap-2 overflow-x-auto pb-2">
+          {queue.slice(0, 10).map((item, idx) => (
+            <button
+              key={item.id}
+              onClick={() => selectQueueItem(idx)}
+              className={`flex-shrink-0 w-24 h-24 rounded-lg overflow-hidden border-2 ${
+                idx === currentIndex
+                  ? 'border-primary-500'
+                  : 'border-transparent hover:border-slate-300'
+              }`}
+            >
+              <img
+                src={item.image_url || `${API_BASE}${item.image_path}`}
+                alt=""
+                className="w-full h-full object-cover"
+              />
+            </button>
+          ))}
+          {queue.length > 10 && (
+            <div className="flex-shrink-0 w-24 h-24 rounded-lg bg-slate-100 flex items-center justify-center text-slate-500">
+              +{queue.length - 10} mehr
+            </div>
+          )}
+        </div>
+      </div>
+    </div>
+  )
+}

admin-lehrer/app/(admin)/ai/ocr-labeling/_components/SessionsTab.tsx

@@ -0,0 +1,166 @@
+'use client'
+
+/**
+ * Sessions tab: create new sessions and list existing ones.
+ */
+
+import { useState } from 'react'
+import { API_BASE } from '../constants'
+import type { OCRSession, CreateSessionRequest, OCRModel } from '../types'
+
+interface SessionsTabProps {
+  sessions: OCRSession[]
+  selectedSession: string | null
+  setSelectedSession: (id: string | null) => void
+  fetchSessions: () => Promise<void>
+  setError: (error: string | null) => void
+}
+
+export function SessionsTab({
+  sessions,
+  selectedSession,
+  setSelectedSession,
+  fetchSessions,
+  setError,
+}: SessionsTabProps) {
+  const [newSession, setNewSession] = useState<CreateSessionRequest>({
+    name: '',
+    source_type: 'klausur',
+    description: '',
+    ocr_model: 'llama3.2-vision:11b',
+  })
+
+  const createSession = async () => {
+    try {
+      const res = await fetch(`${API_BASE}/api/v1/ocr-label/sessions`, {
+        method: 'POST',
+        headers: { 'Content-Type': 'application/json' },
+        body: JSON.stringify(newSession),
+      })
+
+      if (res.ok) {
+        setNewSession({ name: '', source_type: 'klausur', description: '', ocr_model: 'llama3.2-vision:11b' })
+        fetchSessions()
+      } else {
+        setError('Session erstellen fehlgeschlagen')
+      }
+    } catch {
+      setError('Netzwerkfehler')
+    }
+  }
+
+  return (
+    <div className="space-y-6">
+      {/* Create Session */}
+      <div className="bg-white rounded-lg shadow p-6">
+        <h3 className="text-lg font-semibold mb-4">Neue Session erstellen</h3>
+        <div className="grid grid-cols-1 md:grid-cols-2 gap-4">
+          <div>
+            <label className="block text-sm font-medium text-slate-700 mb-1">Name</label>
+            <input
+              type="text"
+              value={newSession.name}
+              onChange={(e) => setNewSession(prev => ({ ...prev, name: e.target.value }))}
+              placeholder="z.B. Mathe Klausur Q1 2025"
+              className="w-full px-3 py-2 border border-slate-300 rounded-lg focus:ring-2 focus:ring-primary-500"
+            />
+          </div>
+          <div>
+            <label className="block text-sm font-medium text-slate-700 mb-1">Typ</label>
+            <select
+              value={newSession.source_type}
+              onChange={(e) => setNewSession(prev => ({ ...prev, source_type: e.target.value as 'klausur' | 'handwriting_sample' | 'scan' }))}
+              className="w-full px-3 py-2 border border-slate-300 rounded-lg focus:ring-2 focus:ring-primary-500"
+            >
+              <option value="klausur">Klausur</option>
+              <option value="handwriting_sample">Handschriftprobe</option>
+              <option value="scan">Scan</option>
+            </select>
+          </div>
+          <div>
+            <label className="block text-sm font-medium text-slate-700 mb-1">OCR Modell</label>
+            <select
+              value={newSession.ocr_model}
+              onChange={(e) => setNewSession(prev => ({ ...prev, ocr_model: e.target.value as OCRModel }))}
+              className="w-full px-3 py-2 border border-slate-300 rounded-lg focus:ring-2 focus:ring-primary-500"
+            >
+              <option value="llama3.2-vision:11b">llama3.2-vision:11b - Vision LLM (Standard)</option>
+              <option value="trocr">TrOCR - Microsoft Transformer (schnell)</option>
+              <option value="paddleocr">PaddleOCR + LLM (4x schneller)</option>
+              <option value="donut">Donut - Document Understanding (strukturiert)</option>
+            </select>
+            <p className="mt-1 text-xs text-slate-500">
+              {newSession.ocr_model === 'paddleocr' && 'PaddleOCR erkennt Text schnell, LLM strukturiert die Ergebnisse.'}
+              {newSession.ocr_model === 'donut' && 'Speziell fuer Dokumente mit Tabellen und Formularen.'}
+              {newSession.ocr_model === 'trocr' && 'Schnelles Transformer-Modell fuer gedruckten Text.'}
+              {newSession.ocr_model === 'llama3.2-vision:11b' && 'Beste Qualitaet bei Handschrift, aber langsamer.'}
+            </p>
+          </div>
+          <div>
+            <label className="block text-sm font-medium text-slate-700 mb-1">Beschreibung</label>
+            <input
+              type="text"
+              value={newSession.description}
+              onChange={(e) => setNewSession(prev => ({ ...prev, description: e.target.value }))}
+              placeholder="Optional..."
+              className="w-full px-3 py-2 border border-slate-300 rounded-lg focus:ring-2 focus:ring-primary-500"
+            />
+          </div>
+        </div>
+        <button
+          onClick={createSession}
+          disabled={!newSession.name}
+          className="mt-4 px-4 py-2 bg-primary-600 text-white rounded-lg hover:bg-primary-700 disabled:opacity-50"
+        >
+          Session erstellen
+        </button>
+      </div>
+
+      {/* Sessions List */}
+      <div className="bg-white rounded-lg shadow">
+        <div className="px-6 py-4 border-b border-slate-200">
+          <h3 className="text-lg font-semibold">Sessions ({sessions.length})</h3>
+        </div>
+        <div className="divide-y divide-slate-200">
+          {sessions.map((session) => (
+            <div
+              key={session.id}
+              className={`p-4 hover:bg-slate-50 cursor-pointer ${
+                selectedSession === session.id ? 'bg-primary-50 border-l-4 border-primary-500' : ''
+              }`}
+              onClick={() => setSelectedSession(session.id === selectedSession ? null : session.id)}
+            >
+              <div className="flex items-center justify-between">
+                <div>
+                  <h4 className="font-medium">{session.name}</h4>
+                  <p className="text-sm text-slate-500">
+                    {session.source_type} | {session.ocr_model}
+                  </p>
+                </div>
+                <div className="text-right">
+                  <p className="text-sm font-medium">
+                    {session.labeled_items}/{session.total_items} gelabelt
+                  </p>
+                  <div className="w-32 bg-slate-200 rounded-full h-2 mt-1">
+                    <div
+                      className="bg-primary-600 rounded-full h-2"
+                      style={{
+                        width: `${session.total_items > 0 ? (session.labeled_items / session.total_items) * 100 : 0}%`
+                      }}
+                    />
+                  </div>
+                </div>
+              </div>
+              {session.description && (
+                <p className="text-sm text-slate-600 mt-2">{session.description}</p>
+              )}
+            </div>
+          ))}
+          {sessions.length === 0 && (
+            <p className="p-4 text-slate-500 text-center">Keine Sessions vorhanden</p>
+          )}
+        </div>
+      </div>
+    </div>
+  )
+}

admin-lehrer/app/(admin)/ai/ocr-labeling/_components/StatsTab.tsx

@@ -0,0 +1,76 @@
+'use client'
+
+/**
+ * Stats tab: global statistics, detailed breakdown, and progress bar.
+ */
+
+import type { OCRStats } from '../types'
+
+interface StatsTabProps {
+  stats: OCRStats | null
+}
+
+export function StatsTab({ stats }: StatsTabProps) {
+  return (
+    <div className="space-y-6">
+      {/* Global Stats */}
+      <div className="grid grid-cols-1 md:grid-cols-4 gap-4">
+        <div className="bg-white rounded-lg shadow p-6">
+          <h4 className="text-sm font-medium text-slate-500">Gesamt Items</h4>
+          <p className="text-3xl font-bold mt-2">{stats?.total_items || 0}</p>
+        </div>
+        <div className="bg-white rounded-lg shadow p-6">
+          <h4 className="text-sm font-medium text-slate-500">Gelabelt</h4>
+          <p className="text-3xl font-bold mt-2 text-green-600">{stats?.labeled_items || 0}</p>
+        </div>
+        <div className="bg-white rounded-lg shadow p-6">
+          <h4 className="text-sm font-medium text-slate-500">Ausstehend</h4>
+          <p className="text-3xl font-bold mt-2 text-yellow-600">{stats?.pending_items || 0}</p>
+        </div>
+        <div className="bg-white rounded-lg shadow p-6">
+          <h4 className="text-sm font-medium text-slate-500">OCR-Genauigkeit</h4>
+          <p className="text-3xl font-bold mt-2">{stats?.accuracy_rate || 0}%</p>
+        </div>
+      </div>
+
+      {/* Detailed Stats */}
+      <div className="bg-white rounded-lg shadow p-6">
+        <h3 className="text-lg font-semibold mb-4">Details</h3>
+        <div className="grid grid-cols-2 md:grid-cols-4 gap-4">
+          <div>
+            <p className="text-sm text-slate-500">Bestaetigt</p>
+            <p className="text-xl font-semibold text-green-600">{stats?.confirmed_items || 0}</p>
+          </div>
+          <div>
+            <p className="text-sm text-slate-500">Korrigiert</p>
+            <p className="text-xl font-semibold text-primary-600">{stats?.corrected_items || 0}</p>
+          </div>
+          <div>
+            <p className="text-sm text-slate-500">Exportierbar</p>
+            <p className="text-xl font-semibold">{stats?.exportable_items || 0}</p>
+          </div>
+          <div>
+            <p className="text-sm text-slate-500">Durchschn. Label-Zeit</p>
+            <p className="text-xl font-semibold">{stats?.avg_label_time_seconds || 0}s</p>
+          </div>
+        </div>
+      </div>
+
+      {/* Progress Bar */}
+      {stats?.total_items ? (
+        <div className="bg-white rounded-lg shadow p-6">
+          <h3 className="text-lg font-semibold mb-4">Fortschritt</h3>
+          <div className="w-full bg-slate-200 rounded-full h-4">
+            <div
+              className="bg-primary-600 rounded-full h-4 transition-all"
+              style={{ width: `${(stats.labeled_items / stats.total_items) * 100}%` }}
+            />
+          </div>
+          <p className="text-sm text-slate-500 mt-2">
+            {Math.round((stats.labeled_items / stats.total_items) * 100)}% abgeschlossen
+          </p>
+        </div>
+      ) : null}
+    </div>
+  )
+}

admin-lehrer/app/(admin)/ai/ocr-labeling/_components/UploadTab.tsx

@@ -0,0 +1,160 @@
+'use client'
+
+/**
+ * Upload tab: session selection, drag-and-drop upload, and upload results.
+ */
+
+import { useState, useRef } from 'react'
+import { API_BASE } from '../constants'
+import type { OCRSession, UploadResult } from '../types'
+
+interface UploadTabProps {
+  sessions: OCRSession[]
+  selectedSession: string | null
+  setSelectedSession: (id: string | null) => void
+  fetchQueue: () => Promise<void>
+  fetchStats: () => Promise<void>
+  setError: (error: string | null) => void
+}
+
+export function UploadTab({
+  sessions,
+  selectedSession,
+  setSelectedSession,
+  fetchQueue,
+  fetchStats,
+  setError,
+}: UploadTabProps) {
+  const [uploading, setUploading] = useState(false)
+  const [uploadResults, setUploadResults] = useState<UploadResult[]>([])
+  const fileInputRef = useRef<HTMLInputElement>(null)
+
+  const handleUpload = async (files: FileList) => {
+    if (!selectedSession) {
+      setError('Bitte zuerst eine Session auswaehlen')
+      return
+    }
+
+    setUploading(true)
+    const formData = new FormData()
+    Array.from(files).forEach(file => formData.append('files', file))
+    formData.append('run_ocr', 'true')
+
+    try {
+      const res = await fetch(`${API_BASE}/api/v1/ocr-label/sessions/${selectedSession}/upload`, {
+        method: 'POST',
+        body: formData,
+      })
+
+      if (res.ok) {
+        const data = await res.json()
+        setUploadResults(data.items || [])
+        fetchQueue()
+        fetchStats()
+      } else {
+        setError('Upload fehlgeschlagen')
+      }
+    } catch {
+      setError('Netzwerkfehler beim Upload')
+    } finally {
+      setUploading(false)
+    }
+  }
+
+  return (
+    <div className="space-y-6">
+      {/* Session Selection */}
+      <div className="bg-white rounded-lg shadow p-6">
+        <h3 className="text-lg font-semibold mb-4">Session auswaehlen</h3>
+        <select
+          value={selectedSession || ''}
+          onChange={(e) => setSelectedSession(e.target.value || null)}
+          className="w-full px-3 py-2 border border-slate-300 rounded-lg focus:ring-2 focus:ring-primary-500"
+        >
+          <option value="">-- Session waehlen --</option>
+          {sessions.map((session) => (
+            <option key={session.id} value={session.id}>
+              {session.name} ({session.total_items} Items)
+            </option>
+          ))}
+        </select>
+      </div>
+
+      {/* Upload Area */}
+      <div className="bg-white rounded-lg shadow p-6">
+        <h3 className="text-lg font-semibold mb-4">Bilder hochladen</h3>
+        <div
+          className={`border-2 border-dashed rounded-lg p-8 text-center ${
+            selectedSession ? 'border-slate-300 hover:border-primary-500' : 'border-slate-200 opacity-50'
+          }`}
+          onDragOver={(e) => {
+            e.preventDefault()
+            e.currentTarget.classList.add('border-primary-500', 'bg-primary-50')
+          }}
+          onDragLeave={(e) => {
+            e.currentTarget.classList.remove('border-primary-500', 'bg-primary-50')
+          }}
+          onDrop={(e) => {
+            e.preventDefault()
+            e.currentTarget.classList.remove('border-primary-500', 'bg-primary-50')
+            if (e.dataTransfer.files.length > 0) {
+              handleUpload(e.dataTransfer.files)
+            }
+          }}
+        >
+          <input
+            ref={fileInputRef}
+            type="file"
+            multiple
+            accept="image/png,image/jpeg,image/jpg"
+            onChange={(e) => e.target.files && handleUpload(e.target.files)}
+            className="hidden"
+            disabled={!selectedSession}
+          />
+          {uploading ? (
+            <div className="flex flex-col items-center gap-2">
+              <div className="animate-spin rounded-full h-8 w-8 border-b-2 border-primary-600" />
+              <p>Hochladen & OCR ausfuehren...</p>
+            </div>
+          ) : (
+            <>
+              <svg className="w-12 h-12 text-slate-400 mx-auto mb-4" fill="none" stroke="currentColor" viewBox="0 0 24 24">
+                <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M4 16l4.586-4.586a2 2 0 012.828 0L16 16m-2-2l1.586-1.586a2 2 0 012.828 0L20 14m-6-6h.01M6 20h12a2 2 0 002-2V6a2 2 0 00-2-2H6a2 2 0 00-2 2v12a2 2 0 002 2z" />
+              </svg>
+              <p className="text-slate-600 mb-2">
+                Bilder hierher ziehen oder{' '}
+                <button
+                  onClick={() => fileInputRef.current?.click()}
+                  disabled={!selectedSession}
+                  className="text-primary-600 hover:underline"
+                >
+                  auswaehlen
+                </button>
+              </p>
+              <p className="text-sm text-slate-500">PNG, JPG (max. 10MB pro Bild)</p>
+            </>
+          )}
+        </div>
+      </div>
+
+      {/* Upload Results */}
+      {uploadResults.length > 0 && (
+        <div className="bg-white rounded-lg shadow p-6">
+          <h3 className="text-lg font-semibold mb-4">Upload-Ergebnisse ({uploadResults.length})</h3>
+          <div className="space-y-2">
+            {uploadResults.map((result) => (
+              <div key={result.id} className="flex items-center justify-between p-2 bg-slate-50 rounded">
+                <span className="text-sm">{result.filename}</span>
+                <span className={`text-xs px-2 py-1 rounded ${
+                  result.ocr_text ? 'bg-green-100 text-green-800' : 'bg-yellow-100 text-yellow-800'
+                }`}>
+                  {result.ocr_text ? `OCR OK (${Math.round((result.ocr_confidence || 0) * 100)}%)` : 'Kein OCR'}
+                </span>
+              </div>
+            ))}
+          </div>
+        </div>
+      )}
+    </div>
+  )
+}

admin-lehrer/app/(admin)/ai/ocr-labeling/constants.tsx

@@ -0,0 +1,59 @@
+/**
+ * Constants and tab definitions for OCR Labeling page.
+ */
+
+import type { JSX } from 'react'
+
+// API Base URL for klausur-service
+export const API_BASE = process.env.NEXT_PUBLIC_KLAUSUR_SERVICE_URL || 'http://localhost:8086'
+
+// Tab definitions
+export type TabId = 'labeling' | 'sessions' | 'upload' | 'stats' | 'export'
+
+export const tabs: { id: TabId; name: string; icon: JSX.Element }[] = [
+  {
+    id: 'labeling',
+    name: 'Labeling',
+    icon: (
+      <svg className="w-5 h-5" fill="none" stroke="currentColor" viewBox="0 0 24 24">
+        <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M15.232 5.232l3.536 3.536m-2.036-5.036a2.5 2.5 0 113.536 3.536L6.5 21.036H3v-3.572L16.732 3.732z" />
+      </svg>
+    ),
+  },
+  {
+    id: 'sessions',
+    name: 'Sessions',
+    icon: (
+      <svg className="w-5 h-5" fill="none" stroke="currentColor" viewBox="0 0 24 24">
+        <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M19 11H5m14 0a2 2 0 012 2v6a2 2 0 01-2 2H5a2 2 0 01-2-2v-6a2 2 0 012-2m14 0V9a2 2 0 00-2-2M5 11V9a2 2 0 012-2m0 0V5a2 2 0 012-2h6a2 2 0 012 2v2M7 7h10" />
+      </svg>
+    ),
+  },
+  {
+    id: 'upload',
+    name: 'Upload',
+    icon: (
+      <svg className="w-5 h-5" fill="none" stroke="currentColor" viewBox="0 0 24 24">
+        <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M4 16v1a3 3 0 003 3h10a3 3 0 003-3v-1m-4-8l-4-4m0 0L8 8m4-4v12" />
+      </svg>
+    ),
+  },
+  {
+    id: 'stats',
+    name: 'Statistiken',
+    icon: (
+      <svg className="w-5 h-5" fill="none" stroke="currentColor" viewBox="0 0 24 24">
+        <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M9 19v-6a2 2 0 00-2-2H5a2 2 0 00-2 2v6a2 2 0 002 2h2a2 2 0 002-2zm0 0V9a2 2 0 012-2h2a2 2 0 012 2v10m-6 0a2 2 0 002 2h2a2 2 0 002-2m0 0V5a2 2 0 012-2h2a2 2 0 012 2v14a2 2 0 01-2 2h-2a2 2 0 01-2-2z" />
+      </svg>
+    ),
+  },
+  {
+    id: 'export',
+    name: 'Export',
+    icon: (
+      <svg className="w-5 h-5" fill="none" stroke="currentColor" viewBox="0 0 24 24">
+        <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M4 16v1a3 3 0 003 3h10a3 3 0 003-3v-1m-4-4l-4 4m0 0l-4-4m4 4V4" />
+      </svg>
+    ),
+  },
+]

admin-lehrer/app/(admin)/ai/ocr-labeling/page.tsx

@@ -10,903 +10,20 @@
  * OCR-Labeling → RAG Pipeline → Daten & RAG
  */
 
-import { useState, useEffect, useCallback, useRef } from 'react'
-import Link from 'next/link'
+import { useState } from 'react'
 import { PagePurpose } from '@/components/common/PagePurpose'
 import { AIModuleSidebarResponsive } from '@/components/ai/AIModuleSidebar'
-import type {
-  OCRSession,
-  OCRItem,
-  OCRStats,
-  TrainingSample,
-  CreateSessionRequest,
-  OCRModel,
-} from './types'
-
-// API Base URL for klausur-service
-const API_BASE = process.env.NEXT_PUBLIC_KLAUSUR_SERVICE_URL || 'http://localhost:8086'
-
-// Tab definitions
-type TabId = 'labeling' | 'sessions' | 'upload' | 'stats' | 'export'
-
-const tabs: { id: TabId; name: string; icon: JSX.Element }[] = [
-  {
-    id: 'labeling',
-    name: 'Labeling',
-    icon: (
-      <svg className="w-5 h-5" fill="none" stroke="currentColor" viewBox="0 0 24 24">
-        <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M15.232 5.232l3.536 3.536m-2.036-5.036a2.5 2.5 0 113.536 3.536L6.5 21.036H3v-3.572L16.732 3.732z" />
-      </svg>
-    ),
-  },
-  {
-    id: 'sessions',
-    name: 'Sessions',
-    icon: (
-      <svg className="w-5 h-5" fill="none" stroke="currentColor" viewBox="0 0 24 24">
-        <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M19 11H5m14 0a2 2 0 012 2v6a2 2 0 01-2 2H5a2 2 0 01-2-2v-6a2 2 0 012-2m14 0V9a2 2 0 00-2-2M5 11V9a2 2 0 012-2m0 0V5a2 2 0 012-2h6a2 2 0 012 2v2M7 7h10" />
-      </svg>
-    ),
-  },
-  {
-    id: 'upload',
-    name: 'Upload',
-    icon: (
-      <svg className="w-5 h-5" fill="none" stroke="currentColor" viewBox="0 0 24 24">
-        <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M4 16v1a3 3 0 003 3h10a3 3 0 003-3v-1m-4-8l-4-4m0 0L8 8m4-4v12" />
-      </svg>
-    ),
-  },
-  {
-    id: 'stats',
-    name: 'Statistiken',
-    icon: (
-      <svg className="w-5 h-5" fill="none" stroke="currentColor" viewBox="0 0 24 24">
-        <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M9 19v-6a2 2 0 00-2-2H5a2 2 0 00-2 2v6a2 2 0 002 2h2a2 2 0 002-2zm0 0V9a2 2 0 012-2h2a2 2 0 012 2v10m-6 0a2 2 0 002 2h2a2 2 0 002-2m0 0V5a2 2 0 012-2h2a2 2 0 012 2v14a2 2 0 01-2 2h-2a2 2 0 01-2-2z" />
-      </svg>
-    ),
-  },
-  {
-    id: 'export',
-    name: 'Export',
-    icon: (
-      <svg className="w-5 h-5" fill="none" stroke="currentColor" viewBox="0 0 24 24">
-        <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M4 16v1a3 3 0 003 3h10a3 3 0 003-3v-1m-4-4l-4 4m0 0l-4-4m4 4V4" />
-      </svg>
-    ),
-  },
-]
+import { tabs, type TabId } from './constants'
+import { useOcrLabeling } from './useOcrLabeling'
+import { LabelingTab } from './_components/LabelingTab'
+import { SessionsTab } from './_components/SessionsTab'
+import { UploadTab } from './_components/UploadTab'
+import { StatsTab } from './_components/StatsTab'
+import { ExportTab } from './_components/ExportTab'
 
 export default function OCRLabelingPage() {
   const [activeTab, setActiveTab] = useState<TabId>('labeling')
-  const [sessions, setSessions] = useState<OCRSession[]>([])
-  const [selectedSession, setSelectedSession] = useState<string | null>(null)
-  const [queue, setQueue] = useState<OCRItem[]>([])
-  const [currentItem, setCurrentItem] = useState<OCRItem | null>(null)
-  const [currentIndex, setCurrentIndex] = useState(0)
-  const [stats, setStats] = useState<OCRStats | null>(null)
-  const [loading, setLoading] = useState(true)
-  const [error, setError] = useState<string | null>(null)
-  const [correctedText, setCorrectedText] = useState('')
-  const [labelStartTime, setLabelStartTime] = useState<number | null>(null)
-
-  // Fetch sessions
-  const fetchSessions = useCallback(async () => {
-    try {
-      const res = await fetch(`${API_BASE}/api/v1/ocr-label/sessions`)
-      if (res.ok) {
-        const data = await res.json()
-        setSessions(data)
-      }
-    } catch (err) {
-      console.error('Failed to fetch sessions:', err)
-    }
-  }, [])
-
-  // Fetch queue
-  const fetchQueue = useCallback(async () => {
-    try {
-      const url = selectedSession
-        ? `${API_BASE}/api/v1/ocr-label/queue?session_id=${selectedSession}&limit=20`
-        : `${API_BASE}/api/v1/ocr-label/queue?limit=20`
-      const res = await fetch(url)
-      if (res.ok) {
-        const data = await res.json()
-        setQueue(data)
-        if (data.length > 0 && !currentItem) {
-          setCurrentItem(data[0])
-          setCurrentIndex(0)
-          setCorrectedText(data[0].ocr_text || '')
-          setLabelStartTime(Date.now())
-        }
-      }
-    } catch (err) {
-      console.error('Failed to fetch queue:', err)
-    }
-  }, [selectedSession, currentItem])
-
-  // Fetch stats
-  const fetchStats = useCallback(async () => {
-    try {
-      const url = selectedSession
-        ? `${API_BASE}/api/v1/ocr-label/stats?session_id=${selectedSession}`
-        : `${API_BASE}/api/v1/ocr-label/stats`
-      const res = await fetch(url)
-      if (res.ok) {
-        const data = await res.json()
-        setStats(data)
-      }
-    } catch (err) {
-      console.error('Failed to fetch stats:', err)
-    }
-  }, [selectedSession])
-
-  // Initial data load
-  useEffect(() => {
-    const loadData = async () => {
-      setLoading(true)
-      await Promise.all([fetchSessions(), fetchQueue(), fetchStats()])
-      setLoading(false)
-    }
-    loadData()
-  }, [fetchSessions, fetchQueue, fetchStats])
-
-  // Refresh queue when session changes
-  useEffect(() => {
-    setCurrentItem(null)
-    setCurrentIndex(0)
-    fetchQueue()
-    fetchStats()
-  }, [selectedSession, fetchQueue, fetchStats])
-
-  // Navigate to next item
-  const goToNext = () => {
-    if (currentIndex < queue.length - 1) {
-      const nextIndex = currentIndex + 1
-      setCurrentIndex(nextIndex)
-      setCurrentItem(queue[nextIndex])
-      setCorrectedText(queue[nextIndex].ocr_text || '')
-      setLabelStartTime(Date.now())
-    } else {
-      // Refresh queue
-      fetchQueue()
-    }
-  }
-
-  // Navigate to previous item
-  const goToPrev = () => {
-    if (currentIndex > 0) {
-      const prevIndex = currentIndex - 1
-      setCurrentIndex(prevIndex)
-      setCurrentItem(queue[prevIndex])
-      setCorrectedText(queue[prevIndex].ocr_text || '')
-      setLabelStartTime(Date.now())
-    }
-  }
-
-  // Calculate label time
-  const getLabelTime = (): number | undefined => {
-    if (!labelStartTime) return undefined
-    return Math.round((Date.now() - labelStartTime) / 1000)
-  }
-
-  // Confirm item
-  const confirmItem = async () => {
-    if (!currentItem) return
-
-    try {
-      const res = await fetch(`${API_BASE}/api/v1/ocr-label/confirm`, {
-        method: 'POST',
-        headers: { 'Content-Type': 'application/json' },
-        body: JSON.stringify({
-          item_id: currentItem.id,
-          label_time_seconds: getLabelTime(),
-        }),
-      })
-
-      if (res.ok) {
-        // Remove from queue and go to next
-        setQueue(prev => prev.filter(item => item.id !== currentItem.id))
-        goToNext()
-        fetchStats()
-      } else {
-        setError('Bestaetigung fehlgeschlagen')
-      }
-    } catch (err) {
-      setError('Netzwerkfehler')
-    }
-  }
-
-  // Correct item
-  const correctItem = async () => {
-    if (!currentItem || !correctedText.trim()) return
-
-    try {
-      const res = await fetch(`${API_BASE}/api/v1/ocr-label/correct`, {
-        method: 'POST',
-        headers: { 'Content-Type': 'application/json' },
-        body: JSON.stringify({
-          item_id: currentItem.id,
-          ground_truth: correctedText.trim(),
-          label_time_seconds: getLabelTime(),
-        }),
-      })
-
-      if (res.ok) {
-        setQueue(prev => prev.filter(item => item.id !== currentItem.id))
-        goToNext()
-        fetchStats()
-      } else {
-        setError('Korrektur fehlgeschlagen')
-      }
-    } catch (err) {
-      setError('Netzwerkfehler')
-    }
-  }
-
-  // Skip item
-  const skipItem = async () => {
-    if (!currentItem) return
-
-    try {
-      const res = await fetch(`${API_BASE}/api/v1/ocr-label/skip`, {
-        method: 'POST',
-        headers: { 'Content-Type': 'application/json' },
-        body: JSON.stringify({ item_id: currentItem.id }),
-      })
-
-      if (res.ok) {
-        setQueue(prev => prev.filter(item => item.id !== currentItem.id))
-        goToNext()
-        fetchStats()
-      } else {
-        setError('Ueberspringen fehlgeschlagen')
-      }
-    } catch (err) {
-      setError('Netzwerkfehler')
-    }
-  }
-
-  // Keyboard shortcuts
-  useEffect(() => {
-    const handleKeyDown = (e: KeyboardEvent) => {
-      // Only handle if not in text input
-      if (e.target instanceof HTMLTextAreaElement) return
-
-      if (e.key === 'Enter' && !e.shiftKey) {
-        e.preventDefault()
-        confirmItem()
-      } else if (e.key === 'ArrowRight') {
-        goToNext()
-      } else if (e.key === 'ArrowLeft') {
-        goToPrev()
-      } else if (e.key === 's' && !e.ctrlKey && !e.metaKey) {
-        skipItem()
-      }
-    }
-
-    window.addEventListener('keydown', handleKeyDown)
-    return () => window.removeEventListener('keydown', handleKeyDown)
-  }, [currentItem, correctedText])
-
-  // Render Labeling Tab
-  const renderLabelingTab = () => (
-    <div className="grid grid-cols-1 lg:grid-cols-3 gap-6">
-      {/* Left: Image Viewer */}
-      <div className="lg:col-span-2 bg-white rounded-lg shadow p-4">
-        <div className="flex items-center justify-between mb-4">
-          <h3 className="text-lg font-semibold">Bild</h3>
-          <div className="flex items-center gap-2">
-            <button
-              onClick={goToPrev}
-              disabled={currentIndex === 0}
-              className="p-2 rounded hover:bg-slate-100 disabled:opacity-50"
-              title="Zurueck (Pfeiltaste links)"
-            >
-              <svg className="w-5 h-5" fill="none" stroke="currentColor" viewBox="0 0 24 24">
-                <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M15 19l-7-7 7-7" />
-              </svg>
-            </button>
-            <span className="text-sm text-slate-600">
-              {currentIndex + 1} / {queue.length}
-            </span>
-            <button
-              onClick={goToNext}
-              disabled={currentIndex >= queue.length - 1}
-              className="p-2 rounded hover:bg-slate-100 disabled:opacity-50"
-              title="Weiter (Pfeiltaste rechts)"
-            >
-              <svg className="w-5 h-5" fill="none" stroke="currentColor" viewBox="0 0 24 24">
-                <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M9 5l7 7-7 7" />
-              </svg>
-            </button>
-          </div>
-        </div>
-
-        {currentItem ? (
-          <div className="relative bg-slate-100 rounded-lg overflow-hidden" style={{ minHeight: '400px' }}>
-            <img
-              src={currentItem.image_url || `${API_BASE}${currentItem.image_path}`}
-              alt="OCR Bild"
-              className="w-full h-auto max-h-[600px] object-contain"
-              onError={(e) => {
-                // Fallback if image fails to load
-                const target = e.target as HTMLImageElement
-                target.style.display = 'none'
-              }}
-            />
-          </div>
-        ) : (
-          <div className="flex items-center justify-center h-64 bg-slate-100 rounded-lg">
-            <p className="text-slate-500">Keine Bilder in der Warteschlange</p>
-          </div>
-        )}
-      </div>
-
-      {/* Right: OCR Text & Actions */}
-      <div className="bg-white rounded-lg shadow p-4">
-        <div className="space-y-4">
-          {/* OCR Result */}
-          <div>
-            <div className="flex items-center justify-between mb-2">
-              <h3 className="text-lg font-semibold">OCR-Ergebnis</h3>
-              {currentItem?.ocr_confidence && (
-                <span className={`text-sm px-2 py-1 rounded ${
-                  currentItem.ocr_confidence > 0.8
-                    ? 'bg-green-100 text-green-800'
-                    : currentItem.ocr_confidence > 0.5
-                    ? 'bg-yellow-100 text-yellow-800'
-                    : 'bg-red-100 text-red-800'
-                }`}>
-                  {Math.round(currentItem.ocr_confidence * 100)}% Konfidenz
-                </span>
-              )}
-            </div>
-            <div className="bg-slate-50 p-3 rounded-lg min-h-[100px] text-sm">
-              {currentItem?.ocr_text || <span className="text-slate-400">Kein OCR-Text</span>}
-            </div>
-          </div>
-
-          {/* Correction Input */}
-          <div>
-            <h3 className="text-lg font-semibold mb-2">Korrektur</h3>
-            <textarea
-              value={correctedText}
-              onChange={(e) => setCorrectedText(e.target.value)}
-              placeholder="Korrigierter Text..."
-              className="w-full h-32 p-3 border border-slate-200 rounded-lg focus:ring-2 focus:ring-primary-500 focus:border-transparent"
-            />
-          </div>
-
-          {/* Actions */}
-          <div className="flex flex-col gap-2">
-            <button
-              onClick={confirmItem}
-              disabled={!currentItem}
-              className="w-full px-4 py-3 bg-green-600 text-white rounded-lg hover:bg-green-700 disabled:opacity-50 flex items-center justify-center gap-2"
-            >
-              <svg className="w-5 h-5" fill="none" stroke="currentColor" viewBox="0 0 24 24">
-                <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M5 13l4 4L19 7" />
-              </svg>
-              Korrekt (Enter)
-            </button>
-            <button
-              onClick={correctItem}
-              disabled={!currentItem || !correctedText.trim() || correctedText === currentItem?.ocr_text}
-              className="w-full px-4 py-3 bg-primary-600 text-white rounded-lg hover:bg-primary-700 disabled:opacity-50 flex items-center justify-center gap-2"
-            >
-              <svg className="w-5 h-5" fill="none" stroke="currentColor" viewBox="0 0 24 24">
-                <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M15.232 5.232l3.536 3.536m-2.036-5.036a2.5 2.5 0 113.536 3.536L6.5 21.036H3v-3.572L16.732 3.732z" />
-              </svg>
-              Korrektur speichern
-            </button>
-            <button
-              onClick={skipItem}
-              disabled={!currentItem}
-              className="w-full px-4 py-2 bg-slate-200 text-slate-700 rounded-lg hover:bg-slate-300 disabled:opacity-50 flex items-center justify-center gap-2"
-            >
-              <svg className="w-5 h-5" fill="none" stroke="currentColor" viewBox="0 0 24 24">
-                <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M13 5l7 7-7 7M5 5l7 7-7 7" />
-              </svg>
-              Ueberspringen (S)
-            </button>
-          </div>
-
-          {/* Keyboard Shortcuts */}
-          <div className="text-xs text-slate-500 mt-4">
-            <p className="font-medium mb-1">Tastaturkuerzel:</p>
-            <p>Enter = Bestaetigen | S = Ueberspringen</p>
-            <p>Pfeiltasten = Navigation</p>
-          </div>
-        </div>
-      </div>
-
-      {/* Bottom: Queue Preview */}
-      <div className="lg:col-span-3 bg-white rounded-lg shadow p-4">
-        <h3 className="text-lg font-semibold mb-4">Warteschlange ({queue.length} Items)</h3>
-        <div className="flex gap-2 overflow-x-auto pb-2">
-          {queue.slice(0, 10).map((item, idx) => (
-            <button
-              key={item.id}
-              onClick={() => {
-                setCurrentIndex(idx)
-                setCurrentItem(item)
-                setCorrectedText(item.ocr_text || '')
-                setLabelStartTime(Date.now())
-              }}
-              className={`flex-shrink-0 w-24 h-24 rounded-lg overflow-hidden border-2 ${
-                idx === currentIndex
-                  ? 'border-primary-500'
-                  : 'border-transparent hover:border-slate-300'
-              }`}
-            >
-              <img
-                src={item.image_url || `${API_BASE}${item.image_path}`}
-                alt=""
-                className="w-full h-full object-cover"
-              />
-            </button>
-          ))}
-          {queue.length > 10 && (
-            <div className="flex-shrink-0 w-24 h-24 rounded-lg bg-slate-100 flex items-center justify-center text-slate-500">
-              +{queue.length - 10} mehr
-            </div>
-          )}
-        </div>
-      </div>
-    </div>
-  )
-
-  // Render Sessions Tab
-  const renderSessionsTab = () => {
-    const [newSession, setNewSession] = useState<CreateSessionRequest>({
-      name: '',
-      source_type: 'klausur',
-      description: '',
-      ocr_model: 'llama3.2-vision:11b',
-    })
-
-    const createSession = async () => {
-      try {
-        const res = await fetch(`${API_BASE}/api/v1/ocr-label/sessions`, {
-          method: 'POST',
-          headers: { 'Content-Type': 'application/json' },
-          body: JSON.stringify(newSession),
-        })
-
-        if (res.ok) {
-          setNewSession({ name: '', source_type: 'klausur', description: '', ocr_model: 'llama3.2-vision:11b' })
-          fetchSessions()
-        } else {
-          setError('Session erstellen fehlgeschlagen')
-        }
-      } catch (err) {
-        setError('Netzwerkfehler')
-      }
-    }
-
-    return (
-      <div className="space-y-6">
-        {/* Create Session */}
-        <div className="bg-white rounded-lg shadow p-6">
-          <h3 className="text-lg font-semibold mb-4">Neue Session erstellen</h3>
-          <div className="grid grid-cols-1 md:grid-cols-2 gap-4">
-            <div>
-              <label className="block text-sm font-medium text-slate-700 mb-1">Name</label>
-              <input
-                type="text"
-                value={newSession.name}
-                onChange={(e) => setNewSession(prev => ({ ...prev, name: e.target.value }))}
-                placeholder="z.B. Mathe Klausur Q1 2025"
-                className="w-full px-3 py-2 border border-slate-300 rounded-lg focus:ring-2 focus:ring-primary-500"
-              />
-            </div>
-            <div>
-              <label className="block text-sm font-medium text-slate-700 mb-1">Typ</label>
-              <select
-                value={newSession.source_type}
-                onChange={(e) => setNewSession(prev => ({ ...prev, source_type: e.target.value as 'klausur' | 'handwriting_sample' | 'scan' }))}
-                className="w-full px-3 py-2 border border-slate-300 rounded-lg focus:ring-2 focus:ring-primary-500"
-              >
-                <option value="klausur">Klausur</option>
-                <option value="handwriting_sample">Handschriftprobe</option>
-                <option value="scan">Scan</option>
-              </select>
-            </div>
-            <div>
-              <label className="block text-sm font-medium text-slate-700 mb-1">OCR Modell</label>
-              <select
-                value={newSession.ocr_model}
-                onChange={(e) => setNewSession(prev => ({ ...prev, ocr_model: e.target.value as OCRModel }))}
-                className="w-full px-3 py-2 border border-slate-300 rounded-lg focus:ring-2 focus:ring-primary-500"
-              >
-                <option value="llama3.2-vision:11b">llama3.2-vision:11b - Vision LLM (Standard)</option>
-                <option value="trocr">TrOCR - Microsoft Transformer (schnell)</option>
-                <option value="paddleocr">PaddleOCR + LLM (4x schneller)</option>
-                <option value="donut">Donut - Document Understanding (strukturiert)</option>
-              </select>
-              <p className="mt-1 text-xs text-slate-500">
-                {newSession.ocr_model === 'paddleocr' && 'PaddleOCR erkennt Text schnell, LLM strukturiert die Ergebnisse.'}
-                {newSession.ocr_model === 'donut' && 'Speziell fuer Dokumente mit Tabellen und Formularen.'}
-                {newSession.ocr_model === 'trocr' && 'Schnelles Transformer-Modell fuer gedruckten Text.'}
-                {newSession.ocr_model === 'llama3.2-vision:11b' && 'Beste Qualitaet bei Handschrift, aber langsamer.'}
-              </p>
-            </div>
-            <div>
-              <label className="block text-sm font-medium text-slate-700 mb-1">Beschreibung</label>
-              <input
-                type="text"
-                value={newSession.description}
-                onChange={(e) => setNewSession(prev => ({ ...prev, description: e.target.value }))}
-                placeholder="Optional..."
-                className="w-full px-3 py-2 border border-slate-300 rounded-lg focus:ring-2 focus:ring-primary-500"
-              />
-            </div>
-          </div>
-          <button
-            onClick={createSession}
-            disabled={!newSession.name}
-            className="mt-4 px-4 py-2 bg-primary-600 text-white rounded-lg hover:bg-primary-700 disabled:opacity-50"
-          >
-            Session erstellen
-          </button>
-        </div>
-
-        {/* Sessions List */}
-        <div className="bg-white rounded-lg shadow">
-          <div className="px-6 py-4 border-b border-slate-200">
-            <h3 className="text-lg font-semibold">Sessions ({sessions.length})</h3>
-          </div>
-          <div className="divide-y divide-slate-200">
-            {sessions.map((session) => (
-              <div
-                key={session.id}
-                className={`p-4 hover:bg-slate-50 cursor-pointer ${
-                  selectedSession === session.id ? 'bg-primary-50 border-l-4 border-primary-500' : ''
-                }`}
-                onClick={() => setSelectedSession(session.id === selectedSession ? null : session.id)}
-              >
-                <div className="flex items-center justify-between">
-                  <div>
-                    <h4 className="font-medium">{session.name}</h4>
-                    <p className="text-sm text-slate-500">
-                      {session.source_type} | {session.ocr_model}
-                    </p>
-                  </div>
-                  <div className="text-right">
-                    <p className="text-sm font-medium">
-                      {session.labeled_items}/{session.total_items} gelabelt
-                    </p>
-                    <div className="w-32 bg-slate-200 rounded-full h-2 mt-1">
-                      <div
-                        className="bg-primary-600 rounded-full h-2"
-                        style={{
-                          width: `${session.total_items > 0 ? (session.labeled_items / session.total_items) * 100 : 0}%`
-                        }}
-                      />
-                    </div>
-                  </div>
-                </div>
-                {session.description && (
-                  <p className="text-sm text-slate-600 mt-2">{session.description}</p>
-                )}
-              </div>
-            ))}
-            {sessions.length === 0 && (
-              <p className="p-4 text-slate-500 text-center">Keine Sessions vorhanden</p>
-            )}
-          </div>
-        </div>
-      </div>
-    )
-  }
-
-  // Render Upload Tab
-  const renderUploadTab = () => {
-    const [uploading, setUploading] = useState(false)
-    const [uploadResults, setUploadResults] = useState<any[]>([])
-    const fileInputRef = useRef<HTMLInputElement>(null)
-
-    const handleUpload = async (files: FileList) => {
-      if (!selectedSession) {
-        setError('Bitte zuerst eine Session auswaehlen')
-        return
-      }
-
-      setUploading(true)
-      const formData = new FormData()
-      Array.from(files).forEach(file => formData.append('files', file))
-      formData.append('run_ocr', 'true')
-
-      try {
-        const res = await fetch(`${API_BASE}/api/v1/ocr-label/sessions/${selectedSession}/upload`, {
-          method: 'POST',
-          body: formData,
-        })
-
-        if (res.ok) {
-          const data = await res.json()
-          setUploadResults(data.items || [])
-          fetchQueue()
-          fetchStats()
-        } else {
-          setError('Upload fehlgeschlagen')
-        }
-      } catch (err) {
-        setError('Netzwerkfehler beim Upload')
-      } finally {
-        setUploading(false)
-      }
-    }
-
-    return (
-      <div className="space-y-6">
-        {/* Session Selection */}
-        <div className="bg-white rounded-lg shadow p-6">
-          <h3 className="text-lg font-semibold mb-4">Session auswaehlen</h3>
-          <select
-            value={selectedSession || ''}
-            onChange={(e) => setSelectedSession(e.target.value || null)}
-            className="w-full px-3 py-2 border border-slate-300 rounded-lg focus:ring-2 focus:ring-primary-500"
-          >
-            <option value="">-- Session waehlen --</option>
-            {sessions.map((session) => (
-              <option key={session.id} value={session.id}>
-                {session.name} ({session.total_items} Items)
-              </option>
-            ))}
-          </select>
-        </div>
-
-        {/* Upload Area */}
-        <div className="bg-white rounded-lg shadow p-6">
-          <h3 className="text-lg font-semibold mb-4">Bilder hochladen</h3>
-          <div
-            className={`border-2 border-dashed rounded-lg p-8 text-center ${
-              selectedSession ? 'border-slate-300 hover:border-primary-500' : 'border-slate-200 opacity-50'
-            }`}
-            onDragOver={(e) => {
-              e.preventDefault()
-              e.currentTarget.classList.add('border-primary-500', 'bg-primary-50')
-            }}
-            onDragLeave={(e) => {
-              e.currentTarget.classList.remove('border-primary-500', 'bg-primary-50')
-            }}
-            onDrop={(e) => {
-              e.preventDefault()
-              e.currentTarget.classList.remove('border-primary-500', 'bg-primary-50')
-              if (e.dataTransfer.files.length > 0) {
-                handleUpload(e.dataTransfer.files)
-              }
-            }}
-          >
-            <input
-              ref={fileInputRef}
-              type="file"
-              multiple
-              accept="image/png,image/jpeg,image/jpg"
-              onChange={(e) => e.target.files && handleUpload(e.target.files)}
-              className="hidden"
-              disabled={!selectedSession}
-            />
-            {uploading ? (
-              <div className="flex flex-col items-center gap-2">
-                <div className="animate-spin rounded-full h-8 w-8 border-b-2 border-primary-600" />
-                <p>Hochladen & OCR ausfuehren...</p>
-              </div>
-            ) : (
-              <>
-                <svg className="w-12 h-12 text-slate-400 mx-auto mb-4" fill="none" stroke="currentColor" viewBox="0 0 24 24">
-                  <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M4 16l4.586-4.586a2 2 0 012.828 0L16 16m-2-2l1.586-1.586a2 2 0 012.828 0L20 14m-6-6h.01M6 20h12a2 2 0 002-2V6a2 2 0 00-2-2H6a2 2 0 00-2 2v12a2 2 0 002 2z" />
-                </svg>
-                <p className="text-slate-600 mb-2">
-                  Bilder hierher ziehen oder{' '}
-                  <button
-                    onClick={() => fileInputRef.current?.click()}
-                    disabled={!selectedSession}
-                    className="text-primary-600 hover:underline"
-                  >
-                    auswaehlen
-                  </button>
-                </p>
-                <p className="text-sm text-slate-500">PNG, JPG (max. 10MB pro Bild)</p>
-              </>
-            )}
-          </div>
-        </div>
-
-        {/* Upload Results */}
-        {uploadResults.length > 0 && (
-          <div className="bg-white rounded-lg shadow p-6">
-            <h3 className="text-lg font-semibold mb-4">Upload-Ergebnisse ({uploadResults.length})</h3>
-            <div className="space-y-2">
-              {uploadResults.map((result) => (
-                <div key={result.id} className="flex items-center justify-between p-2 bg-slate-50 rounded">
-                  <span className="text-sm">{result.filename}</span>
-                  <span className={`text-xs px-2 py-1 rounded ${
-                    result.ocr_text ? 'bg-green-100 text-green-800' : 'bg-yellow-100 text-yellow-800'
-                  }`}>
-                    {result.ocr_text ? `OCR OK (${Math.round((result.ocr_confidence || 0) * 100)}%)` : 'Kein OCR'}
-                  </span>
-                </div>
-              ))}
-            </div>
-          </div>
-        )}
-      </div>
-    )
-  }
-
-  // Render Stats Tab
-  const renderStatsTab = () => (
-    <div className="space-y-6">
-      {/* Global Stats */}
-      <div className="grid grid-cols-1 md:grid-cols-4 gap-4">
-        <div className="bg-white rounded-lg shadow p-6">
-          <h4 className="text-sm font-medium text-slate-500">Gesamt Items</h4>
-          <p className="text-3xl font-bold mt-2">{stats?.total_items || 0}</p>
-        </div>
-        <div className="bg-white rounded-lg shadow p-6">
-          <h4 className="text-sm font-medium text-slate-500">Gelabelt</h4>
-          <p className="text-3xl font-bold mt-2 text-green-600">{stats?.labeled_items || 0}</p>
-        </div>
-        <div className="bg-white rounded-lg shadow p-6">
-          <h4 className="text-sm font-medium text-slate-500">Ausstehend</h4>
-          <p className="text-3xl font-bold mt-2 text-yellow-600">{stats?.pending_items || 0}</p>
-        </div>
-        <div className="bg-white rounded-lg shadow p-6">
-          <h4 className="text-sm font-medium text-slate-500">OCR-Genauigkeit</h4>
-          <p className="text-3xl font-bold mt-2">{stats?.accuracy_rate || 0}%</p>
-        </div>
-      </div>
-
-      {/* Detailed Stats */}
-      <div className="bg-white rounded-lg shadow p-6">
-        <h3 className="text-lg font-semibold mb-4">Details</h3>
-        <div className="grid grid-cols-2 md:grid-cols-4 gap-4">
-          <div>
-            <p className="text-sm text-slate-500">Bestaetigt</p>
-            <p className="text-xl font-semibold text-green-600">{stats?.confirmed_items || 0}</p>
-          </div>
-          <div>
-            <p className="text-sm text-slate-500">Korrigiert</p>
-            <p className="text-xl font-semibold text-primary-600">{stats?.corrected_items || 0}</p>
-          </div>
-          <div>
-            <p className="text-sm text-slate-500">Exportierbar</p>
-            <p className="text-xl font-semibold">{stats?.exportable_items || 0}</p>
-          </div>
-          <div>
-            <p className="text-sm text-slate-500">Durchschn. Label-Zeit</p>
-            <p className="text-xl font-semibold">{stats?.avg_label_time_seconds || 0}s</p>
-          </div>
-        </div>
-      </div>
-
-      {/* Progress Bar */}
-      {stats?.total_items ? (
-        <div className="bg-white rounded-lg shadow p-6">
-          <h3 className="text-lg font-semibold mb-4">Fortschritt</h3>
-          <div className="w-full bg-slate-200 rounded-full h-4">
-            <div
-              className="bg-primary-600 rounded-full h-4 transition-all"
-              style={{ width: `${(stats.labeled_items / stats.total_items) * 100}%` }}
-            />
-          </div>
-          <p className="text-sm text-slate-500 mt-2">
-            {Math.round((stats.labeled_items / stats.total_items) * 100)}% abgeschlossen
-          </p>
-        </div>
-      ) : null}
-    </div>
-  )
-
-  // Render Export Tab
-  const renderExportTab = () => {
-    const [exportFormat, setExportFormat] = useState<'generic' | 'trocr' | 'llama_vision'>('generic')
-    const [exporting, setExporting] = useState(false)
-    const [exportResult, setExportResult] = useState<any>(null)
-
-    const handleExport = async () => {
-      setExporting(true)
-      try {
-        const res = await fetch(`${API_BASE}/api/v1/ocr-label/export`, {
-          method: 'POST',
-          headers: { 'Content-Type': 'application/json' },
-          body: JSON.stringify({
-            export_format: exportFormat,
-            session_id: selectedSession,
-          }),
-        })
-
-        if (res.ok) {
-          const data = await res.json()
-          setExportResult(data)
-        } else {
-          setError('Export fehlgeschlagen')
-        }
-      } catch (err) {
-        setError('Netzwerkfehler')
-      } finally {
-        setExporting(false)
-      }
-    }
-
-    return (
-      <div className="space-y-6">
-        <div className="bg-white rounded-lg shadow p-6">
-          <h3 className="text-lg font-semibold mb-4">Training-Daten exportieren</h3>
-          <div className="space-y-4">
-            <div>
-              <label className="block text-sm font-medium text-slate-700 mb-1">Export-Format</label>
-              <select
-                value={exportFormat}
-                onChange={(e) => setExportFormat(e.target.value as typeof exportFormat)}
-                className="w-full px-3 py-2 border border-slate-300 rounded-lg focus:ring-2 focus:ring-primary-500"
-              >
-                <option value="generic">Generic JSON</option>
-                <option value="trocr">TrOCR Fine-Tuning</option>
-                <option value="llama_vision">Llama Vision Fine-Tuning</option>
-              </select>
-            </div>
-
-            <div>
-              <label className="block text-sm font-medium text-slate-700 mb-1">Session (optional)</label>
-              <select
-                value={selectedSession || ''}
-                onChange={(e) => setSelectedSession(e.target.value || null)}
-                className="w-full px-3 py-2 border border-slate-300 rounded-lg focus:ring-2 focus:ring-primary-500"
-              >
-                <option value="">Alle Sessions</option>
-                {sessions.map((session) => (
-                  <option key={session.id} value={session.id}>{session.name}</option>
-                ))}
-              </select>
-            </div>
-
-            <button
-              onClick={handleExport}
-              disabled={exporting || (stats?.exportable_items || 0) === 0}
-              className="w-full px-4 py-2 bg-primary-600 text-white rounded-lg hover:bg-primary-700 disabled:opacity-50"
-            >
-              {exporting ? 'Exportiere...' : `${stats?.exportable_items || 0} Samples exportieren`}
-            </button>
-
-            {/* Cross-Link to Magic Help for TrOCR Fine-Tuning */}
-            {exportFormat === 'trocr' && (stats?.exportable_items || 0) > 0 && (
-              <Link
-                href="/ai/magic-help?source=ocr-labeling"
-                className="w-full mt-3 px-4 py-2 bg-purple-100 text-purple-700 border border-purple-300 rounded-lg hover:bg-purple-200 flex items-center justify-center gap-2 transition-colors"
-              >
-                <span>✨</span>
-                Mit Magic Help testen & fine-tunen
-              </Link>
-            )}
-          </div>
-        </div>
-
-        {exportResult && (
-          <div className="bg-white rounded-lg shadow p-6">
-            <h3 className="text-lg font-semibold mb-4">Export-Ergebnis</h3>
-            <div className="bg-green-50 border border-green-200 rounded-lg p-4 mb-4">
-              <p className="text-green-800">
-                {exportResult.exported_count} Samples erfolgreich exportiert
-              </p>
-              <p className="text-sm text-green-600">
-                Batch: {exportResult.batch_id}
-              </p>
-            </div>
-            <div className="bg-slate-50 p-4 rounded-lg overflow-auto max-h-64">
-              <pre className="text-xs">{JSON.stringify(exportResult.samples?.slice(0, 3), null, 2)}</pre>
-              {(exportResult.samples?.length || 0) > 3 && (
-                <p className="text-slate-500 mt-2">... und {exportResult.samples.length - 3} weitere</p>
-              )}
-            </div>
-          </div>
-        )}
-      </div>
-    )
-  }
+  const hook = useOcrLabeling()
 
   return (
     <div className="p-6">
@@ -939,10 +56,10 @@ export default function OCRLabelingPage() {
       <AIModuleSidebarResponsive currentModule="ocr-labeling" />
 
       {/* Error Toast */}
-      {error && (
+      {hook.error && (
         <div className="fixed top-4 right-4 bg-red-100 border border-red-400 text-red-700 px-4 py-3 rounded z-50">
-          <span>{error}</span>
-          <button onClick={() => setError(null)} className="ml-4">X</button>
+          <span>{hook.error}</span>
+          <button onClick={() => hook.setError(null)} className="ml-4">X</button>
         </div>
       )}
 
@@ -969,17 +86,58 @@ export default function OCRLabelingPage() {
       </div>
 
       {/* Tab Content */}
-      {loading ? (
+      {hook.loading ? (
         <div className="flex items-center justify-center h-64">
           <div className="animate-spin rounded-full h-8 w-8 border-b-2 border-primary-600" />
         </div>
       ) : (
         <>
-          {activeTab === 'labeling' && renderLabelingTab()}
-          {activeTab === 'sessions' && renderSessionsTab()}
-          {activeTab === 'upload' && renderUploadTab()}
-          {activeTab === 'stats' && renderStatsTab()}
-          {activeTab === 'export' && renderExportTab()}
+          {activeTab === 'labeling' && (
+            <LabelingTab
+              queue={hook.queue}
+              currentItem={hook.currentItem}
+              currentIndex={hook.currentIndex}
+              correctedText={hook.correctedText}
+              setCorrectedText={hook.setCorrectedText}
+              goToNext={hook.goToNext}
+              goToPrev={hook.goToPrev}
+              selectQueueItem={hook.selectQueueItem}
+              confirmItem={hook.confirmItem}
+              correctItem={hook.correctItem}
+              skipItem={hook.skipItem}
+            />
+          )}
+          {activeTab === 'sessions' && (
+            <SessionsTab
+              sessions={hook.sessions}
+              selectedSession={hook.selectedSession}
+              setSelectedSession={hook.setSelectedSession}
+              fetchSessions={hook.fetchSessions}
+              setError={hook.setError}
+            />
+          )}
+          {activeTab === 'upload' && (
+            <UploadTab
+              sessions={hook.sessions}
+              selectedSession={hook.selectedSession}
+              setSelectedSession={hook.setSelectedSession}
+              fetchQueue={hook.fetchQueue}
+              fetchStats={hook.fetchStats}
+              setError={hook.setError}
+            />
+          )}
+          {activeTab === 'stats' && (
+            <StatsTab stats={hook.stats} />
+          )}
+          {activeTab === 'export' && (
+            <ExportTab
+              sessions={hook.sessions}
+              selectedSession={hook.selectedSession}
+              setSelectedSession={hook.setSelectedSession}
+              stats={hook.stats}
+              setError={hook.setError}
+            />
+          )}
         </>
       )}
     </div>

admin-lehrer/app/(admin)/ai/ocr-labeling/types.ts

@@ -1,5 +1,9 @@
 /**
- * TypeScript types for OCR Labeling UI
+ * Shared TypeScript types for OCR Labeling UI.
+ *
+ * Single source of truth used by:
+ *   - admin-lehrer  (ai/ocr-labeling)
+ *   - website       (admin/ocr-labeling)
  */
 
 /**

admin-lehrer/app/(admin)/ai/ocr-labeling/useOcrLabeling.ts

@@ -0,0 +1,255 @@
+'use client'
+
+/**
+ * Custom hook encapsulating all state and API logic for the OCR Labeling page.
+ */
+
+import { useState, useEffect, useCallback } from 'react'
+import { API_BASE } from './constants'
+import type { OCRSession, OCRItem, OCRStats } from './types'
+
+export function useOcrLabeling() {
+  const [sessions, setSessions] = useState<OCRSession[]>([])
+  const [selectedSession, setSelectedSession] = useState<string | null>(null)
+  const [queue, setQueue] = useState<OCRItem[]>([])
+  const [currentItem, setCurrentItem] = useState<OCRItem | null>(null)
+  const [currentIndex, setCurrentIndex] = useState(0)
+  const [stats, setStats] = useState<OCRStats | null>(null)
+  const [loading, setLoading] = useState(true)
+  const [error, setError] = useState<string | null>(null)
+  const [correctedText, setCorrectedText] = useState('')
+  const [labelStartTime, setLabelStartTime] = useState<number | null>(null)
+
+  // Fetch sessions
+  const fetchSessions = useCallback(async () => {
+    try {
+      const res = await fetch(`${API_BASE}/api/v1/ocr-label/sessions`)
+      if (res.ok) {
+        const data = await res.json()
+        setSessions(data)
+      }
+    } catch (err) {
+      console.error('Failed to fetch sessions:', err)
+    }
+  }, [])
+
+  // Fetch queue
+  const fetchQueue = useCallback(async () => {
+    try {
+      const url = selectedSession
+        ? `${API_BASE}/api/v1/ocr-label/queue?session_id=${selectedSession}&limit=20`
+        : `${API_BASE}/api/v1/ocr-label/queue?limit=20`
+      const res = await fetch(url)
+      if (res.ok) {
+        const data = await res.json()
+        setQueue(data)
+        if (data.length > 0 && !currentItem) {
+          setCurrentItem(data[0])
+          setCurrentIndex(0)
+          setCorrectedText(data[0].ocr_text || '')
+          setLabelStartTime(Date.now())
+        }
+      }
+    } catch (err) {
+      console.error('Failed to fetch queue:', err)
+    }
+  }, [selectedSession, currentItem])
+
+  // Fetch stats
+  const fetchStats = useCallback(async () => {
+    try {
+      const url = selectedSession
+        ? `${API_BASE}/api/v1/ocr-label/stats?session_id=${selectedSession}`
+        : `${API_BASE}/api/v1/ocr-label/stats`
+      const res = await fetch(url)
+      if (res.ok) {
+        const data = await res.json()
+        setStats(data)
+      }
+    } catch (err) {
+      console.error('Failed to fetch stats:', err)
+    }
+  }, [selectedSession])
+
+  // Initial data load
+  useEffect(() => {
+    const loadData = async () => {
+      setLoading(true)
+      await Promise.all([fetchSessions(), fetchQueue(), fetchStats()])
+      setLoading(false)
+    }
+    loadData()
+  }, [fetchSessions, fetchQueue, fetchStats])
+
+  // Refresh queue when session changes
+  useEffect(() => {
+    setCurrentItem(null)
+    setCurrentIndex(0)
+    fetchQueue()
+    fetchStats()
+  }, [selectedSession, fetchQueue, fetchStats])
+
+  // Navigate to next item
+  const goToNext = useCallback(() => {
+    if (currentIndex < queue.length - 1) {
+      const nextIndex = currentIndex + 1
+      setCurrentIndex(nextIndex)
+      setCurrentItem(queue[nextIndex])
+      setCorrectedText(queue[nextIndex].ocr_text || '')
+      setLabelStartTime(Date.now())
+    } else {
+      fetchQueue()
+    }
+  }, [currentIndex, queue, fetchQueue])
+
+  // Navigate to previous item
+  const goToPrev = useCallback(() => {
+    if (currentIndex > 0) {
+      const prevIndex = currentIndex - 1
+      setCurrentIndex(prevIndex)
+      setCurrentItem(queue[prevIndex])
+      setCorrectedText(queue[prevIndex].ocr_text || '')
+      setLabelStartTime(Date.now())
+    }
+  }, [currentIndex, queue])
+
+  // Calculate label time
+  const getLabelTime = useCallback((): number | undefined => {
+    if (!labelStartTime) return undefined
+    return Math.round((Date.now() - labelStartTime) / 1000)
+  }, [labelStartTime])
+
+  // Select a queue item by index
+  const selectQueueItem = useCallback((idx: number) => {
+    if (idx >= 0 && idx < queue.length) {
+      setCurrentIndex(idx)
+      setCurrentItem(queue[idx])
+      setCorrectedText(queue[idx].ocr_text || '')
+      setLabelStartTime(Date.now())
+    }
+  }, [queue])
+
+  // Confirm item
+  const confirmItem = useCallback(async () => {
+    if (!currentItem) return
+
+    try {
+      const res = await fetch(`${API_BASE}/api/v1/ocr-label/confirm`, {
+        method: 'POST',
+        headers: { 'Content-Type': 'application/json' },
+        body: JSON.stringify({
+          item_id: currentItem.id,
+          label_time_seconds: getLabelTime(),
+        }),
+      })
+
+      if (res.ok) {
+        setQueue(prev => prev.filter(item => item.id !== currentItem.id))
+        goToNext()
+        fetchStats()
+      } else {
+        setError('Bestaetigung fehlgeschlagen')
+      }
+    } catch {
+      setError('Netzwerkfehler')
+    }
+  }, [currentItem, getLabelTime, goToNext, fetchStats])
+
+  // Correct item
+  const correctItem = useCallback(async () => {
+    if (!currentItem || !correctedText.trim()) return
+
+    try {
+      const res = await fetch(`${API_BASE}/api/v1/ocr-label/correct`, {
+        method: 'POST',
+        headers: { 'Content-Type': 'application/json' },
+        body: JSON.stringify({
+          item_id: currentItem.id,
+          ground_truth: correctedText.trim(),
+          label_time_seconds: getLabelTime(),
+        }),
+      })
+
+      if (res.ok) {
+        setQueue(prev => prev.filter(item => item.id !== currentItem.id))
+        goToNext()
+        fetchStats()
+      } else {
+        setError('Korrektur fehlgeschlagen')
+      }
+    } catch {
+      setError('Netzwerkfehler')
+    }
+  }, [currentItem, correctedText, getLabelTime, goToNext, fetchStats])
+
+  // Skip item
+  const skipItem = useCallback(async () => {
+    if (!currentItem) return
+
+    try {
+      const res = await fetch(`${API_BASE}/api/v1/ocr-label/skip`, {
+        method: 'POST',
+        headers: { 'Content-Type': 'application/json' },
+        body: JSON.stringify({ item_id: currentItem.id }),
+      })
+
+      if (res.ok) {
+        setQueue(prev => prev.filter(item => item.id !== currentItem.id))
+        goToNext()
+        fetchStats()
+      } else {
+        setError('Ueberspringen fehlgeschlagen')
+      }
+    } catch {
+      setError('Netzwerkfehler')
+    }
+  }, [currentItem, goToNext, fetchStats])
+
+  // Keyboard shortcuts
+  useEffect(() => {
+    const handleKeyDown = (e: KeyboardEvent) => {
+      if (e.target instanceof HTMLTextAreaElement) return
+
+      if (e.key === 'Enter' && !e.shiftKey) {
+        e.preventDefault()
+        confirmItem()
+      } else if (e.key === 'ArrowRight') {
+        goToNext()
+      } else if (e.key === 'ArrowLeft') {
+        goToPrev()
+      } else if (e.key === 's' && !e.ctrlKey && !e.metaKey) {
+        skipItem()
+      }
+    }
+
+    window.addEventListener('keydown', handleKeyDown)
+    return () => window.removeEventListener('keydown', handleKeyDown)
+  }, [confirmItem, goToNext, goToPrev, skipItem])
+
+  return {
+    // State
+    sessions,
+    selectedSession,
+    setSelectedSession,
+    queue,
+    currentItem,
+    currentIndex,
+    stats,
+    loading,
+    error,
+    setError,
+    correctedText,
+    setCorrectedText,
+
+    // Actions
+    fetchSessions,
+    fetchQueue,
+    fetchStats,
+    goToNext,
+    goToPrev,
+    selectQueueItem,
+    confirmItem,
+    correctItem,
+    skipItem,
+  }
+}

admin-lehrer/app/(admin)/ai/ocr-pipeline/page.tsx

@@ -1,83 +0,0 @@
-'use client'
-
-import { useState } from 'react'
-import { PagePurpose } from '@/components/common/PagePurpose'
-import { PipelineStepper } from '@/components/ocr-pipeline/PipelineStepper'
-import { StepDeskew } from '@/components/ocr-pipeline/StepDeskew'
-import { StepColumnDetection } from '@/components/ocr-pipeline/StepColumnDetection'
-import { StepWordRecognition } from '@/components/ocr-pipeline/StepWordRecognition'
-import { StepCoordinates } from '@/components/ocr-pipeline/StepCoordinates'
-import { StepReconstruction } from '@/components/ocr-pipeline/StepReconstruction'
-import { StepGroundTruth } from '@/components/ocr-pipeline/StepGroundTruth'
-import { PIPELINE_STEPS, type PipelineStep } from './types'
-
-export default function OcrPipelinePage() {
-  const [currentStep, setCurrentStep] = useState(0)
-  const [steps, setSteps] = useState<PipelineStep[]>(
-    PIPELINE_STEPS.map((s, i) => ({
-      ...s,
-      status: i === 0 ? 'active' : 'pending',
-    })),
-  )
-
-  const handleStepClick = (index: number) => {
-    if (index <= currentStep || steps[index].status === 'completed') {
-      setCurrentStep(index)
-    }
-  }
-
-  const handleNext = () => {
-    if (currentStep < steps.length - 1) {
-      setSteps((prev) =>
-        prev.map((s, i) => {
-          if (i === currentStep) return { ...s, status: 'completed' }
-          if (i === currentStep + 1) return { ...s, status: 'active' }
-          return s
-        }),
-      )
-      setCurrentStep((prev) => prev + 1)
-    }
-  }
-
-  const renderStep = () => {
-    switch (currentStep) {
-      case 0:
-        return <StepDeskew onNext={handleNext} />
-      case 1:
-        return <StepColumnDetection />
-      case 2:
-        return <StepWordRecognition />
-      case 3:
-        return <StepCoordinates />
-      case 4:
-        return <StepReconstruction />
-      case 5:
-        return <StepGroundTruth />
-      default:
-        return null
-    }
-  }
-
-  return (
-    <div className="space-y-6">
-      <PagePurpose
-        title="OCR Pipeline"
-        purpose="Schrittweise Seitenrekonstruktion: Scan begradigen, Spalten erkennen, Woerter lokalisieren und die Seite Wort fuer Wort nachbauen. Ziel: 10 Vokabelseiten fehlerfrei rekonstruieren."
-        audience={['Entwickler', 'Data Scientists']}
-        architecture={{
-          services: ['klausur-service (FastAPI)', 'OpenCV', 'Tesseract'],
-          databases: ['In-Memory Sessions'],
-        }}
-        relatedPages={[
-          { name: 'OCR Vergleich', href: '/ai/ocr-compare', description: 'Methoden-Vergleich' },
-          { name: 'OCR-Labeling', href: '/ai/ocr-labeling', description: 'Trainingsdaten' },
-        ]}
-        defaultCollapsed
-      />
-
-      <PipelineStepper steps={steps} currentStep={currentStep} onStepClick={handleStepClick} />
-
-      <div className="min-h-[400px]">{renderStep()}</div>
-    </div>
-  )
-}

admin-lehrer/app/(admin)/ai/ocr-pipeline/types.ts

@@ -1,43 +0,0 @@
-export type PipelineStepStatus = 'pending' | 'active' | 'completed' | 'failed'
-
-export interface PipelineStep {
-  id: string
-  name: string
-  icon: string
-  status: PipelineStepStatus
-}
-
-export interface SessionInfo {
-  session_id: string
-  filename: string
-  image_width: number
-  image_height: number
-  original_image_url: string
-}
-
-export interface DeskewResult {
-  session_id: string
-  angle_hough: number
-  angle_word_alignment: number
-  angle_applied: number
-  method_used: 'hough' | 'word_alignment' | 'manual'
-  confidence: number
-  duration_seconds: number
-  deskewed_image_url: string
-  binarized_image_url: string
-}
-
-export interface DeskewGroundTruth {
-  is_correct: boolean
-  corrected_angle?: number
-  notes?: string
-}
-
-export const PIPELINE_STEPS: PipelineStep[] = [
-  { id: 'deskew', name: 'Begradigung', icon: '📐', status: 'pending' },
-  { id: 'columns', name: 'Spalten', icon: '📊', status: 'pending' },
-  { id: 'words', name: 'Woerter', icon: '🔤', status: 'pending' },
-  { id: 'coordinates', name: 'Koordinaten', icon: '📍', status: 'pending' },
-  { id: 'reconstruction', name: 'Rekonstruktion', icon: '🏗️', status: 'pending' },
-  { id: 'ground-truth', name: 'Validierung', icon: '✅', status: 'pending' },
-]

admin-lehrer/app/(admin)/ai/ocr-regression/page.tsx

@@ -0,0 +1,403 @@
+'use client'
+
+/**
+ * OCR Regression Dashboard
+ *
+ * Shows all ground-truth sessions, runs regression tests,
+ * displays pass/fail results with diff details, and shows history.
+ */
+
+import { useState, useEffect, useCallback } from 'react'
+import { PagePurpose } from '@/components/common/PagePurpose'
+
+const KLAUSUR_API = '/klausur-api'
+
+// ---------------------------------------------------------------------------
+// Types
+// ---------------------------------------------------------------------------
+
+interface GTSession {
+  session_id: string
+  name: string
+  filename: string
+  document_category: string | null
+  pipeline: string | null
+  saved_at: string | null
+  summary: {
+    total_zones: number
+    total_columns: number
+    total_rows: number
+    total_cells: number
+  }
+}
+
+interface DiffSummary {
+  structural_changes: number
+  cells_missing: number
+  cells_added: number
+  text_changes: number
+  col_type_changes: number
+}
+
+interface RegressionResult {
+  session_id: string
+  name: string
+  status: 'pass' | 'fail' | 'error'
+  error?: string
+  diff_summary?: DiffSummary
+  reference_summary?: Record<string, number>
+  current_summary?: Record<string, number>
+  structural_diffs?: Array<{ field: string; reference: number; current: number }>
+  cell_diffs?: Array<{ type: string; cell_id: string; reference?: string; current?: string }>
+}
+
+interface RegressionRun {
+  id: string
+  run_at: string
+  status: string
+  total: number
+  passed: number
+  failed: number
+  errors: number
+  duration_ms: number
+  triggered_by: string
+}
+
+// ---------------------------------------------------------------------------
+// Helpers
+// ---------------------------------------------------------------------------
+
+function StatusBadge({ status }: { status: string }) {
+  const cls =
+    status === 'pass'
+      ? 'bg-emerald-100 text-emerald-800 border-emerald-200'
+      : status === 'fail'
+        ? 'bg-red-100 text-red-800 border-red-200'
+        : 'bg-amber-100 text-amber-800 border-amber-200'
+  return (
+    <span className={`inline-flex items-center px-2.5 py-0.5 rounded-full text-xs font-medium border ${cls}`}>
+      {status === 'pass' ? 'Pass' : status === 'fail' ? 'Fail' : 'Error'}
+    </span>
+  )
+}
+
+function formatDate(iso: string | null) {
+  if (!iso) return '—'
+  return new Date(iso).toLocaleString('de-DE', {
+    day: '2-digit', month: '2-digit', year: 'numeric',
+    hour: '2-digit', minute: '2-digit',
+  })
+}
+
+// ---------------------------------------------------------------------------
+// Component
+// ---------------------------------------------------------------------------
+
+export default function OCRRegressionPage() {
+  const [sessions, setSessions] = useState<GTSession[]>([])
+  const [results, setResults] = useState<RegressionResult[]>([])
+  const [history, setHistory] = useState<RegressionRun[]>([])
+  const [running, setRunning] = useState(false)
+  const [overallStatus, setOverallStatus] = useState<string | null>(null)
+  const [durationMs, setDurationMs] = useState<number | null>(null)
+  const [expandedSession, setExpandedSession] = useState<string | null>(null)
+  const [tab, setTab] = useState<'current' | 'history'>('current')
+
+  // Load ground-truth sessions
+  const loadSessions = useCallback(async () => {
+    try {
+      const res = await fetch(`${KLAUSUR_API}/api/v1/ocr-pipeline/ground-truth-sessions`)
+      if (res.ok) {
+        const data = await res.json()
+        setSessions(data.sessions || [])
+      }
+    } catch (e) {
+      console.error('Failed to load GT sessions:', e)
+    }
+  }, [])
+
+  // Load history
+  const loadHistory = useCallback(async () => {
+    try {
+      const res = await fetch(`${KLAUSUR_API}/api/v1/ocr-pipeline/regression/history?limit=20`)
+      if (res.ok) {
+        const data = await res.json()
+        setHistory(data.runs || [])
+      }
+    } catch (e) {
+      console.error('Failed to load history:', e)
+    }
+  }, [])
+
+  useEffect(() => {
+    loadSessions()
+    loadHistory()
+  }, [loadSessions, loadHistory])
+
+  // Run all regressions
+  const runAll = async () => {
+    setRunning(true)
+    setResults([])
+    setOverallStatus(null)
+    setDurationMs(null)
+    try {
+      const res = await fetch(`${KLAUSUR_API}/api/v1/ocr-pipeline/regression/run?triggered_by=manual`, {
+        method: 'POST',
+      })
+      if (res.ok) {
+        const data = await res.json()
+        setResults(data.results || [])
+        setOverallStatus(data.status)
+        setDurationMs(data.duration_ms)
+        loadHistory()
+      }
+    } catch (e) {
+      console.error('Regression run failed:', e)
+      setOverallStatus('error')
+    } finally {
+      setRunning(false)
+    }
+  }
+
+  const totalPass = results.filter(r => r.status === 'pass').length
+  const totalFail = results.filter(r => r.status === 'fail').length
+  const totalError = results.filter(r => r.status === 'error').length
+
+  return (
+    <div className="space-y-6">
+      <div className="max-w-7xl mx-auto p-6 space-y-6">
+        <PagePurpose
+          title="OCR Regression Tests"
+          purpose="Automatische Regressions-Tests fuer die OCR-Pipeline: Ground-Truth Sessions neu auswerten und gegen Referenz-Ergebnisse vergleichen."
+          audience={['Entwickler', 'QA']}
+          defaultCollapsed
+          architecture={{
+            services: ['klausur-service (FastAPI, Port 8086)'],
+            databases: ['PostgreSQL (regression_runs, ocr_pipeline_sessions)'],
+          }}
+          relatedPages={[
+            { name: 'OCR Pipeline', href: '/ai/ocr-pipeline', description: 'OCR-Pipeline ausfuehren' },
+            { name: 'Ground Truth Review', href: '/ai/ocr-ground-truth', description: 'Sessions pruefen & markieren' },
+          ]}
+        />
+
+        {/* Header + Run Button */}
+        <div className="flex items-center justify-between">
+          <div>
+            <h1 className="text-2xl font-bold text-slate-900">OCR Regression Tests</h1>
+            <p className="text-sm text-slate-500 mt-1">
+              {sessions.length} Ground-Truth Session{sessions.length !== 1 ? 's' : ''}
+            </p>
+          </div>
+          <button
+            onClick={runAll}
+            disabled={running || sessions.length === 0}
+            className="inline-flex items-center gap-2 px-4 py-2.5 bg-teal-600 text-white rounded-lg hover:bg-teal-700 disabled:opacity-50 disabled:cursor-not-allowed font-medium transition-colors"
+          >
+            {running ? (
+              <>
+                <svg className="animate-spin h-4 w-4" fill="none" viewBox="0 0 24 24">
+                  <circle className="opacity-25" cx="12" cy="12" r="10" stroke="currentColor" strokeWidth="4" />
+                  <path className="opacity-75" fill="currentColor" d="M4 12a8 8 0 018-8V0C5.373 0 0 5.373 0 12h4zm2 5.291A7.962 7.962 0 014 12H0c0 3.042 1.135 5.824 3 7.938l3-2.647z" />
+                </svg>
+                Laeuft...
+              </>
+            ) : (
+              'Alle Tests starten'
+            )}
+          </button>
+        </div>
+
+        {/* Overall Result Banner */}
+        {overallStatus && (
+          <div className={`rounded-lg p-4 border ${
+            overallStatus === 'pass'
+              ? 'bg-emerald-50 border-emerald-200'
+              : 'bg-red-50 border-red-200'
+          }`}>
+            <div className="flex items-center justify-between">
+              <div className="flex items-center gap-3">
+                <StatusBadge status={overallStatus} />
+                <span className="font-medium text-slate-900">
+                  {totalPass} bestanden, {totalFail} fehlgeschlagen, {totalError} Fehler
+                </span>
+              </div>
+              {durationMs !== null && (
+                <span className="text-sm text-slate-500">{(durationMs / 1000).toFixed(1)}s</span>
+              )}
+            </div>
+          </div>
+        )}
+
+        {/* Tabs */}
+        <div className="border-b border-slate-200">
+          <nav className="flex gap-4">
+            {(['current', 'history'] as const).map(t => (
+              <button
+                key={t}
+                onClick={() => setTab(t)}
+                className={`pb-3 px-1 text-sm font-medium border-b-2 transition-colors ${
+                  tab === t
+                    ? 'border-teal-500 text-teal-600'
+                    : 'border-transparent text-slate-500 hover:text-slate-700'
+                }`}
+              >
+                {t === 'current' ? 'Aktuelle Ergebnisse' : 'Verlauf'}
+              </button>
+            ))}
+          </nav>
+        </div>
+
+        {/* Current Results Tab */}
+        {tab === 'current' && (
+          <div className="space-y-3">
+            {results.length === 0 && !running && (
+              <div className="text-center py-12 text-slate-400">
+                <p className="text-lg">Keine Ergebnisse</p>
+                <p className="text-sm mt-1">Klicken Sie &quot;Alle Tests starten&quot; um die Regression zu laufen.</p>
+              </div>
+            )}
+            {results.map(r => (
+              <div
+                key={r.session_id}
+                className="bg-white rounded-lg border border-slate-200 overflow-hidden"
+              >
+                <div
+                  className="flex items-center justify-between px-4 py-3 cursor-pointer hover:bg-slate-50 transition-colors"
+                  onClick={() => setExpandedSession(expandedSession === r.session_id ? null : r.session_id)}
+                >
+                  <div className="flex items-center gap-3 min-w-0">
+                    <StatusBadge status={r.status} />
+                    <span className="font-medium text-slate-900 truncate">{r.name || r.session_id}</span>
+                  </div>
+                  <div className="flex items-center gap-4 text-sm text-slate-500">
+                    {r.diff_summary && (
+                      <span>
+                        {r.diff_summary.text_changes} Text, {r.diff_summary.structural_changes} Struktur
+                      </span>
+                    )}
+                    {r.error && <span className="text-red-500">{r.error}</span>}
+                    <svg className={`w-4 h-4 transition-transform ${expandedSession === r.session_id ? 'rotate-180' : ''}`} fill="none" viewBox="0 0 24 24" stroke="currentColor">
+                      <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M19 9l-7 7-7-7" />
+                    </svg>
+                  </div>
+                </div>
+
+                {/* Expanded Details */}
+                {expandedSession === r.session_id && r.status === 'fail' && (
+                  <div className="border-t border-slate-100 px-4 py-3 bg-slate-50 space-y-3">
+                    {/* Structural Diffs */}
+                    {r.structural_diffs && r.structural_diffs.length > 0 && (
+                      <div>
+                        <h4 className="text-xs font-medium text-slate-500 uppercase mb-1">Strukturelle Aenderungen</h4>
+                        <div className="space-y-1">
+                          {r.structural_diffs.map((d, i) => (
+                            <div key={i} className="text-sm">
+                              <span className="font-mono text-slate-600">{d.field}</span>: {d.reference} → {d.current}
+                            </div>
+                          ))}
+                        </div>
+                      </div>
+                    )}
+                    {/* Cell Diffs */}
+                    {r.cell_diffs && r.cell_diffs.length > 0 && (
+                      <div>
+                        <h4 className="text-xs font-medium text-slate-500 uppercase mb-1">
+                          Zellen-Aenderungen ({r.cell_diffs.length})
+                        </h4>
+                        <div className="max-h-60 overflow-y-auto space-y-1">
+                          {r.cell_diffs.slice(0, 50).map((d, i) => (
+                            <div key={i} className="text-sm font-mono bg-white rounded px-2 py-1 border border-slate-100">
+                              <span className={`text-xs px-1 rounded ${
+                                d.type === 'text_change' ? 'bg-amber-100 text-amber-700'
+                                  : d.type === 'cell_missing' ? 'bg-red-100 text-red-700'
+                                    : 'bg-blue-100 text-blue-700'
+                              }`}>
+                                {d.type}
+                              </span>{' '}
+                              <span className="text-slate-500">{d.cell_id}</span>
+                              {d.reference && (
+                                <>
+                                  {' '}<span className="line-through text-red-400">{d.reference}</span>
+                                </>
+                              )}
+                              {d.current && (
+                                <>
+                                  {' '}<span className="text-emerald-600">{d.current}</span>
+                                </>
+                              )}
+                            </div>
+                          ))}
+                          {r.cell_diffs.length > 50 && (
+                            <p className="text-xs text-slate-400">... und {r.cell_diffs.length - 50} weitere</p>
+                          )}
+                        </div>
+                      </div>
+                    )}
+                  </div>
+                )}
+              </div>
+            ))}
+
+            {/* Ground Truth Sessions Overview (when no results yet) */}
+            {results.length === 0 && sessions.length > 0 && (
+              <div>
+                <h3 className="text-sm font-medium text-slate-700 mb-2">Ground-Truth Sessions</h3>
+                <div className="grid gap-2">
+                  {sessions.map(s => (
+                    <div key={s.session_id} className="bg-white rounded-lg border border-slate-200 px-4 py-3 flex items-center justify-between">
+                      <div>
+                        <span className="font-medium text-slate-900">{s.name || s.session_id}</span>
+                        <span className="text-sm text-slate-400 ml-2">{s.filename}</span>
+                      </div>
+                      <div className="text-sm text-slate-500">
+                        {s.summary.total_cells} Zellen, {s.summary.total_zones} Zonen
+                        {s.pipeline && <span className="ml-2 text-xs bg-slate-100 px-1.5 py-0.5 rounded">{s.pipeline}</span>}
+                      </div>
+                    </div>
+                  ))}
+                </div>
+              </div>
+            )}
+          </div>
+        )}
+
+        {/* History Tab */}
+        {tab === 'history' && (
+          <div className="space-y-2">
+            {history.length === 0 ? (
+              <p className="text-center py-8 text-slate-400">Noch keine Laeufe aufgezeichnet.</p>
+            ) : (
+              <table className="w-full text-sm">
+                <thead>
+                  <tr className="border-b border-slate-200 text-left text-slate-500">
+                    <th className="pb-2 font-medium">Datum</th>
+                    <th className="pb-2 font-medium">Status</th>
+                    <th className="pb-2 font-medium text-right">Gesamt</th>
+                    <th className="pb-2 font-medium text-right">Pass</th>
+                    <th className="pb-2 font-medium text-right">Fail</th>
+                    <th className="pb-2 font-medium text-right">Dauer</th>
+                    <th className="pb-2 font-medium">Trigger</th>
+                  </tr>
+                </thead>
+                <tbody>
+                  {history.map(run => (
+                    <tr key={run.id} className="border-b border-slate-100 hover:bg-slate-50">
+                      <td className="py-2">{formatDate(run.run_at)}</td>
+                      <td className="py-2"><StatusBadge status={run.status} /></td>
+                      <td className="py-2 text-right">{run.total}</td>
+                      <td className="py-2 text-right text-emerald-600">{run.passed}</td>
+                      <td className="py-2 text-right text-red-600">{run.failed + run.errors}</td>
+                      <td className="py-2 text-right text-slate-500">{(run.duration_ms / 1000).toFixed(1)}s</td>
+                      <td className="py-2 text-slate-400">{run.triggered_by}</td>
+                    </tr>
+                  ))}
+                </tbody>
+              </table>
+            )}
+          </div>
+        )}
+      </div>
+    </div>
+  )
+}

admin-lehrer/app/(admin)/ai/quality/_components/ResultsList.tsx

@@ -0,0 +1,74 @@
+import type { ChunkDetail } from './types'
+
+interface ResultsListProps {
+  results: ChunkDetail[]
+  selectedChunk: ChunkDetail | null
+  searchQuery: string
+  onSelect: (chunk: ChunkDetail) => void
+}
+
+function highlightText(text: string, query: string) {
+  if (!query) return text
+  const words = query.toLowerCase().split(' ').filter(w => w.length > 2)
+  let result = text
+  words.forEach(word => {
+    const regex = new RegExp(`(${word})`, 'gi')
+    result = result.replace(regex, '<mark class="bg-yellow-200 dark:bg-yellow-800 px-0.5 rounded">$1</mark>')
+  })
+  return result
+}
+
+export function ResultsList({ results, selectedChunk, searchQuery, onSelect }: ResultsListProps) {
+  return (
+    <div className="bg-white dark:bg-slate-800 rounded-lg shadow p-4">
+      <h3 className="text-md font-semibold text-gray-900 dark:text-white mb-4">
+        Gefundene Chunks ({results.length})
+      </h3>
+      <div className="space-y-3 max-h-[600px] overflow-y-auto">
+        {results.map((result, idx) => (
+          <div
+            key={idx}
+            onClick={() => onSelect(result)}
+            className={`p-4 border rounded-lg cursor-pointer transition-all ${
+              selectedChunk?.text === result.text
+                ? 'border-blue-500 bg-blue-50 dark:bg-blue-900/20'
+                : 'border-gray-200 dark:border-slate-700 hover:border-gray-300 dark:hover:border-slate-600'
+            }`}
+          >
+            {/* Header */}
+            <div className="flex items-center justify-between mb-2">
+              <div className="flex items-center gap-2">
+                <span className="text-xs font-medium px-2 py-0.5 bg-blue-100 text-blue-700 dark:bg-blue-900/30 dark:text-blue-400 rounded">
+                  {result.regulation_code}
+                </span>
+                {result.article && (
+                  <span className="text-xs text-gray-500 dark:text-gray-400">
+                    Art. {result.article}
+                    {result.paragraph && ` Abs. ${result.paragraph}`}
+                  </span>
+                )}
+              </div>
+              <span className="text-xs text-gray-400">
+                Score: {(result.score || 0).toFixed(3)}
+              </span>
+            </div>
+
+            {/* Text Preview */}
+            <p
+              className="text-sm text-gray-700 dark:text-gray-300 line-clamp-4"
+              dangerouslySetInnerHTML={{
+                __html: highlightText(result.text.substring(0, 400) + (result.text.length > 400 ? '...' : ''), searchQuery)
+              }}
+            />
+
+            {/* Metadata */}
+            <div className="mt-2 flex items-center gap-4 text-xs text-gray-400">
+              <span>Chunk #{result.chunk_index || idx}</span>
+              <span>{result.text.length} Zeichen</span>
+            </div>
+          </div>
+        ))}
+      </div>
+    </div>
+  )
+}

admin-lehrer/app/(admin)/ai/quality/_components/SearchSection.tsx

@@ -0,0 +1,112 @@
+import { REGULATIONS, SAMPLE_QUERIES } from './types'
+
+interface SearchSectionProps {
+  searchQuery: string
+  selectedRegulation: string
+  topK: number
+  searching: boolean
+  onSearchQueryChange: (v: string) => void
+  onRegulationChange: (v: string) => void
+  onTopKChange: (v: number) => void
+  onSearch: () => void
+  onSampleQuery: (query: string, reg: string) => void
+}
+
+export function SearchSection({
+  searchQuery,
+  selectedRegulation,
+  topK,
+  searching,
+  onSearchQueryChange,
+  onRegulationChange,
+  onTopKChange,
+  onSearch,
+  onSampleQuery,
+}: SearchSectionProps) {
+  return (
+    <>
+      {/* Quick Sample Queries */}
+      <div className="bg-white dark:bg-slate-800 rounded-lg shadow p-4">
+        <h3 className="text-sm font-medium text-gray-700 dark:text-gray-300 mb-3">
+          Schnell-Stichproben
+        </h3>
+        <div className="flex flex-wrap gap-2">
+          {SAMPLE_QUERIES.map((sq, idx) => (
+            <button
+              key={idx}
+              onClick={() => onSampleQuery(sq.query, sq.reg)}
+              className="px-3 py-1.5 text-xs bg-gray-100 hover:bg-gray-200 dark:bg-slate-700 dark:hover:bg-slate-600 text-gray-700 dark:text-gray-300 rounded-full transition-colors"
+            >
+              {sq.label}
+            </button>
+          ))}
+        </div>
+      </div>
+
+      {/* Search Section */}
+      <div className="bg-white dark:bg-slate-800 rounded-lg shadow p-6">
+        <h2 className="text-lg font-semibold text-gray-900 dark:text-white mb-4">
+          Chunk-Suche
+        </h2>
+
+        <div className="space-y-4">
+          {/* Search Input */}
+          <div className="flex gap-4">
+            <div className="flex-1">
+              <label className="block text-sm font-medium text-gray-700 dark:text-gray-300 mb-1">
+                Suchbegriff / Paragraph / Artikeltext
+              </label>
+              <input
+                type="text"
+                value={searchQuery}
+                onChange={(e) => onSearchQueryChange(e.target.value)}
+                onKeyDown={(e) => e.key === 'Enter' && onSearch()}
+                placeholder="z.B. 'Recht auf Löschung' oder 'Art. 17 Abs. 1'"
+                className="w-full px-4 py-2 border border-gray-300 dark:border-slate-600 rounded-lg focus:ring-2 focus:ring-blue-500 dark:bg-slate-700 dark:text-white"
+              />
+            </div>
+            <div className="w-48">
+              <label className="block text-sm font-medium text-gray-700 dark:text-gray-300 mb-1">
+                Regulierung
+              </label>
+              <select
+                value={selectedRegulation}
+                onChange={(e) => onRegulationChange(e.target.value)}
+                className="w-full px-3 py-2 border border-gray-300 dark:border-slate-600 rounded-lg focus:ring-2 focus:ring-blue-500 dark:bg-slate-700 dark:text-white"
+              >
+                <option value="">Alle</option>
+                {REGULATIONS.map((reg) => (
+                  <option key={reg.code} value={reg.code}>
+                    {reg.name}
+                  </option>
+                ))}
+              </select>
+            </div>
+            <div className="w-24">
+              <label className="block text-sm font-medium text-gray-700 dark:text-gray-300 mb-1">
+                Anzahl
+              </label>
+              <select
+                value={topK}
+                onChange={(e) => onTopKChange(parseInt(e.target.value))}
+                className="w-full px-3 py-2 border border-gray-300 dark:border-slate-600 rounded-lg focus:ring-2 focus:ring-blue-500 dark:bg-slate-700 dark:text-white"
+              >
+                <option value="5">5</option>
+                <option value="10">10</option>
+                <option value="20">20</option>
+              </select>
+            </div>
+          </div>
+
+          <button
+            onClick={onSearch}
+            disabled={searching || !searchQuery.trim()}
+            className="px-6 py-2 bg-blue-600 text-white rounded-lg hover:bg-blue-700 disabled:opacity-50 disabled:cursor-not-allowed transition-colors"
+          >
+            {searching ? 'Suche laeuft...' : 'Suchen'}
+          </button>
+        </div>
+      </div>
+    </>
+  )
+}

admin-lehrer/app/(admin)/ai/quality/_components/TraceabilityPanel.tsx

@@ -0,0 +1,150 @@
+import type { ChunkDetail, TraceabilityResult } from './types'
+
+interface TraceabilityPanelProps {
+  selectedChunk: ChunkDetail | null
+  loadingTrace: boolean
+  traceability: TraceabilityResult | null
+}
+
+export function TraceabilityPanel({ selectedChunk, loadingTrace, traceability }: TraceabilityPanelProps) {
+  return (
+    <div className="bg-white dark:bg-slate-800 rounded-lg shadow p-4">
+      <h3 className="text-md font-semibold text-gray-900 dark:text-white mb-4">
+        Traceability
+      </h3>
+
+      {!selectedChunk ? (
+        <div className="text-center py-12 text-gray-500 dark:text-gray-400">
+          <svg className="w-12 h-12 mx-auto mb-4 opacity-50" fill="none" stroke="currentColor" viewBox="0 0 24 24">
+            <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M13 16h-1v-4h-1m1-4h.01M21 12a9 9 0 11-18 0 9 9 0 0118 0z" />
+          </svg>
+          <p>Waehlen Sie einen Chunk aus der Liste, um die Traceability zu sehen.</p>
+        </div>
+      ) : loadingTrace ? (
+        <div className="text-center py-12">
+          <div className="animate-spin w-8 h-8 border-2 border-blue-500 border-t-transparent rounded-full mx-auto mb-4"></div>
+          <p className="text-gray-500 dark:text-gray-400">Lade Traceability...</p>
+        </div>
+      ) : traceability ? (
+        <div className="space-y-6">
+          {/* Selected Chunk Detail */}
+          <ChunkDetailSection chunk={traceability.chunk} />
+
+          <ArrowDown />
+
+          {/* Requirements */}
+          <RequirementsSection requirements={traceability.requirements} />
+
+          <ArrowDown />
+
+          {/* Controls */}
+          <ControlsSection controls={traceability.controls} />
+        </div>
+      ) : null}
+    </div>
+  )
+}
+
+function ChunkDetailSection({ chunk }: { chunk: ChunkDetail }) {
+  return (
+    <div className="border-l-4 border-blue-500 pl-4">
+      <h4 className="text-sm font-medium text-gray-700 dark:text-gray-300 mb-2">
+        Ausgewaehlter Chunk
+      </h4>
+      <div className="bg-gray-50 dark:bg-slate-700 rounded p-3">
+        <div className="flex items-center gap-2 mb-2">
+          <span className="text-xs font-medium px-2 py-0.5 bg-blue-100 text-blue-700 dark:bg-blue-900/30 dark:text-blue-400 rounded">
+            {chunk.regulation_code}
+          </span>
+          {chunk.article && (
+            <span className="text-xs text-gray-500 dark:text-gray-400">
+              Art. {chunk.article}
+              {chunk.paragraph && ` Abs. ${chunk.paragraph}`}
+            </span>
+          )}
+        </div>
+        <p className="text-sm text-gray-600 dark:text-gray-300 whitespace-pre-wrap">
+          {chunk.text}
+        </p>
+        {chunk.source_url && (
+          <a
+            href={chunk.source_url}
+            target="_blank"
+            rel="noopener noreferrer"
+            className="mt-2 inline-flex items-center gap-1 text-xs text-blue-600 hover:underline"
+          >
+            Quelle oeffnen
+          </a>
+        )}
+      </div>
+    </div>
+  )
+}
+
+function RequirementsSection({ requirements }: { requirements: TraceabilityResult['requirements'] }) {
+  return (
+    <div className="border-l-4 border-orange-500 pl-4">
+      <h4 className="text-sm font-medium text-gray-700 dark:text-gray-300 mb-2">
+        Extrahierte Anforderungen ({requirements.length})
+      </h4>
+      {requirements.length > 0 ? (
+        <div className="space-y-2">
+          {requirements.map((req, idx) => (
+            <div key={idx} className="bg-orange-50 dark:bg-orange-900/20 rounded p-3">
+              <div className="flex items-center gap-2 mb-1">
+                <span className="text-xs font-medium text-orange-700 dark:text-orange-400">
+                  {req.category || 'Anforderung'}
+                </span>
+              </div>
+              <p className="text-sm text-gray-600 dark:text-gray-300">{req.text}</p>
+            </div>
+          ))}
+        </div>
+      ) : (
+        <p className="text-sm text-gray-500 dark:text-gray-400 italic">
+          Keine Anforderungen aus diesem Chunk extrahiert.
+          <br />
+          <span className="text-xs">(Requirements-Extraktion ist noch nicht implementiert)</span>
+        </p>
+      )}
+    </div>
+  )
+}
+
+function ControlsSection({ controls }: { controls: TraceabilityResult['controls'] }) {
+  return (
+    <div className="border-l-4 border-green-500 pl-4">
+      <h4 className="text-sm font-medium text-gray-700 dark:text-gray-300 mb-2">
+        Abgeleitete Controls ({controls.length})
+      </h4>
+      {controls.length > 0 ? (
+        <div className="space-y-2">
+          {controls.map((ctrl, idx) => (
+            <div key={idx} className="bg-green-50 dark:bg-green-900/20 rounded p-3">
+              <div className="font-medium text-sm text-green-700 dark:text-green-400 mb-1">
+                {ctrl.name}
+              </div>
+              <p className="text-sm text-gray-600 dark:text-gray-300">{ctrl.description}</p>
+            </div>
+          ))}
+        </div>
+      ) : (
+        <p className="text-sm text-gray-500 dark:text-gray-400 italic">
+          Keine Controls aus diesem Chunk abgeleitet.
+          <br />
+          <span className="text-xs">(Control-Ableitung ist noch nicht implementiert)</span>
+        </p>
+      )}
+    </div>
+  )
+}
+
+function ArrowDown() {
+  return (
+    <div className="flex justify-center">
+      <svg className="w-6 h-6 text-gray-400" fill="none" stroke="currentColor" viewBox="0 0 24 24">
+        <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M19 14l-7 7m0 0l-7-7m7 7V3" />
+      </svg>
+    </div>
+  )
+}

admin-lehrer/app/(admin)/ai/quality/_components/types.ts

@@ -0,0 +1,66 @@
+export interface ChunkDetail {
+  id: string
+  text: string
+  regulation_code: string
+  regulation_name: string
+  article: string | null
+  paragraph: string | null
+  chunk_index: number
+  chunk_position: 'beginning' | 'middle' | 'end'
+  source_url: string
+  score?: number
+}
+
+export interface Requirement {
+  id: string
+  text: string
+  category: string
+  source_chunk_id: string
+  regulation_code: string
+}
+
+export interface Control {
+  id: string
+  name: string
+  description: string
+  source_requirement_ids: string[]
+  regulation_codes: string[]
+}
+
+export interface TraceabilityResult {
+  chunk: ChunkDetail
+  requirements: Requirement[]
+  controls: Control[]
+}
+
+export const API_PROXY = '/api/legal-corpus'
+
+export const REGULATIONS = [
+  { code: 'GDPR', name: 'DSGVO' },
+  { code: 'EPRIVACY', name: 'ePrivacy' },
+  { code: 'TDDDG', name: 'TDDDG' },
+  { code: 'SCC', name: 'Standardvertragsklauseln' },
+  { code: 'DPF', name: 'EU-US DPF' },
+  { code: 'AIACT', name: 'EU AI Act' },
+  { code: 'CRA', name: 'Cyber Resilience Act' },
+  { code: 'NIS2', name: 'NIS2' },
+  { code: 'EUCSA', name: 'EU Cybersecurity Act' },
+  { code: 'DATAACT', name: 'Data Act' },
+  { code: 'DGA', name: 'Data Governance Act' },
+  { code: 'DSA', name: 'Digital Services Act' },
+  { code: 'EAA', name: 'Accessibility Act' },
+  { code: 'DSM', name: 'DSM-Urheberrecht' },
+  { code: 'PLD', name: 'Produkthaftung' },
+  { code: 'GPSR', name: 'Product Safety' },
+  { code: 'BSI-TR-03161-1', name: 'BSI-TR Teil 1' },
+  { code: 'BSI-TR-03161-2', name: 'BSI-TR Teil 2' },
+  { code: 'BSI-TR-03161-3', name: 'BSI-TR Teil 3' },
+]
+
+export const SAMPLE_QUERIES = [
+  { label: 'Art. 17 DSGVO (Recht auf Loeschung)', query: 'Recht auf Löschung Artikel 17', reg: 'GDPR' },
+  { label: 'Einwilligung TDDDG', query: 'Einwilligung Endeinrichtung speichern', reg: 'TDDDG' },
+  { label: 'AI Act Hochrisiko', query: 'Hochrisiko-KI-System Anforderungen', reg: 'AIACT' },
+  { label: 'NIS2 Sicherheitsmaßnahmen', query: 'Cybersicherheitsrisikomanagement Maßnahmen', reg: 'NIS2' },
+  { label: 'BSI Authentifizierung', query: 'Authentifizierung Zwei-Faktor mobile', reg: 'BSI-TR-03161-1' },
+]

admin-lehrer/app/(admin)/ai/quality/_components/useQualitySearch.ts

@@ -0,0 +1,93 @@
+import { useState, useCallback } from 'react'
+import type { ChunkDetail, TraceabilityResult } from './types'
+import { API_PROXY } from './types'
+
+export function useQualitySearch() {
+  const [searchQuery, setSearchQuery] = useState('')
+  const [searchResults, setSearchResults] = useState<ChunkDetail[]>([])
+  const [searching, setSearching] = useState(false)
+  const [selectedRegulation, setSelectedRegulation] = useState<string>('')
+  const [topK, setTopK] = useState(10)
+
+  const [selectedChunk, setSelectedChunk] = useState<ChunkDetail | null>(null)
+  const [traceability, setTraceability] = useState<TraceabilityResult | null>(null)
+  const [loadingTrace, setLoadingTrace] = useState(false)
+
+  const handleSearch = useCallback(async () => {
+    if (!searchQuery.trim()) return
+
+    setSearching(true)
+    setSearchResults([])
+    setSelectedChunk(null)
+    setTraceability(null)
+
+    try {
+      let url = `${API_PROXY}?action=search&query=${encodeURIComponent(searchQuery)}&top_k=${topK}`
+      if (selectedRegulation) {
+        url += `&regulations=${encodeURIComponent(selectedRegulation)}`
+      }
+
+      const res = await fetch(url)
+      if (res.ok) {
+        const data = await res.json()
+        setSearchResults(data.results || [])
+      }
+    } catch (error) {
+      console.error('Search failed:', error)
+    } finally {
+      setSearching(false)
+    }
+  }, [searchQuery, selectedRegulation, topK])
+
+  const loadTraceability = useCallback(async (chunk: ChunkDetail) => {
+    setSelectedChunk(chunk)
+    setLoadingTrace(true)
+
+    try {
+      const res = await fetch(
+        `${API_PROXY}?action=traceability&chunk_id=${encodeURIComponent(chunk.id || chunk.regulation_code + '_' + chunk.chunk_index)}&regulation=${encodeURIComponent(chunk.regulation_code)}`
+      )
+
+      if (res.ok) {
+        const data = await res.json()
+        setTraceability({
+          chunk,
+          requirements: data.requirements || [],
+          controls: data.controls || [],
+        })
+      } else {
+        setTraceability({ chunk, requirements: [], controls: [] })
+      }
+    } catch (error) {
+      console.error('Failed to load traceability:', error)
+      setTraceability({ chunk, requirements: [], controls: [] })
+    } finally {
+      setLoadingTrace(false)
+    }
+  }, [])
+
+  const handleSampleQuery = (query: string, reg: string) => {
+    setSearchQuery(query)
+    setSelectedRegulation(reg)
+    setTimeout(() => {
+      handleSearch()
+    }, 100)
+  }
+
+  return {
+    searchQuery,
+    setSearchQuery,
+    searchResults,
+    searching,
+    selectedRegulation,
+    setSelectedRegulation,
+    topK,
+    setTopK,
+    selectedChunk,
+    traceability,
+    loadingTrace,
+    handleSearch,
+    loadTraceability,
+    handleSampleQuery,
+  }
+}

admin-lehrer/app/(admin)/ai/quality/page.tsx

@@ -5,184 +5,34 @@
  *
  * Ermoeglicht Auditoren:
  * - Chunk-Suche und Stichproben
- * - Traceability: Chunk → Requirement → Control
+ * - Traceability: Chunk -> Requirement -> Control
  * - Dokumenten-Vollstaendigkeitspruefung
  */
 
-import { useState, useCallback } from 'react'
 import Link from 'next/link'
 import { PagePurpose } from '@/components/common/PagePurpose'
-
-const API_PROXY = '/api/legal-corpus'
-
-// Types
-interface ChunkDetail {
-  id: string
-  text: string
-  regulation_code: string
-  regulation_name: string
-  article: string | null
-  paragraph: string | null
-  chunk_index: number
-  chunk_position: 'beginning' | 'middle' | 'end'
-  source_url: string
-  score?: number
-}
-
-interface Requirement {
-  id: string
-  text: string
-  category: string
-  source_chunk_id: string
-  regulation_code: string
-}
-
-interface Control {
-  id: string
-  name: string
-  description: string
-  source_requirement_ids: string[]
-  regulation_codes: string[]
-}
-
-interface TraceabilityResult {
-  chunk: ChunkDetail
-  requirements: Requirement[]
-  controls: Control[]
-}
-
-// Regulations for filtering
-const REGULATIONS = [
-  { code: 'GDPR', name: 'DSGVO' },
-  { code: 'EPRIVACY', name: 'ePrivacy' },
-  { code: 'TDDDG', name: 'TDDDG' },
-  { code: 'SCC', name: 'Standardvertragsklauseln' },
-  { code: 'DPF', name: 'EU-US DPF' },
-  { code: 'AIACT', name: 'EU AI Act' },
-  { code: 'CRA', name: 'Cyber Resilience Act' },
-  { code: 'NIS2', name: 'NIS2' },
-  { code: 'EUCSA', name: 'EU Cybersecurity Act' },
-  { code: 'DATAACT', name: 'Data Act' },
-  { code: 'DGA', name: 'Data Governance Act' },
-  { code: 'DSA', name: 'Digital Services Act' },
-  { code: 'EAA', name: 'Accessibility Act' },
-  { code: 'DSM', name: 'DSM-Urheberrecht' },
-  { code: 'PLD', name: 'Produkthaftung' },
-  { code: 'GPSR', name: 'Product Safety' },
-  { code: 'BSI-TR-03161-1', name: 'BSI-TR Teil 1' },
-  { code: 'BSI-TR-03161-2', name: 'BSI-TR Teil 2' },
-  { code: 'BSI-TR-03161-3', name: 'BSI-TR Teil 3' },
-]
-
-const TYPE_COLORS: Record<string, string> = {
-  eu_regulation: 'bg-blue-100 text-blue-700 dark:bg-blue-900/30 dark:text-blue-400',
-  eu_directive: 'bg-purple-100 text-purple-700 dark:bg-purple-900/30 dark:text-purple-400',
-  de_law: 'bg-yellow-100 text-yellow-700 dark:bg-yellow-900/30 dark:text-yellow-400',
-  bsi_standard: 'bg-green-100 text-green-700 dark:bg-green-900/30 dark:text-green-400',
-}
+import { useQualitySearch } from './_components/useQualitySearch'
+import { SearchSection } from './_components/SearchSection'
+import { ResultsList } from './_components/ResultsList'
+import { TraceabilityPanel } from './_components/TraceabilityPanel'
 
 export default function QualityPage() {
-  // Search state
-  const [searchQuery, setSearchQuery] = useState('')
-  const [searchResults, setSearchResults] = useState<ChunkDetail[]>([])
-  const [searching, setSearching] = useState(false)
-  const [selectedRegulation, setSelectedRegulation] = useState<string>('')
-  const [topK, setTopK] = useState(10)
-
-  // Traceability state
-  const [selectedChunk, setSelectedChunk] = useState<ChunkDetail | null>(null)
-  const [traceability, setTraceability] = useState<TraceabilityResult | null>(null)
-  const [loadingTrace, setLoadingTrace] = useState(false)
-
-  // Quick sample queries for auditors
-  const sampleQueries = [
-    { label: 'Art. 17 DSGVO (Recht auf Loeschung)', query: 'Recht auf Löschung Artikel 17', reg: 'GDPR' },
-    { label: 'Einwilligung TDDDG', query: 'Einwilligung Endeinrichtung speichern', reg: 'TDDDG' },
-    { label: 'AI Act Hochrisiko', query: 'Hochrisiko-KI-System Anforderungen', reg: 'AIACT' },
-    { label: 'NIS2 Sicherheitsmaßnahmen', query: 'Cybersicherheitsrisikomanagement Maßnahmen', reg: 'NIS2' },
-    { label: 'BSI Authentifizierung', query: 'Authentifizierung Zwei-Faktor mobile', reg: 'BSI-TR-03161-1' },
-  ]
-
-  const handleSearch = useCallback(async () => {
-    if (!searchQuery.trim()) return
-
-    setSearching(true)
-    setSearchResults([])
-    setSelectedChunk(null)
-    setTraceability(null)
-
-    try {
-      let url = `${API_PROXY}?action=search&query=${encodeURIComponent(searchQuery)}&top_k=${topK}`
-      if (selectedRegulation) {
-        url += `&regulations=${encodeURIComponent(selectedRegulation)}`
-      }
-
-      const res = await fetch(url)
-      if (res.ok) {
-        const data = await res.json()
-        setSearchResults(data.results || [])
-      }
-    } catch (error) {
-      console.error('Search failed:', error)
-    } finally {
-      setSearching(false)
-    }
-  }, [searchQuery, selectedRegulation, topK])
-
-  const loadTraceability = useCallback(async (chunk: ChunkDetail) => {
-    setSelectedChunk(chunk)
-    setLoadingTrace(true)
-
-    try {
-      // Try to load traceability (requirements and controls derived from this chunk)
-      const res = await fetch(`${API_PROXY}?action=traceability&chunk_id=${encodeURIComponent(chunk.id || chunk.regulation_code + '_' + chunk.chunk_index)}&regulation=${encodeURIComponent(chunk.regulation_code)}`)
-
-      if (res.ok) {
-        const data = await res.json()
-        setTraceability({
-          chunk,
-          requirements: data.requirements || [],
-          controls: data.controls || [],
-        })
-      } else {
-        // If traceability endpoint doesn't exist yet, show placeholder
-        setTraceability({
-          chunk,
-          requirements: [],
-          controls: [],
-        })
-      }
-    } catch (error) {
-      console.error('Failed to load traceability:', error)
-      setTraceability({
-        chunk,
-        requirements: [],
-        controls: [],
-      })
-    } finally {
-      setLoadingTrace(false)
-    }
-  }, [])
-
-  const handleSampleQuery = (query: string, reg: string) => {
-    setSearchQuery(query)
-    setSelectedRegulation(reg)
-    // Auto-search after setting
-    setTimeout(() => {
-      handleSearch()
-    }, 100)
-  }
-
-  const highlightText = (text: string, query: string) => {
-    if (!query) return text
-    const words = query.toLowerCase().split(' ').filter(w => w.length > 2)
-    let result = text
-    words.forEach(word => {
-      const regex = new RegExp(`(${word})`, 'gi')
-      result = result.replace(regex, '<mark class="bg-yellow-200 dark:bg-yellow-800 px-0.5 rounded">$1</mark>')
-    })
-    return result
-  }
+  const {
+    searchQuery,
+    setSearchQuery,
+    searchResults,
+    searching,
+    selectedRegulation,
+    setSelectedRegulation,
+    topK,
+    setTopK,
+    selectedChunk,
+    traceability,
+    loadingTrace,
+    handleSearch,
+    loadTraceability,
+    handleSampleQuery,
+  } = useQualitySearch()
 
   return (
     <div className="space-y-6">
@@ -214,265 +64,32 @@ export default function QualityPage() {
         }}
       />
 
-      {/* Quick Sample Queries */}
-      <div className="bg-white dark:bg-slate-800 rounded-lg shadow p-4">
-        <h3 className="text-sm font-medium text-gray-700 dark:text-gray-300 mb-3">
-          Schnell-Stichproben
-        </h3>
-        <div className="flex flex-wrap gap-2">
-          {sampleQueries.map((sq, idx) => (
-            <button
-              key={idx}
-              onClick={() => handleSampleQuery(sq.query, sq.reg)}
-              className="px-3 py-1.5 text-xs bg-gray-100 hover:bg-gray-200 dark:bg-slate-700 dark:hover:bg-slate-600 text-gray-700 dark:text-gray-300 rounded-full transition-colors"
-            >
-              {sq.label}
-            </button>
-          ))}
-        </div>
-      </div>
-
-      {/* Search Section */}
-      <div className="bg-white dark:bg-slate-800 rounded-lg shadow p-6">
-        <h2 className="text-lg font-semibold text-gray-900 dark:text-white mb-4">
-          Chunk-Suche
-        </h2>
-
-        <div className="space-y-4">
-          {/* Search Input */}
-          <div className="flex gap-4">
-            <div className="flex-1">
-              <label className="block text-sm font-medium text-gray-700 dark:text-gray-300 mb-1">
-                Suchbegriff / Paragraph / Artikeltext
-              </label>
-              <input
-                type="text"
-                value={searchQuery}
-                onChange={(e) => setSearchQuery(e.target.value)}
-                onKeyDown={(e) => e.key === 'Enter' && handleSearch()}
-                placeholder="z.B. 'Recht auf Löschung' oder 'Art. 17 Abs. 1'"
-                className="w-full px-4 py-2 border border-gray-300 dark:border-slate-600 rounded-lg focus:ring-2 focus:ring-blue-500 dark:bg-slate-700 dark:text-white"
+      <SearchSection
+        searchQuery={searchQuery}
+        selectedRegulation={selectedRegulation}
+        topK={topK}
+        searching={searching}
+        onSearchQueryChange={setSearchQuery}
+        onRegulationChange={setSelectedRegulation}
+        onTopKChange={setTopK}
+        onSearch={handleSearch}
+        onSampleQuery={handleSampleQuery}
       />
-            </div>
-            <div className="w-48">
-              <label className="block text-sm font-medium text-gray-700 dark:text-gray-300 mb-1">
-                Regulierung
-              </label>
-              <select
-                value={selectedRegulation}
-                onChange={(e) => setSelectedRegulation(e.target.value)}
-                className="w-full px-3 py-2 border border-gray-300 dark:border-slate-600 rounded-lg focus:ring-2 focus:ring-blue-500 dark:bg-slate-700 dark:text-white"
-              >
-                <option value="">Alle</option>
-                {REGULATIONS.map((reg) => (
-                  <option key={reg.code} value={reg.code}>
-                    {reg.name}
-                  </option>
-                ))}
-              </select>
-            </div>
-            <div className="w-24">
-              <label className="block text-sm font-medium text-gray-700 dark:text-gray-300 mb-1">
-                Anzahl
-              </label>
-              <select
-                value={topK}
-                onChange={(e) => setTopK(parseInt(e.target.value))}
-                className="w-full px-3 py-2 border border-gray-300 dark:border-slate-600 rounded-lg focus:ring-2 focus:ring-blue-500 dark:bg-slate-700 dark:text-white"
-              >
-                <option value="5">5</option>
-                <option value="10">10</option>
-                <option value="20">20</option>
-              </select>
-            </div>
-          </div>
-
-          <button
-            onClick={handleSearch}
-            disabled={searching || !searchQuery.trim()}
-            className="px-6 py-2 bg-blue-600 text-white rounded-lg hover:bg-blue-700 disabled:opacity-50 disabled:cursor-not-allowed transition-colors"
-          >
-            {searching ? 'Suche laeuft...' : 'Suchen'}
-          </button>
-        </div>
-      </div>
 
       {/* Results Grid */}
       {searchResults.length > 0 && (
         <div className="grid grid-cols-1 lg:grid-cols-2 gap-6">
-          {/* Search Results List */}
-          <div className="bg-white dark:bg-slate-800 rounded-lg shadow p-4">
-            <h3 className="text-md font-semibold text-gray-900 dark:text-white mb-4">
-              Gefundene Chunks ({searchResults.length})
-            </h3>
-            <div className="space-y-3 max-h-[600px] overflow-y-auto">
-              {searchResults.map((result, idx) => (
-                <div
-                  key={idx}
-                  onClick={() => loadTraceability(result)}
-                  className={`p-4 border rounded-lg cursor-pointer transition-all ${
-                    selectedChunk?.text === result.text
-                      ? 'border-blue-500 bg-blue-50 dark:bg-blue-900/20'
-                      : 'border-gray-200 dark:border-slate-700 hover:border-gray-300 dark:hover:border-slate-600'
-                  }`}
-                >
-                  {/* Header */}
-                  <div className="flex items-center justify-between mb-2">
-                    <div className="flex items-center gap-2">
-                      <span className="text-xs font-medium px-2 py-0.5 bg-blue-100 text-blue-700 dark:bg-blue-900/30 dark:text-blue-400 rounded">
-                        {result.regulation_code}
-                      </span>
-                      {result.article && (
-                        <span className="text-xs text-gray-500 dark:text-gray-400">
-                          Art. {result.article}
-                          {result.paragraph && ` Abs. ${result.paragraph}`}
-                        </span>
-                      )}
-                    </div>
-                    <span className="text-xs text-gray-400">
-                      Score: {(result.score || 0).toFixed(3)}
-                    </span>
-                  </div>
-
-                  {/* Text Preview */}
-                  <p
-                    className="text-sm text-gray-700 dark:text-gray-300 line-clamp-4"
-                    dangerouslySetInnerHTML={{
-                      __html: highlightText(result.text.substring(0, 400) + (result.text.length > 400 ? '...' : ''), searchQuery)
-                    }}
+          <ResultsList
+            results={searchResults}
+            selectedChunk={selectedChunk}
+            searchQuery={searchQuery}
+            onSelect={loadTraceability}
+          />
+          <TraceabilityPanel
+            selectedChunk={selectedChunk}
+            loadingTrace={loadingTrace}
+            traceability={traceability}
           />
-
-                  {/* Metadata */}
-                  <div className="mt-2 flex items-center gap-4 text-xs text-gray-400">
-                    <span>Chunk #{result.chunk_index || idx}</span>
-                    <span>{result.text.length} Zeichen</span>
-                  </div>
-                </div>
-              ))}
-            </div>
-          </div>
-
-          {/* Traceability Panel */}
-          <div className="bg-white dark:bg-slate-800 rounded-lg shadow p-4">
-            <h3 className="text-md font-semibold text-gray-900 dark:text-white mb-4">
-              Traceability
-            </h3>
-
-            {!selectedChunk ? (
-              <div className="text-center py-12 text-gray-500 dark:text-gray-400">
-                <svg className="w-12 h-12 mx-auto mb-4 opacity-50" fill="none" stroke="currentColor" viewBox="0 0 24 24">
-                  <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M13 16h-1v-4h-1m1-4h.01M21 12a9 9 0 11-18 0 9 9 0 0118 0z" />
-                </svg>
-                <p>Waehlen Sie einen Chunk aus der Liste, um die Traceability zu sehen.</p>
-              </div>
-            ) : loadingTrace ? (
-              <div className="text-center py-12">
-                <div className="animate-spin w-8 h-8 border-2 border-blue-500 border-t-transparent rounded-full mx-auto mb-4"></div>
-                <p className="text-gray-500 dark:text-gray-400">Lade Traceability...</p>
-              </div>
-            ) : traceability ? (
-              <div className="space-y-6">
-                {/* Selected Chunk Detail */}
-                <div className="border-l-4 border-blue-500 pl-4">
-                  <h4 className="text-sm font-medium text-gray-700 dark:text-gray-300 mb-2">
-                    📄 Ausgewaehlter Chunk
-                  </h4>
-                  <div className="bg-gray-50 dark:bg-slate-700 rounded p-3">
-                    <div className="flex items-center gap-2 mb-2">
-                      <span className="text-xs font-medium px-2 py-0.5 bg-blue-100 text-blue-700 dark:bg-blue-900/30 dark:text-blue-400 rounded">
-                        {traceability.chunk.regulation_code}
-                      </span>
-                      {traceability.chunk.article && (
-                        <span className="text-xs text-gray-500 dark:text-gray-400">
-                          Art. {traceability.chunk.article}
-                          {traceability.chunk.paragraph && ` Abs. ${traceability.chunk.paragraph}`}
-                        </span>
-                      )}
-                    </div>
-                    <p className="text-sm text-gray-600 dark:text-gray-300 whitespace-pre-wrap">
-                      {traceability.chunk.text}
-                    </p>
-                    {traceability.chunk.source_url && (
-                      <a
-                        href={traceability.chunk.source_url}
-                        target="_blank"
-                        rel="noopener noreferrer"
-                        className="mt-2 inline-flex items-center gap-1 text-xs text-blue-600 hover:underline"
-                      >
-                        🔗 Quelle oeffnen
-                      </a>
-                    )}
-                  </div>
-                </div>
-
-                {/* Arrow Down */}
-                <div className="flex justify-center">
-                  <svg className="w-6 h-6 text-gray-400" fill="none" stroke="currentColor" viewBox="0 0 24 24">
-                    <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M19 14l-7 7m0 0l-7-7m7 7V3" />
-                  </svg>
-                </div>
-
-                {/* Requirements */}
-                <div className="border-l-4 border-orange-500 pl-4">
-                  <h4 className="text-sm font-medium text-gray-700 dark:text-gray-300 mb-2">
-                    📋 Extrahierte Anforderungen ({traceability.requirements.length})
-                  </h4>
-                  {traceability.requirements.length > 0 ? (
-                    <div className="space-y-2">
-                      {traceability.requirements.map((req, idx) => (
-                        <div key={idx} className="bg-orange-50 dark:bg-orange-900/20 rounded p-3">
-                          <div className="flex items-center gap-2 mb-1">
-                            <span className="text-xs font-medium text-orange-700 dark:text-orange-400">
-                              {req.category || 'Anforderung'}
-                            </span>
-                          </div>
-                          <p className="text-sm text-gray-600 dark:text-gray-300">{req.text}</p>
-                        </div>
-                      ))}
-                    </div>
-                  ) : (
-                    <p className="text-sm text-gray-500 dark:text-gray-400 italic">
-                      Keine Anforderungen aus diesem Chunk extrahiert.
-                      <br />
-                      <span className="text-xs">(Requirements-Extraktion ist noch nicht implementiert)</span>
-                    </p>
-                  )}
-                </div>
-
-                {/* Arrow Down */}
-                <div className="flex justify-center">
-                  <svg className="w-6 h-6 text-gray-400" fill="none" stroke="currentColor" viewBox="0 0 24 24">
-                    <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M19 14l-7 7m0 0l-7-7m7 7V3" />
-                  </svg>
-                </div>
-
-                {/* Controls */}
-                <div className="border-l-4 border-green-500 pl-4">
-                  <h4 className="text-sm font-medium text-gray-700 dark:text-gray-300 mb-2">
-                    ✅ Abgeleitete Controls ({traceability.controls.length})
-                  </h4>
-                  {traceability.controls.length > 0 ? (
-                    <div className="space-y-2">
-                      {traceability.controls.map((ctrl, idx) => (
-                        <div key={idx} className="bg-green-50 dark:bg-green-900/20 rounded p-3">
-                          <div className="font-medium text-sm text-green-700 dark:text-green-400 mb-1">
-                            {ctrl.name}
-                          </div>
-                          <p className="text-sm text-gray-600 dark:text-gray-300">{ctrl.description}</p>
-                        </div>
-                      ))}
-                    </div>
-                  ) : (
-                    <p className="text-sm text-gray-500 dark:text-gray-400 italic">
-                      Keine Controls aus diesem Chunk abgeleitet.
-                      <br />
-                      <span className="text-xs">(Control-Ableitung ist noch nicht implementiert)</span>
-                    </p>
-                  )}
-                </div>
-              </div>
-            ) : null}
-          </div>
         </div>
       )}
 
@@ -510,13 +127,13 @@ export default function QualityPage() {
       {/* Audit Info */}
       <div className="bg-blue-50 dark:bg-blue-900/20 border border-blue-200 dark:border-blue-800 rounded-lg p-4">
         <h3 className="text-sm font-medium text-blue-800 dark:text-blue-400 mb-2">
-          ℹ️ Hinweise fuer Auditoren
+          Hinweise fuer Auditoren
         </h3>
         <ul className="text-sm text-blue-700 dark:text-blue-300 space-y-1 list-disc list-inside">
           <li>Die Suche ist semantisch - aehnliche Begriffe werden gefunden, auch wenn die exakte Formulierung abweicht</li>
           <li>Jeder Chunk entspricht einem logischen Textabschnitt aus dem Originaldokument</li>
           <li>Die Traceability zeigt, wie aus dem Originaltext Anforderungen und Controls abgeleitet wurden</li>
-          <li>Klicken Sie auf "Quelle oeffnen", um das Originaldokument zu pruefen</li>
+          <li>Klicken Sie auf &quot;Quelle oeffnen&quot;, um das Originaldokument zu pruefen</li>
         </ul>
       </div>
     </div>

admin-lehrer/app/(admin)/ai/rag-pipeline/_components/ArchitectureTab.tsx

@@ -0,0 +1,212 @@
+'use client'
+
+export function ArchitectureTab() {
+  return (
+    <div className="space-y-8">
+      {/* What is this module */}
+      <div className="bg-white dark:bg-gray-800 rounded-2xl shadow-lg border border-gray-200 dark:border-gray-700 p-6">
+        <h2 className="text-xl font-bold text-gray-900 dark:text-white mb-4">
+          Was macht dieses Modul?
+        </h2>
+        <div className="prose dark:prose-invert max-w-none">
+          <p className="text-gray-600 dark:text-gray-400">
+            Das <strong>RAG-Indexierungs-Modul</strong> verarbeitet Dokumente und macht sie fuer die KI-gestuetzte Suche verfuegbar.
+            Es handelt sich <strong>nicht</strong> um klassisches Machine-Learning-Training, sondern um:
+          </p>
+          <ul className="mt-4 space-y-2 text-gray-600 dark:text-gray-400">
+            <li className="flex items-start gap-2">
+              <span className="text-blue-500 mt-1">1.</span>
+              <span><strong>Dokumentenextraktion:</strong> PDFs und Bilder werden per OCR in Text umgewandelt</span>
+            </li>
+            <li className="flex items-start gap-2">
+              <span className="text-blue-500 mt-1">2.</span>
+              <span><strong>Chunking:</strong> Lange Texte werden in suchbare Abschnitte (1000 Zeichen) aufgeteilt</span>
+            </li>
+            <li className="flex items-start gap-2">
+              <span className="text-blue-500 mt-1">3.</span>
+              <span><strong>Embedding:</strong> Jeder Chunk wird in einen Vektor (1536 Dimensionen) umgewandelt</span>
+            </li>
+            <li className="flex items-start gap-2">
+              <span className="text-blue-500 mt-1">4.</span>
+              <span><strong>Indexierung:</strong> Vektoren werden in Qdrant gespeichert fuer semantische Suche</span>
+            </li>
+          </ul>
+        </div>
+      </div>
+
+      {/* Architecture Diagram */}
+      <div className="bg-white dark:bg-gray-800 rounded-2xl shadow-lg border border-gray-200 dark:border-gray-700 p-6">
+        <h2 className="text-xl font-bold text-gray-900 dark:text-white mb-6">
+          Technische Architektur
+        </h2>
+
+        {/* Visual Pipeline */}
+        <div className="relative">
+          {/* Data Sources Row */}
+          <div className="grid grid-cols-4 gap-4 mb-8">
+            <SourceCard icon="📄" title="NiBiS PDFs" subtitle="Erwartungshorizonte" color="blue" />
+            <SourceCard icon="📤" title="Uploads" subtitle="Eigene EH" color="green" />
+            <SourceCard icon="⚖️" title="Rechtskorpus" subtitle="DSGVO, AI Act" color="purple" />
+            <SourceCard icon="📚" title="Schulordnungen" subtitle="Bundeslaender" color="orange" />
+          </div>
+
+          <ArrowDown />
+
+          {/* Processing Layer */}
+          <div className="bg-gray-50 dark:bg-gray-900 rounded-xl p-6 mb-8">
+            <h3 className="text-sm font-semibold text-gray-500 dark:text-gray-400 uppercase tracking-wide mb-4">
+              Verarbeitungs-Pipeline
+            </h3>
+            <div className="flex items-center justify-between gap-4">
+              <PipelineStep icon="🔍" title="OCR" subtitle="Text-Extraktion" />
+              <ArrowRight />
+              <PipelineStep icon="✂️" title="Chunking" subtitle="1000 Zeichen" />
+              <ArrowRight />
+              <PipelineStep icon="🧮" title="Embedding" subtitle="1536-dim Vektor" />
+              <ArrowRight />
+              <PipelineStep icon="💾" title="Speichern" subtitle="Qdrant" />
+            </div>
+          </div>
+
+          <ArrowDown />
+
+          {/* Storage Layer */}
+          <div className="bg-gradient-to-r from-indigo-50 to-purple-50 dark:from-indigo-900/20 dark:to-purple-900/20 rounded-xl p-6 mb-8 border-2 border-indigo-200 dark:border-indigo-800">
+            <h3 className="text-sm font-semibold text-indigo-600 dark:text-indigo-400 uppercase tracking-wide mb-4">
+              Vektor-Datenbank (Qdrant)
+            </h3>
+            <div className="grid grid-cols-3 gap-4">
+              <CollectionCard collection="bp_nibis_eh" label="Offizielle EH" />
+              <CollectionCard collection="bp_eh" label="Benutzer EH" />
+              <CollectionCard collection="bp_legal_corpus" label="Rechtskorpus" />
+            </div>
+          </div>
+
+          <ArrowDown />
+
+          {/* Usage Layer */}
+          <div className="grid grid-cols-2 gap-4">
+            <div className="p-4 bg-emerald-50 dark:bg-emerald-900/20 rounded-xl border-2 border-emerald-200 dark:border-emerald-800">
+              <h4 className="font-medium text-emerald-700 dark:text-emerald-400 mb-2">Semantische Suche</h4>
+              <p className="text-sm text-gray-600 dark:text-gray-400">
+                Fragen werden in Vektoren umgewandelt und aehnliche Dokumente gefunden
+              </p>
+            </div>
+            <div className="p-4 bg-amber-50 dark:bg-amber-900/20 rounded-xl border-2 border-amber-200 dark:border-amber-800">
+              <h4 className="font-medium text-amber-700 dark:text-amber-400 mb-2">RAG-Antworten</h4>
+              <p className="text-sm text-gray-600 dark:text-gray-400">
+                LLM generiert Antworten basierend auf gefundenen Dokumenten
+              </p>
+            </div>
+          </div>
+        </div>
+      </div>
+
+      {/* Technical Details */}
+      <div className="bg-white dark:bg-gray-800 rounded-2xl shadow-lg border border-gray-200 dark:border-gray-700 p-6">
+        <h2 className="text-xl font-bold text-gray-900 dark:text-white mb-4">
+          Technische Details
+        </h2>
+        <div className="grid grid-cols-2 gap-6">
+          <div>
+            <h3 className="font-medium text-gray-900 dark:text-white mb-3">Embedding-Service</h3>
+            <table className="w-full text-sm">
+              <tbody className="divide-y divide-gray-200 dark:divide-gray-700">
+                <tr>
+                  <td className="py-2 text-gray-500 dark:text-gray-400">Modell</td>
+                  <td className="py-2 font-mono text-gray-900 dark:text-white">text-embedding-3-small</td>
+                </tr>
+                <tr>
+                  <td className="py-2 text-gray-500 dark:text-gray-400">Dimensionen</td>
+                  <td className="py-2 font-mono text-gray-900 dark:text-white">1536</td>
+                </tr>
+                <tr>
+                  <td className="py-2 text-gray-500 dark:text-gray-400">Port</td>
+                  <td className="py-2 font-mono text-gray-900 dark:text-white">8087</td>
+                </tr>
+              </tbody>
+            </table>
+          </div>
+          <div>
+            <h3 className="font-medium text-gray-900 dark:text-white mb-3">Chunk-Konfiguration</h3>
+            <table className="w-full text-sm">
+              <tbody className="divide-y divide-gray-200 dark:divide-gray-700">
+                <tr>
+                  <td className="py-2 text-gray-500 dark:text-gray-400">Chunk-Groesse</td>
+                  <td className="py-2 font-mono text-gray-900 dark:text-white">1000 Zeichen</td>
+                </tr>
+                <tr>
+                  <td className="py-2 text-gray-500 dark:text-gray-400">Ueberlappung</td>
+                  <td className="py-2 font-mono text-gray-900 dark:text-white">200 Zeichen</td>
+                </tr>
+                <tr>
+                  <td className="py-2 text-gray-500 dark:text-gray-400">Distanzmetrik</td>
+                  <td className="py-2 font-mono text-gray-900 dark:text-white">COSINE</td>
+                </tr>
+              </tbody>
+            </table>
+          </div>
+        </div>
+      </div>
+    </div>
+  )
+}
+
+// --- Internal helper components ---
+
+function SourceCard({ icon, title, subtitle, color }: {
+  icon: string
+  title: string
+  subtitle: string
+  color: string
+}) {
+  const colorClasses: Record<string, string> = {
+    blue: 'bg-blue-50 dark:bg-blue-900/20 border-blue-200 dark:border-blue-800',
+    green: 'bg-green-50 dark:bg-green-900/20 border-green-200 dark:border-green-800',
+    purple: 'bg-purple-50 dark:bg-purple-900/20 border-purple-200 dark:border-purple-800',
+    orange: 'bg-orange-50 dark:bg-orange-900/20 border-orange-200 dark:border-orange-800',
+  }
+
+  return (
+    <div className={`p-4 rounded-xl border-2 text-center ${colorClasses[color]}`}>
+      <div className="text-3xl mb-2">{icon}</div>
+      <div className="font-medium text-gray-900 dark:text-white">{title}</div>
+      <div className="text-xs text-gray-500">{subtitle}</div>
+    </div>
+  )
+}
+
+function PipelineStep({ icon, title, subtitle }: {
+  icon: string
+  title: string
+  subtitle: string
+}) {
+  return (
+    <div className="flex-1 p-4 bg-white dark:bg-gray-800 rounded-lg border border-gray-200 dark:border-gray-700 text-center">
+      <div className="text-2xl mb-1">{icon}</div>
+      <div className="font-medium text-sm">{title}</div>
+      <div className="text-xs text-gray-500">{subtitle}</div>
+    </div>
+  )
+}
+
+function CollectionCard({ collection, label }: { collection: string; label: string }) {
+  return (
+    <div className="p-3 bg-white dark:bg-gray-800 rounded-lg text-center">
+      <div className="font-mono text-xs text-gray-500">{collection}</div>
+      <div className="font-medium text-gray-900 dark:text-white">{label}</div>
+    </div>
+  )
+}
+
+function ArrowDown() {
+  return (
+    <div className="flex justify-center mb-4">
+      <div className="text-4xl text-gray-400">↓</div>
+    </div>
+  )
+}
+
+function ArrowRight() {
+  return <div className="text-2xl text-gray-400">→</div>
+}

admin-lehrer/app/(admin)/ai/rag-pipeline/_components/DataSourcesTab.tsx

@@ -0,0 +1,171 @@
+'use client'
+
+import type { DataSource } from '../types'
+
+export function DataSourcesTab({ sources }: { sources: DataSource[] }) {
+  return (
+    <div className="space-y-6">
+      {/* Introduction */}
+      <div className="bg-blue-50 dark:bg-blue-900/20 rounded-xl p-6 border border-blue-200 dark:border-blue-800">
+        <h2 className="text-lg font-semibold text-blue-900 dark:text-blue-100 mb-2">
+          Wie werden Daten hinzugefuegt?
+        </h2>
+        <p className="text-blue-800 dark:text-blue-200 mb-4">
+          Das RAG-System nutzt verschiedene Datenquellen. Jede Quelle hat einen eigenen Ingestion-Prozess:
+        </p>
+        <div className="grid grid-cols-2 gap-4 text-sm">
+          <div className="bg-white dark:bg-gray-800 rounded-lg p-4">
+            <div className="font-medium text-gray-900 dark:text-white mb-1">Automatisch</div>
+            <p className="text-gray-600 dark:text-gray-400">
+              NiBiS-PDFs werden automatisch aus dem za-download Verzeichnis eingelesen
+            </p>
+          </div>
+          <div className="bg-white dark:bg-gray-800 rounded-lg p-4">
+            <div className="font-medium text-gray-900 dark:text-white mb-1">Manuell</div>
+            <p className="text-gray-600 dark:text-gray-400">
+              Eigene EH koennen ueber die Klausur-Korrektur hochgeladen werden
+            </p>
+          </div>
+        </div>
+      </div>
+
+      {/* Data Sources List */}
+      <div className="grid gap-4">
+        {sources.map((source) => (
+          <DataSourceCard key={source.id} source={source} />
+        ))}
+      </div>
+
+      {/* How to add data */}
+      <div className="bg-white dark:bg-gray-800 rounded-2xl shadow-lg border border-gray-200 dark:border-gray-700 p-6">
+        <h2 className="text-lg font-semibold text-gray-900 dark:text-white mb-4">
+          Daten hinzufuegen
+        </h2>
+        <div className="grid grid-cols-3 gap-6">
+          <AddDataCard
+            icon="📤"
+            title="Erwartungshorizont hochladen"
+            description="Laden Sie eigene EH-Dokumente in der Klausur-Korrektur hoch"
+            linkHref="/admin/klausur-korrektur"
+            linkText="Zur Klausur-Korrektur →"
+          />
+          <AddDataCard
+            icon="🔄"
+            title="NiBiS neu einlesen"
+            description="Starten Sie die automatische Ingestion der NiBiS-PDFs"
+            linkText="Ingestion starten →"
+          />
+          <AddDataCard
+            icon="⚖️"
+            title="Rechtskorpus erweitern"
+            description="Neue Regelwerke (DSGVO, BSI, etc.) zum Korpus hinzufuegen"
+            linkText="Regelwerk hinzufuegen →"
+          />
+          <AddDataCard
+            icon="📋"
+            title="DSFA-Quellen verwalten"
+            description="WP248, DSK, Muss-Listen mit Lizenzattribution"
+            linkHref="/ai/rag-pipeline/dsfa"
+            linkText="DSFA-Manager oeffnen →"
+          />
+        </div>
+      </div>
+    </div>
+  )
+}
+
+// --- Internal helper components ---
+
+function DataSourceCard({ source }: { source: DataSource }) {
+  return (
+    <div className="bg-white dark:bg-gray-800 rounded-2xl shadow-lg border border-gray-200 dark:border-gray-700 p-6">
+      <div className="flex items-start justify-between">
+        <div className="flex-1">
+          <div className="flex items-center gap-3 mb-2">
+            <h3 className="text-lg font-semibold text-gray-900 dark:text-white">
+              {source.name}
+            </h3>
+            <DataSourceStatusBadge status={source.status} />
+          </div>
+          <p className="text-gray-600 dark:text-gray-400 mb-4">
+            {source.description}
+          </p>
+          <div className="flex items-center gap-6 text-sm">
+            <div>
+              <span className="text-gray-500 dark:text-gray-400">Collection: </span>
+              <span className="font-mono text-gray-900 dark:text-white">{source.collection}</span>
+            </div>
+            <div>
+              <span className="text-gray-500 dark:text-gray-400">Dokumente: </span>
+              <span className="font-semibold text-gray-900 dark:text-white">{source.document_count}</span>
+            </div>
+            <div>
+              <span className="text-gray-500 dark:text-gray-400">Chunks: </span>
+              <span className="font-semibold text-gray-900 dark:text-white">{source.chunk_count}</span>
+            </div>
+            {source.last_updated && (
+              <div>
+                <span className="text-gray-500 dark:text-gray-400">Aktualisiert: </span>
+                <span className="text-gray-900 dark:text-white">
+                  {new Date(source.last_updated).toLocaleDateString('de-DE')}
+                </span>
+              </div>
+            )}
+          </div>
+        </div>
+        <div className="flex gap-2">
+          <button className="px-4 py-2 text-sm font-medium text-blue-600 hover:bg-blue-50 dark:hover:bg-blue-900/20 rounded-lg">
+            Aktualisieren
+          </button>
+          <button className="px-4 py-2 text-sm font-medium text-gray-600 hover:bg-gray-100 dark:hover:bg-gray-700 rounded-lg">
+            Details
+          </button>
+        </div>
+      </div>
+    </div>
+  )
+}
+
+function DataSourceStatusBadge({ status }: { status: DataSource['status'] }) {
+  const className = status === 'active'
+    ? 'bg-green-100 text-green-800 dark:bg-green-900 dark:text-green-200'
+    : status === 'pending'
+    ? 'bg-yellow-100 text-yellow-800 dark:bg-yellow-900 dark:text-yellow-200'
+    : 'bg-red-100 text-red-800 dark:bg-red-900 dark:text-red-200'
+
+  const label = status === 'active' ? 'Aktiv' : status === 'pending' ? 'Ausstehend' : 'Fehler'
+
+  return (
+    <span className={`px-2 py-0.5 rounded-full text-xs font-medium ${className}`}>
+      {label}
+    </span>
+  )
+}
+
+function AddDataCard({ icon, title, description, linkHref, linkText }: {
+  icon: string
+  title: string
+  description: string
+  linkHref?: string
+  linkText: string
+}) {
+  return (
+    <div className="p-4 bg-gray-50 dark:bg-gray-900 rounded-xl">
+      <div className="text-2xl mb-2">{icon}</div>
+      <h3 className="font-medium text-gray-900 dark:text-white mb-2">{title}</h3>
+      <p className="text-sm text-gray-600 dark:text-gray-400 mb-3">{description}</p>
+      {linkHref ? (
+        <a
+          href={linkHref}
+          className="text-sm text-blue-600 hover:text-blue-800 dark:text-blue-400"
+        >
+          {linkText}
+        </a>
+      ) : (
+        <button className="text-sm text-blue-600 hover:text-blue-800 dark:text-blue-400">
+          {linkText}
+        </button>
+      )}
+    </div>
+  )
+}

admin-lehrer/app/(admin)/ai/rag-pipeline/_components/DatasetOverview.tsx

@@ -0,0 +1,60 @@
+'use client'
+
+import type { DatasetStats } from '../types'
+
+export function DatasetOverview({ stats }: { stats: DatasetStats }) {
+  const maxBundesland = Math.max(...Object.values(stats.by_bundesland))
+
+  return (
+    <div className="bg-white dark:bg-gray-800 rounded-2xl shadow-lg border border-gray-200 dark:border-gray-700 p-6">
+      <h3 className="text-lg font-semibold text-gray-900 dark:text-white mb-4">
+        Datensatz-Uebersicht
+      </h3>
+
+      <div className="grid grid-cols-3 gap-4 mb-6">
+        <div className="text-center p-4 bg-blue-50 dark:bg-blue-900/20 rounded-xl">
+          <p className="text-3xl font-bold text-blue-600 dark:text-blue-400">
+            {stats.total_documents.toLocaleString()}
+          </p>
+          <p className="text-sm text-gray-600 dark:text-gray-400">Dokumente</p>
+        </div>
+        <div className="text-center p-4 bg-emerald-50 dark:bg-emerald-900/20 rounded-xl">
+          <p className="text-3xl font-bold text-emerald-600 dark:text-emerald-400">
+            {stats.total_chunks.toLocaleString()}
+          </p>
+          <p className="text-sm text-gray-600 dark:text-gray-400">Chunks</p>
+        </div>
+        <div className="text-center p-4 bg-purple-50 dark:bg-purple-900/20 rounded-xl">
+          <p className="text-3xl font-bold text-purple-600 dark:text-purple-400">
+            {stats.training_allowed.toLocaleString()}
+          </p>
+          <p className="text-sm text-gray-600 dark:text-gray-400">Indexiert</p>
+        </div>
+      </div>
+
+      <h4 className="text-sm font-medium text-gray-700 dark:text-gray-300 mb-3">
+        Verteilung nach Bundesland
+      </h4>
+      <div className="space-y-2">
+        {Object.entries(stats.by_bundesland)
+          .sort((a, b) => b[1] - a[1])
+          .map(([code, count]) => (
+            <div key={code} className="flex items-center gap-3">
+              <span className="w-8 text-xs font-medium text-gray-600 dark:text-gray-400 uppercase">
+                {code}
+              </span>
+              <div className="flex-1 h-4 bg-gray-100 dark:bg-gray-700 rounded-full overflow-hidden">
+                <div
+                  className="h-full bg-gradient-to-r from-blue-500 to-blue-600 rounded-full"
+                  style={{ width: `${(count / maxBundesland) * 100}%` }}
+                />
+              </div>
+              <span className="w-10 text-sm text-right text-gray-600 dark:text-gray-400">
+                {count}
+              </span>
+            </div>
+          ))}
+      </div>
+    </div>
+  )
+}

admin-lehrer/app/(admin)/ai/rag-pipeline/_components/NewTrainingModal.tsx

@@ -0,0 +1,277 @@
+'use client'
+
+import { useState } from 'react'
+import type { TrainingConfig } from '../types'
+
+const BUNDESLAENDER = [
+  { code: 'ni', name: 'Niedersachsen', allowed: true },
+  { code: 'by', name: 'Bayern', allowed: true },
+  { code: 'nw', name: 'NRW', allowed: true },
+  { code: 'he', name: 'Hessen', allowed: true },
+  { code: 'bw', name: 'Baden-Wuerttemberg', allowed: true },
+  { code: 'rp', name: 'Rheinland-Pfalz', allowed: true },
+  { code: 'sn', name: 'Sachsen', allowed: true },
+  { code: 'sh', name: 'Schleswig-Holstein', allowed: true },
+  { code: 'th', name: 'Thueringen', allowed: true },
+  { code: 'be', name: 'Berlin', allowed: false },
+  { code: 'bb', name: 'Brandenburg', allowed: false },
+  { code: 'hb', name: 'Bremen', allowed: false },
+  { code: 'hh', name: 'Hamburg', allowed: false },
+  { code: 'mv', name: 'Mecklenburg-Vorpommern', allowed: false },
+  { code: 'sl', name: 'Saarland', allowed: false },
+  { code: 'st', name: 'Sachsen-Anhalt', allowed: false },
+]
+
+export function NewTrainingModal({ isOpen, onClose, onSubmit }: {
+  isOpen: boolean
+  onClose: () => void
+  onSubmit: (config: Partial<TrainingConfig>) => void
+}) {
+  const [step, setStep] = useState(1)
+  const [config, setConfig] = useState<Partial<TrainingConfig>>({
+    batch_size: 16,
+    learning_rate: 0.00005,
+    epochs: 10,
+    warmup_steps: 500,
+    weight_decay: 0.01,
+    gradient_accumulation: 4,
+    mixed_precision: true,
+    bundeslaender: [],
+  })
+
+  if (!isOpen) return null
+
+  return (
+    <div className="fixed inset-0 z-50 flex items-center justify-center bg-black/50 backdrop-blur-sm">
+      <div className="bg-white dark:bg-gray-800 rounded-2xl shadow-2xl w-full max-w-2xl max-h-[90vh] overflow-hidden">
+        {/* Header */}
+        <div className="px-6 py-4 border-b border-gray-200 dark:border-gray-700 flex justify-between items-center">
+          <div>
+            <h2 className="text-xl font-semibold text-gray-900 dark:text-white">
+              Neue Indexierung starten
+            </h2>
+            <p className="text-sm text-gray-500">Schritt {step} von 3</p>
+          </div>
+          <button onClick={onClose} className="p-2 hover:bg-gray-100 dark:hover:bg-gray-700 rounded-lg">
+            <svg className="w-5 h-5" fill="none" stroke="currentColor" viewBox="0 0 24 24">
+              <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M6 18L18 6M6 6l12 12" />
+            </svg>
+          </button>
+        </div>
+
+        {/* Step Indicator */}
+        <StepIndicator currentStep={step} />
+
+        {/* Step Content */}
+        <div className="p-6 overflow-y-auto max-h-[50vh]">
+          {step === 1 && (
+            <BundeslaenderStep config={config} setConfig={setConfig} />
+          )}
+          {step === 2 && (
+            <ParameterStep config={config} setConfig={setConfig} />
+          )}
+          {step === 3 && (
+            <ConfirmStep config={config} />
+          )}
+        </div>
+
+        {/* Footer */}
+        <div className="px-6 py-4 border-t border-gray-200 dark:border-gray-700 flex justify-between">
+          <button
+            onClick={() => step > 1 ? setStep(step - 1) : onClose()}
+            className="px-4 py-2 text-sm font-medium text-gray-700 dark:text-gray-300 bg-white dark:bg-gray-800 border border-gray-300 dark:border-gray-600 rounded-lg hover:bg-gray-50 dark:hover:bg-gray-700"
+          >
+            {step > 1 ? 'Zurueck' : 'Abbrechen'}
+          </button>
+          <button
+            onClick={() => step < 3 ? setStep(step + 1) : onSubmit(config)}
+            disabled={step === 1 && (!config.bundeslaender || config.bundeslaender.length === 0)}
+            className="px-6 py-2 text-sm font-medium text-white bg-blue-600 rounded-lg hover:bg-blue-700 disabled:opacity-50 disabled:cursor-not-allowed"
+          >
+            {step < 3 ? 'Weiter' : 'Indexierung starten'}
+          </button>
+        </div>
+      </div>
+    </div>
+  )
+}
+
+// --- Internal step components ---
+
+function StepIndicator({ currentStep }: { currentStep: number }) {
+  return (
+    <div className="px-6 py-4 bg-gray-50 dark:bg-gray-900">
+      <div className="flex items-center justify-center gap-4">
+        {[1, 2, 3].map((s) => (
+          <div key={s} className="flex items-center">
+            <div className={`w-8 h-8 rounded-full flex items-center justify-center text-sm font-medium ${
+              s <= currentStep
+                ? 'bg-blue-600 text-white'
+                : 'bg-gray-200 dark:bg-gray-700 text-gray-500'
+            }`}>
+              {s < currentStep ? '\u2713' : s}
+            </div>
+            {s < 3 && (
+              <div className={`w-16 h-1 mx-2 rounded ${
+                s < currentStep ? 'bg-blue-600' : 'bg-gray-200 dark:bg-gray-700'
+              }`} />
+            )}
+          </div>
+        ))}
+      </div>
+      <div className="flex justify-center gap-20 mt-2 text-xs text-gray-500">
+        <span>Daten</span>
+        <span>Parameter</span>
+        <span>Bestaetigen</span>
+      </div>
+    </div>
+  )
+}
+
+function BundeslaenderStep({ config, setConfig }: {
+  config: Partial<TrainingConfig>
+  setConfig: (config: Partial<TrainingConfig>) => void
+}) {
+  return (
+    <div>
+      <h3 className="font-medium text-gray-900 dark:text-white mb-4">
+        Waehlen Sie die Bundeslaender fuer die Indexierung
+      </h3>
+      <p className="text-sm text-gray-500 dark:text-gray-400 mb-4">
+        Nur Bundeslaender mit verfuegbaren Dokumenten koennen ausgewaehlt werden.
+      </p>
+      <div className="grid grid-cols-2 gap-3">
+        {BUNDESLAENDER.map((bl) => (
+          <label
+            key={bl.code}
+            className={`flex items-center p-3 rounded-lg border-2 transition cursor-pointer ${
+              config.bundeslaender?.includes(bl.code)
+                ? 'border-blue-500 bg-blue-50 dark:bg-blue-900/20'
+                : bl.allowed
+                  ? 'border-gray-200 dark:border-gray-700 hover:border-blue-300'
+                  : 'border-gray-200 dark:border-gray-700 opacity-50 cursor-not-allowed'
+            }`}
+          >
+            <input
+              type="checkbox"
+              disabled={!bl.allowed}
+              checked={config.bundeslaender?.includes(bl.code)}
+              onChange={(e) => {
+                if (e.target.checked) {
+                  setConfig({ ...config, bundeslaender: [...(config.bundeslaender || []), bl.code] })
+                } else {
+                  setConfig({ ...config, bundeslaender: config.bundeslaender?.filter(c => c !== bl.code) })
+                }
+              }}
+              className="sr-only"
+            />
+            <span className={`w-5 h-5 rounded border-2 flex items-center justify-center mr-3 ${
+              config.bundeslaender?.includes(bl.code)
+                ? 'bg-blue-500 border-blue-500 text-white'
+                : 'border-gray-300 dark:border-gray-600'
+            }`}>
+              {config.bundeslaender?.includes(bl.code) && '\u2713'}
+            </span>
+            <span className="flex-1 text-gray-900 dark:text-white">{bl.name}</span>
+            {!bl.allowed && (
+              <span className="text-xs text-red-500">Keine Daten</span>
+            )}
+          </label>
+        ))}
+      </div>
+    </div>
+  )
+}
+
+function ParameterStep({ config, setConfig }: {
+  config: Partial<TrainingConfig>
+  setConfig: (config: Partial<TrainingConfig>) => void
+}) {
+  return (
+    <div className="space-y-6">
+      <h3 className="font-medium text-gray-900 dark:text-white mb-4">
+        Indexierungs-Parameter
+      </h3>
+      <p className="text-sm text-gray-500 dark:text-gray-400">
+        Diese Parameter steuern die Batch-Verarbeitung der Dokumente.
+      </p>
+
+      <div className="grid grid-cols-2 gap-4">
+        <div>
+          <label className="block text-sm font-medium text-gray-700 dark:text-gray-300 mb-1">
+            Batch Size
+          </label>
+          <input
+            type="number"
+            value={config.batch_size}
+            onChange={(e) => setConfig({ ...config, batch_size: parseInt(e.target.value) })}
+            className="w-full px-3 py-2 border border-gray-300 dark:border-gray-600 rounded-lg bg-white dark:bg-gray-700"
+          />
+          <p className="text-xs text-gray-500 mt-1">Dokumente pro Batch</p>
+        </div>
+        <div>
+          <label className="block text-sm font-medium text-gray-700 dark:text-gray-300 mb-1">
+            Durchlaeufe
+          </label>
+          <input
+            type="number"
+            value={config.epochs}
+            onChange={(e) => setConfig({ ...config, epochs: parseInt(e.target.value) })}
+            className="w-full px-3 py-2 border border-gray-300 dark:border-gray-600 rounded-lg bg-white dark:bg-gray-700"
+          />
+          <p className="text-xs text-gray-500 mt-1">Fuer Validierung</p>
+        </div>
+      </div>
+
+      <div className="flex items-center gap-3 p-4 bg-gray-50 dark:bg-gray-900 rounded-lg">
+        <input
+          type="checkbox"
+          id="mixedPrecision"
+          checked={config.mixed_precision}
+          onChange={(e) => setConfig({ ...config, mixed_precision: e.target.checked })}
+          className="w-4 h-4 text-blue-600 rounded"
+        />
+        <label htmlFor="mixedPrecision" className="text-sm text-gray-700 dark:text-gray-300">
+          Parallele Verarbeitung - schneller bei grossem Datensatz
+        </label>
+      </div>
+    </div>
+  )
+}
+
+function ConfirmStep({ config }: { config: Partial<TrainingConfig> }) {
+  return (
+    <div>
+      <h3 className="font-medium text-gray-900 dark:text-white mb-4">
+        Konfiguration bestaetigen
+      </h3>
+
+      <div className="bg-gray-50 dark:bg-gray-900 rounded-lg p-4 space-y-3">
+        <div className="flex justify-between">
+          <span className="text-gray-600 dark:text-gray-400">Bundeslaender</span>
+          <span className="font-medium text-gray-900 dark:text-white">
+            {config.bundeslaender?.length || 0} ausgewaehlt
+          </span>
+        </div>
+        <div className="flex justify-between">
+          <span className="text-gray-600 dark:text-gray-400">Batch Size</span>
+          <span className="font-medium text-gray-900 dark:text-white">{config.batch_size}</span>
+        </div>
+        <div className="flex justify-between">
+          <span className="text-gray-600 dark:text-gray-400">Parallele Verarbeitung</span>
+          <span className="font-medium text-gray-900 dark:text-white">
+            {config.mixed_precision ? 'Aktiviert' : 'Deaktiviert'}
+          </span>
+        </div>
+      </div>
+
+      <div className="mt-4 p-4 bg-blue-50 dark:bg-blue-900/20 border border-blue-200 dark:border-blue-800 rounded-lg">
+        <p className="text-sm text-blue-800 dark:text-blue-200">
+          <strong>Was passiert:</strong> Die ausgewaehlten Dokumente werden extrahiert,
+          in Chunks aufgeteilt, und als Vektoren in Qdrant indexiert.
+          Dieser Prozess kann je nach Datenmenge einige Minuten dauern.
+        </p>
+      </div>
+    </div>
+  )
+}

admin-lehrer/app/(admin)/ai/rag-pipeline/_components/SharedWidgets.tsx

@@ -0,0 +1,168 @@
+'use client'
+
+import type { TrainingJob } from '../types'
+
+// Tab Button
+export function TabButton({ active, onClick, children }: {
+  active: boolean
+  onClick: () => void
+  children: React.ReactNode
+}) {
+  return (
+    <button
+      onClick={onClick}
+      className={`px-4 py-2 text-sm font-medium rounded-lg transition-colors ${
+        active
+          ? 'bg-blue-600 text-white'
+          : 'text-gray-600 dark:text-gray-400 hover:bg-gray-100 dark:hover:bg-gray-700'
+      }`}
+    >
+      {children}
+    </button>
+  )
+}
+
+// Progress Ring Component
+export function ProgressRing({ progress, size = 120, strokeWidth = 8, color = '#10B981' }: {
+  progress: number
+  size?: number
+  strokeWidth?: number
+  color?: string
+}) {
+  const radius = (size - strokeWidth) / 2
+  const circumference = radius * 2 * Math.PI
+  const offset = circumference - (progress / 100) * circumference
+
+  return (
+    <div className="relative" style={{ width: size, height: size }}>
+      <svg className="transform -rotate-90" width={size} height={size}>
+        <circle
+          cx={size / 2}
+          cy={size / 2}
+          r={radius}
+          stroke="currentColor"
+          strokeWidth={strokeWidth}
+          fill="none"
+          className="text-gray-200 dark:text-gray-700"
+        />
+        <circle
+          cx={size / 2}
+          cy={size / 2}
+          r={radius}
+          stroke={color}
+          strokeWidth={strokeWidth}
+          fill="none"
+          strokeDasharray={circumference}
+          strokeDashoffset={offset}
+          strokeLinecap="round"
+          className="transition-all duration-500"
+        />
+      </svg>
+      <div className="absolute inset-0 flex items-center justify-center">
+        <span className="text-2xl font-bold text-gray-900 dark:text-white">
+          {Math.round(progress)}%
+        </span>
+      </div>
+    </div>
+  )
+}
+
+// Mini Line Chart Component
+export function MiniChart({ data, color = '#10B981', height = 60 }: {
+  data: number[]
+  color?: string
+  height?: number
+}) {
+  if (!data.length) return null
+
+  const max = Math.max(...data)
+  const min = Math.min(...data)
+  const range = max - min || 1
+  const width = 200
+  const padding = 4
+
+  const points = data.map((value, i) => {
+    const x = padding + (i / (data.length - 1)) * (width - 2 * padding)
+    const y = padding + (1 - (value - min) / range) * (height - 2 * padding)
+    return `${x},${y}`
+  }).join(' ')
+
+  return (
+    <svg width={width} height={height} className="overflow-visible">
+      <polyline
+        points={points}
+        fill="none"
+        stroke={color}
+        strokeWidth={2}
+        strokeLinecap="round"
+        strokeLinejoin="round"
+      />
+      {data.length > 0 && (
+        <circle
+          cx={padding + ((data.length - 1) / (data.length - 1)) * (width - 2 * padding)}
+          cy={padding + (1 - (data[data.length - 1] - min) / range) * (height - 2 * padding)}
+          r={4}
+          fill={color}
+        />
+      )}
+    </svg>
+  )
+}
+
+// Status Badge
+export function StatusBadge({ status }: { status: TrainingJob['status'] }) {
+  const styles = {
+    queued: 'bg-gray-100 text-gray-800 dark:bg-gray-700 dark:text-gray-300',
+    preparing: 'bg-yellow-100 text-yellow-800 dark:bg-yellow-900 dark:text-yellow-200',
+    training: 'bg-blue-100 text-blue-800 dark:bg-blue-900 dark:text-blue-200',
+    validating: 'bg-purple-100 text-purple-800 dark:bg-purple-900 dark:text-purple-200',
+    completed: 'bg-green-100 text-green-800 dark:bg-green-900 dark:text-green-200',
+    failed: 'bg-red-100 text-red-800 dark:bg-red-900 dark:text-red-200',
+    paused: 'bg-orange-100 text-orange-800 dark:bg-orange-900 dark:text-orange-200',
+  }
+
+  const labels = {
+    queued: 'In Warteschlange',
+    preparing: 'Vorbereitung',
+    training: 'Indexierung laeuft',
+    validating: 'Validierung',
+    completed: 'Abgeschlossen',
+    failed: 'Fehlgeschlagen',
+    paused: 'Pausiert',
+  }
+
+  return (
+    <span className={`inline-flex items-center px-2.5 py-0.5 rounded-full text-xs font-medium ${styles[status]}`}>
+      {status === 'training' && (
+        <span className="w-2 h-2 mr-1.5 bg-blue-500 rounded-full animate-pulse" />
+      )}
+      {labels[status]}
+    </span>
+  )
+}
+
+// Metric Card
+export function MetricCard({ label, value, trend, color }: {
+  label: string
+  value: number | string
+  trend?: 'up' | 'down' | 'neutral'
+  color?: string
+}) {
+  return (
+    <div className="bg-white dark:bg-gray-800 rounded-xl p-4 shadow-sm border border-gray-200 dark:border-gray-700">
+      <p className="text-sm text-gray-500 dark:text-gray-400 mb-1">{label}</p>
+      <div className="flex items-baseline gap-1">
+        <span className="text-2xl font-bold" style={{ color: color || 'inherit' }}>
+          {typeof value === 'number' ? value.toFixed(3) : value}
+        </span>
+        {trend && (
+          <span className={`ml-2 text-sm ${
+            trend === 'up' ? 'text-green-500' : trend === 'down' ? 'text-red-500' : 'text-gray-400'
+          }`}>
+            {trend === 'up' ? '\u2191' : trend === 'down' ? '\u2193' : '\u2192'}
+          </span>
+        )}
+      </div>
+    </div>
+  )
+}

admin-lehrer/app/(admin)/ai/rag-pipeline/_components/TrainingJobCard.tsx

@@ -0,0 +1,126 @@
+'use client'
+
+import type { TrainingJob } from '../types'
+import { ProgressRing, MiniChart, StatusBadge, MetricCard } from './SharedWidgets'
+
+export function TrainingJobCard({ job, onPause, onResume, onStop, onViewDetails }: {
+  job: TrainingJob
+  onPause: () => void
+  onResume: () => void
+  onStop: () => void
+  onViewDetails: () => void
+}) {
+  const isActive = ['training', 'preparing', 'validating'].includes(job.status)
+
+  return (
+    <div className="bg-white dark:bg-gray-800 rounded-2xl shadow-lg border border-gray-200 dark:border-gray-700 overflow-hidden">
+      <div className="px-6 py-4 border-b border-gray-200 dark:border-gray-700 flex justify-between items-center">
+        <div>
+          <h3 className="text-lg font-semibold text-gray-900 dark:text-white">{job.name}</h3>
+          <p className="text-sm text-gray-500 dark:text-gray-400">
+            Typ: {job.model_type.charAt(0).toUpperCase() + job.model_type.slice(1)}
+          </p>
+        </div>
+        <StatusBadge status={job.status} />
+      </div>
+
+      <div className="p-6">
+        <div className="flex items-center gap-8">
+          <ProgressRing
+            progress={job.progress}
+            color={job.status === 'failed' ? '#EF4444' : '#10B981'}
+          />
+          <div className="flex-1 space-y-4">
+            <div>
+              <div className="flex justify-between text-sm mb-1">
+                <span className="text-gray-600 dark:text-gray-400">Durchlauf</span>
+                <span className="font-medium text-gray-900 dark:text-white">
+                  {job.current_epoch} / {job.total_epochs}
+                </span>
+              </div>
+              <div className="h-2 bg-gray-200 dark:bg-gray-700 rounded-full overflow-hidden">
+                <div
+                  className="h-full bg-gradient-to-r from-blue-500 to-blue-600 rounded-full transition-all duration-500"
+                  style={{ width: `${(job.current_epoch / job.total_epochs) * 100}%` }}
+                />
+              </div>
+            </div>
+
+            <div>
+              <div className="flex justify-between text-sm mb-1">
+                <span className="text-gray-600 dark:text-gray-400">Dokumente</span>
+                <span className="font-medium text-gray-900 dark:text-white">
+                  {job.documents_processed.toLocaleString()} / {job.total_documents.toLocaleString()}
+                </span>
+              </div>
+              <div className="h-2 bg-gray-200 dark:bg-gray-700 rounded-full overflow-hidden">
+                <div
+                  className="h-full bg-gradient-to-r from-emerald-500 to-emerald-600 rounded-full transition-all duration-500"
+                  style={{ width: `${(job.documents_processed / job.total_documents) * 100}%` }}
+                />
+              </div>
+            </div>
+          </div>
+        </div>
+
+        <div className="grid grid-cols-4 gap-3 mt-6">
+          <MetricCard label="Loss" value={job.loss} trend="down" color="#3B82F6" />
+          <MetricCard label="Val Loss" value={job.val_loss} trend="down" color="#8B5CF6" />
+          <MetricCard label="Precision" value={job.metrics.precision} color="#10B981" />
+          <MetricCard label="F1 Score" value={job.metrics.f1_score} color="#F59E0B" />
+        </div>
+
+        <div className="mt-6 p-4 bg-gray-50 dark:bg-gray-900 rounded-xl">
+          <div className="flex justify-between items-center mb-3">
+            <span className="text-sm font-medium text-gray-700 dark:text-gray-300">
+              Fortschritt
+            </span>
+          </div>
+          <div className="flex gap-4">
+            <MiniChart data={job.metrics.loss_history} color="#3B82F6" />
+            <MiniChart data={job.metrics.val_loss_history} color="#8B5CF6" />
+          </div>
+        </div>
+
+        <div className="mt-4 flex justify-between text-sm text-gray-500 dark:text-gray-400">
+          <span>
+            Gestartet: {job.started_at ? new Date(job.started_at).toLocaleTimeString('de-DE') : '-'}
+          </span>
+          <span>
+            Geschaetzt: {job.estimated_completion
+              ? new Date(job.estimated_completion).toLocaleTimeString('de-DE')
+              : '-'
+            }
+          </span>
+        </div>
+      </div>
+
+      <div className="px-6 py-4 bg-gray-50 dark:bg-gray-900 border-t border-gray-200 dark:border-gray-700 flex justify-between">
+        <button
+          onClick={onViewDetails}
+          className="px-4 py-2 text-sm font-medium text-blue-600 hover:text-blue-800 dark:text-blue-400"
+        >
+          Details anzeigen
+        </button>
+        <div className="flex gap-2">
+          {isActive && (
+            <>
+              <button
+                onClick={job.status === 'paused' ? onResume : onPause}
+                className="px-4 py-2 text-sm font-medium text-gray-700 dark:text-gray-300 bg-white dark:bg-gray-800 border border-gray-300 dark:border-gray-600 rounded-lg hover:bg-gray-50 dark:hover:bg-gray-700"
+              >
+                {job.status === 'paused' ? 'Fortsetzen' : 'Pausieren'}
+              </button>
+              <button
+                onClick={onStop}
+                className="px-4 py-2 text-sm font-medium text-red-600 bg-red-50 dark:bg-red-900/20 border border-red-200 dark:border-red-800 rounded-lg hover:bg-red-100 dark:hover:bg-red-900/40"
+              >
+                Abbrechen
+              </button>
+            </>
+          )}
+        </div>
+      </div>
+    </div>
+  )
+}

admin-lehrer/app/(admin)/ai/rag-pipeline/api.ts

@@ -0,0 +1,146 @@
+import type { TrainingJob, TrainingConfig, DatasetStats, DataSource } from './types'
+
+// ============================================================================
+// MOCK DATA
+// ============================================================================
+
+export const MOCK_JOBS: TrainingJob[] = []
+
+export const MOCK_STATS: DatasetStats = {
+  total_documents: 632,
+  total_chunks: 8547,
+  training_allowed: 489,
+  by_bundesland: {
+    ni: 87, by: 92, nw: 78, he: 65, bw: 71, rp: 43, sn: 38, sh: 34, th: 29,
+  },
+  by_doc_type: {
+    verordnung: 312,
+    schulordnung: 156,
+    handreichung: 98,
+    erlass: 66,
+  },
+}
+
+export const MOCK_DATA_SOURCES: DataSource[] = [
+  {
+    id: 'nibis',
+    name: 'NiBiS Erwartungshorizonte',
+    description: 'Offizielle Abitur-Erwartungshorizonte vom Niedersaechsischen Bildungsserver',
+    collection: 'bp_nibis_eh',
+    document_count: 245,
+    chunk_count: 3200,
+    last_updated: '2025-01-15T10:30:00Z',
+    status: 'active',
+  },
+  {
+    id: 'user_eh',
+    name: 'Benutzerdefinierte EH',
+    description: 'Von Lehrern hochgeladene schulspezifische Erwartungshorizonte',
+    collection: 'bp_eh',
+    document_count: 87,
+    chunk_count: 1100,
+    last_updated: '2025-01-20T14:15:00Z',
+    status: 'active',
+  },
+  {
+    id: 'legal',
+    name: 'Rechtskorpus',
+    description: 'DSGVO, AI Act, BSI-Standards und weitere Compliance-Regelwerke',
+    collection: 'bp_legal_corpus',
+    document_count: 19,
+    chunk_count: 2400,
+    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',
+    description: 'Landesschulordnungen und Zeugnisverordnungen aller Bundeslaender',
+    collection: 'bp_schulordnungen',
+    document_count: 156,
+    chunk_count: 1847,
+    last_updated: null,
+    status: 'pending',
+  },
+]
+
+// ============================================================================
+// API FUNCTIONS
+// ============================================================================
+
+export async function fetchJobs(): Promise<TrainingJob[]> {
+  try {
+    const response = await fetch('/api/ai/rag-pipeline?action=jobs')
+    if (!response.ok) throw new Error('Failed to fetch jobs')
+    return await response.json()
+  } catch (error) {
+    console.error('Error fetching jobs:', error)
+    return MOCK_JOBS
+  }
+}
+
+export async function fetchDatasetStats(): Promise<DatasetStats> {
+  try {
+    const response = await fetch('/api/ai/rag-pipeline?action=dataset-stats')
+    if (!response.ok) throw new Error('Failed to fetch stats')
+    return await response.json()
+  } catch (error) {
+    console.error('Error fetching stats:', error)
+    return MOCK_STATS
+  }
+}
+
+export async function createTrainingJob(config: Partial<TrainingConfig>): Promise<{id: string, status: string}> {
+  const response = await fetch('/api/ai/rag-pipeline?action=create-job', {
+    method: 'POST',
+    headers: { 'Content-Type': 'application/json' },
+    body: JSON.stringify({
+      name: `RAG-Index ${new Date().toLocaleDateString('de-DE')}`,
+      model_type: 'zeugnis',
+      bundeslaender: config.bundeslaender || [],
+      batch_size: config.batch_size || 16,
+      learning_rate: config.learning_rate || 0.00005,
+      epochs: config.epochs || 10,
+      warmup_steps: config.warmup_steps || 500,
+      weight_decay: config.weight_decay || 0.01,
+      gradient_accumulation: config.gradient_accumulation || 4,
+      mixed_precision: config.mixed_precision ?? true,
+    }),
+  })
+  if (!response.ok) {
+    const error = await response.json()
+    throw new Error(error.detail || 'Failed to create job')
+  }
+  return await response.json()
+}
+
+export async function pauseJob(jobId: string): Promise<void> {
+  const response = await fetch(`/api/ai/rag-pipeline?action=pause&job_id=${jobId}`, {
+    method: 'POST',
+  })
+  if (!response.ok) throw new Error('Failed to pause job')
+}
+
+export async function resumeJob(jobId: string): Promise<void> {
+  const response = await fetch(`/api/ai/rag-pipeline?action=resume&job_id=${jobId}`, {
+    method: 'POST',
+  })
+  if (!response.ok) throw new Error('Failed to resume job')
+}
+
+export async function cancelJob(jobId: string): Promise<void> {
+  const response = await fetch(`/api/ai/rag-pipeline?action=cancel&job_id=${jobId}`, {
+    method: 'POST',
+  })
+  if (!response.ok) throw new Error('Failed to cancel job')
+}

admin-lehrer/app/(admin)/ai/rag-pipeline/dsfa/_components/DSFABadges.tsx

@@ -0,0 +1,61 @@
+'use client'
+
+import React from 'react'
+import { Scale, CheckCircle, Clock, AlertCircle } from 'lucide-react'
+import {
+  DSFALicenseCode,
+  DSFA_LICENSE_LABELS,
+  DSFA_DOCUMENT_TYPE_LABELS,
+} from '@/lib/sdk/types'
+
+export 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>
+  )
+}
+
+export 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>
+  )
+}
+
+export 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>
+  )
+}

admin-lehrer/app/(admin)/ai/rag-pipeline/dsfa/_components/SourceCard.tsx

@@ -0,0 +1,137 @@
+'use client'
+
+import { useState } from 'react'
+import {
+  RefreshCw,
+  ChevronDown,
+  ChevronUp,
+  ExternalLink,
+} from 'lucide-react'
+import { DSFASource, DSFASourceStats } from '@/lib/sdk/types'
+import { LicenseBadge, DocumentTypeBadge } from './DSFABadges'
+
+interface SourceCardProps {
+  source: DSFASource
+  stats?: DSFASourceStats
+  onIngest: () => void
+  isIngesting: boolean
+}
+
+export function SourceCard({ source, stats, onIngest, isIngesting }: SourceCardProps) {
+  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>
+  )
+}

admin-lehrer/app/(admin)/ai/rag-pipeline/dsfa/_components/StatsOverview.tsx

@@ -0,0 +1,59 @@
+'use client'
+
+import { Database } from 'lucide-react'
+import { DSFACorpusStats } from '@/lib/sdk/types'
+import { StatusIndicator } from './DSFABadges'
+
+interface StatsOverviewProps {
+  stats: DSFACorpusStats
+}
+
+export function StatsOverview({ stats }: StatsOverviewProps) {
+  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>
+  )
+}

admin-lehrer/app/(admin)/ai/rag-pipeline/dsfa/_components/dsfa-api.ts

@@ -0,0 +1,137 @@
+/**
+ * DSFA API functions and mock data.
+ */
+
+import {
+  DSFASource,
+  DSFACorpusStats,
+} from '@/lib/sdk/types'
+
+export const API_BASE = process.env.NEXT_PUBLIC_KLAUSUR_SERVICE_URL || 'http://localhost:8086'
+
+export 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 \u2013 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 \u2013 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 \u2013 Namensnennung 2.0',
+    attributionRequired: true,
+    attributionText: 'Quelle: LfD Niedersachsen, DSFA-Muss-Liste',
+    documentType: 'checklist',
+    language: 'de',
+  },
+]
+
+export 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',
+}
+
+export async function fetchSources(): Promise<DSFASource[]> {
+  try {
+    const response = await fetch(`${API_BASE}/api/v1/dsfa-rag/sources`)
+    if (!response.ok) throw new Error('Failed to fetch sources')
+    return await response.json()
+  } catch {
+    return MOCK_SOURCES
+  }
+}
+
+export async function fetchStats(): Promise<DSFACorpusStats> {
+  try {
+    const response = await fetch(`${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
+  }
+}
+
+export async function initializeCorpus(): Promise<{ sources_registered: number }> {
+  const response = await fetch(`${API_BASE}/api/v1/dsfa-rag/init`, {
+    method: 'POST',
+  })
+  if (!response.ok) throw new Error('Failed to initialize corpus')
+  return await response.json()
+}
+
+export async function triggerIngestion(sourceCode: string): Promise<void> {
+  const response = await fetch(`${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')
+}

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

@@ -4,11 +4,6 @@
  * 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'
@@ -19,411 +14,24 @@ import {
   Upload,
   FileText,
   Database,
-  Scale,
-  ExternalLink,
-  ChevronDown,
-  ChevronUp,
   Search,
   Filter,
-  CheckCircle,
-  Clock,
   AlertCircle,
-  BookOpen
+  BookOpen,
 } from 'lucide-react'
+import { DSFASource, DSFACorpusStats, DSFASourceStats } from '@/lib/sdk/types'
+
 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
-// ============================================================================
+  fetchSources,
+  fetchStats,
+  initializeCorpus,
+  triggerIngestion,
+  MOCK_SOURCES,
+  MOCK_STATS,
+} from './_components/dsfa-api'
+import { LicenseBadge } from './_components/DSFABadges'
+import { SourceCard } from './_components/SourceCard'
+import { StatsOverview } from './_components/StatsOverview'
 
 export default function DSFADocumentManagerPage() {
   const [sources, setSources] = useState<DSFASource[]>([])
@@ -461,7 +69,6 @@ export default function DSFADocumentManagerPage() {
     setIsInitializing(true)
     try {
       await initializeCorpus()
-      // Reload data
       const [sourcesData, statsData] = await Promise.all([
         fetchSources(),
         fetchStats(),
@@ -479,7 +86,6 @@ export default function DSFADocumentManagerPage() {
     setIngestingSource(sourceCode)
     try {
       await triggerIngestion(sourceCode)
-      // Reload stats
       const statsData = await fetchStats()
       setStats(statsData)
     } catch (err) {
@@ -501,7 +107,6 @@ export default function DSFADocumentManagerPage() {
     return matchesSearch && matchesType
   })
 
-  // Get stats by source code
   const getStatsForSource = (sourceCode: string): DSFASourceStats | undefined => {
     return stats?.sources.find(s => s.sourceCode === sourceCode)
   }

admin-lehrer/app/(admin)/ai/rag-pipeline/types.ts

@@ -0,0 +1,63 @@
+// ============================================================================
+// RAG Pipeline Types
+// ============================================================================
+
+export interface TrainingJob {
+  id: string
+  name: string
+  model_type: 'zeugnis' | 'klausur' | 'general'
+  status: 'queued' | 'preparing' | 'training' | 'validating' | 'completed' | 'failed' | 'paused'
+  progress: number
+  current_epoch: number
+  total_epochs: number
+  loss: number
+  val_loss: number
+  learning_rate: number
+  documents_processed: number
+  total_documents: number
+  started_at: string | null
+  estimated_completion: string | null
+  error_message: string | null
+  metrics: TrainingMetrics
+  config: TrainingConfig
+}
+
+export interface TrainingMetrics {
+  precision: number
+  recall: number
+  f1_score: number
+  accuracy: number
+  loss_history: number[]
+  val_loss_history: number[]
+  confusion_matrix?: number[][]
+}
+
+export interface TrainingConfig {
+  batch_size: number
+  learning_rate: number
+  epochs: number
+  warmup_steps: number
+  weight_decay: number
+  gradient_accumulation: number
+  mixed_precision: boolean
+  bundeslaender: string[]
+}
+
+export interface DatasetStats {
+  total_documents: number
+  total_chunks: number
+  training_allowed: number
+  by_bundesland: Record<string, number>
+  by_doc_type: Record<string, number>
+}
+
+export interface DataSource {
+  id: string
+  name: string
+  description: string
+  collection: string
+  document_count: number
+  chunk_count: number
+  last_updated: string | null
+  status: 'active' | 'pending' | 'error'
+}

admin-lehrer/app/(admin)/ai/rag-pipeline/useRagPipeline.ts

@@ -0,0 +1,147 @@
+'use client'
+
+import { useState, useEffect } from 'react'
+import type { TrainingJob, TrainingConfig, DatasetStats, DataSource } from './types'
+import {
+  MOCK_JOBS,
+  MOCK_STATS,
+  MOCK_DATA_SOURCES,
+  fetchJobs,
+  fetchDatasetStats,
+  createTrainingJob,
+  pauseJob,
+  resumeJob,
+  cancelJob,
+} from './api'
+
+export type TabType = 'dashboard' | 'architecture' | 'sources'
+
+export interface RagPipelineState {
+  activeTab: TabType
+  setActiveTab: (tab: TabType) => void
+  jobs: TrainingJob[]
+  stats: DatasetStats
+  dataSources: DataSource[]
+  showNewTrainingModal: boolean
+  setShowNewTrainingModal: (show: boolean) => void
+  selectedJob: TrainingJob | null
+  setSelectedJob: (job: TrainingJob | null) => void
+  isLoading: boolean
+  error: string | null
+  setError: (error: string | null) => void
+  handleStartTraining: (config: Partial<TrainingConfig>) => Promise<void>
+  handlePauseJob: (jobId: string) => Promise<void>
+  handleResumeJob: (jobId: string) => Promise<void>
+  handleCancelJob: (jobId: string) => Promise<void>
+}
+
+export function useRagPipeline(): RagPipelineState {
+  const [activeTab, setActiveTab] = useState<TabType>('dashboard')
+  const [jobs, setJobs] = useState<TrainingJob[]>([])
+  const [stats, setStats] = useState<DatasetStats>(MOCK_STATS)
+  const [dataSources] = useState<DataSource[]>(MOCK_DATA_SOURCES)
+  const [showNewTrainingModal, setShowNewTrainingModal] = useState(false)
+  const [selectedJob, setSelectedJob] = useState<TrainingJob | null>(null)
+  const [isLoading, setIsLoading] = useState(true)
+  const [error, setError] = useState<string | null>(null)
+
+  useEffect(() => {
+    async function loadData() {
+      setIsLoading(true)
+      try {
+        const [jobsData, statsData] = await Promise.all([
+          fetchJobs(),
+          fetchDatasetStats(),
+        ])
+        setJobs(jobsData)
+        setStats(statsData)
+        setError(null)
+      } catch (err) {
+        console.error('Failed to load data:', err)
+        setError('Verbindung zum Backend fehlgeschlagen')
+        setJobs(MOCK_JOBS)
+        setStats(MOCK_STATS)
+      } finally {
+        setIsLoading(false)
+      }
+    }
+    loadData()
+  }, [])
+
+  useEffect(() => {
+    const hasActiveJob = jobs.some(j => j.status === 'training' || j.status === 'preparing')
+    if (!hasActiveJob) return
+
+    const interval = setInterval(async () => {
+      try {
+        const updatedJobs = await fetchJobs()
+        setJobs(updatedJobs)
+      } catch (err) {
+        console.error('Failed to refresh jobs:', err)
+      }
+    }, 2000)
+
+    return () => clearInterval(interval)
+  }, [jobs])
+
+  const handleStartTraining = async (config: Partial<TrainingConfig>) => {
+    try {
+      await createTrainingJob(config)
+      const updatedJobs = await fetchJobs()
+      setJobs(updatedJobs)
+      setShowNewTrainingModal(false)
+    } catch (err) {
+      console.error('Failed to start training:', err)
+      setError(err instanceof Error ? err.message : 'Indexierung konnte nicht gestartet werden')
+    }
+  }
+
+  const handlePauseJob = async (jobId: string) => {
+    try {
+      await pauseJob(jobId)
+      const updatedJobs = await fetchJobs()
+      setJobs(updatedJobs)
+    } catch (err) {
+      console.error('Failed to pause job:', err)
+    }
+  }
+
+  const handleResumeJob = async (jobId: string) => {
+    try {
+      await resumeJob(jobId)
+      const updatedJobs = await fetchJobs()
+      setJobs(updatedJobs)
+    } catch (err) {
+      console.error('Failed to resume job:', err)
+    }
+  }
+
+  const handleCancelJob = async (jobId: string) => {
+    try {
+      await cancelJob(jobId)
+      const updatedJobs = await fetchJobs()
+      setJobs(updatedJobs)
+    } catch (err) {
+      console.error('Failed to cancel job:', err)
+    }
+  }
+
+  return {
+    activeTab,
+    setActiveTab,
+    jobs,
+    stats,
+    dataSources,
+    showNewTrainingModal,
+    setShowNewTrainingModal,
+    selectedJob,
+    setSelectedJob,
+    isLoading,
+    error,
+    setError,
+    handleStartTraining,
+    handlePauseJob,
+    handleResumeJob,
+    handleCancelJob,
+  }
+}

admin-lehrer/app/(admin)/ai/rag/__tests__/rag-documents.test.ts

@@ -0,0 +1,252 @@
+import { describe, it, expect } from 'vitest'
+import ragData from '../rag-documents.json'
+
+/**
+ * Tests fuer rag-documents.json — Branchen-Regulierungs-Matrix
+ *
+ * Validiert die JSON-Struktur, Branchen-Zuordnung und Datenintegritaet
+ * der 320 Dokumente fuer die RAG Landkarte.
+ */
+
+const VALID_INDUSTRY_IDS = ragData.industries.map((i: any) => i.id)
+const VALID_DOC_TYPE_IDS = ragData.doc_types.map((dt: any) => dt.id)
+
+describe('rag-documents.json — Struktur', () => {
+  it('sollte doc_types, industries und documents enthalten', () => {
+    expect(ragData).toHaveProperty('doc_types')
+    expect(ragData).toHaveProperty('industries')
+    expect(ragData).toHaveProperty('documents')
+    expect(Array.isArray(ragData.doc_types)).toBe(true)
+    expect(Array.isArray(ragData.industries)).toBe(true)
+    expect(Array.isArray(ragData.documents)).toBe(true)
+  })
+
+  it('sollte genau 10 Branchen haben (VDMA/VDA/BDI)', () => {
+    expect(ragData.industries).toHaveLength(10)
+    const ids = ragData.industries.map((i: any) => i.id)
+    expect(ids).toContain('automotive')
+    expect(ids).toContain('maschinenbau')
+    expect(ids).toContain('elektrotechnik')
+    expect(ids).toContain('chemie')
+    expect(ids).toContain('metall')
+    expect(ids).toContain('energie')
+    expect(ids).toContain('transport')
+    expect(ids).toContain('handel')
+    expect(ids).toContain('konsumgueter')
+    expect(ids).toContain('bau')
+  })
+
+  it('sollte keine Pseudo-Branchen enthalten (IoT, KI, HR, KRITIS, etc.)', () => {
+    const ids = ragData.industries.map((i: any) => i.id)
+    expect(ids).not.toContain('iot')
+    expect(ids).not.toContain('ai')
+    expect(ids).not.toContain('hr')
+    expect(ids).not.toContain('kritis')
+    expect(ids).not.toContain('ecommerce')
+    expect(ids).not.toContain('tech')
+    expect(ids).not.toContain('media')
+    expect(ids).not.toContain('public')
+  })
+
+  it('sollte 17 Dokumenttypen haben', () => {
+    expect(ragData.doc_types.length).toBe(17)
+  })
+
+  it('sollte mindestens 300 Dokumente haben', () => {
+    expect(ragData.documents.length).toBeGreaterThanOrEqual(300)
+  })
+
+  it('sollte jede Branche name und icon haben', () => {
+    ragData.industries.forEach((ind: any) => {
+      expect(ind).toHaveProperty('id')
+      expect(ind).toHaveProperty('name')
+      expect(ind).toHaveProperty('icon')
+      expect(ind.name.length).toBeGreaterThan(0)
+    })
+  })
+
+  it('sollte jeden doc_type mit id, label, icon und sort haben', () => {
+    ragData.doc_types.forEach((dt: any) => {
+      expect(dt).toHaveProperty('id')
+      expect(dt).toHaveProperty('label')
+      expect(dt).toHaveProperty('icon')
+      expect(dt).toHaveProperty('sort')
+    })
+  })
+})
+
+describe('rag-documents.json — Dokument-Validierung', () => {
+  it('sollte keine doppelten Codes haben', () => {
+    const codes = ragData.documents.map((d: any) => d.code)
+    const unique = new Set(codes)
+    expect(unique.size).toBe(codes.length)
+  })
+
+  it('sollte Pflichtfelder bei jedem Dokument haben', () => {
+    ragData.documents.forEach((doc: any) => {
+      expect(doc).toHaveProperty('code')
+      expect(doc).toHaveProperty('name')
+      expect(doc).toHaveProperty('doc_type')
+      expect(doc).toHaveProperty('industries')
+      expect(doc).toHaveProperty('in_rag')
+      expect(doc).toHaveProperty('rag_collection')
+      expect(doc.code.length).toBeGreaterThan(0)
+      expect(doc.name.length).toBeGreaterThan(0)
+      expect(Array.isArray(doc.industries)).toBe(true)
+    })
+  })
+
+  it('sollte nur gueltige doc_type IDs verwenden', () => {
+    ragData.documents.forEach((doc: any) => {
+      expect(VALID_DOC_TYPE_IDS).toContain(doc.doc_type)
+    })
+  })
+
+  it('sollte nur gueltige industry IDs verwenden (oder "all")', () => {
+    ragData.documents.forEach((doc: any) => {
+      doc.industries.forEach((ind: string) => {
+        if (ind !== 'all') {
+          expect(VALID_INDUSTRY_IDS).toContain(ind)
+        }
+      })
+    })
+  })
+
+  it('sollte gueltige rag_collection Namen verwenden', () => {
+    const validCollections = [
+      'bp_compliance_ce',
+      'bp_compliance_gesetze',
+      'bp_compliance_datenschutz',
+      'bp_dsfa_corpus',
+      'bp_legal_templates',
+      'bp_compliance_recht',
+      'bp_nibis_eh',
+    ]
+    ragData.documents.forEach((doc: any) => {
+      expect(validCollections).toContain(doc.rag_collection)
+    })
+  })
+})
+
+describe('rag-documents.json — Branchen-Zuordnungslogik', () => {
+  const findDoc = (code: string) => ragData.documents.find((d: any) => d.code === code)
+
+  describe('Horizontale Regulierungen (alle Branchen)', () => {
+    const horizontalCodes = [
+      'GDPR', 'BDSG_FULL', 'EPRIVACY', 'TDDDG', 'AIACT', 'CRA',
+      'NIS2', 'GPSR', 'PLD', 'EUCSA', 'DATAACT',
+    ]
+
+    horizontalCodes.forEach((code) => {
+      it(`${code} sollte fuer alle Branchen gelten`, () => {
+        const doc = findDoc(code)
+        if (doc) {
+          expect(doc.industries).toContain('all')
+        }
+      })
+    })
+  })
+
+  describe('Sektorspezifische Regulierungen', () => {
+    it('Maschinenverordnung sollte Maschinenbau, Automotive, Elektrotechnik enthalten', () => {
+      const doc = findDoc('MACHINERY_REG')
+      if (doc) {
+        expect(doc.industries).toContain('maschinenbau')
+        expect(doc.industries).toContain('automotive')
+        expect(doc.industries).toContain('elektrotechnik')
+        expect(doc.industries).not.toContain('all')
+      }
+    })
+
+    it('ElektroG sollte Elektrotechnik und Automotive enthalten', () => {
+      const doc = findDoc('DE_ELEKTROG')
+      if (doc) {
+        expect(doc.industries).toContain('elektrotechnik')
+        expect(doc.industries).toContain('automotive')
+      }
+    })
+
+    it('BattDG sollte Automotive und Elektrotechnik enthalten', () => {
+      const doc = findDoc('DE_BATTDG')
+      if (doc) {
+        expect(doc.industries).toContain('automotive')
+        expect(doc.industries).toContain('elektrotechnik')
+      }
+    })
+
+    it('ENISA ICS/SCADA sollte Energie, Maschinenbau, Chemie enthalten', () => {
+      const doc = findDoc('ENISA_ICS_SCADA')
+      if (doc) {
+        expect(doc.industries).toContain('energie')
+        expect(doc.industries).toContain('maschinenbau')
+        expect(doc.industries).toContain('chemie')
+      }
+    })
+  })
+
+  describe('Nicht zutreffende Regulierungen (Finanz/Medizin/Plattformen)', () => {
+    const emptyIndustryCodes = ['DORA', 'PSD2', 'MiCA', 'AMLR', 'EHDS', 'DSA', 'DMA', 'MDR']
+
+    emptyIndustryCodes.forEach((code) => {
+      it(`${code} sollte keine Branchen-Zuordnung haben`, () => {
+        const doc = findDoc(code)
+        if (doc) {
+          expect(doc.industries).toHaveLength(0)
+        }
+      })
+    })
+  })
+
+  describe('BSI-TR-03161 (DiGA) sollte nicht zutreffend sein', () => {
+    ['BSI-TR-03161-1', 'BSI-TR-03161-2', 'BSI-TR-03161-3'].forEach((code) => {
+      it(`${code} sollte keine Branchen-Zuordnung haben`, () => {
+        const doc = findDoc(code)
+        if (doc) {
+          expect(doc.industries).toHaveLength(0)
+        }
+      })
+    })
+  })
+})
+
+describe('rag-documents.json — Applicability Notes', () => {
+  it('sollte applicability_note bei Dokumenten mit description haben', () => {
+    const withDescription = ragData.documents.filter((d: any) => d.description)
+    const withNote = withDescription.filter((d: any) => d.applicability_note)
+    // Mindestens 90% der Dokumente mit Beschreibung sollten eine Note haben
+    expect(withNote.length / withDescription.length).toBeGreaterThan(0.9)
+  })
+
+  it('horizontale Regulierungen sollten "alle Branchen" in der Note erwaehnen', () => {
+    const gdpr = ragData.documents.find((d: any) => d.code === 'GDPR')
+    if (gdpr?.applicability_note) {
+      expect(gdpr.applicability_note.toLowerCase()).toContain('alle branchen')
+    }
+  })
+
+  it('nicht zutreffende sollten "nicht zutreffend" in der Note erwaehnen', () => {
+    const dora = ragData.documents.find((d: any) => d.code === 'DORA')
+    if (dora?.applicability_note) {
+      expect(dora.applicability_note.toLowerCase()).toContain('nicht zutreffend')
+    }
+  })
+})
+
+describe('rag-documents.json — Dokumenttyp-Verteilung', () => {
+  it('sollte Dokumente in jedem doc_type haben', () => {
+    ragData.doc_types.forEach((dt: any) => {
+      const count = ragData.documents.filter((d: any) => d.doc_type === dt.id).length
+      expect(count).toBeGreaterThan(0)
+    })
+  })
+
+  it('sollte EU-Verordnungen als groesste Kategorie haben (mind. 15)', () => {
+    const euRegs = ragData.documents.filter((d: any) => d.doc_type === 'eu_regulation')
+    expect(euRegs.length).toBeGreaterThanOrEqual(15)
+  })
+
+  it('sollte EDPB Leitlinien als umfangreichste Kategorie haben (mind. 40)', () => {
+    const edpb = ragData.documents.filter((d: any) => d.doc_type === 'edpb_guideline')
+    expect(edpb.length).toBeGreaterThanOrEqual(40)
+  })
+})

admin-lehrer/app/(admin)/ai/rag/_components/DataTab.tsx

@@ -0,0 +1,195 @@
+'use client'
+
+import React from 'react'
+import type { UseRAGPageReturn } from '../_hooks/useRAGPage'
+
+interface DataTabProps {
+  hook: UseRAGPageReturn
+}
+
+export function DataTab({ hook }: DataTabProps) {
+  const {
+    customDocuments,
+    uploadFile,
+    setUploadFile,
+    uploadTitle,
+    setUploadTitle,
+    uploadCode,
+    setUploadCode,
+    uploading,
+    handleUpload,
+    linkUrl,
+    setLinkUrl,
+    linkTitle,
+    setLinkTitle,
+    linkCode,
+    setLinkCode,
+    addingLink,
+    handleAddLink,
+    handleDeleteDocument,
+    fetchCustomDocuments,
+  } = hook
+
+  return (
+    <div className="space-y-6">
+      {/* Upload Document */}
+      <div className="bg-white rounded-xl border border-slate-200 p-6">
+        <h3 className="font-semibold text-slate-900 mb-4">Dokument hochladen (PDF)</h3>
+        <div className="grid grid-cols-1 md:grid-cols-3 gap-4">
+          <div>
+            <label className="block text-sm font-medium text-slate-700 mb-2">PDF-Datei</label>
+            <input
+              type="file"
+              accept=".pdf"
+              onChange={(e) => setUploadFile(e.target.files?.[0] || null)}
+              className="w-full px-3 py-2 border rounded-lg text-sm"
+            />
+          </div>
+          <div>
+            <label className="block text-sm font-medium text-slate-700 mb-2">Titel</label>
+            <input
+              type="text"
+              value={uploadTitle}
+              onChange={(e) => setUploadTitle(e.target.value)}
+              placeholder="z.B. Firmen-Datenschutzrichtlinie"
+              className="w-full px-3 py-2 border rounded-lg"
+            />
+          </div>
+          <div>
+            <label className="block text-sm font-medium text-slate-700 mb-2">Code (eindeutig)</label>
+            <input
+              type="text"
+              value={uploadCode}
+              onChange={(e) => setUploadCode(e.target.value.toUpperCase())}
+              placeholder="z.B. CUSTOM-DSR-01"
+              className="w-full px-3 py-2 border rounded-lg font-mono"
+            />
+          </div>
+        </div>
+        <button
+          onClick={handleUpload}
+          disabled={uploading || !uploadFile || !uploadTitle || !uploadCode}
+          className="mt-4 px-6 py-2 bg-teal-600 text-white rounded-lg hover:bg-teal-700 disabled:opacity-50"
+        >
+          {uploading ? 'Wird hochgeladen...' : 'Hochladen & Indexieren'}
+        </button>
+      </div>
+
+      {/* Add Link */}
+      <div className="bg-white rounded-xl border border-slate-200 p-6">
+        <h3 className="font-semibold text-slate-900 mb-4">Link hinzufuegen (Webseite/PDF)</h3>
+        <div className="grid grid-cols-1 md:grid-cols-3 gap-4">
+          <div>
+            <label className="block text-sm font-medium text-slate-700 mb-2">URL</label>
+            <input
+              type="url"
+              value={linkUrl}
+              onChange={(e) => setLinkUrl(e.target.value)}
+              placeholder="https://example.com/document.pdf"
+              className="w-full px-3 py-2 border rounded-lg"
+            />
+          </div>
+          <div>
+            <label className="block text-sm font-medium text-slate-700 mb-2">Titel</label>
+            <input
+              type="text"
+              value={linkTitle}
+              onChange={(e) => setLinkTitle(e.target.value)}
+              placeholder="z.B. BSI IT-Grundschutz"
+              className="w-full px-3 py-2 border rounded-lg"
+            />
+          </div>
+          <div>
+            <label className="block text-sm font-medium text-slate-700 mb-2">Code (eindeutig)</label>
+            <input
+              type="text"
+              value={linkCode}
+              onChange={(e) => setLinkCode(e.target.value.toUpperCase())}
+              placeholder="z.B. BSI-GRUNDSCHUTZ"
+              className="w-full px-3 py-2 border rounded-lg font-mono"
+            />
+          </div>
+        </div>
+        <button
+          onClick={handleAddLink}
+          disabled={addingLink || !linkUrl || !linkTitle || !linkCode}
+          className="mt-4 px-6 py-2 bg-teal-600 text-white rounded-lg hover:bg-teal-700 disabled:opacity-50"
+        >
+          {addingLink ? 'Wird hinzugefuegt...' : 'Link hinzufuegen & Indexieren'}
+        </button>
+      </div>
+
+      {/* Custom Documents List */}
+      <div className="bg-white rounded-xl border border-slate-200 overflow-hidden">
+        <div className="px-4 py-3 border-b bg-slate-50 flex items-center justify-between">
+          <h3 className="font-semibold text-slate-900">Eigene Dokumente ({customDocuments.length})</h3>
+          <button
+            onClick={fetchCustomDocuments}
+            className="text-sm text-teal-600 hover:text-teal-700"
+          >
+            Aktualisieren
+          </button>
+        </div>
+        {customDocuments.length === 0 ? (
+          <div className="p-8 text-center text-slate-500">
+            Noch keine eigenen Dokumente hinzugefuegt.
+          </div>
+        ) : (
+          <div className="divide-y">
+            {customDocuments.map((doc) => (
+              <div key={doc.id} className="px-4 py-3 flex items-center justify-between">
+                <div className="flex items-center gap-3">
+                  <span className="w-8 h-8 rounded-lg bg-slate-100 flex items-center justify-center text-lg">
+                    {doc.url ? '🔗' : '📄'}
+                  </span>
+                  <div>
+                    <p className="font-medium text-slate-900">{doc.title}</p>
+                    <p className="text-sm text-slate-500">
+                      <span className="font-mono text-teal-600">{doc.code}</span>
+                      {' • '}
+                      {doc.filename || doc.url}
+                    </p>
+                  </div>
+                </div>
+                <div className="flex items-center gap-4">
+                  <span className={`px-2 py-1 rounded text-xs font-medium ${
+                    doc.status === 'indexed' ? 'bg-green-100 text-green-700' :
+                    doc.status === 'error' ? 'bg-red-100 text-red-700' :
+                    doc.status === 'processing' || doc.status === 'fetching' ? 'bg-blue-100 text-blue-700' :
+                    'bg-slate-100 text-slate-700'
+                  }`}>
+                    {doc.status === 'indexed' ? `${doc.chunk_count} Chunks` :
+                     doc.status === 'error' ? 'Fehler' :
+                     doc.status === 'processing' ? 'Verarbeitung...' :
+                     doc.status === 'fetching' ? 'Abruf...' :
+                     doc.status}
+                  </span>
+                  <button
+                    onClick={() => handleDeleteDocument(doc.id)}
+                    className="text-red-500 hover:text-red-700 text-sm"
+                  >
+                    Loeschen
+                  </button>
+                </div>
+              </div>
+            ))}
+          </div>
+        )}
+      </div>
+
+      {/* Info Box */}
+      <div className="bg-teal-50 border border-teal-200 rounded-xl p-6">
+        <h4 className="font-semibold text-teal-800 flex items-center gap-2">
+          <span>ℹ️</span>
+          Hinweis zur Verwendung
+        </h4>
+        <p className="text-sm text-teal-700 mt-2">
+          Laden Sie eigene Dokumente (z.B. interne Datenschutzrichtlinien, Vertraege) oder
+          externe Links hoch. Diese werden automatisch in Chunks aufgeteilt und indexiert.
+          Nach dem Hinzufuegen koennen Sie im <strong>Pipeline</strong>-Tab die vollstaendige
+          Compliance-Analyse starten.
+        </p>
+      </div>
+    </div>
+  )
+}

admin-lehrer/app/(admin)/ai/rag/_components/IngestionTab.tsx

@@ -0,0 +1,69 @@
+'use client'
+
+import React from 'react'
+import type { UseRAGPageReturn } from '../_hooks/useRAGPage'
+
+interface IngestionTabProps {
+  hook: UseRAGPageReturn
+}
+
+export function IngestionTab({ hook }: IngestionTabProps) {
+  const { ingestionRunning, ingestionLog, triggerIngestion } = hook
+
+  return (
+    <div className="space-y-6">
+      {/* Ingestion Control */}
+      <div className="bg-white rounded-xl border border-slate-200 p-6">
+        <h3 className="font-semibold text-slate-900 mb-4">Legal Corpus Re-Ingestion</h3>
+        <p className="text-slate-600 mb-4">
+          Startet die Neuindexierung aller 19 Regulierungen. Die Dokumente werden von EUR-Lex,
+          gesetze-im-internet.de und BSI heruntergeladen, in semantische Chunks aufgeteilt und
+          mit BGE-M3 Embeddings in Qdrant indexiert.
+        </p>
+        <div className="flex items-center gap-4">
+          <button
+            onClick={triggerIngestion}
+            disabled={ingestionRunning}
+            className="px-6 py-2 bg-teal-600 text-white rounded-lg hover:bg-teal-700 disabled:opacity-50"
+          >
+            {ingestionRunning ? 'Laeuft...' : 'Re-Ingestion starten'}
+          </button>
+          {ingestionRunning && (
+            <span className="flex items-center gap-2 text-teal-600">
+              <svg className="animate-spin h-4 w-4" fill="none" viewBox="0 0 24 24">
+                <circle className="opacity-25" cx="12" cy="12" r="10" stroke="currentColor" strokeWidth="4" />
+                <path className="opacity-75" fill="currentColor" d="M4 12a8 8 0 018-8V0C5.373 0 0 5.373 0 12h4zm2 5.291A7.962 7.962 0 014 12H0c0 3.042 1.135 5.7.689 3 7.938l3-2.647z" />
+              </svg>
+              Ingestion laeuft...
+            </span>
+          )}
+        </div>
+      </div>
+
+      {/* Ingestion Log */}
+      {ingestionLog.length > 0 && (
+        <div className="bg-slate-900 rounded-xl p-4">
+          <h4 className="text-slate-400 text-sm mb-2">Log</h4>
+          <div className="font-mono text-sm text-green-400 space-y-1 max-h-64 overflow-y-auto">
+            {ingestionLog.map((line, i) => (
+              <div key={i}>{line}</div>
+            ))}
+          </div>
+        </div>
+      )}
+
+      {/* Info Box */}
+      <div className="bg-teal-50 border border-teal-200 rounded-xl p-6">
+        <h4 className="font-semibold text-teal-800 flex items-center gap-2">
+          <span>💡</span>
+          Hinweis zur Datenquelle
+        </h4>
+        <p className="text-sm text-teal-700 mt-2">
+          Alle indexierten Dokumente sind amtliche Werke (§5 UrhG) und damit urheberrechtsfrei.
+          Sie werden nur fuer RAG/Retrieval verwendet, nicht fuer Modell-Training.
+          Die Daten werden lokal auf dem Mac Mini verarbeitet und nicht an externe Dienste gesendet.
+        </p>
+      </div>
+    </div>
+  )
+}

admin-lehrer/app/(admin)/ai/rag/_components/MapTab.tsx

@@ -0,0 +1,373 @@
+'use client'
+
+import React from 'react'
+import {
+  REGULATIONS,
+  DOC_TYPES,
+  INDUSTRIES_LIST,
+  INDUSTRIES,
+  INDUSTRY_REGULATION_MAP,
+  TYPE_COLORS,
+  THEMATIC_GROUPS,
+  KEY_INTERSECTIONS,
+  RAG_DOCUMENTS,
+  isInRag,
+} from '../rag-data'
+import type { UseRAGPageReturn } from '../_hooks/useRAGPage'
+import {
+  FutureOutlookSection,
+  RagCoverageSection,
+  FutureRegulationsSection,
+  LegalBasisSection,
+} from './MapTabSections'
+
+interface MapTabProps {
+  hook: UseRAGPageReturn
+}
+
+export function MapTab({ hook }: MapTabProps) {
+  const {
+    expandedRegulation,
+    setExpandedRegulation,
+    expandedDocTypes,
+    setExpandedDocTypes,
+    expandedMatrixDoc,
+    setExpandedMatrixDoc,
+    setActiveTab,
+  } = hook
+
+  return (
+    <div className="space-y-6">
+      {/* Industry Filter */}
+      <IndustryFilter
+        expandedRegulation={expandedRegulation}
+        setExpandedRegulation={setExpandedRegulation}
+      />
+
+      {/* Thematic Groups */}
+      <ThematicGroupsSection setActiveTab={setActiveTab} setExpandedRegulation={setExpandedRegulation} />
+
+      {/* Key Intersections */}
+      <KeyIntersectionsSection />
+
+      {/* Regulation Matrix */}
+      <RegulationMatrix
+        expandedDocTypes={expandedDocTypes}
+        setExpandedDocTypes={setExpandedDocTypes}
+        expandedMatrixDoc={expandedMatrixDoc}
+        setExpandedMatrixDoc={setExpandedMatrixDoc}
+      />
+
+      {/* Future Outlook Section */}
+      <FutureOutlookSection />
+
+      {/* RAG Coverage Overview */}
+      <RagCoverageSection />
+
+      {/* Potential Future Regulations */}
+      <FutureRegulationsSection />
+
+      {/* Legal Basis Info */}
+      <LegalBasisSection />
+    </div>
+  )
+}
+
+// --- Sub-components ---
+
+function IndustryFilter({
+  expandedRegulation,
+  setExpandedRegulation,
+}: {
+  expandedRegulation: string | null
+  setExpandedRegulation: (v: string | null) => void
+}) {
+  return (
+    <div className="bg-white rounded-xl border border-slate-200 p-6">
+      <h3 className="font-semibold text-slate-900 mb-4">Regulierungen nach Branche</h3>
+      <p className="text-sm text-slate-500 mb-4">
+        Waehlen Sie Ihre Branche, um relevante Regulierungen zu sehen.
+      </p>
+      <div className="grid grid-cols-2 md:grid-cols-5 gap-3">
+        {INDUSTRIES.map((industry) => {
+          const regs = INDUSTRY_REGULATION_MAP[industry.id] || []
+          return (
+            <button
+              key={industry.id}
+              onClick={() => setExpandedRegulation(industry.id === expandedRegulation ? null : industry.id)}
+              className={`p-4 rounded-lg border text-left transition-all ${
+                expandedRegulation === industry.id
+                  ? 'border-teal-500 bg-teal-50 ring-2 ring-teal-200'
+                  : 'border-slate-200 hover:border-slate-300 hover:bg-slate-50'
+              }`}
+            >
+              <div className="text-2xl mb-2">{industry.icon}</div>
+              <div className="font-medium text-slate-900 text-sm">{industry.name}</div>
+              <div className="text-xs text-slate-500 mt-1">{regs.length} Regulierungen</div>
+            </button>
+          )
+        })}
+      </div>
+
+      {/* Selected Industry Details */}
+      {expandedRegulation && INDUSTRIES.find(i => i.id === expandedRegulation) && (
+        <div className="mt-6 p-4 bg-slate-50 rounded-lg">
+          {(() => {
+            const industry = INDUSTRIES.find(i => i.id === expandedRegulation)!
+            const regCodes = INDUSTRY_REGULATION_MAP[industry.id] || []
+            const regs = REGULATIONS.filter(r => regCodes.includes(r.code))
+            return (
+              <>
+                <div className="flex items-center gap-3 mb-4">
+                  <span className="text-3xl">{industry.icon}</span>
+                  <div>
+                    <h4 className="font-semibold text-slate-900">{industry.name}</h4>
+                    <p className="text-sm text-slate-500">{industry.description}</p>
+                  </div>
+                </div>
+                <div className="grid grid-cols-1 md:grid-cols-2 lg:grid-cols-3 gap-3">
+                  {regs.map((reg) => {
+                    const regInRag = isInRag(reg.code)
+                    return (
+                      <div
+                        key={reg.code}
+                        className={`bg-white p-3 rounded-lg border ${regInRag ? 'border-green-200' : 'border-slate-200'}`}
+                      >
+                        <div className="flex items-center gap-2 mb-1">
+                          <span className={`px-2 py-0.5 text-xs rounded ${TYPE_COLORS[reg.type]}`}>
+                            {reg.code}
+                          </span>
+                          {regInRag ? (
+                            <span className="px-1.5 py-0.5 text-[10px] font-bold bg-green-100 text-green-600 rounded">RAG</span>
+                          ) : (
+                            <span className="px-1.5 py-0.5 text-[10px] font-bold bg-red-50 text-red-400 rounded">✗</span>
+                          )}
+                        </div>
+                        <div className="font-medium text-sm text-slate-900">{reg.name}</div>
+                        <div className="text-xs text-slate-500 mt-1 line-clamp-2">{reg.description}</div>
+                      </div>
+                    )
+                  })}
+                </div>
+              </>
+            )
+          })()}
+        </div>
+      )}
+    </div>
+  )
+}
+
+function ThematicGroupsSection({
+  setActiveTab,
+  setExpandedRegulation,
+}: {
+  setActiveTab: (v: any) => void
+  setExpandedRegulation: (v: string | null) => void
+}) {
+  return (
+    <div className="bg-white rounded-xl border border-slate-200 p-6">
+      <h3 className="font-semibold text-slate-900 mb-4">Thematische Cluster</h3>
+      <p className="text-sm text-slate-500 mb-4">
+        Regulierungen gruppiert nach Themenbereichen - zeigt Ueberschneidungen.
+      </p>
+      <div className="space-y-4">
+        {THEMATIC_GROUPS.map((group) => (
+          <div key={group.id} className="border border-slate-200 rounded-lg overflow-hidden">
+            <div className={`${group.color} px-4 py-2 text-white font-medium flex items-center justify-between`}>
+              <span>{group.name}</span>
+              <span className="text-sm opacity-80">{group.regulations.length} Regulierungen</span>
+            </div>
+            <div className="p-4">
+              <p className="text-sm text-slate-600 mb-3">{group.description}</p>
+              <div className="flex flex-wrap gap-2">
+                {group.regulations.map((code) => {
+                  const reg = REGULATIONS.find(r => r.code === code)
+                  const codeInRag = isInRag(code)
+                  return (
+                    <span
+                      key={code}
+                      className={`px-3 py-1.5 rounded-full text-sm font-medium cursor-pointer ${
+                        codeInRag
+                          ? 'bg-green-100 text-green-700 hover:bg-green-200'
+                          : 'bg-slate-100 text-slate-700 hover:bg-slate-200'
+                      }`}
+                      onClick={() => {
+                        setActiveTab('regulations')
+                        setExpandedRegulation(code)
+                      }}
+                      title={`${reg?.fullName || code}${codeInRag ? ' (im RAG)' : ' (nicht im RAG)'}`}
+                    >
+                      {codeInRag ? '✓ ' : '✗ '}{code}
+                    </span>
+                  )
+                })}
+              </div>
+            </div>
+          </div>
+        ))}
+      </div>
+    </div>
+  )
+}
+
+function KeyIntersectionsSection() {
+  return (
+    <div className="bg-white rounded-xl border border-slate-200 p-6">
+      <h3 className="font-semibold text-slate-900 mb-4">Wichtige Schnittstellen</h3>
+      <p className="text-sm text-slate-500 mb-4">
+        Bereiche, in denen sich mehrere Regulierungen ueberschneiden und zusammenwirken.
+      </p>
+      <div className="grid grid-cols-1 md:grid-cols-2 lg:grid-cols-3 gap-4">
+        {KEY_INTERSECTIONS.map((intersection, idx) => (
+          <div key={idx} className="bg-gradient-to-br from-slate-50 to-slate-100 rounded-lg p-4 border border-slate-200">
+            <div className="flex flex-wrap gap-1 mb-2">
+              {intersection.regulations.map((code) => (
+                <span
+                  key={code}
+                  className={`px-2 py-0.5 text-xs font-medium rounded ${
+                    isInRag(code)
+                      ? 'bg-green-100 text-green-700'
+                      : 'bg-red-50 text-red-500'
+                  }`}
+                >
+                  {isInRag(code) ? '✓ ' : '✗ '}{code}
+                </span>
+              ))}
+            </div>
+            <div className="font-medium text-slate-900 text-sm mb-1">{intersection.topic}</div>
+            <div className="text-xs text-slate-500">{intersection.description}</div>
+          </div>
+        ))}
+      </div>
+    </div>
+  )
+}
+
+function RegulationMatrix({
+  expandedDocTypes,
+  setExpandedDocTypes,
+  expandedMatrixDoc,
+  setExpandedMatrixDoc,
+}: {
+  expandedDocTypes: string[]
+  setExpandedDocTypes: (fn: (prev: string[]) => string[]) => void
+  expandedMatrixDoc: string | null
+  setExpandedMatrixDoc: (v: string | null) => void
+}) {
+  return (
+    <div className="bg-white rounded-xl border border-slate-200 overflow-hidden">
+      <div className="px-4 py-3 border-b bg-slate-50">
+        <h3 className="font-semibold text-slate-900">Branchen-Regulierungs-Matrix</h3>
+        <p className="text-sm text-slate-500">{RAG_DOCUMENTS.length} Dokumente in {DOC_TYPES.length} Kategorien</p>
+      </div>
+      <div className="overflow-x-auto">
+        <table className="w-full text-xs">
+          <thead className="bg-slate-50 border-b sticky top-0 z-10">
+            <tr>
+              <th className="px-2 py-2 text-left font-medium text-slate-500 sticky left-0 bg-slate-50 min-w-[200px]">Regulierung</th>
+              {INDUSTRIES_LIST.filter((i: any) => i.id !== 'all').map((industry: any) => (
+                <th key={industry.id} className="px-2 py-2 text-center font-medium text-slate-500 min-w-[60px]">
+                  <div className="flex flex-col items-center">
+                    <span className="text-lg">{industry.icon}</span>
+                    <span className="text-[10px] leading-tight">{industry.name.split('/')[0]}</span>
+                  </div>
+                </th>
+              ))}
+            </tr>
+          </thead>
+          <tbody>
+            {DOC_TYPES.map((docType: any) => {
+              const docsInType = RAG_DOCUMENTS.filter((d: any) => d.doc_type === docType.id)
+              if (docsInType.length === 0) return null
+
+              const isExpanded = expandedDocTypes.includes(docType.id)
+
+              return (
+                <React.Fragment key={docType.id}>
+                  <tr
+                    className="bg-slate-100 border-t-2 border-slate-300 cursor-pointer hover:bg-slate-200"
+                    onClick={() => {
+                      setExpandedDocTypes(prev =>
+                        prev.includes(docType.id)
+                          ? prev.filter((id: string) => id !== docType.id)
+                          : [...prev, docType.id]
+                      )
+                    }}
+                  >
+                    <td colSpan={INDUSTRIES_LIST.length} className="px-3 py-2 font-bold text-slate-700">
+                      <span className="mr-2">{isExpanded ? '\u25BC' : '\u25B6'}</span>
+                      {docType.icon} {docType.label} ({docsInType.length})
+                    </td>
+                  </tr>
+
+                  {isExpanded && docsInType.map((doc: any) => (
+                    <React.Fragment key={doc.code}>
+                      <tr
+                        className={`hover:bg-slate-50 border-b border-slate-100 cursor-pointer ${expandedMatrixDoc === doc.code ? 'bg-teal-50' : ''}`}
+                        onClick={() => setExpandedMatrixDoc(expandedMatrixDoc === doc.code ? null : doc.code)}
+                      >
+                        <td className="px-2 py-1.5 font-medium sticky left-0 bg-white">
+                          <span className="flex items-center gap-1">
+                            {isInRag(doc.code) ? (
+                              <span className="text-green-500 text-[10px]">●</span>
+                            ) : (
+                              <span className="text-red-300 text-[10px]">○</span>
+                            )}
+                            <span className="text-teal-600 truncate max-w-[180px]" title={doc.full_name || doc.name}>
+                              {doc.name}
+                            </span>
+                            {(doc.applicability_note || doc.description) && (
+                              <span className="text-slate-400 text-[10px] ml-1">{expandedMatrixDoc === doc.code ? '▼' : 'ⓘ'}</span>
+                            )}
+                          </span>
+                        </td>
+                        {INDUSTRIES_LIST.filter((i: any) => i.id !== 'all').map((industry: any) => {
+                          const applies = doc.industries.includes(industry.id) || doc.industries.includes('all')
+                          return (
+                            <td key={industry.id} className="px-2 py-1.5 text-center">
+                              {applies ? (
+                                <span className="inline-flex items-center justify-center w-5 h-5 bg-teal-100 text-teal-600 rounded-full">✓</span>
+                              ) : (
+                                <span className="inline-flex items-center justify-center w-5 h-5 text-slate-300">–</span>
+                              )}
+                            </td>
+                          )
+                        })}
+                      </tr>
+                      {expandedMatrixDoc === doc.code && (doc.applicability_note || doc.description) && (
+                        <tr className="bg-teal-50 border-b border-teal-200">
+                          <td colSpan={INDUSTRIES_LIST.length} className="px-4 py-3">
+                            <div className="text-xs space-y-1.5">
+                              {doc.full_name && (
+                                <p className="font-semibold text-slate-700">{doc.full_name}</p>
+                              )}
+                              {doc.applicability_note && (
+                                <p className="text-teal-700 bg-teal-100 px-2 py-1 rounded inline-block">
+                                  <span className="font-medium">Branchenrelevanz:</span> {doc.applicability_note}
+                                </p>
+                              )}
+                              {doc.description && (
+                                <p className="text-slate-600">{doc.description}</p>
+                              )}
+                              {doc.effective_date && (
+                                <p className="text-slate-400">In Kraft: {doc.effective_date}</p>
+                              )}
+                            </div>
+                          </td>
+                        </tr>
+                      )}
+                    </React.Fragment>
+                  ))}
+                </React.Fragment>
+              )
+            })}
+          </tbody>
+        </table>
+      </div>
+    </div>
+  )
+}
+
+// FutureOutlookSection, RagCoverageSection, FutureRegulationsSection,
+// LegalBasisSection are imported from ./MapTabSections.tsx

admin-lehrer/app/(admin)/ai/rag/_components/MapTabSections.tsx

@@ -0,0 +1,199 @@
+'use client'
+
+import React from 'react'
+import { REGULATIONS_IN_RAG } from '../rag-constants'
+import {
+  RAG_DOCUMENTS,
+  FUTURE_OUTLOOK,
+  ADDITIONAL_REGULATIONS,
+  LEGAL_BASIS_INFO,
+  isInRag,
+} from '../rag-data'
+
+export function FutureOutlookSection() {
+  return (
+    <div className="bg-gradient-to-r from-indigo-50 to-purple-50 rounded-xl border border-indigo-200 p-6">
+      <div className="flex items-center gap-3 mb-4">
+        <span className="text-2xl">🔮</span>
+        <div>
+          <h3 className="font-semibold text-slate-900">Zukunftsaussicht</h3>
+          <p className="text-sm text-slate-500">Geplante Aenderungen und neue Regulierungen</p>
+        </div>
+      </div>
+
+      <div className="space-y-4">
+        {FUTURE_OUTLOOK.map((item) => (
+          <div key={item.id} className="bg-white rounded-lg border border-slate-200 overflow-hidden">
+            <div className="px-4 py-3 flex items-center justify-between bg-slate-50 border-b">
+              <div className="flex items-center gap-3">
+                <span className={`px-2 py-1 text-xs font-medium rounded ${
+                  item.status === 'proposed' ? 'bg-yellow-100 text-yellow-700' :
+                  item.status === 'agreed' ? 'bg-green-100 text-green-700' :
+                  item.status === 'withdrawn' ? 'bg-red-100 text-red-700' :
+                  'bg-blue-100 text-blue-700'
+                }`}>
+                  {item.statusLabel}
+                </span>
+                <h4 className="font-semibold text-slate-900">{item.name}</h4>
+              </div>
+              <span className="text-sm text-slate-500">Erwartet: {item.expectedDate}</span>
+            </div>
+            <div className="p-4">
+              <p className="text-sm text-slate-600 mb-3">{item.description}</p>
+              <div className="mb-3">
+                <p className="text-xs font-medium text-slate-500 uppercase mb-2">Wichtige Aenderungen:</p>
+                <ul className="text-sm text-slate-600 space-y-1">
+                  {item.keyChanges.slice(0, 4).map((change, idx) => (
+                    <li key={idx} className="flex items-start gap-2">
+                      <span className="text-teal-500 mt-1">•</span>
+                      <span>{change}</span>
+                    </li>
+                  ))}
+                  {item.keyChanges.length > 4 && (
+                    <li className="text-slate-400 text-xs">+ {item.keyChanges.length - 4} weitere...</li>
+                  )}
+                </ul>
+              </div>
+              <div className="flex items-center justify-between">
+                <div className="flex flex-wrap gap-1">
+                  {item.affectedRegulations.map((code) => (
+                    <span key={code} className="px-2 py-0.5 text-xs bg-slate-100 text-slate-600 rounded">
+                      {code}
+                    </span>
+                  ))}
+                </div>
+                <a
+                  href={item.source}
+                  target="_blank"
+                  rel="noopener noreferrer"
+                  className="text-xs text-teal-600 hover:underline"
+                >
+                  Quelle →
+                </a>
+              </div>
+            </div>
+          </div>
+        ))}
+      </div>
+    </div>
+  )
+}
+
+export function RagCoverageSection() {
+  return (
+    <div className="bg-white rounded-xl border border-slate-200 p-6">
+      <div className="flex items-center gap-3 mb-4">
+        <span className="text-2xl">✅</span>
+        <div>
+          <h3 className="font-semibold text-slate-900">RAG-Abdeckung ({Object.keys(REGULATIONS_IN_RAG).length} von {RAG_DOCUMENTS.length} Regulierungen)</h3>
+          <p className="text-sm text-slate-500">Stand: Maerz 2026 — Alle im RAG-System verfuegbaren Regulierungen (inkl. Verbraucherschutz Phase H)</p>
+        </div>
+      </div>
+
+      <div className="flex flex-wrap gap-2">
+        {RAG_DOCUMENTS.filter((r: any) => isInRag(r.code)).map((reg: any) => (
+          <span key={reg.code} className="px-2.5 py-1 text-xs font-medium bg-green-100 text-green-700 rounded-full border border-green-200">
+            ✓ {reg.code}
+          </span>
+        ))}
+      </div>
+      <div className="mt-4 pt-4 border-t border-slate-100">
+        <p className="text-xs font-medium text-slate-500 mb-2">Noch nicht im RAG:</p>
+        <div className="flex flex-wrap gap-2">
+          {RAG_DOCUMENTS.filter((r: any) => !isInRag(r.code)).map((reg: any) => (
+            <span key={reg.code} className="px-2.5 py-1 text-xs font-medium bg-red-50 text-red-400 rounded-full border border-red-100">
+              ✗ {reg.code}
+            </span>
+          ))}
+        </div>
+      </div>
+    </div>
+  )
+}
+
+export function FutureRegulationsSection() {
+  return (
+    <div className="bg-white rounded-xl border border-slate-200 p-6">
+      <div className="flex items-center gap-3 mb-4">
+        <span className="text-2xl">🔮</span>
+        <div>
+          <h3 className="font-semibold text-slate-900">Zukuenftige Regulierungen</h3>
+          <p className="text-sm text-slate-500">Noch nicht verabschiedet oder zur Erweiterung vorgesehen</p>
+        </div>
+      </div>
+
+      <div className="grid grid-cols-1 md:grid-cols-3 gap-4">
+        {ADDITIONAL_REGULATIONS.map((reg) => (
+          <div key={reg.code} className={`rounded-lg border p-4 ${
+            reg.status === 'active' ? 'border-green-200 bg-green-50' : 'border-yellow-200 bg-yellow-50'
+          }`}>
+            <div className="flex items-center justify-between mb-2">
+              <div className="flex items-center gap-2">
+                <span className={`px-2 py-0.5 text-xs font-bold rounded ${
+                  reg.type === 'eu_regulation' ? 'bg-blue-100 text-blue-700' : 'bg-purple-100 text-purple-700'
+                }`}>
+                  {reg.code}
+                </span>
+                <span className={`px-2 py-0.5 text-xs rounded ${
+                  reg.status === 'active' ? 'bg-green-100 text-green-700' : 'bg-yellow-100 text-yellow-700'
+                }`}>
+                  {reg.status === 'active' ? 'In Kraft' : 'Vorgeschlagen'}
+                </span>
+              </div>
+              <span className={`px-2 py-0.5 text-xs rounded ${
+                reg.priority === 'high' ? 'bg-red-100 text-red-700' : 'bg-slate-100 text-slate-600'
+              }`}>
+                {reg.priority === 'high' ? 'Hohe Prioritaet' : 'Mittel'}
+              </span>
+            </div>
+            <h4 className="font-medium text-slate-900 text-sm mb-1">{reg.name}</h4>
+            <p className="text-xs text-slate-600 mb-2">{reg.description}</p>
+            <div className="flex items-center justify-between text-xs">
+              <span className="text-slate-500">Ab: {reg.effectiveDate}</span>
+              {reg.celex && (
+                <a
+                  href={`https://eur-lex.europa.eu/legal-content/DE/TXT/?uri=CELEX:${reg.celex}`}
+                  target="_blank"
+                  rel="noopener noreferrer"
+                  className="text-teal-600 hover:underline"
+                >
+                  EUR-Lex →
+                </a>
+              )}
+            </div>
+          </div>
+        ))}
+      </div>
+    </div>
+  )
+}
+
+export function LegalBasisSection() {
+  return (
+    <div className="bg-emerald-50 rounded-xl border border-emerald-200 p-6">
+      <div className="flex items-center gap-3 mb-4">
+        <span className="text-2xl">⚖️</span>
+        <div>
+          <h3 className="font-semibold text-slate-900">{LEGAL_BASIS_INFO.title}</h3>
+          <p className="text-sm text-emerald-700">{LEGAL_BASIS_INFO.summary}</p>
+        </div>
+      </div>
+
+      <div className="grid grid-cols-1 md:grid-cols-2 gap-4">
+        {LEGAL_BASIS_INFO.details.map((detail, idx) => (
+          <div key={idx} className="bg-white rounded-lg border border-emerald-100 p-3">
+            <div className="flex items-center gap-2 mb-1">
+              <span className={`px-2 py-0.5 text-xs font-medium rounded ${
+                detail.status === 'Erlaubt' ? 'bg-green-100 text-green-700' : 'bg-yellow-100 text-yellow-700'
+              }`}>
+                {detail.status}
+              </span>
+              <span className="font-medium text-sm text-slate-900">{detail.aspect}</span>
+            </div>
+            <p className="text-xs text-slate-600">{detail.explanation}</p>
+          </div>
+        ))}
+      </div>
+    </div>
+  )
+}

admin-lehrer/app/(admin)/ai/rag/_components/OverviewTab.tsx

@@ -0,0 +1,113 @@
+'use client'
+
+import React from 'react'
+import { REGULATIONS_IN_RAG } from '../rag-constants'
+import {
+  REGULATIONS,
+  COLLECTION_TOTALS,
+  TYPE_LABELS,
+  TYPE_COLORS,
+  isInRag,
+  getKnownChunks,
+} from '../rag-data'
+import type { UseRAGPageReturn } from '../_hooks/useRAGPage'
+
+interface OverviewTabProps {
+  hook: UseRAGPageReturn
+}
+
+export function OverviewTab({ hook }: OverviewTabProps) {
+  const {
+    dsfaLoading,
+    dsfaStatus,
+    dsfaSources,
+    setRegulationCategory,
+    setActiveTab,
+  } = hook
+
+  return (
+    <div className="space-y-6">
+      {/* RAG Categories Overview */}
+      <div className="bg-white rounded-xl border border-slate-200 p-6">
+        <h3 className="font-semibold text-slate-900 mb-4">RAG-Kategorien</h3>
+        <div className="grid grid-cols-2 md:grid-cols-4 gap-4">
+          <button
+            onClick={() => { setRegulationCategory('regulations'); setActiveTab('regulations') }}
+            className="p-4 rounded-lg border border-blue-200 bg-blue-50 hover:bg-blue-100 transition-colors text-left"
+          >
+            <p className="text-xs font-medium text-blue-600 uppercase">Gesetze & Regulierungen</p>
+            <p className="text-2xl font-bold text-slate-900 mt-1">{COLLECTION_TOTALS.total_legal.toLocaleString()}</p>
+            <p className="text-xs text-slate-500 mt-1">{Object.keys(REGULATIONS_IN_RAG).length}/{REGULATIONS.length} im RAG</p>
+          </button>
+          <button
+            onClick={() => { setRegulationCategory('dsfa'); setActiveTab('regulations') }}
+            className="p-4 rounded-lg border border-purple-200 bg-purple-50 hover:bg-purple-100 transition-colors text-left"
+          >
+            <p className="text-xs font-medium text-purple-600 uppercase">DSFA Corpus</p>
+            <p className="text-2xl font-bold text-slate-900 mt-1">{dsfaLoading ? '-' : (dsfaStatus?.total_chunks || 0).toLocaleString()}</p>
+            <p className="text-xs text-slate-500 mt-1">{dsfaSources.length || '~70'} Quellen (WP248, DSK, Gesetze)</p>
+          </button>
+          <div className="p-4 rounded-lg border border-emerald-200 bg-emerald-50 text-left">
+            <p className="text-xs font-medium text-emerald-600 uppercase">NiBiS EH</p>
+            <p className="text-2xl font-bold text-slate-900 mt-1">7.996</p>
+            <p className="text-xs text-slate-500 mt-1">Chunks &middot; Bildungs-Erwartungshorizonte</p>
+          </div>
+          <div className="p-4 rounded-lg border border-orange-200 bg-orange-50 text-left">
+            <p className="text-xs font-medium text-orange-600 uppercase">Legal Templates</p>
+            <p className="text-2xl font-bold text-slate-900 mt-1">7.689</p>
+            <p className="text-xs text-slate-500 mt-1">Chunks &middot; Dokumentvorlagen (VVT, TOM, DSFA)</p>
+          </div>
+        </div>
+      </div>
+
+      {/* Quick Stats per Type */}
+      <div className="grid grid-cols-1 md:grid-cols-4 gap-4">
+        {Object.entries(TYPE_LABELS).map(([type, label]) => {
+          const regs = REGULATIONS.filter((r) => r.type === type)
+          const inRagCount = regs.filter((r) => isInRag(r.code)).length
+          const totalChunks = regs.reduce((sum, r) => sum + getKnownChunks(r.code), 0)
+          return (
+            <div key={type} className="bg-white rounded-xl p-4 border border-slate-200">
+              <div className="flex items-center gap-2 mb-2">
+                <span className={`px-2 py-0.5 text-xs rounded ${TYPE_COLORS[type]}`}>{label}</span>
+                <span className="text-slate-500 text-sm">{inRagCount}/{regs.length} im RAG</span>
+              </div>
+              <p className="text-xl font-bold text-slate-900">{totalChunks.toLocaleString()} Chunks</p>
+            </div>
+          )
+        })}
+      </div>
+
+      {/* Top Regulations */}
+      <div className="bg-white rounded-xl border border-slate-200 overflow-hidden">
+        <div className="px-4 py-3 border-b bg-slate-50">
+          <h3 className="font-semibold text-slate-900">Top Regulierungen (nach Chunks)</h3>
+        </div>
+        <div className="divide-y">
+          {[...REGULATIONS].sort((a, b) => getKnownChunks(b.code) - getKnownChunks(a.code))
+            .slice(0, 10)
+            .map((reg) => {
+              const chunks = getKnownChunks(reg.code)
+              return (
+                <div key={reg.code} className="px-4 py-3 flex items-center justify-between">
+                  <div className="flex items-center gap-3">
+                    {isInRag(reg.code) ? (
+                      <span className="text-green-500 text-sm">✓</span>
+                    ) : (
+                      <span className="text-red-400 text-sm">✗</span>
+                    )}
+                    <span className={`px-2 py-0.5 text-xs rounded ${TYPE_COLORS[reg.type]}`}>
+                      {TYPE_LABELS[reg.type]}
+                    </span>
+                    <span className="font-medium text-slate-900">{reg.name}</span>
+                    <span className="text-slate-500 text-sm">({reg.code})</span>
+                  </div>
+                  <span className={`font-bold ${chunks > 0 ? 'text-teal-600' : 'text-slate-300'}`}>{chunks > 0 ? chunks.toLocaleString() + ' Chunks' : '—'}</span>
+                </div>
+              )
+            })}
+        </div>
+      </div>
+    </div>
+  )
+}

admin-lehrer/app/(admin)/ai/rag/_components/PipelineTab.tsx

@@ -0,0 +1,410 @@
+'use client'
+
+import React from 'react'
+import type { PipelineCheckpoint } from '../types'
+import type { UseRAGPageReturn } from '../_hooks/useRAGPage'
+
+interface PipelineTabProps {
+  hook: UseRAGPageReturn
+}
+
+export function PipelineTab({ hook }: PipelineTabProps) {
+  const {
+    pipelineState,
+    pipelineLoading,
+    pipelineStarting,
+    autoRefresh,
+    setAutoRefresh,
+    elapsedTime,
+    fetchPipeline,
+    handleStartPipeline,
+    collectionStatus,
+  } = hook
+
+  return (
+    <div className="space-y-6">
+      {/* Pipeline Header */}
+      <div className="flex items-center justify-between flex-wrap gap-4">
+        <div className="flex items-center gap-4">
+          <h3 className="text-lg font-semibold text-slate-900">Compliance Pipeline Status</h3>
+          {pipelineState?.status === 'running' && elapsedTime && (
+            <div className="flex items-center gap-2 px-3 py-1.5 bg-blue-50 border border-blue-200 rounded-full">
+              <div className="w-2 h-2 bg-blue-500 rounded-full animate-pulse" />
+              <span className="text-sm font-medium text-blue-700">Laufzeit: {elapsedTime}</span>
+            </div>
+          )}
+        </div>
+        <div className="flex items-center gap-3">
+          <label className="flex items-center gap-2 text-sm text-slate-600 cursor-pointer">
+            <input
+              type="checkbox"
+              checked={autoRefresh}
+              onChange={(e) => setAutoRefresh(e.target.checked)}
+              className="w-4 h-4 text-teal-600 rounded border-slate-300 focus:ring-teal-500"
+            />
+            Auto-Refresh
+          </label>
+          {(!pipelineState || pipelineState.status !== 'running') && (
+            <button
+              onClick={() => handleStartPipeline(false)}
+              disabled={pipelineStarting}
+              className="flex items-center gap-2 px-4 py-2 text-sm bg-green-600 text-white rounded-lg hover:bg-green-700 disabled:opacity-50"
+            >
+              {pipelineStarting ? (
+                <SpinnerIcon />
+              ) : (
+                <PlayIcon />
+              )}
+              Pipeline starten
+            </button>
+          )}
+          <button
+            onClick={fetchPipeline}
+            disabled={pipelineLoading}
+            className="flex items-center gap-2 px-4 py-2 text-sm bg-teal-600 text-white rounded-lg hover:bg-teal-700 disabled:opacity-50"
+          >
+            {pipelineLoading ? <SpinnerIcon /> : <RefreshIcon />}
+            Aktualisieren
+          </button>
+        </div>
+      </div>
+
+      {/* No Data */}
+      {(!pipelineState || pipelineState.status === 'no_data') && !pipelineLoading && (
+        <NoDataCard pipelineStarting={pipelineStarting} handleStartPipeline={handleStartPipeline} />
+      )}
+
+      {/* Pipeline Status */}
+      {pipelineState && pipelineState.status !== 'no_data' && (
+        <>
+          {/* Status Card */}
+          <PipelineStatusCard pipelineState={pipelineState} />
+
+          {/* Current Progress */}
+          {pipelineState.status === 'running' && pipelineState.current_phase && (
+            <CurrentProgressCard pipelineState={pipelineState} collectionStatus={collectionStatus} />
+          )}
+
+          {/* Validation Summary */}
+          {pipelineState.validation_summary && (
+            <ValidationSummary summary={pipelineState.validation_summary} />
+          )}
+
+          {/* Checkpoints */}
+          <CheckpointsList checkpoints={pipelineState.checkpoints} />
+
+          {/* Summary */}
+          {Object.keys(pipelineState.summary || {}).length > 0 && (
+            <PipelineSummary summary={pipelineState.summary} />
+          )}
+        </>
+      )}
+    </div>
+  )
+}
+
+// --- Icons ---
+
+function SpinnerIcon() {
+  return (
+    <svg className="animate-spin h-4 w-4" fill="none" viewBox="0 0 24 24">
+      <circle className="opacity-25" cx="12" cy="12" r="10" stroke="currentColor" strokeWidth="4" />
+      <path className="opacity-75" fill="currentColor" d="M4 12a8 8 0 018-8V0C5.373 0 0 5.373 0 12h4zm2 5.291A7.962 7.962 0 014 12H0c0 3.042 1.135 5.7.689 3 7.938l3-2.647z" />
+    </svg>
+  )
+}
+
+function PlayIcon() {
+  return (
+    <svg className="w-4 h-4" fill="none" stroke="currentColor" viewBox="0 0 24 24">
+      <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M14.752 11.168l-3.197-2.132A1 1 0 0010 9.87v4.263a1 1 0 001.555.832l3.197-2.132a1 1 0 000-1.664z" />
+      <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M21 12a9 9 0 11-18 0 9 9 0 0118 0z" />
+    </svg>
+  )
+}
+
+function RefreshIcon() {
+  return (
+    <svg className="w-4 h-4" fill="none" stroke="currentColor" viewBox="0 0 24 24">
+      <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M4 4v5h.582m15.356 2A8.001 8.001 0 004.582 9m0 0H9m11 11v-5h-.581m0 0a8.003 8.003 0 01-15.357-2m15.357 2H15" />
+    </svg>
+  )
+}
+
+// --- Sub-components ---
+
+function NoDataCard({
+  pipelineStarting,
+  handleStartPipeline,
+}: {
+  pipelineStarting: boolean
+  handleStartPipeline: (skip: boolean) => void
+}) {
+  return (
+    <div className="bg-white rounded-xl border border-slate-200 p-8 text-center">
+      <div className="w-16 h-16 mx-auto mb-4 rounded-full bg-slate-100 flex items-center justify-center">
+        <svg className="w-8 h-8 text-slate-400" fill="none" stroke="currentColor" viewBox="0 0 24 24">
+          <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M9 12h6m-6 4h6m2 5H7a2 2 0 01-2-2V5a2 2 0 012-2h5.586a1 1 0 01.707.293l5.414 5.414a1 1 0 01.293.707V19a2 2 0 01-2 2z" />
+        </svg>
+      </div>
+      <h4 className="text-lg font-semibold text-slate-900 mb-2">Keine Pipeline-Daten</h4>
+      <p className="text-slate-600 mb-4">
+        Es wurde noch keine Pipeline ausgefuehrt. Starten Sie die Compliance-Pipeline um Checkpoint-Daten zu sehen.
+      </p>
+      <button
+        onClick={() => handleStartPipeline(false)}
+        disabled={pipelineStarting}
+        className="inline-flex items-center gap-2 px-6 py-3 bg-green-600 text-white rounded-lg hover:bg-green-700 disabled:opacity-50"
+      >
+        {pipelineStarting ? (
+          <>
+            <svg className="animate-spin h-5 w-5" fill="none" viewBox="0 0 24 24">
+              <circle className="opacity-25" cx="12" cy="12" r="10" stroke="currentColor" strokeWidth="4" />
+              <path className="opacity-75" fill="currentColor" d="M4 12a8 8 0 018-8V0C5.373 0 0 5.373 0 12h4zm2 5.291A7.962 7.962 0 014 12H0c0 3.042 1.135 5.7.689 3 7.938l3-2.647z" />
+            </svg>
+            Startet...
+          </>
+        ) : (
+          <>
+            <svg className="w-5 h-5" fill="none" stroke="currentColor" viewBox="0 0 24 24">
+              <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M14.752 11.168l-3.197-2.132A1 1 0 0010 9.87v4.263a1 1 0 001.555.832l3.197-2.132a1 1 0 000-1.664z" />
+              <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M21 12a9 9 0 11-18 0 9 9 0 0118 0z" />
+            </svg>
+            Pipeline jetzt starten
+          </>
+        )}
+      </button>
+    </div>
+  )
+}
+
+function PipelineStatusCard({ pipelineState }: { pipelineState: any }) {
+  return (
+    <div className="bg-white rounded-xl border border-slate-200 p-6">
+      <div className="flex items-center justify-between">
+        <div className="flex items-center gap-4">
+          <div className={`w-12 h-12 rounded-xl flex items-center justify-center ${
+            pipelineState.status === 'completed' ? 'bg-green-100' :
+            pipelineState.status === 'running' ? 'bg-blue-100' :
+            pipelineState.status === 'failed' ? 'bg-red-100' : 'bg-slate-100'
+          }`}>
+            {pipelineState.status === 'completed' && (
+              <svg className="w-6 h-6 text-green-600" fill="none" stroke="currentColor" viewBox="0 0 24 24">
+                <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M5 13l4 4L19 7" />
+              </svg>
+            )}
+            {pipelineState.status === 'running' && (
+              <svg className="w-6 h-6 text-blue-600 animate-spin" fill="none" viewBox="0 0 24 24">
+                <circle className="opacity-25" cx="12" cy="12" r="10" stroke="currentColor" strokeWidth="4" />
+                <path className="opacity-75" fill="currentColor" d="M4 12a8 8 0 018-8V0C5.373 0 0 5.373 0 12h4zm2 5.291A7.962 7.962 0 014 12H0c0 3.042 1.135 5.7.689 3 7.938l3-2.647z" />
+              </svg>
+            )}
+            {pipelineState.status === 'failed' && (
+              <svg className="w-6 h-6 text-red-600" fill="none" stroke="currentColor" viewBox="0 0 24 24">
+                <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M6 18L18 6M6 6l12 12" />
+              </svg>
+            )}
+          </div>
+          <div>
+            <h4 className="font-semibold text-slate-900">Pipeline {pipelineState.pipeline_id}</h4>
+            <p className="text-sm text-slate-500">
+              Gestartet: {pipelineState.started_at ? new Date(pipelineState.started_at).toLocaleString('de-DE') : '-'}
+              {pipelineState.completed_at && ` | Beendet: ${new Date(pipelineState.completed_at).toLocaleString('de-DE')}`}
+            </p>
+          </div>
+        </div>
+        <span className={`px-3 py-1 rounded-full text-sm font-medium ${
+          pipelineState.status === 'completed' ? 'bg-green-100 text-green-700' :
+          pipelineState.status === 'running' ? 'bg-blue-100 text-blue-700' :
+          pipelineState.status === 'failed' ? 'bg-red-100 text-red-700' : 'bg-slate-100 text-slate-700'
+        }`}>
+          {pipelineState.status === 'completed' ? 'Abgeschlossen' :
+           pipelineState.status === 'running' ? 'Laeuft' :
+           pipelineState.status === 'failed' ? 'Fehlgeschlagen' : pipelineState.status}
+        </span>
+      </div>
+    </div>
+  )
+}
+
+function CurrentProgressCard({ pipelineState, collectionStatus }: { pipelineState: any; collectionStatus: any }) {
+  return (
+    <div className="bg-gradient-to-r from-blue-50 to-indigo-50 rounded-xl border border-blue-200 p-6">
+      <div className="flex items-center justify-between mb-4">
+        <h4 className="font-semibold text-blue-900 flex items-center gap-2">
+          <svg className="w-5 h-5 animate-pulse" fill="none" stroke="currentColor" viewBox="0 0 24 24">
+            <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M13 10V3L4 14h7v7l9-11h-7z" />
+          </svg>
+          Aktuelle Verarbeitung
+        </h4>
+        <span className="text-sm text-blue-600">Phase: {pipelineState.current_phase}</span>
+      </div>
+
+      {/* Phase Progress Indicator */}
+      <div className="flex items-center gap-2 mb-4">
+        {['ingestion', 'extraction', 'controls', 'measures'].map((phase, idx) => (
+          <div key={phase} className="flex-1 flex items-center">
+            <div className={`flex-1 h-2 rounded-full ${
+              pipelineState.current_phase === phase ? 'bg-blue-500 animate-pulse' :
+              pipelineState.checkpoints?.some((c: PipelineCheckpoint) => c.phase === phase && c.status === 'completed') ? 'bg-green-500' :
+              'bg-slate-200'
+            }`} />
+            {idx < 3 && <div className="w-2" />}
+          </div>
+        ))}
+      </div>
+      <div className="flex justify-between text-xs text-slate-500 mb-4">
+        <span>Ingestion</span>
+        <span>Extraktion</span>
+        <span>Controls</span>
+        <span>Massnahmen</span>
+      </div>
+
+      {/* Current checkpoint details */}
+      {pipelineState.checkpoints?.filter((c: PipelineCheckpoint) => c.status === 'running').map((checkpoint: PipelineCheckpoint, idx: number) => (
+        <div key={idx} className="bg-white/60 rounded-lg p-4 mt-2">
+          <div className="flex items-center justify-between">
+            <div className="flex items-center gap-3">
+              <div className="w-3 h-3 bg-blue-500 rounded-full animate-pulse" />
+              <span className="font-medium text-slate-900">{checkpoint.name}</span>
+            </div>
+            {checkpoint.metrics && Object.keys(checkpoint.metrics).length > 0 && (
+              <div className="flex gap-2">
+                {Object.entries(checkpoint.metrics).slice(0, 3).map(([key, value]) => (
+                  <span key={key} className="px-2 py-1 bg-blue-100 text-blue-700 rounded text-xs">
+                    {key.replace(/_/g, ' ')}: {typeof value === 'number' ? value.toLocaleString() : String(value)}
+                  </span>
+                ))}
+              </div>
+            )}
+          </div>
+        </div>
+      ))}
+
+      {/* Live chunk count */}
+      <div className="mt-4 flex items-center justify-between text-sm">
+        <span className="text-slate-600">Chunks in Qdrant:</span>
+        <span className="font-bold text-blue-700">{collectionStatus?.totalPoints?.toLocaleString() || '-'}</span>
+      </div>
+    </div>
+  )
+}
+
+function ValidationSummary({ summary }: { summary: { passed: number; warning: number; failed: number; total: number } }) {
+  return (
+    <div className="grid grid-cols-2 md:grid-cols-4 gap-4">
+      <div className="bg-white rounded-xl border border-green-200 p-4">
+        <p className="text-sm text-slate-500">Bestanden</p>
+        <p className="text-2xl font-bold text-green-600">{summary.passed}</p>
+      </div>
+      <div className="bg-white rounded-xl border border-yellow-200 p-4">
+        <p className="text-sm text-slate-500">Warnungen</p>
+        <p className="text-2xl font-bold text-yellow-600">{summary.warning}</p>
+      </div>
+      <div className="bg-white rounded-xl border border-red-200 p-4">
+        <p className="text-sm text-slate-500">Fehlgeschlagen</p>
+        <p className="text-2xl font-bold text-red-600">{summary.failed}</p>
+      </div>
+      <div className="bg-white rounded-xl border border-slate-200 p-4">
+        <p className="text-sm text-slate-500">Gesamt</p>
+        <p className="text-2xl font-bold text-slate-700">{summary.total}</p>
+      </div>
+    </div>
+  )
+}
+
+function CheckpointsList({ checkpoints }: { checkpoints?: PipelineCheckpoint[] }) {
+  return (
+    <div className="bg-white rounded-xl border border-slate-200 overflow-hidden">
+      <div className="px-4 py-3 border-b bg-slate-50">
+        <h3 className="font-semibold text-slate-900">Checkpoints ({checkpoints?.length || 0})</h3>
+      </div>
+      <div className="divide-y">
+        {checkpoints?.map((checkpoint, idx) => (
+          <div key={idx} className="p-4">
+            <div className="flex items-center justify-between mb-2">
+              <div className="flex items-center gap-3">
+                <span className={`w-3 h-3 rounded-full ${
+                  checkpoint.phase === 'ingestion' ? 'bg-blue-500' :
+                  checkpoint.phase === 'extraction' ? 'bg-purple-500' :
+                  checkpoint.phase === 'controls' ? 'bg-green-500' : 'bg-orange-500'
+                }`} />
+                <span className="font-medium text-slate-900">{checkpoint.name}</span>
+                <span className="text-sm text-slate-500">
+                  ({checkpoint.phase}) |
+                  {checkpoint.duration_seconds ? ` ${checkpoint.duration_seconds.toFixed(1)}s` : ' -'}
+                </span>
+              </div>
+              <span className={`px-2 py-0.5 rounded text-xs font-medium ${
+                checkpoint.status === 'completed' ? 'bg-green-100 text-green-700' :
+                checkpoint.status === 'running' ? 'bg-blue-100 text-blue-700' :
+                checkpoint.status === 'failed' ? 'bg-red-100 text-red-700' : 'bg-slate-100 text-slate-700'
+              }`}>
+                {checkpoint.status}
+              </span>
+            </div>
+
+            {/* Metrics */}
+            {Object.keys(checkpoint.metrics || {}).length > 0 && (
+              <div className="flex flex-wrap gap-2 mt-2">
+                {Object.entries(checkpoint.metrics).map(([key, value]) => (
+                  <span key={key} className="px-2 py-1 bg-slate-100 rounded text-xs text-slate-600">
+                    {key.replace(/_/g, ' ')}: <strong>{typeof value === 'number' ? value.toLocaleString() : String(value)}</strong>
+                  </span>
+                ))}
+              </div>
+            )}
+
+            {/* Validations */}
+            {checkpoint.validations?.length > 0 && (
+              <div className="mt-3 space-y-1">
+                {checkpoint.validations.map((v, vIdx) => (
+                  <div key={vIdx} className="flex items-center gap-2 text-sm">
+                    <span className={`w-4 h-4 flex items-center justify-center ${
+                      v.status === 'passed' ? 'text-green-500' :
+                      v.status === 'warning' ? 'text-yellow-500' : 'text-red-500'
+                    }`}>
+                      {v.status === 'passed' ? '✓' : v.status === 'warning' ? '⚠' : '✗'}
+                    </span>
+                    <span className="text-slate-700">{v.name}:</span>
+                    <span className="text-slate-500">{v.message}</span>
+                  </div>
+                ))}
+              </div>
+            )}
+
+            {/* Error */}
+            {checkpoint.error && (
+              <div className="mt-2 p-2 bg-red-50 border border-red-200 rounded text-sm text-red-700">
+                {checkpoint.error}
+              </div>
+            )}
+          </div>
+        ))}
+        {(!checkpoints || checkpoints.length === 0) && (
+          <div className="p-4 text-center text-slate-500">
+            Noch keine Checkpoints vorhanden.
+          </div>
+        )}
+      </div>
+    </div>
+  )
+}
+
+function PipelineSummary({ summary }: { summary: Record<string, any> }) {
+  return (
+    <div className="bg-white rounded-xl border border-slate-200 p-4">
+      <h4 className="font-semibold text-slate-900 mb-3">Zusammenfassung</h4>
+      <div className="grid grid-cols-2 md:grid-cols-4 gap-4">
+        {Object.entries(summary).map(([key, value]) => (
+          <div key={key}>
+            <p className="text-sm text-slate-500">{key.replace(/_/g, ' ')}</p>
+            <p className="font-bold text-slate-900">
+              {typeof value === 'number' ? value.toLocaleString() : String(value)}
+            </p>
+          </div>
+        ))}
+      </div>
+    </div>
+  )
+}

admin-lehrer/app/(admin)/ai/rag/_components/RegulationsTab.tsx

@@ -0,0 +1,451 @@
+'use client'
+
+import React from 'react'
+import {
+  REGULATIONS,
+  TYPE_COLORS,
+  TYPE_LABELS,
+  isInRag,
+  getKnownChunks,
+} from '../rag-data'
+import {
+  REGULATION_SOURCES,
+  REGULATION_LICENSES,
+  LICENSE_LABELS,
+} from '../rag-sources'
+import type { UseRAGPageReturn } from '../_hooks/useRAGPage'
+
+interface RegulationsTabProps {
+  hook: UseRAGPageReturn
+}
+
+export function RegulationsTab({ hook }: RegulationsTabProps) {
+  const {
+    regulationCategory,
+    setRegulationCategory,
+    expandedRegulation,
+    setExpandedRegulation,
+    fetchStatus,
+    dsfaSources,
+    dsfaLoading,
+    expandedDsfaSource,
+    setExpandedDsfaSource,
+    fetchDsfaStatus,
+    setActiveTab,
+  } = hook
+
+  return (
+    <div className="space-y-4">
+      {/* Category Filter */}
+      <div className="flex items-center gap-2 flex-wrap">
+        <button
+          onClick={() => setRegulationCategory('regulations')}
+          className={`px-3 py-1.5 text-sm font-medium rounded-lg transition-colors ${
+            regulationCategory === 'regulations'
+              ? 'bg-blue-100 text-blue-700 ring-2 ring-blue-300'
+              : 'bg-white text-slate-600 border border-slate-200 hover:bg-slate-50'
+          }`}
+        >
+          Gesetze & Regulierungen ({REGULATIONS.length})
+        </button>
+        <button
+          onClick={() => setRegulationCategory('dsfa')}
+          className={`px-3 py-1.5 text-sm font-medium rounded-lg transition-colors ${
+            regulationCategory === 'dsfa'
+              ? 'bg-purple-100 text-purple-700 ring-2 ring-purple-300'
+              : 'bg-white text-slate-600 border border-slate-200 hover:bg-slate-50'
+          }`}
+        >
+          DSFA Quellen ({dsfaSources.length || '~70'})
+        </button>
+        <button
+          onClick={() => setRegulationCategory('nibis')}
+          className={`px-3 py-1.5 text-sm font-medium rounded-lg transition-colors ${
+            regulationCategory === 'nibis'
+              ? 'bg-emerald-100 text-emerald-700 ring-2 ring-emerald-300'
+              : 'bg-white text-slate-600 border border-slate-200 hover:bg-slate-50'
+          }`}
+        >
+          NiBiS Dokumente
+        </button>
+        <button
+          onClick={() => setRegulationCategory('templates')}
+          className={`px-3 py-1.5 text-sm font-medium rounded-lg transition-colors ${
+            regulationCategory === 'templates'
+              ? 'bg-orange-100 text-orange-700 ring-2 ring-orange-300'
+              : 'bg-white text-slate-600 border border-slate-200 hover:bg-slate-50'
+          }`}
+        >
+          Templates & Vorlagen
+        </button>
+      </div>
+
+      {/* Regulations Table */}
+      {regulationCategory === 'regulations' && (
+        <RegulationsTable
+          expandedRegulation={expandedRegulation}
+          setExpandedRegulation={setExpandedRegulation}
+          fetchStatus={fetchStatus}
+          setActiveTab={setActiveTab}
+        />
+      )}
+
+      {/* DSFA Sources */}
+      {regulationCategory === 'dsfa' && (
+        <DsfaSourcesList
+          dsfaSources={dsfaSources}
+          dsfaLoading={dsfaLoading}
+          expandedDsfaSource={expandedDsfaSource}
+          setExpandedDsfaSource={setExpandedDsfaSource}
+          fetchDsfaStatus={fetchDsfaStatus}
+        />
+      )}
+
+      {/* NiBiS Dokumente (info only) */}
+      {regulationCategory === 'nibis' && <NibisInfo />}
+
+      {/* Templates (info only) */}
+      {regulationCategory === 'templates' && <TemplatesInfo />}
+    </div>
+  )
+}
+
+// --- Sub-components ---
+
+function RegulationsTable({
+  expandedRegulation,
+  setExpandedRegulation,
+  fetchStatus,
+  setActiveTab,
+}: {
+  expandedRegulation: string | null
+  setExpandedRegulation: (v: string | null) => void
+  fetchStatus: () => void
+  setActiveTab: (v: any) => void
+}) {
+  return (
+    <div className="bg-white rounded-xl border border-slate-200 overflow-hidden">
+      <div className="px-4 py-3 border-b bg-slate-50 flex items-center justify-between">
+        <h3 className="font-semibold text-slate-900">
+          Alle {REGULATIONS.length} Regulierungen
+          <span className="ml-2 text-sm font-normal text-slate-500">
+            ({REGULATIONS.filter(r => isInRag(r.code)).length} im RAG,{' '}
+            {REGULATIONS.filter(r => !isInRag(r.code)).length} ausstehend)
+          </span>
+        </h3>
+        <button onClick={fetchStatus} className="text-sm text-teal-600 hover:text-teal-700">
+          Aktualisieren
+        </button>
+      </div>
+      <div className="overflow-x-auto">
+        <table className="w-full">
+          <thead className="bg-slate-50 border-b">
+            <tr>
+              <th className="px-4 py-3 text-center text-xs font-medium text-slate-500 uppercase w-12">RAG</th>
+              <th className="px-4 py-3 text-left text-xs font-medium text-slate-500 uppercase">Code</th>
+              <th className="px-4 py-3 text-left text-xs font-medium text-slate-500 uppercase">Typ</th>
+              <th className="px-4 py-3 text-left text-xs font-medium text-slate-500 uppercase">Name</th>
+              <th className="px-4 py-3 text-right text-xs font-medium text-slate-500 uppercase">Chunks</th>
+              <th className="px-4 py-3 text-right text-xs font-medium text-slate-500 uppercase">Erwartet</th>
+              <th className="px-4 py-3 text-center text-xs font-medium text-slate-500 uppercase">Status</th>
+            </tr>
+          </thead>
+          <tbody className="divide-y">
+            {REGULATIONS.map((reg) => {
+              const chunks = getKnownChunks(reg.code)
+              const inRag = isInRag(reg.code)
+              const statusColor = inRag ? 'text-green-500' : 'text-red-500'
+              const statusIcon = inRag ? '✓' : '❌'
+              const isExpanded = expandedRegulation === reg.code
+
+              return (
+                <React.Fragment key={reg.code}>
+                  <tr
+                    onClick={() => setExpandedRegulation(isExpanded ? null : reg.code)}
+                    className="hover:bg-slate-50 cursor-pointer transition-colors"
+                  >
+                    <td className="px-4 py-3 text-center">
+                      {isInRag(reg.code) ? (
+                        <span className="inline-flex items-center justify-center w-6 h-6 bg-green-100 text-green-600 rounded-full text-xs font-bold" title="Im RAG vorhanden">✓</span>
+                      ) : (
+                        <span className="inline-flex items-center justify-center w-6 h-6 bg-red-50 text-red-400 rounded-full text-xs font-bold" title="Nicht im RAG">✗</span>
+                      )}
+                    </td>
+                    <td className="px-4 py-3 font-mono font-medium text-teal-600">
+                      <span className="inline-flex items-center gap-2">
+                        <span className={`transform transition-transform ${isExpanded ? 'rotate-90' : ''}`}>▶</span>
+                        {reg.code}
+                      </span>
+                    </td>
+                    <td className="px-4 py-3">
+                      <span className={`px-2 py-0.5 text-xs rounded ${TYPE_COLORS[reg.type]}`}>
+                        {TYPE_LABELS[reg.type]}
+                      </span>
+                    </td>
+                    <td className="px-4 py-3 text-slate-900">{reg.name}</td>
+                    <td className="px-4 py-3 text-right font-bold">
+                      <span className={chunks > 0 && chunks < 10 && reg.expected >= 10 ? 'text-amber-600' : ''}>
+                        {chunks.toLocaleString()}
+                        {chunks > 0 && chunks < 10 && reg.expected >= 10 && (
+                          <span className="ml-1 inline-block w-4 h-4 text-[10px] leading-4 text-center bg-amber-100 text-amber-700 rounded-full" title="Verdaechtig niedrig — Ingestion pruefen">⚠</span>
+                        )}
+                      </span>
+                    </td>
+                    <td className="px-4 py-3 text-right text-slate-500">{reg.expected}</td>
+                    <td className={`px-4 py-3 text-center ${statusColor}`}>{statusIcon}</td>
+                  </tr>
+                  {isExpanded && (
+                    <tr key={`${reg.code}-detail`} className="bg-slate-50">
+                      <td colSpan={7} className="px-4 py-4">
+                        <div className="bg-white rounded-lg border border-slate-200 p-4 space-y-3">
+                          <div>
+                            <h4 className="font-semibold text-slate-900 mb-1">{reg.fullName}</h4>
+                            <p className="text-sm text-slate-600">{reg.description}</p>
+                          </div>
+                          <div className="grid grid-cols-1 md:grid-cols-2 gap-4 pt-2 border-t border-slate-100">
+                            <div>
+                              <p className="text-xs font-medium text-slate-500 uppercase mb-1">Relevant fuer</p>
+                              <div className="flex flex-wrap gap-1">
+                                {reg.relevantFor.map((item, idx) => (
+                                  <span key={idx} className="px-2 py-0.5 text-xs bg-slate-100 text-slate-600 rounded">
+                                    {item}
+                                  </span>
+                                ))}
+                              </div>
+                            </div>
+                            <div>
+                              <p className="text-xs font-medium text-slate-500 uppercase mb-1">Kernthemen</p>
+                              <div className="flex flex-wrap gap-1">
+                                {reg.keyTopics.map((topic, idx) => (
+                                  <span key={idx} className="px-2 py-0.5 text-xs bg-teal-50 text-teal-700 rounded">
+                                    {topic}
+                                  </span>
+                                ))}
+                              </div>
+                            </div>
+                          </div>
+                          <div className="flex items-center justify-between pt-2 border-t border-slate-100 text-xs text-slate-500">
+                            <div className="flex items-center gap-4">
+                              <span>In Kraft seit: {reg.effectiveDate}</span>
+                              {REGULATION_LICENSES[reg.code] && (
+                                <span className="flex items-center gap-1">
+                                  <span className="px-1.5 py-0.5 bg-slate-100 text-slate-600 rounded text-[10px] font-medium">
+                                    {LICENSE_LABELS[REGULATION_LICENSES[reg.code].license] || REGULATION_LICENSES[reg.code].license}
+                                  </span>
+                                  <span className="text-slate-400">{REGULATION_LICENSES[reg.code].licenseNote}</span>
+                                </span>
+                              )}
+                            </div>
+                            <div className="flex items-center gap-3">
+                              {REGULATION_SOURCES[reg.code] && (
+                                <a
+                                  href={REGULATION_SOURCES[reg.code]}
+                                  target="_blank"
+                                  rel="noopener noreferrer"
+                                  onClick={(e) => e.stopPropagation()}
+                                  className="text-blue-600 hover:text-blue-700 font-medium"
+                                >
+                                  Originalquelle →
+                                </a>
+                              )}
+                              <button
+                                onClick={(e) => {
+                                  e.stopPropagation()
+                                  setActiveTab('chunks')
+                                }}
+                                className="text-teal-600 hover:text-teal-700 font-medium"
+                              >
+                                In Chunks suchen →
+                              </button>
+                            </div>
+                          </div>
+                        </div>
+                      </td>
+                    </tr>
+                  )}
+                </React.Fragment>
+              )
+            })}
+          </tbody>
+        </table>
+      </div>
+    </div>
+  )
+}
+
+function DsfaSourcesList({
+  dsfaSources,
+  dsfaLoading,
+  expandedDsfaSource,
+  setExpandedDsfaSource,
+  fetchDsfaStatus,
+}: {
+  dsfaSources: any[]
+  dsfaLoading: boolean
+  expandedDsfaSource: string | null
+  setExpandedDsfaSource: (v: string | null) => void
+  fetchDsfaStatus: () => void
+}) {
+  const typeColors: Record<string, string> = {
+    regulation: 'bg-blue-100 text-blue-700',
+    legislation: 'bg-indigo-100 text-indigo-700',
+    guideline: 'bg-teal-100 text-teal-700',
+    checklist: 'bg-yellow-100 text-yellow-700',
+    standard: 'bg-green-100 text-green-700',
+    methodology: 'bg-purple-100 text-purple-700',
+    specification: 'bg-orange-100 text-orange-700',
+    catalog: 'bg-pink-100 text-pink-700',
+    guidance: 'bg-cyan-100 text-cyan-700',
+  }
+
+  return (
+    <div className="bg-white rounded-xl border border-slate-200 overflow-hidden">
+      <div className="px-4 py-3 border-b bg-slate-50 flex items-center justify-between">
+        <div>
+          <h3 className="font-semibold text-slate-900">DSFA Quellen ({dsfaSources.length || '~70'})</h3>
+          <p className="text-xs text-slate-500">WP248, DSK Kurzpapiere, Muss-Listen, nationale Datenschutzgesetze</p>
+        </div>
+        <button onClick={fetchDsfaStatus} className="text-sm text-teal-600 hover:text-teal-700">
+          Aktualisieren
+        </button>
+      </div>
+      {dsfaLoading ? (
+        <div className="p-8 text-center text-slate-500">Lade DSFA-Quellen...</div>
+      ) : dsfaSources.length === 0 ? (
+        <div className="p-8 text-center text-slate-500">
+          <p className="mb-2">Keine DSFA-Quellen vom Backend geladen.</p>
+          <p className="text-xs">Endpunkt: <code className="bg-slate-100 px-1 rounded">/api/dsfa-corpus?action=sources</code></p>
+        </div>
+      ) : (
+        <div className="divide-y">
+          {dsfaSources.map((source) => {
+            const isExpanded = expandedDsfaSource === source.source_code
+            return (
+              <React.Fragment key={source.source_code}>
+                <div
+                  onClick={() => setExpandedDsfaSource(isExpanded ? null : source.source_code)}
+                  className="px-4 py-3 hover:bg-slate-50 cursor-pointer transition-colors flex items-center justify-between"
+                >
+                  <div className="flex items-center gap-3">
+                    <span className={`transform transition-transform text-xs ${isExpanded ? 'rotate-90' : ''}`}>▶</span>
+                    <span className="font-mono text-sm text-purple-600 font-medium">{source.source_code}</span>
+                    <span className={`px-2 py-0.5 text-xs rounded ${typeColors[source.document_type] || 'bg-slate-100 text-slate-600'}`}>
+                      {source.document_type}
+                    </span>
+                    <span className="text-sm text-slate-900">{source.name}</span>
+                  </div>
+                  <div className="flex items-center gap-3">
+                    <span className="px-1.5 py-0.5 text-[10px] font-medium bg-slate-100 text-slate-500 rounded uppercase">
+                      {source.language}
+                    </span>
+                    {source.chunk_count != null && (
+                      <span className="text-sm font-bold text-purple-600">{source.chunk_count} Chunks</span>
+                    )}
+                  </div>
+                </div>
+                {isExpanded && (
+                  <div className="px-4 pb-4 bg-slate-50">
+                    <div className="bg-white rounded-lg border border-slate-200 p-4 space-y-3">
+                      <div>
+                        <h4 className="font-semibold text-slate-900 mb-1">{source.full_name || source.name}</h4>
+                        {source.organization && (
+                          <p className="text-sm text-slate-600">Organisation: {source.organization}</p>
+                        )}
+                      </div>
+                      <div className="flex items-center gap-4 pt-2 border-t border-slate-100 text-xs text-slate-500">
+                        <span className="flex items-center gap-1">
+                          <span className="px-1.5 py-0.5 bg-slate-100 text-slate-600 rounded text-[10px] font-medium">
+                            {LICENSE_LABELS[source.license_code] || source.license_code}
+                          </span>
+                          <span className="text-slate-400">{source.attribution_text}</span>
+                        </span>
+                      </div>
+                      {source.source_url && (
+                        <div className="text-xs">
+                          <a
+                            href={source.source_url}
+                            target="_blank"
+                            rel="noopener noreferrer"
+                            className="text-teal-600 hover:underline"
+                            onClick={(e) => e.stopPropagation()}
+                          >
+                            Quelle: {source.source_url}
+                          </a>
+                        </div>
+                      )}
+                    </div>
+                  </div>
+                )}
+              </React.Fragment>
+            )
+          })}
+        </div>
+      )}
+    </div>
+  )
+}
+
+function NibisInfo() {
+  return (
+    <div className="bg-white rounded-xl border border-slate-200 p-6">
+      <div className="flex items-center gap-3 mb-4">
+        <div className="w-10 h-10 rounded-lg bg-emerald-100 flex items-center justify-center text-xl">📚</div>
+        <div>
+          <h3 className="font-semibold text-slate-900">NiBiS Erwartungshorizonte</h3>
+          <p className="text-sm text-slate-500">Collection: <code className="bg-slate-100 px-1 rounded">bp_nibis_eh</code></p>
+        </div>
+      </div>
+      <div className="grid grid-cols-3 gap-4 mb-4">
+        <div className="bg-emerald-50 rounded-lg p-4 border border-emerald-200">
+          <p className="text-sm text-emerald-600 font-medium">Chunks</p>
+          <p className="text-2xl font-bold text-slate-900">7.996</p>
+        </div>
+        <div className="bg-emerald-50 rounded-lg p-4 border border-emerald-200">
+          <p className="text-sm text-emerald-600 font-medium">Vector Size</p>
+          <p className="text-2xl font-bold text-slate-900">1024</p>
+        </div>
+        <div className="bg-emerald-50 rounded-lg p-4 border border-emerald-200">
+          <p className="text-sm text-emerald-600 font-medium">Typ</p>
+          <p className="text-2xl font-bold text-slate-900">BGE-M3</p>
+        </div>
+      </div>
+      <p className="text-sm text-slate-600">
+        Bildungsinhalte aus dem Niedersaechsischen Bildungsserver (NiBiS). Enthaelt Erwartungshorizonte fuer
+        verschiedene Faecher und Schulformen. Wird ueber die Klausur-Korrektur fuer EH-Matching genutzt.
+        Diese Daten sind nicht direkt compliance-relevant.
+      </p>
+    </div>
+  )
+}
+
+function TemplatesInfo() {
+  return (
+    <div className="bg-white rounded-xl border border-slate-200 p-6">
+      <div className="flex items-center gap-3 mb-4">
+        <div className="w-10 h-10 rounded-lg bg-orange-100 flex items-center justify-center text-xl">📋</div>
+        <div>
+          <h3 className="font-semibold text-slate-900">Legal Templates & Vorlagen</h3>
+          <p className="text-sm text-slate-500">Collection: <code className="bg-slate-100 px-1 rounded">bp_legal_templates</code></p>
+        </div>
+      </div>
+      <div className="grid grid-cols-3 gap-4 mb-4">
+        <div className="bg-orange-50 rounded-lg p-4 border border-orange-200">
+          <p className="text-sm text-orange-600 font-medium">Chunks</p>
+          <p className="text-2xl font-bold text-slate-900">7.689</p>
+        </div>
+        <div className="bg-orange-50 rounded-lg p-4 border border-orange-200">
+          <p className="text-sm text-orange-600 font-medium">Vector Size</p>
+          <p className="text-2xl font-bold text-slate-900">1024</p>
+        </div>
+        <div className="bg-orange-50 rounded-lg p-4 border border-orange-200">
+          <p className="text-sm text-orange-600 font-medium">Typ</p>
+          <p className="text-2xl font-bold text-slate-900">BGE-M3</p>
+        </div>
+      </div>
+      <p className="text-sm text-slate-600">
+        Vorlagen fuer VVT (Verzeichnis von Verarbeitungstaetigkeiten), TOM (Technisch-Organisatorische Massnahmen),
+        DSFA-Berichte und weitere Compliance-Dokumente. Werden vom AI Compliance SDK fuer die Dokumentgenerierung genutzt.
+      </p>
+    </div>
+  )
+}

admin-lehrer/app/(admin)/ai/rag/_components/SearchTab.tsx

@@ -0,0 +1,97 @@
+'use client'
+
+import React from 'react'
+import type { UseRAGPageReturn } from '../_hooks/useRAGPage'
+
+interface SearchTabProps {
+  hook: UseRAGPageReturn
+}
+
+export function SearchTab({ hook }: SearchTabProps) {
+  const {
+    searchQuery,
+    setSearchQuery,
+    searchResults,
+    searching,
+    selectedRegulations,
+    setSelectedRegulations,
+    handleSearch,
+  } = hook
+
+  return (
+    <div className="space-y-6">
+      {/* Search Box */}
+      <div className="bg-white rounded-xl border border-slate-200 p-6">
+        <h3 className="font-semibold text-slate-900 mb-4">Semantische Suche</h3>
+        <div className="space-y-4">
+          <div>
+            <label className="block text-sm font-medium text-slate-700 mb-2">Suchanfrage</label>
+            <textarea
+              value={searchQuery}
+              onChange={(e) => setSearchQuery(e.target.value)}
+              placeholder="z.B. 'Welche Anforderungen gibt es fuer KI-Systeme mit hohem Risiko?'"
+              rows={3}
+              className="w-full px-3 py-2 border rounded-lg focus:ring-2 focus:ring-teal-500 focus:border-teal-500"
+            />
+          </div>
+          <div>
+            <label className="block text-sm font-medium text-slate-700 mb-2">Filter (optional)</label>
+            <div className="flex flex-wrap gap-2">
+              {['GDPR', 'AIACT', 'CRA', 'NIS2', 'BSI-TR-03161-1'].map((code) => (
+                <button
+                  key={code}
+                  onClick={() => {
+                    setSelectedRegulations((prev: string[]) =>
+                      prev.includes(code) ? prev.filter((c: string) => c !== code) : [...prev, code]
+                    )
+                  }}
+                  className={`px-3 py-1 text-sm rounded-full border transition-colors ${
+                    selectedRegulations.includes(code)
+                      ? 'bg-teal-100 border-teal-300 text-teal-700'
+                      : 'bg-white border-slate-200 text-slate-600 hover:border-slate-300'
+                  }`}
+                >
+                  {code}
+                </button>
+              ))}
+            </div>
+          </div>
+          <button
+            onClick={handleSearch}
+            disabled={searching || !searchQuery.trim()}
+            className="px-6 py-2 bg-teal-600 text-white rounded-lg hover:bg-teal-700 disabled:opacity-50"
+          >
+            {searching ? 'Suche...' : 'Suchen'}
+          </button>
+        </div>
+      </div>
+
+      {/* Search Results */}
+      {searchResults.length > 0 && (
+        <div className="bg-white rounded-xl border border-slate-200 overflow-hidden">
+          <div className="px-4 py-3 border-b bg-slate-50">
+            <h3 className="font-semibold text-slate-900">{searchResults.length} Ergebnisse</h3>
+          </div>
+          <div className="divide-y">
+            {searchResults.map((result, i) => (
+              <div key={i} className="p-4">
+                <div className="flex items-center gap-2 mb-2">
+                  <span className="px-2 py-0.5 text-xs rounded bg-teal-100 text-teal-700">
+                    {result.regulation_code}
+                  </span>
+                  {result.article && (
+                    <span className="text-sm text-slate-500">Art. {result.article}</span>
+                  )}
+                  <span className="ml-auto text-sm text-slate-400">
+                    Score: {(result.score * 100).toFixed(1)}%
+                  </span>
+                </div>
+                <p className="text-slate-700 text-sm">{result.text}</p>
+              </div>
+            ))}
+          </div>
+        </div>
+      )}
+    </div>
+  )
+}

admin-lehrer/app/(admin)/ai/rag/_hooks/useRAGPage.ts

@@ -0,0 +1,441 @@
+'use client'
+
+import { useState, useEffect, useCallback } from 'react'
+import { API_PROXY, DSFA_API_PROXY } from '../rag-data'
+import type {
+  TabId,
+  RegulationCategory,
+  CollectionStatus,
+  SearchResult,
+  DsfaSource,
+  DsfaCorpusStatus,
+  CustomDocument,
+  PipelineState,
+  PipelineCheckpoint,
+} from '../types'
+
+export function useRAGPage() {
+  const [activeTab, setActiveTab] = useState<TabId>('overview')
+  const [collectionStatus, setCollectionStatus] = useState<CollectionStatus | null>(null)
+  const [loading, setLoading] = useState(true)
+  const [searchQuery, setSearchQuery] = useState('')
+  const [searchResults, setSearchResults] = useState<SearchResult[]>([])
+  const [searching, setSearching] = useState(false)
+  const [selectedRegulations, setSelectedRegulations] = useState<string[]>([])
+  const [ingestionRunning, setIngestionRunning] = useState(false)
+  const [ingestionLog, setIngestionLog] = useState<string[]>([])
+  const [pipelineState, setPipelineState] = useState<PipelineState | null>(null)
+  const [pipelineLoading, setPipelineLoading] = useState(false)
+  const [pipelineStarting, setPipelineStarting] = useState(false)
+  const [expandedRegulation, setExpandedRegulation] = useState<string | null>(null)
+  const [autoRefresh, setAutoRefresh] = useState(true)
+  const [elapsedTime, setElapsedTime] = useState<string>('')
+  const [expandedDocTypes, setExpandedDocTypes] = useState<string[]>(['eu_regulation', 'eu_directive'])
+  const [expandedMatrixDoc, setExpandedMatrixDoc] = useState<string | null>(null)
+
+  // DSFA corpus state
+  const [dsfaSources, setDsfaSources] = useState<DsfaSource[]>([])
+  const [dsfaStatus, setDsfaStatus] = useState<DsfaCorpusStatus | null>(null)
+  const [dsfaLoading, setDsfaLoading] = useState(false)
+  const [regulationCategory, setRegulationCategory] = useState<RegulationCategory>('regulations')
+  const [expandedDsfaSource, setExpandedDsfaSource] = useState<string | null>(null)
+
+  // Data tab state
+  const [customDocuments, setCustomDocuments] = useState<CustomDocument[]>([])
+  const [uploadFile, setUploadFile] = useState<File | null>(null)
+  const [uploadTitle, setUploadTitle] = useState('')
+  const [uploadCode, setUploadCode] = useState('')
+  const [uploading, setUploading] = useState(false)
+  const [linkUrl, setLinkUrl] = useState('')
+  const [linkTitle, setLinkTitle] = useState('')
+  const [linkCode, setLinkCode] = useState('')
+  const [addingLink, setAddingLink] = useState(false)
+
+  const fetchStatus = useCallback(async () => {
+    setLoading(true)
+    try {
+      const res = await fetch(`${API_PROXY}?action=status`)
+      if (res.ok) {
+        const data = await res.json()
+        setCollectionStatus(data)
+      }
+    } catch (error) {
+      console.error('Failed to fetch status:', error)
+    } finally {
+      setLoading(false)
+    }
+  }, [])
+
+  const fetchPipeline = useCallback(async () => {
+    setPipelineLoading(true)
+    try {
+      const res = await fetch(`${API_PROXY}?action=pipeline-checkpoints`)
+      if (res.ok) {
+        const data = await res.json()
+        setPipelineState(data)
+      }
+    } catch (error) {
+      console.error('Failed to fetch pipeline:', error)
+    } finally {
+      setPipelineLoading(false)
+    }
+  }, [])
+
+  const fetchDsfaStatus = useCallback(async () => {
+    setDsfaLoading(true)
+    try {
+      const [statusRes, sourcesRes] = await Promise.all([
+        fetch(`${DSFA_API_PROXY}?action=status`),
+        fetch(`${DSFA_API_PROXY}?action=sources`),
+      ])
+      if (statusRes.ok) {
+        const data = await statusRes.json()
+        setDsfaStatus(data)
+      }
+      if (sourcesRes.ok) {
+        const data = await sourcesRes.json()
+        setDsfaSources(data.sources || data || [])
+      }
+    } catch (error) {
+      console.error('Failed to fetch DSFA status:', error)
+    } finally {
+      setDsfaLoading(false)
+    }
+  }, [])
+
+  const fetchCustomDocuments = useCallback(async () => {
+    try {
+      const res = await fetch(`${API_PROXY}?action=custom-documents`)
+      if (res.ok) {
+        const data = await res.json()
+        setCustomDocuments(data.documents || [])
+      }
+    } catch (error) {
+      console.error('Failed to fetch custom documents:', error)
+    }
+  }, [])
+
+  const handleUpload = async () => {
+    if (!uploadFile || !uploadTitle || !uploadCode) return
+
+    setUploading(true)
+    try {
+      const formData = new FormData()
+      formData.append('file', uploadFile)
+      formData.append('title', uploadTitle)
+      formData.append('code', uploadCode)
+      formData.append('document_type', 'custom')
+
+      const res = await fetch(`${API_PROXY}?action=upload`, {
+        method: 'POST',
+        body: formData,
+      })
+
+      if (res.ok) {
+        setUploadFile(null)
+        setUploadTitle('')
+        setUploadCode('')
+        fetchCustomDocuments()
+        fetchStatus()
+      }
+    } catch (error) {
+      console.error('Upload failed:', error)
+    } finally {
+      setUploading(false)
+    }
+  }
+
+  const handleAddLink = async () => {
+    if (!linkUrl || !linkTitle || !linkCode) return
+
+    setAddingLink(true)
+    try {
+      const res = await fetch(`${API_PROXY}?action=add-link`, {
+        method: 'POST',
+        headers: { 'Content-Type': 'application/json' },
+        body: JSON.stringify({
+          url: linkUrl,
+          title: linkTitle,
+          code: linkCode,
+          document_type: 'custom',
+        }),
+      })
+
+      if (res.ok) {
+        setLinkUrl('')
+        setLinkTitle('')
+        setLinkCode('')
+        fetchCustomDocuments()
+      }
+    } catch (error) {
+      console.error('Add link failed:', error)
+    } finally {
+      setAddingLink(false)
+    }
+  }
+
+  const handleDeleteDocument = async (docId: string) => {
+    try {
+      const res = await fetch(`${API_PROXY}?action=delete-document&docId=${docId}`, {
+        method: 'DELETE',
+      })
+      if (res.ok) {
+        fetchCustomDocuments()
+        fetchStatus()
+      }
+    } catch (error) {
+      console.error('Delete failed:', error)
+    }
+  }
+
+  const handleStartPipeline = async (skipIngestion: boolean = false) => {
+    setPipelineStarting(true)
+    try {
+      const res = await fetch(`${API_PROXY}?action=start-pipeline`, {
+        method: 'POST',
+        headers: { 'Content-Type': 'application/json' },
+        body: JSON.stringify({
+          force_reindex: false,
+          skip_ingestion: skipIngestion,
+        }),
+      })
+
+      if (res.ok) {
+        setTimeout(() => {
+          fetchPipeline()
+          setPipelineStarting(false)
+        }, 2000)
+      } else {
+        setPipelineStarting(false)
+      }
+    } catch (error) {
+      console.error('Failed to start pipeline:', error)
+      setPipelineStarting(false)
+    }
+  }
+
+  const handleSearch = async () => {
+    if (!searchQuery.trim()) return
+
+    setSearching(true)
+    try {
+      const params = new URLSearchParams({
+        action: 'search',
+        query: searchQuery,
+        top_k: '5',
+      })
+      if (selectedRegulations.length > 0) {
+        params.append('regulations', selectedRegulations.join(','))
+      }
+
+      const res = await fetch(`${API_PROXY}?${params}`)
+      if (res.ok) {
+        const data = await res.json()
+        setSearchResults(data.results || [])
+      }
+    } catch (error) {
+      console.error('Search failed:', error)
+    } finally {
+      setSearching(false)
+    }
+  }
+
+  const triggerIngestion = async () => {
+    setIngestionRunning(true)
+    setIngestionLog(['Starte Re-Ingestion aller 19 Regulierungen...'])
+
+    try {
+      const res = await fetch(`${API_PROXY}?action=ingest`, {
+        method: 'POST',
+        headers: { 'Content-Type': 'application/json' },
+        body: JSON.stringify({ force: true }),
+      })
+
+      if (res.ok) {
+        const data = await res.json()
+        setIngestionLog((prev) => [...prev, 'Ingestion gestartet. Job-ID: ' + (data.job_id || 'N/A')])
+        const checkStatus = setInterval(async () => {
+          try {
+            const statusRes = await fetch(`${API_PROXY}?action=ingestion-status`)
+            if (statusRes.ok) {
+              const statusData = await statusRes.json()
+              if (statusData.completed) {
+                clearInterval(checkStatus)
+                setIngestionRunning(false)
+                setIngestionLog((prev) => [...prev, 'Ingestion abgeschlossen!'])
+                fetchStatus()
+              } else if (statusData.current_regulation) {
+                setIngestionLog((prev) => [
+                  ...prev,
+                  `Verarbeite: ${statusData.current_regulation} (${statusData.processed}/${statusData.total})`,
+                ])
+              }
+            }
+          } catch {
+            // Ignore polling errors
+          }
+        }, 5000)
+      } else {
+        setIngestionLog((prev) => [...prev, 'Fehler: ' + res.statusText])
+        setIngestionRunning(false)
+      }
+    } catch (error) {
+      setIngestionLog((prev) => [...prev, 'Fehler: ' + String(error)])
+      setIngestionRunning(false)
+    }
+  }
+
+  const getRegulationChunks = (code: string): number => {
+    return collectionStatus?.regulations?.[code] || 0
+  }
+
+  const getTotalChunks = (): number => {
+    return collectionStatus?.totalPoints || 0
+  }
+
+  // Initial data fetch
+  useEffect(() => {
+    fetchStatus()
+    fetchDsfaStatus()
+  }, [fetchStatus, fetchDsfaStatus])
+
+  // Fetch pipeline when tab changes
+  useEffect(() => {
+    if (activeTab === 'pipeline') {
+      fetchPipeline()
+    }
+  }, [activeTab, fetchPipeline])
+
+  // Fetch custom documents when data tab is active
+  useEffect(() => {
+    if (activeTab === 'data') {
+      fetchCustomDocuments()
+    }
+  }, [activeTab, fetchCustomDocuments])
+
+  // Auto-refresh pipeline status when running
+  useEffect(() => {
+    if (activeTab !== 'pipeline' || !autoRefresh) return
+
+    const isRunning = pipelineState?.status === 'running'
+
+    if (isRunning) {
+      const interval = setInterval(() => {
+        fetchPipeline()
+        fetchStatus()
+      }, 5000)
+
+      return () => clearInterval(interval)
+    }
+  }, [activeTab, autoRefresh, pipelineState?.status, fetchPipeline, fetchStatus])
+
+  // Update elapsed time
+  useEffect(() => {
+    if (!pipelineState?.started_at || pipelineState?.status !== 'running') {
+      setElapsedTime('')
+      return
+    }
+
+    const updateElapsed = () => {
+      const start = new Date(pipelineState.started_at!).getTime()
+      const now = Date.now()
+      const diff = Math.floor((now - start) / 1000)
+
+      const hours = Math.floor(diff / 3600)
+      const minutes = Math.floor((diff % 3600) / 60)
+      const seconds = diff % 60
+
+      if (hours > 0) {
+        setElapsedTime(`${hours}h ${minutes}m ${seconds}s`)
+      } else if (minutes > 0) {
+        setElapsedTime(`${minutes}m ${seconds}s`)
+      } else {
+        setElapsedTime(`${seconds}s`)
+      }
+    }
+
+    updateElapsed()
+    const interval = setInterval(updateElapsed, 1000)
+    return () => clearInterval(interval)
+  }, [pipelineState?.started_at, pipelineState?.status])
+
+  return {
+    // Tab state
+    activeTab,
+    setActiveTab,
+
+    // Collection status
+    collectionStatus,
+    loading,
+    fetchStatus,
+
+    // Search
+    searchQuery,
+    setSearchQuery,
+    searchResults,
+    searching,
+    selectedRegulations,
+    setSelectedRegulations,
+    handleSearch,
+
+    // Ingestion
+    ingestionRunning,
+    ingestionLog,
+    triggerIngestion,
+
+    // Pipeline
+    pipelineState,
+    pipelineLoading,
+    pipelineStarting,
+    autoRefresh,
+    setAutoRefresh,
+    elapsedTime,
+    fetchPipeline,
+    handleStartPipeline,
+
+    // Regulation expansion
+    expandedRegulation,
+    setExpandedRegulation,
+    expandedDocTypes,
+    setExpandedDocTypes,
+    expandedMatrixDoc,
+    setExpandedMatrixDoc,
+
+    // DSFA
+    dsfaSources,
+    dsfaStatus,
+    dsfaLoading,
+    regulationCategory,
+    setRegulationCategory,
+    expandedDsfaSource,
+    setExpandedDsfaSource,
+    fetchDsfaStatus,
+
+    // Data tab
+    customDocuments,
+    uploadFile,
+    setUploadFile,
+    uploadTitle,
+    setUploadTitle,
+    uploadCode,
+    setUploadCode,
+    uploading,
+    handleUpload,
+    linkUrl,
+    setLinkUrl,
+    linkTitle,
+    setLinkTitle,
+    linkCode,
+    setLinkCode,
+    addingLink,
+    handleAddLink,
+    handleDeleteDocument,
+    fetchCustomDocuments,
+
+    // Helpers
+    getRegulationChunks,
+    getTotalChunks,
+  }
+}
+
+export type UseRAGPageReturn = ReturnType<typeof useRAGPage>

admin-lehrer/app/(admin)/ai/rag/components/ChunkBrowserConstants.ts

@@ -0,0 +1,52 @@
+/**
+ * Constants and types for ChunkBrowserQA component.
+ */
+
+export type RegGroupKey =
+  | 'eu_regulation'
+  | 'eu_directive'
+  | 'de_law'
+  | 'at_law'
+  | 'ch_law'
+  | 'national_law'
+  | 'bsi_standard'
+  | 'eu_guideline'
+  | 'international_standard'
+  | 'other'
+
+export const GROUP_LABELS: Record<RegGroupKey, string> = {
+  eu_regulation: 'EU Verordnungen',
+  eu_directive: 'EU Richtlinien',
+  de_law: 'DE Gesetze',
+  at_law: 'AT Gesetze',
+  ch_law: 'CH Gesetze',
+  national_law: 'Nationale Gesetze (EU)',
+  bsi_standard: 'BSI Standards',
+  eu_guideline: 'EDPB / Guidelines',
+  international_standard: 'Internationale Standards',
+  other: 'Sonstige',
+}
+
+export const GROUP_ORDER: RegGroupKey[] = [
+  'eu_regulation', 'eu_directive', 'de_law', 'at_law', 'ch_law',
+  'national_law', 'bsi_standard', 'eu_guideline', 'international_standard', 'other',
+]
+
+export const COLLECTIONS = [
+  'bp_compliance_gesetze',
+  'bp_compliance_ce',
+  'bp_compliance_datenschutz',
+  'bp_dsfa_corpus',
+  'bp_compliance_recht',
+  'bp_legal_templates',
+  'bp_nibis_eh',
+]
+
+export const STRUCTURAL_KEYS = new Set([
+  'article', 'artikel', 'paragraph', 'section_title', 'section', 'chapter',
+  'abschnitt', 'kapitel', 'pages', 'page',
+])
+
+export const HIDDEN_KEYS = new Set([
+  'text', 'content', 'chunk_text', 'id', 'embedding',
+])

admin-lehrer/app/(admin)/ai/rag/components/ChunkBrowserContent.tsx

@@ -0,0 +1,234 @@
+'use client'
+
+import React from 'react'
+import { STRUCTURAL_KEYS, HIDDEN_KEYS } from './ChunkBrowserConstants'
+import { getChunkText, getStructuralInfo } from './ChunkBrowserHelpers'
+import { RAG_PDF_MAPPING } from './rag-pdf-mapping'
+import { REGULATIONS_IN_RAG } from '../rag-constants'
+
+interface ChunkBrowserContentProps {
+  selectedRegulation: string | null
+  docLoading: boolean
+  docChunks: Record<string, unknown>[]
+  docChunkIndex: number
+  docTotalChunks: number
+  splitViewActive: boolean
+  chunksPerPage: number
+  pdfExists: boolean | null
+}
+
+export function ChunkBrowserContent({
+  selectedRegulation,
+  docLoading,
+  docChunks,
+  docChunkIndex,
+  docTotalChunks,
+  splitViewActive,
+  chunksPerPage,
+  pdfExists,
+}: ChunkBrowserContentProps) {
+  const currentChunk = docChunks[docChunkIndex] || null
+  const prevChunk = docChunkIndex > 0 ? docChunks[docChunkIndex - 1] : null
+  const nextChunk = docChunkIndex < docChunks.length - 1 ? docChunks[docChunkIndex + 1] : null
+
+  const structInfo = getStructuralInfo(currentChunk)
+
+  // PDF page estimation
+  const estimatePdfPage = (chunk: Record<string, unknown> | null, chunkIdx: number): number => {
+    if (chunk) {
+      const pages = chunk.pages as number[] | undefined
+      if (Array.isArray(pages) && pages.length > 0) return pages[0]
+      const page = chunk.page as number | undefined
+      if (typeof page === 'number' && page > 0) return page
+    }
+    const mapping = selectedRegulation ? RAG_PDF_MAPPING[selectedRegulation] : null
+    const cpp = mapping?.chunksPerPage || chunksPerPage
+    return Math.floor(chunkIdx / cpp) + 1
+  }
+
+  const pdfPage = estimatePdfPage(currentChunk, docChunkIndex)
+  const pdfMapping = selectedRegulation ? RAG_PDF_MAPPING[selectedRegulation] : null
+  const pdfUrl = pdfMapping ? `/rag-originals/${pdfMapping.filename}#page=${pdfPage}` : null
+
+  // Overlap extraction
+  const getOverlapPrev = (): string => {
+    if (!prevChunk) return ''
+    const text = getChunkText(prevChunk)
+    return text.length > 150 ? '...' + text.slice(-150) : text
+  }
+
+  const getOverlapNext = (): string => {
+    if (!nextChunk) return ''
+    const text = getChunkText(nextChunk)
+    return text.length > 150 ? text.slice(0, 150) + '...' : text
+  }
+
+  if (!selectedRegulation) {
+    return (
+      <div className="flex-1 flex items-center justify-center bg-white rounded-xl border border-slate-200">
+        <div className="text-center text-slate-400 space-y-2">
+          <div className="text-4xl">&#128269;</div>
+          <p className="text-sm">Dokument in der Sidebar auswaehlen, um QA zu starten.</p>
+          <p className="text-xs text-slate-300">Pfeiltasten: Chunk vor/zurueck</p>
+        </div>
+      </div>
+    )
+  }
+
+  if (docLoading) {
+    return (
+      <div className="flex-1 flex items-center justify-center bg-white rounded-xl border border-slate-200">
+        <div className="text-center text-slate-500 space-y-2">
+          <div className="animate-spin text-3xl">&#9881;</div>
+          <p className="text-sm">Chunks werden geladen...</p>
+          <p className="text-xs text-slate-400">
+            {selectedRegulation}: {REGULATIONS_IN_RAG[selectedRegulation]?.chunks.toLocaleString() || '?'} Chunks erwartet
+          </p>
+        </div>
+      </div>
+    )
+  }
+
+  return (
+    <div className={`flex-1 grid gap-3 min-h-0 ${splitViewActive ? 'grid-cols-2' : 'grid-cols-1'}`}>
+      {/* Chunk-Text Panel */}
+      <div className="bg-white rounded-xl border border-slate-200 flex flex-col min-h-0 overflow-hidden">
+        <div className="flex-shrink-0 px-4 py-2 bg-slate-50 border-b border-slate-100 flex items-center justify-between">
+          <span className="text-sm font-medium text-slate-700">Chunk-Text</span>
+          <div className="flex items-center gap-2">
+            {structInfo.article && (
+              <span className="px-2 py-0.5 bg-blue-50 text-blue-700 text-xs font-medium rounded border border-blue-200">
+                {structInfo.article}
+              </span>
+            )}
+            {structInfo.section && (
+              <span className="px-2 py-0.5 bg-purple-50 text-purple-700 text-xs rounded border border-purple-200">
+                {structInfo.section}
+              </span>
+            )}
+            <span className="text-xs text-slate-400 tabular-nums">
+              #{docChunkIndex} / {docTotalChunks - 1}
+            </span>
+          </div>
+        </div>
+
+        <div className="flex-1 overflow-y-auto min-h-0 p-4 space-y-3">
+          {/* Overlap from previous chunk */}
+          {prevChunk && (
+            <div className="text-xs text-slate-400 bg-amber-50 border-l-2 border-amber-300 px-3 py-2 rounded-r">
+              <div className="font-medium text-amber-600 mb-1">&#8593; Ende vorheriger Chunk #{docChunkIndex - 1}</div>
+              <p className="whitespace-pre-wrap break-words leading-relaxed">{getOverlapPrev()}</p>
+            </div>
+          )}
+
+          {/* Current chunk text */}
+          {currentChunk ? (
+            <div className="text-sm text-slate-800 whitespace-pre-wrap break-words leading-relaxed border-l-2 border-teal-400 pl-3">
+              {getChunkText(currentChunk)}
+            </div>
+          ) : (
+            <div className="text-sm text-slate-400 italic">Kein Chunk-Text vorhanden.</div>
+          )}
+
+          {/* Overlap from next chunk */}
+          {nextChunk && (
+            <div className="text-xs text-slate-400 bg-amber-50 border-l-2 border-amber-300 px-3 py-2 rounded-r">
+              <div className="font-medium text-amber-600 mb-1">&#8595; Anfang naechster Chunk #{docChunkIndex + 1}</div>
+              <p className="whitespace-pre-wrap break-words leading-relaxed">{getOverlapNext()}</p>
+            </div>
+          )}
+
+          {/* Metadata */}
+          {currentChunk && (
+            <div className="mt-4 pt-3 border-t border-slate-100">
+              <div className="text-xs font-medium text-slate-500 mb-2">Metadaten</div>
+              <div className="grid grid-cols-2 gap-x-4 gap-y-1 text-xs">
+                {Object.entries(currentChunk)
+                  .filter(([k]) => !HIDDEN_KEYS.has(k))
+                  .sort(([a], [b]) => {
+                    const aStruct = STRUCTURAL_KEYS.has(a) ? 0 : 1
+                    const bStruct = STRUCTURAL_KEYS.has(b) ? 0 : 1
+                    return aStruct - bStruct || a.localeCompare(b)
+                  })
+                  .map(([k, v]) => (
+                    <div key={k} className={`flex gap-1 ${STRUCTURAL_KEYS.has(k) ? 'col-span-2 font-medium' : ''}`}>
+                      <span className="font-medium text-slate-500 flex-shrink-0">{k}:</span>
+                      <span className="text-slate-700 break-all">
+                        {Array.isArray(v) ? v.join(', ') : String(v)}
+                      </span>
+                    </div>
+                  ))}
+              </div>
+              <div className="mt-3 pt-2 border-t border-slate-50">
+                <div className="text-xs text-slate-400">
+                  Chunk-Laenge: {getChunkText(currentChunk).length} Zeichen
+                  {getChunkText(currentChunk).length < 50 && (
+                    <span className="ml-2 text-orange-500 font-medium">&#9888; Sehr kurz</span>
+                  )}
+                  {getChunkText(currentChunk).length > 2000 && (
+                    <span className="ml-2 text-orange-500 font-medium">&#9888; Sehr lang</span>
+                  )}
+                </div>
+              </div>
+            </div>
+          )}
+        </div>
+      </div>
+
+      {/* PDF-Viewer Panel */}
+      {splitViewActive && (
+        <div className="bg-white rounded-xl border border-slate-200 flex flex-col min-h-0 overflow-hidden">
+          <div className="flex-shrink-0 px-4 py-2 bg-slate-50 border-b border-slate-100 flex items-center justify-between">
+            <span className="text-sm font-medium text-slate-700">Original-PDF</span>
+            <div className="flex items-center gap-2">
+              <span className="text-xs text-slate-400">
+                Seite ~{pdfPage}
+                {pdfMapping?.totalPages ? ` / ${pdfMapping.totalPages}` : ''}
+              </span>
+              {pdfUrl && (
+                <a
+                  href={pdfUrl.split('#')[0]}
+                  target="_blank"
+                  rel="noopener noreferrer"
+                  className="text-xs text-teal-600 hover:text-teal-800 underline"
+                >
+                  Oeffnen &#8599;
+                </a>
+              )}
+            </div>
+          </div>
+          <div className="flex-1 min-h-0 relative">
+            {pdfUrl && pdfExists ? (
+              <iframe
+                key={`${selectedRegulation}-${pdfPage}`}
+                src={pdfUrl}
+                className="absolute inset-0 w-full h-full border-0"
+                title="Original PDF"
+              />
+            ) : (
+              <div className="flex items-center justify-center h-full text-slate-400 text-sm p-4">
+                <div className="text-center space-y-2">
+                  <div className="text-3xl">&#128196;</div>
+                  {!pdfMapping ? (
+                    <>
+                      <p>Kein PDF-Mapping fuer {selectedRegulation}.</p>
+                      <p className="text-xs">rag-pdf-mapping.ts ergaenzen.</p>
+                    </>
+                  ) : pdfExists === false ? (
+                    <>
+                      <p className="font-medium text-orange-600">PDF nicht vorhanden</p>
+                      <p className="text-xs">Datei <code className="bg-slate-100 px-1 rounded">{pdfMapping.filename}</code> fehlt in ~/rag-originals/</p>
+                      <p className="text-xs mt-1">Bitte manuell herunterladen und dort ablegen.</p>
+                    </>
+                  ) : (
+                    <p>PDF wird geprueft...</p>
+                  )}
+                </div>
+              </div>
+            )}
+          </div>
+        </div>
+      )}
+    </div>
+  )
+}

admin-lehrer/app/(admin)/ai/rag/components/ChunkBrowserHelpers.ts

@@ -0,0 +1,39 @@
+/**
+ * Helper functions for ChunkBrowserQA component.
+ */
+
+import { REGULATION_INFO } from '../rag-constants'
+
+/** Get text content from a chunk */
+export function getChunkText(chunk: Record<string, unknown> | null): string {
+  if (!chunk) return ''
+  return String(chunk.chunk_text || chunk.text || chunk.content || '')
+}
+
+/** Extract structural metadata for prominent display */
+export function getStructuralInfo(
+  chunk: Record<string, unknown> | null
+): { article?: string; section?: string; pages?: string } {
+  if (!chunk) return {}
+  const result: { article?: string; section?: string; pages?: string } = {}
+  // Article / paragraph
+  const article = chunk.article || chunk.artikel || chunk.paragraph || chunk.section_title
+  if (article) result.article = String(article)
+  // Section
+  const section = chunk.section || chunk.chapter || chunk.abschnitt || chunk.kapitel
+  if (section) result.section = String(section)
+  // Pages
+  const pages = chunk.pages as number[] | undefined
+  if (Array.isArray(pages) && pages.length > 0) {
+    result.pages = pages.length === 1 ? `S. ${pages[0]}` : `S. ${pages[0]}-${pages[pages.length - 1]}`
+  } else if (chunk.page) {
+    result.pages = `S. ${chunk.page}`
+  }
+  return result
+}
+
+/** Regulation name lookup */
+export function getRegName(code: string): string {
+  const reg = REGULATION_INFO.find(r => r.code === code)
+  return reg?.name || code
+}

admin-lehrer/app/(admin)/ai/rag/components/ChunkBrowserQA.tsx

@@ -0,0 +1,282 @@
+'use client'
+
+import React, { useState, useEffect, useCallback, useRef, useMemo } from 'react'
+import { RAG_PDF_MAPPING } from './rag-pdf-mapping'
+import { REGULATIONS_IN_RAG, REGULATION_INFO } from '../rag-constants'
+import { RegGroupKey } from './ChunkBrowserConstants'
+import { getStructuralInfo } from './ChunkBrowserHelpers'
+import { ChunkBrowserSidebar } from './ChunkBrowserSidebar'
+import { ChunkBrowserToolbar } from './ChunkBrowserToolbar'
+import { ChunkBrowserContent } from './ChunkBrowserContent'
+
+interface ChunkBrowserQAProps {
+  apiProxy: string
+}
+
+export function ChunkBrowserQA({ apiProxy }: ChunkBrowserQAProps) {
+  // Filter-Sidebar
+  const [selectedRegulation, setSelectedRegulation] = useState<string | null>(null)
+  const [regulationCounts, setRegulationCounts] = useState<Record<string, number>>({})
+  const [filterSearch, setFilterSearch] = useState('')
+  const [countsLoading, setCountsLoading] = useState(false)
+
+  // Dokument-Chunks (sequenziell)
+  const [docChunks, setDocChunks] = useState<Record<string, unknown>[]>([])
+  const [docChunkIndex, setDocChunkIndex] = useState(0)
+  const [docTotalChunks, setDocTotalChunks] = useState(0)
+  const [docLoading, setDocLoading] = useState(false)
+  const docChunksRef = useRef(docChunks)
+  docChunksRef.current = docChunks
+
+  // Split-View
+  const [splitViewActive, setSplitViewActive] = useState(true)
+  const [chunksPerPage, setChunksPerPage] = useState(6)
+  const [fullscreen, setFullscreen] = useState(false)
+
+  // Collection
+  const [collection, setCollection] = useState('bp_compliance_ce')
+
+  // PDF existence check
+  const [pdfExists, setPdfExists] = useState<boolean | null>(null)
+
+  // Sidebar collapsed groups
+  const [collapsedGroups, setCollapsedGroups] = useState<Set<string>>(new Set())
+
+  // Build grouped regulations for sidebar
+  const regulationsInCollection = Object.entries(REGULATIONS_IN_RAG)
+    .filter(([, info]) => info.collection === collection)
+    .map(([code]) => code)
+
+  const groupedRegulations = useMemo(() => {
+    const groups: Record<RegGroupKey, { code: string; name: string; type: string }[]> = {
+      eu_regulation: [], eu_directive: [], de_law: [], at_law: [], ch_law: [],
+      national_law: [], bsi_standard: [], eu_guideline: [], international_standard: [], other: [],
+    }
+    for (const code of regulationsInCollection) {
+      const reg = REGULATION_INFO.find(r => r.code === code)
+      const type = (reg?.type || 'other') as RegGroupKey
+      const groupKey = type in groups ? type : 'other'
+      groups[groupKey].push({ code, name: reg?.name || code, type: reg?.type || 'unknown' })
+    }
+    return groups
+  }, [regulationsInCollection.join(',')])
+
+  // Load regulation counts for current collection
+  const loadRegulationCounts = useCallback(async (col: string) => {
+    const entries = Object.entries(REGULATIONS_IN_RAG)
+      .filter(([, info]) => info.collection === col && info.qdrant_id)
+    if (entries.length === 0) return
+
+    const qdrantIdToCode: Record<string, string[]> = {}
+    for (const [code, info] of entries) {
+      if (!qdrantIdToCode[info.qdrant_id]) qdrantIdToCode[info.qdrant_id] = []
+      qdrantIdToCode[info.qdrant_id].push(code)
+    }
+    const uniqueQdrantIds = Object.keys(qdrantIdToCode)
+
+    setCountsLoading(true)
+    try {
+      const params = new URLSearchParams({
+        action: 'regulation-counts-batch',
+        collection: col,
+        qdrant_ids: uniqueQdrantIds.join(','),
+      })
+      const res = await fetch(`${apiProxy}?${params}`)
+      if (res.ok) {
+        const data = await res.json()
+        const mapped: Record<string, number> = {}
+        for (const [qid, count] of Object.entries(data.counts as Record<string, number>)) {
+          const codes = qdrantIdToCode[qid] || []
+          for (const code of codes) { mapped[code] = count }
+        }
+        setRegulationCounts(prev => ({ ...prev, ...mapped }))
+      }
+    } catch (error) {
+      console.error('Failed to load regulation counts:', error)
+    } finally {
+      setCountsLoading(false)
+    }
+  }, [apiProxy])
+
+  // Load all chunks for a regulation (paginated scroll)
+  const loadDocumentChunks = useCallback(async (regulationCode: string) => {
+    const ragInfo = REGULATIONS_IN_RAG[regulationCode]
+    if (!ragInfo || !ragInfo.qdrant_id) return
+
+    setDocLoading(true)
+    setDocChunks([])
+    setDocChunkIndex(0)
+    setDocTotalChunks(0)
+
+    const allChunks: Record<string, unknown>[] = []
+    let offset: string | null = null
+
+    try {
+      let safety = 0
+      do {
+        const params = new URLSearchParams({
+          action: 'scroll',
+          collection: ragInfo.collection,
+          limit: '100',
+          filter_key: 'regulation_id',
+          filter_value: ragInfo.qdrant_id,
+        })
+        if (offset) params.append('offset', offset)
+
+        const res = await fetch(`${apiProxy}?${params}`)
+        if (!res.ok) break
+
+        const data = await res.json()
+        const chunks = data.chunks || []
+        allChunks.push(...chunks)
+        offset = data.next_offset || null
+        safety++
+      } while (offset && safety < 200)
+
+      allChunks.sort((a, b) => {
+        const ai = Number(a.chunk_index ?? a.chunk_id ?? 0)
+        const bi = Number(b.chunk_index ?? b.chunk_id ?? 0)
+        return ai - bi
+      })
+
+      setDocChunks(allChunks)
+      setDocTotalChunks(allChunks.length)
+      setDocChunkIndex(0)
+    } catch (error) {
+      console.error('Failed to load document chunks:', error)
+    } finally {
+      setDocLoading(false)
+    }
+  }, [apiProxy])
+
+  // Initial load
+  useEffect(() => {
+    loadRegulationCounts(collection)
+  }, [collection, loadRegulationCounts])
+
+  // Check PDF existence when regulation changes
+  useEffect(() => {
+    if (!selectedRegulation) { setPdfExists(null); return }
+    const mapping = RAG_PDF_MAPPING[selectedRegulation]
+    if (!mapping) { setPdfExists(false); return }
+    const url = `/rag-originals/${mapping.filename}`
+    fetch(url, { method: 'HEAD' })
+      .then(res => setPdfExists(res.ok))
+      .catch(() => setPdfExists(false))
+  }, [selectedRegulation])
+
+  // Keyboard navigation
+  const handleKeyDown = useCallback((e: KeyboardEvent) => {
+    if (e.key === 'Escape' && fullscreen) {
+      e.preventDefault()
+      setFullscreen(false)
+    } else if (e.key === 'ArrowLeft' || e.key === 'ArrowUp') {
+      e.preventDefault()
+      setDocChunkIndex(i => Math.max(0, i - 1))
+    } else if (e.key === 'ArrowRight' || e.key === 'ArrowDown') {
+      e.preventDefault()
+      setDocChunkIndex(i => Math.min(docChunksRef.current.length - 1, i + 1))
+    }
+  }, [fullscreen])
+
+  useEffect(() => {
+    if (fullscreen || (selectedRegulation && docChunks.length > 0)) {
+      window.addEventListener('keydown', handleKeyDown)
+      return () => window.removeEventListener('keydown', handleKeyDown)
+    }
+  }, [selectedRegulation, docChunks.length, handleKeyDown, fullscreen])
+
+  // Handlers
+  const handleSelectRegulation = (code: string) => {
+    setSelectedRegulation(code)
+    loadDocumentChunks(code)
+  }
+
+  const handleCollectionChange = (col: string) => {
+    setCollection(col)
+    setSelectedRegulation(null)
+    setDocChunks([])
+    setDocChunkIndex(0)
+    setDocTotalChunks(0)
+    setRegulationCounts({})
+  }
+
+  const toggleGroup = (group: string) => {
+    setCollapsedGroups(prev => {
+      const next = new Set(prev)
+      if (next.has(group)) next.delete(group)
+      else next.add(group)
+      return next
+    })
+  }
+
+  // Filter sidebar items
+  const filteredRegulations = useMemo(() => {
+    if (!filterSearch.trim()) return groupedRegulations
+    const term = filterSearch.toLowerCase()
+    const filtered: typeof groupedRegulations = {
+      eu_regulation: [], eu_directive: [], de_law: [], at_law: [], ch_law: [],
+      national_law: [], bsi_standard: [], eu_guideline: [], international_standard: [], other: [],
+    }
+    for (const [group, items] of Object.entries(groupedRegulations)) {
+      filtered[group as RegGroupKey] = items.filter(
+        r => r.code.toLowerCase().includes(term) || r.name.toLowerCase().includes(term)
+      )
+    }
+    return filtered
+  }, [groupedRegulations, filterSearch])
+
+  const currentChunk = docChunks[docChunkIndex] || null
+  const structInfo = getStructuralInfo(currentChunk)
+
+  return (
+    <div
+      className={`flex flex-col ${fullscreen ? 'fixed inset-0 z-50 bg-slate-100 p-4' : ''}`}
+      style={fullscreen ? { height: '100vh' } : { height: 'calc(100vh - 220px)' }}
+    >
+      <ChunkBrowserToolbar
+        collection={collection}
+        onCollectionChange={handleCollectionChange}
+        selectedRegulation={selectedRegulation}
+        structInfo={structInfo}
+        docChunkIndex={docChunkIndex}
+        docTotalChunks={docTotalChunks}
+        docChunksLength={docChunks.length}
+        chunksPerPage={chunksPerPage}
+        setChunksPerPage={setChunksPerPage}
+        splitViewActive={splitViewActive}
+        setSplitViewActive={setSplitViewActive}
+        fullscreen={fullscreen}
+        setFullscreen={setFullscreen}
+        onPrev={() => { if (docChunkIndex > 0) setDocChunkIndex(i => i - 1) }}
+        onNext={() => { if (docChunkIndex < docChunks.length - 1) setDocChunkIndex(i => i + 1) }}
+        onJumpTo={setDocChunkIndex}
+      />
+
+      <div className="flex gap-3 flex-1 min-h-0">
+        <ChunkBrowserSidebar
+          filterSearch={filterSearch}
+          setFilterSearch={setFilterSearch}
+          countsLoading={countsLoading}
+          filteredRegulations={filteredRegulations}
+          regulationCounts={regulationCounts}
+          selectedRegulation={selectedRegulation}
+          collapsedGroups={collapsedGroups}
+          onSelectRegulation={handleSelectRegulation}
+          onToggleGroup={toggleGroup}
+        />
+
+        <ChunkBrowserContent
+          selectedRegulation={selectedRegulation}
+          docLoading={docLoading}
+          docChunks={docChunks}
+          docChunkIndex={docChunkIndex}
+          docTotalChunks={docTotalChunks}
+          splitViewActive={splitViewActive}
+          chunksPerPage={chunksPerPage}
+          pdfExists={pdfExists}
+        />
+      </div>
+    </div>
+  )
+}

admin-lehrer/app/(admin)/ai/rag/components/ChunkBrowserSidebar.tsx

@@ -0,0 +1,81 @@
+'use client'
+
+import React from 'react'
+import { RegGroupKey, GROUP_LABELS, GROUP_ORDER } from './ChunkBrowserConstants'
+
+interface ChunkBrowserSidebarProps {
+  filterSearch: string
+  setFilterSearch: (v: string) => void
+  countsLoading: boolean
+  filteredRegulations: Record<RegGroupKey, { code: string; name: string; type: string }[]>
+  regulationCounts: Record<string, number>
+  selectedRegulation: string | null
+  collapsedGroups: Set<string>
+  onSelectRegulation: (code: string) => void
+  onToggleGroup: (group: string) => void
+}
+
+export function ChunkBrowserSidebar({
+  filterSearch,
+  setFilterSearch,
+  countsLoading,
+  filteredRegulations,
+  regulationCounts,
+  selectedRegulation,
+  collapsedGroups,
+  onSelectRegulation,
+  onToggleGroup,
+}: ChunkBrowserSidebarProps) {
+  return (
+    <div className="w-56 flex-shrink-0 bg-white rounded-xl border border-slate-200 flex flex-col min-h-0">
+      <div className="flex-shrink-0 p-3 border-b border-slate-100">
+        <input
+          type="text"
+          value={filterSearch}
+          onChange={(e) => setFilterSearch(e.target.value)}
+          placeholder="Suche..."
+          className="w-full px-2 py-1.5 border rounded-lg text-sm focus:ring-2 focus:ring-teal-500"
+        />
+        {countsLoading && (
+          <div className="text-xs text-slate-400 mt-1 animate-pulse">Counts laden...</div>
+        )}
+      </div>
+      <div className="flex-1 overflow-y-auto min-h-0">
+        {GROUP_ORDER.map(group => {
+          const items = filteredRegulations[group]
+          if (items.length === 0) return null
+          const isCollapsed = collapsedGroups.has(group)
+          return (
+            <div key={group}>
+              <button
+                onClick={() => onToggleGroup(group)}
+                className="w-full px-3 py-1.5 text-left text-xs font-semibold text-slate-500 bg-slate-50 hover:bg-slate-100 flex items-center justify-between sticky top-0 z-10"
+              >
+                <span>{GROUP_LABELS[group]}</span>
+                <span className="text-slate-400">{isCollapsed ? '+' : '-'}</span>
+              </button>
+              {!isCollapsed && items.map(reg => {
+                const count = regulationCounts[reg.code] ?? 0
+                const isSelected = selectedRegulation === reg.code
+                return (
+                  <button
+                    key={reg.code}
+                    onClick={() => onSelectRegulation(reg.code)}
+                    className={`w-full px-3 py-1.5 text-left text-sm flex items-center justify-between hover:bg-teal-50 transition-colors ${
+                      isSelected ? 'bg-teal-100 text-teal-900 font-medium' : 'text-slate-700'
+                    }`}
+                  >
+                    <span className="truncate text-xs">{reg.name || reg.code}</span>
+                    <span className={`text-xs tabular-nums flex-shrink-0 ml-1 ${count > 0 ? 'text-slate-500' : 'text-slate-300'}`}>
+                      {count > 0 ? count.toLocaleString() : '\u2014'}
+                    </span>
+                  </button>
+                )
+              })}
+            </div>
+          )
+        })}
+      </div>
+    </div>
+  )
+}

admin-lehrer/app/(admin)/ai/rag/components/ChunkBrowserToolbar.tsx

@@ -0,0 +1,142 @@
+'use client'
+
+import React from 'react'
+import { COLLECTIONS } from './ChunkBrowserConstants'
+import { getRegName } from './ChunkBrowserHelpers'
+
+interface ChunkBrowserToolbarProps {
+  collection: string
+  onCollectionChange: (col: string) => void
+  selectedRegulation: string | null
+  structInfo: { article?: string; section?: string; pages?: string }
+  docChunkIndex: number
+  docTotalChunks: number
+  docChunksLength: number
+  chunksPerPage: number
+  setChunksPerPage: (v: number) => void
+  splitViewActive: boolean
+  setSplitViewActive: (v: boolean) => void
+  fullscreen: boolean
+  setFullscreen: (v: boolean) => void
+  onPrev: () => void
+  onNext: () => void
+  onJumpTo: (idx: number) => void
+}
+
+export function ChunkBrowserToolbar({
+  collection,
+  onCollectionChange,
+  selectedRegulation,
+  structInfo,
+  docChunkIndex,
+  docTotalChunks,
+  docChunksLength,
+  chunksPerPage,
+  setChunksPerPage,
+  splitViewActive,
+  setSplitViewActive,
+  fullscreen,
+  setFullscreen,
+  onPrev,
+  onNext,
+  onJumpTo,
+}: ChunkBrowserToolbarProps) {
+  return (
+    <div className="flex-shrink-0 bg-white rounded-xl border border-slate-200 p-3 mb-3">
+      <div className="flex flex-wrap items-center gap-4">
+        <div>
+          <label className="block text-xs font-medium text-slate-500 mb-1">Collection</label>
+          <select
+            value={collection}
+            onChange={(e) => onCollectionChange(e.target.value)}
+            className="px-3 py-1.5 border rounded-lg text-sm focus:ring-2 focus:ring-teal-500"
+          >
+            {COLLECTIONS.map(c => (
+              <option key={c} value={c}>{c}</option>
+            ))}
+          </select>
+        </div>
+
+        {selectedRegulation && (
+          <>
+            <div className="flex items-center gap-2">
+              <span className="text-sm font-semibold text-slate-900">
+                {selectedRegulation} &mdash; {getRegName(selectedRegulation)}
+              </span>
+              {structInfo.article && (
+                <span className="px-2 py-0.5 bg-blue-100 text-blue-800 text-xs font-medium rounded">
+                  {structInfo.article}
+                </span>
+              )}
+              {structInfo.pages && (
+                <span className="px-2 py-0.5 bg-slate-100 text-slate-600 text-xs rounded">
+                  {structInfo.pages}
+                </span>
+              )}
+            </div>
+            <div className="flex items-center gap-2 ml-auto">
+              <button
+                onClick={onPrev}
+                disabled={docChunkIndex === 0}
+                className="px-3 py-1.5 text-sm font-medium border rounded-lg bg-white hover:bg-slate-50 disabled:opacity-30 disabled:cursor-not-allowed"
+              >
+                &#9664; Zurueck
+              </button>
+              <span className="text-sm font-mono text-slate-600 min-w-[80px] text-center">
+                {docChunkIndex + 1} / {docTotalChunks}
+              </span>
+              <button
+                onClick={onNext}
+                disabled={docChunkIndex >= docChunksLength - 1}
+                className="px-3 py-1.5 text-sm font-medium border rounded-lg bg-white hover:bg-slate-50 disabled:opacity-30 disabled:cursor-not-allowed"
+              >
+                Weiter &#9654;
+              </button>
+              <input
+                type="number"
+                min={1}
+                max={docTotalChunks}
+                value={docChunkIndex + 1}
+                onChange={(e) => {
+                  const v = parseInt(e.target.value, 10)
+                  if (!isNaN(v) && v >= 1 && v <= docTotalChunks) onJumpTo(v - 1)
+                }}
+                className="w-16 px-2 py-1 border rounded text-xs text-center"
+                title="Springe zu Chunk Nr."
+              />
+            </div>
+            <div className="flex items-center gap-2">
+              <label className="text-xs text-slate-500">Chunks/Seite:</label>
+              <select
+                value={chunksPerPage}
+                onChange={(e) => setChunksPerPage(Number(e.target.value))}
+                className="px-2 py-1 border rounded text-xs"
+              >
+                {[3, 4, 5, 6, 8, 10, 12, 15, 20].map(n => (
+                  <option key={n} value={n}>{n}</option>
+                ))}
+              </select>
+              <button
+                onClick={() => setSplitViewActive(!splitViewActive)}
+                className={`px-3 py-1 text-xs rounded-lg border ${
+                  splitViewActive ? 'bg-teal-50 border-teal-300 text-teal-700' : 'bg-slate-50 border-slate-300 text-slate-600'
+                }`}
+              >
+                {splitViewActive ? 'Split-View an' : 'Split-View aus'}
+              </button>
+              <button
+                onClick={() => setFullscreen(!fullscreen)}
+                className={`px-3 py-1 text-xs rounded-lg border ${
+                  fullscreen ? 'bg-indigo-50 border-indigo-300 text-indigo-700' : 'bg-slate-50 border-slate-300 text-slate-600'
+                }`}
+                title={fullscreen ? 'Vollbild beenden (Esc)' : 'Vollbild'}
+              >
+                {fullscreen ? '\u2715 Vollbild beenden' : '\u2716 Vollbild'}
+              </button>
+            </div>
+          </>
+        )}
+      </div>
+    </div>
+  )
+}

admin-lehrer/app/(admin)/ai/rag/components/rag-pdf-mapping.ts

@@ -0,0 +1,126 @@
+export interface RagPdfMapping {
+  filename: string
+  totalPages?: number
+  chunksPerPage?: number
+  language: string
+}
+
+export const RAG_PDF_MAPPING: Record<string, RagPdfMapping> = {
+  // EU Verordnungen
+  GDPR: { filename: 'GDPR_DE.pdf', language: 'de', totalPages: 88 },
+  EPRIVACY: { filename: 'EPRIVACY_DE.pdf', language: 'de' },
+  SCC: { filename: 'SCC_DE.pdf', language: 'de' },
+  SCC_FULL_TEXT: { filename: 'SCC_FULL_TEXT_DE.pdf', language: 'de' },
+  AIACT: { filename: 'AIACT_DE.pdf', language: 'de', totalPages: 144 },
+  CRA: { filename: 'CRA_DE.pdf', language: 'de' },
+  NIS2: { filename: 'NIS2_DE.pdf', language: 'de' },
+  DGA: { filename: 'DGA_DE.pdf', language: 'de' },
+  DSA: { filename: 'DSA_DE.pdf', language: 'de' },
+  PLD: { filename: 'PLD_DE.pdf', language: 'de' },
+  E_COMMERCE_RL: { filename: 'E_COMMERCE_RL_DE.pdf', language: 'de' },
+  VERBRAUCHERRECHTE_RL: { filename: 'VERBRAUCHERRECHTE_RL_DE.pdf', language: 'de' },
+  DIGITALE_INHALTE_RL: { filename: 'DIGITALE_INHALTE_RL_DE.pdf', language: 'de' },
+  DMA: { filename: 'DMA_DE.pdf', language: 'de' },
+  DPF: { filename: 'DPF_DE.pdf', language: 'de' },
+  EUCSA: { filename: 'EUCSA_DE.pdf', language: 'de' },
+  DATAACT: { filename: 'DATAACT_DE.pdf', language: 'de' },
+  DORA: { filename: 'DORA_DE.pdf', language: 'de' },
+  PSD2: { filename: 'PSD2_DE.pdf', language: 'de' },
+  AMLR: { filename: 'AMLR_DE.pdf', language: 'de' },
+  MiCA: { filename: 'MiCA_DE.pdf', language: 'de' },
+  EHDS: { filename: 'EHDS_DE.pdf', language: 'de' },
+  EAA: { filename: 'EAA_DE.pdf', language: 'de' },
+  DSM: { filename: 'DSM_DE.pdf', language: 'de' },
+  GPSR: { filename: 'GPSR_DE.pdf', language: 'de' },
+  MACHINERY_REG: { filename: 'MACHINERY_REG_DE.pdf', language: 'de' },
+  BLUE_GUIDE: { filename: 'BLUE_GUIDE_DE.pdf', language: 'de' },
+  // DE Gesetze
+  TDDDG: { filename: 'TDDDG_DE.pdf', language: 'de' },
+  BDSG_FULL: { filename: 'BDSG_FULL_DE.pdf', language: 'de' },
+  DE_DDG: { filename: 'DE_DDG.pdf', language: 'de' },
+  DE_BGB_AGB: { filename: 'DE_BGB_AGB.pdf', language: 'de' },
+  DE_EGBGB: { filename: 'DE_EGBGB.pdf', language: 'de' },
+  DE_HGB_RET: { filename: 'DE_HGB_RET.pdf', language: 'de' },
+  DE_AO_RET: { filename: 'DE_AO_RET.pdf', language: 'de' },
+  DE_UWG: { filename: 'DE_UWG.pdf', language: 'de' },
+  DE_TKG: { filename: 'DE_TKG.pdf', language: 'de' },
+  DE_PANGV: { filename: 'DE_PANGV.pdf', language: 'de' },
+  DE_DLINFOV: { filename: 'DE_DLINFOV.pdf', language: 'de' },
+  DE_BETRVG: { filename: 'DE_BETRVG.pdf', language: 'de' },
+  DE_GESCHGEHG: { filename: 'DE_GESCHGEHG.pdf', language: 'de' },
+  DE_BSIG: { filename: 'DE_BSIG.pdf', language: 'de' },
+  DE_USTG_RET: { filename: 'DE_USTG_RET.pdf', language: 'de' },
+  // BSI Standards
+  'BSI-TR-03161-1': { filename: 'BSI-TR-03161-1.pdf', language: 'de' },
+  'BSI-TR-03161-2': { filename: 'BSI-TR-03161-2.pdf', language: 'de' },
+  'BSI-TR-03161-3': { filename: 'BSI-TR-03161-3.pdf', language: 'de' },
+  // AT Gesetze
+  AT_DSG: { filename: 'AT_DSG.pdf', language: 'de' },
+  AT_DSG_FULL: { filename: 'AT_DSG_FULL.pdf', language: 'de' },
+  AT_ECG: { filename: 'AT_ECG.pdf', language: 'de' },
+  AT_TKG: { filename: 'AT_TKG.pdf', language: 'de' },
+  AT_KSCHG: { filename: 'AT_KSCHG.pdf', language: 'de' },
+  AT_FAGG: { filename: 'AT_FAGG.pdf', language: 'de' },
+  AT_UGB_RET: { filename: 'AT_UGB_RET.pdf', language: 'de' },
+  AT_BAO_RET: { filename: 'AT_BAO_RET.pdf', language: 'de' },
+  AT_MEDIENG: { filename: 'AT_MEDIENG.pdf', language: 'de' },
+  AT_ABGB_AGB: { filename: 'AT_ABGB_AGB.pdf', language: 'de' },
+  AT_UWG: { filename: 'AT_UWG.pdf', language: 'de' },
+  // CH Gesetze
+  CH_DSG: { filename: 'CH_DSG.pdf', language: 'de' },
+  CH_DSV: { filename: 'CH_DSV.pdf', language: 'de' },
+  CH_OR_AGB: { filename: 'CH_OR_AGB.pdf', language: 'de' },
+  CH_UWG: { filename: 'CH_UWG.pdf', language: 'de' },
+  CH_FMG: { filename: 'CH_FMG.pdf', language: 'de' },
+  CH_GEBUV: { filename: 'CH_GEBUV.pdf', language: 'de' },
+  CH_ZERTES: { filename: 'CH_ZERTES.pdf', language: 'de' },
+  CH_ZGB_PERS: { filename: 'CH_ZGB_PERS.pdf', language: 'de' },
+  // LI
+  LI_DSG: { filename: 'LI_DSG.pdf', language: 'de' },
+  // Nationale DSG (andere EU)
+  ES_LOPDGDD: { filename: 'ES_LOPDGDD.pdf', language: 'es' },
+  IT_CODICE_PRIVACY: { filename: 'IT_CODICE_PRIVACY.pdf', language: 'it' },
+  NL_UAVG: { filename: 'NL_UAVG.pdf', language: 'nl' },
+  FR_CNIL_GUIDE: { filename: 'FR_CNIL_GUIDE.pdf', language: 'fr' },
+  IE_DPA_2018: { filename: 'IE_DPA_2018.pdf', language: 'en' },
+  UK_DPA_2018: { filename: 'UK_DPA_2018.pdf', language: 'en' },
+  UK_GDPR: { filename: 'UK_GDPR.pdf', language: 'en' },
+  NO_PERSONOPPLYSNINGSLOVEN: { filename: 'NO_PERSONOPPLYSNINGSLOVEN.pdf', language: 'no' },
+  SE_DATASKYDDSLAG: { filename: 'SE_DATASKYDDSLAG.pdf', language: 'sv' },
+  PL_UODO: { filename: 'PL_UODO.pdf', language: 'pl' },
+  CZ_ZOU: { filename: 'CZ_ZOU.pdf', language: 'cs' },
+  HU_INFOTV: { filename: 'HU_INFOTV.pdf', language: 'hu' },
+  BE_DPA_LAW: { filename: 'BE_DPA_LAW.pdf', language: 'nl' },
+  FI_TIETOSUOJALAKI: { filename: 'FI_TIETOSUOJALAKI.pdf', language: 'fi' },
+  DK_DATABESKYTTELSESLOVEN: { filename: 'DK_DATABESKYTTELSESLOVEN.pdf', language: 'da' },
+  LU_DPA_LAW: { filename: 'LU_DPA_LAW.pdf', language: 'fr' },
+  // DE Gesetze (zusaetzlich)
+  TMG_KOMPLETT: { filename: 'TMG_KOMPLETT.pdf', language: 'de' },
+  DE_URHG: { filename: 'DE_URHG.pdf', language: 'de' },
+  // EDPB Guidelines
+  EDPB_GUIDELINES_5_2020: { filename: 'EDPB_GUIDELINES_5_2020.pdf', language: 'en' },
+  EDPB_GUIDELINES_7_2020: { filename: 'EDPB_GUIDELINES_7_2020.pdf', language: 'en' },
+  EDPB_GUIDELINES_1_2020: { filename: 'EDPB_GUIDELINES_1_2020.pdf', language: 'en' },
+  EDPB_GUIDELINES_1_2022: { filename: 'EDPB_GUIDELINES_1_2022.pdf', language: 'en' },
+  EDPB_GUIDELINES_2_2023: { filename: 'EDPB_GUIDELINES_2_2023.pdf', language: 'en' },
+  EDPB_GUIDELINES_2_2024: { filename: 'EDPB_GUIDELINES_2_2024.pdf', language: 'en' },
+  EDPB_GUIDELINES_4_2019: { filename: 'EDPB_GUIDELINES_4_2019.pdf', language: 'en' },
+  EDPB_GUIDELINES_9_2022: { filename: 'EDPB_GUIDELINES_9_2022.pdf', language: 'en' },
+  EDPB_DPIA_LIST: { filename: 'EDPB_DPIA_LIST.pdf', language: 'en' },
+  EDPB_LEGITIMATE_INTEREST: { filename: 'EDPB_LEGITIMATE_INTEREST.pdf', language: 'en' },
+  // EDPS
+  EDPS_DPIA_LIST: { filename: 'EDPS_DPIA_LIST.pdf', language: 'en' },
+  // Frameworks
+  ENISA_SECURE_BY_DESIGN: { filename: 'ENISA_SECURE_BY_DESIGN.pdf', language: 'en' },
+  ENISA_SUPPLY_CHAIN: { filename: 'ENISA_SUPPLY_CHAIN.pdf', language: 'en' },
+  ENISA_THREAT_LANDSCAPE: { filename: 'ENISA_THREAT_LANDSCAPE.pdf', language: 'en' },
+  ENISA_ICS_SCADA: { filename: 'ENISA_ICS_SCADA.pdf', language: 'en' },
+  ENISA_CYBERSECURITY_2024: { filename: 'ENISA_CYBERSECURITY_2024.pdf', language: 'en' },
+  NIST_SSDF: { filename: 'NIST_SSDF.pdf', language: 'en' },
+  NIST_CSF_2: { filename: 'NIST_CSF_2.pdf', language: 'en' },
+  OECD_AI_PRINCIPLES: { filename: 'OECD_AI_PRINCIPLES.pdf', language: 'en' },
+  // EU-IFRS / EFRAG
+  EU_IFRS_DE: { filename: 'EU_IFRS_DE.pdf', language: 'de' },
+  EU_IFRS_EN: { filename: 'EU_IFRS_EN.pdf', language: 'en' },
+  EFRAG_ENDORSEMENT: { filename: 'EFRAG_ENDORSEMENT.pdf', language: 'en' },
+}