feat(rag): Update Verbraucherschutz docs + chunk counts + Landkarte

- Update chunk counts for 8 successfully ingested DE laws (Phase H1)
- Add 6 new BGB-Teile entries (AGB, Fernabsatz, Kaufrecht, Widerruf, Digital)
- Add EGBGB Widerrufsbelehrung entry
- Update COLLECTION_TOTALS: gesetze 58304→63567 (+5263 Phase H chunks)
- Add Verbraucherschutz thematic group to Landkarte
- Extend ecommerce industry map with consumer protection regulations
- Update date to March 2026

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

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

@@ -1384,19 +1384,20 @@ const isInRag = (code: string): boolean => code in REGULATIONS_IN_RAG
 // Helper: Get known chunk count for a regulation
 const getKnownChunks = (code: string): number => REGULATIONS_IN_RAG[code]?.chunks || 0
 
-// Known collection totals (updated: 2026-03-05)
+// Known collection totals (updated: 2026-03-12)
 // Note: bp_compliance_datenschutz expanded via edpb-crawler.py (55 EDPB/WP29/EDPS documents).
 // bp_dsfa_corpus expanded with 20 DSFA Muss-Listen (BfDI + DSK + 16 Bundeslaender).
+// bp_compliance_gesetze: +5263 Chunks durch Phase H Verbraucherschutz (Run #701, inkl. BDSG/DDG/TKG/HGB/AO Duplikate)
 const COLLECTION_TOTALS = {
-  bp_compliance_gesetze: 58304,
+  bp_compliance_gesetze: 63567,  // 58304 + 5263 (Phase H)
   bp_compliance_ce: 18183,
   bp_legal_templates: 7689,
   bp_compliance_datenschutz: 17459,
   bp_dsfa_corpus: 8666,
   bp_compliance_recht: 1425,
   bp_nibis_eh: 7996,
-  total_legal: 76487, // gesetze + ce
-  total_all: 119722,
+  total_legal: 81750, // gesetze + ce
+  total_all: 124985,
 }
 
 // License display labels
@@ -1450,7 +1451,10 @@ const INDUSTRY_REGULATION_MAP: Record<string, string[]> = {
   all: ['GDPR', 'EPRIVACY', 'TDDDG'],
   health: ['GDPR', 'TDDDG', 'BSI-TR-03161-1', 'BSI-TR-03161-2', 'BSI-TR-03161-3', 'NIS2', 'AIACT', 'PLD', 'EHDS'],
   finance: ['GDPR', 'TDDDG', 'NIS2', 'EUCSA', 'DSA', 'AIACT', 'DPF', 'DORA', 'PSD2', 'AMLR', 'MiCA'],
-  ecommerce: ['GDPR', 'TDDDG', 'DSA', 'GPSR', 'EAA', 'PLD', 'DPF', 'PSD2'],
+  ecommerce: ['GDPR', 'TDDDG', 'DSA', 'GPSR', 'EAA', 'PLD', 'DPF', 'PSD2',
+    'DE_PANGV', 'DE_VSBG', 'DE_PRODHAFTG', 'DE_VERPACKG', 'DE_ELEKTROG', 'DE_BFSG', 'DE_UWG',
+    'E_COMMERCE_RL', 'VERBRAUCHERRECHTE_RL', 'WARENKAUF_RL', 'KLAUSEL_RL', 'UNLAUTERE_PRAKTIKEN_RL',
+    'PREISANGABEN_RL', 'OMNIBUS_RL', 'DIGITALE_INHALTE_RL'],
   tech: ['GDPR', 'TDDDG', 'CRA', 'AIACT', 'DPF', 'SCC', 'DATAACT', 'DSM', 'MiCA'],
   iot: ['GDPR', 'CRA', 'GPSR', 'PLD', 'DATAACT', 'AIACT'],
   ai: ['GDPR', 'AIACT', 'PLD', 'DSM', 'DATAACT'],
@@ -1510,6 +1514,15 @@ const THEMATIC_GROUPS = [
     regulations: ['EHDS', 'BSI-TR-03161-1', 'BSI-TR-03161-2', 'BSI-TR-03161-3'],
     description: 'Gesundheitsdatenraum, DiGA-Sicherheit, Patientenrechte'
   },
+  {
+    id: 'verbraucherschutz',
+    name: 'Verbraucherschutz & E-Commerce',
+    color: 'bg-amber-500',
+    regulations: ['DE_PANGV', 'DE_VSBG', 'DE_PRODHAFTG', 'DE_UWG', 'DE_BFSG',
+      'WARENKAUF_RL', 'KLAUSEL_RL', 'UNLAUTERE_PRAKTIKEN_RL', 'PREISANGABEN_RL',
+      'OMNIBUS_RL', 'E_COMMERCE_RL', 'VERBRAUCHERRECHTE_RL', 'DIGITALE_INHALTE_RL'],
+    description: 'Widerrufsrecht, Preisangaben, Fernabsatz, AGB-Recht, Barrierefreiheit'
+  },
 ]
 
 // Key overlaps and intersections
@@ -2896,7 +2909,7 @@ export default function RAGPage() {
                 <span className="text-2xl">✅</span>
                 <div>
                   <h3 className="font-semibold text-slate-900">RAG-Abdeckung ({Object.keys(REGULATIONS_IN_RAG).length} von {REGULATIONS.length} Regulierungen)</h3>
-                  <p className="text-sm text-slate-500">Stand: Februar 2026 — Alle im RAG-System verfuegbaren Regulierungen</p>
+                  <p className="text-sm text-slate-500">Stand: Maerz 2026 — Alle im RAG-System verfuegbaren Regulierungen (inkl. Verbraucherschutz Phase H)</p>
                 </div>
               </div>
 

admin-lehrer/app/(admin)/ai/rag/rag-constants.ts

@@ -75,16 +75,23 @@ export const REGULATIONS_IN_RAG: Record<string, RagRegulationEntry> = {
   DE_USTG_RET: { collection: 'bp_compliance_gesetze', chunks: 1071, qdrant_id: 'de_ustg_ret' },
   DE_URHG: { collection: 'bp_compliance_gesetze', chunks: 626, qdrant_id: 'urhg_komplett' },
 
-  // === DE Verbraucherschutz-Gesetze (bp_compliance_gesetze) — Phase H Ingestion ===
-  DE_PANGV: { collection: 'bp_compliance_gesetze', chunks: 0, qdrant_id: 'pangv' },
-  DE_VSBG: { collection: 'bp_compliance_gesetze', chunks: 0, qdrant_id: 'vsbg' },
-  DE_PRODHAFTG: { collection: 'bp_compliance_gesetze', chunks: 0, qdrant_id: 'prodhaftg' },
-  DE_VERPACKG: { collection: 'bp_compliance_gesetze', chunks: 0, qdrant_id: 'verpackg' },
-  DE_ELEKTROG: { collection: 'bp_compliance_gesetze', chunks: 0, qdrant_id: 'elektrog' },
-  DE_BATTDG: { collection: 'bp_compliance_gesetze', chunks: 0, qdrant_id: 'battdg' },
-  DE_BFSG: { collection: 'bp_compliance_gesetze', chunks: 0, qdrant_id: 'bfsg' },
-  DE_UWG: { collection: 'bp_compliance_gesetze', chunks: 0, qdrant_id: 'uwg' },
-  DE_GEWO: { collection: 'bp_compliance_gesetze', chunks: 0, qdrant_id: 'gewo' },
+  // === DE Verbraucherschutz-Gesetze (bp_compliance_gesetze) — Phase H1 (Run #701) ===
+  DE_PANGV: { collection: 'bp_compliance_gesetze', chunks: 99, qdrant_id: 'pangv' },
+  DE_VSBG: { collection: 'bp_compliance_gesetze', chunks: 113, qdrant_id: 'vsbg' },
+  DE_PRODHAFTG: { collection: 'bp_compliance_gesetze', chunks: 26, qdrant_id: 'prodhaftg' },
+  DE_VERPACKG: { collection: 'bp_compliance_gesetze', chunks: 338, qdrant_id: 'verpackg' },
+  DE_ELEKTROG: { collection: 'bp_compliance_gesetze', chunks: 344, qdrant_id: 'elektrog' },
+  DE_BATTDG: { collection: 'bp_compliance_gesetze', chunks: 307, qdrant_id: 'battdg' },
+  DE_BFSG: { collection: 'bp_compliance_gesetze', chunks: 221, qdrant_id: 'bfsg' },
+  DE_UWG: { collection: 'bp_compliance_gesetze', chunks: 157, qdrant_id: 'uwg' },
+  DE_GEWO: { collection: 'bp_compliance_gesetze', chunks: 0, qdrant_id: 'gewo' },  // Pending: Re-run noetig (Timeout)
+  // BGB in Teilen (statt 2.7MB komplett)
+  DE_BGB_AGB_305: { collection: 'bp_compliance_gesetze', chunks: 0, qdrant_id: 'bgb_agb' },  // §§ 305-310
+  DE_BGB_FERNABSATZ: { collection: 'bp_compliance_gesetze', chunks: 0, qdrant_id: 'bgb_fernabsatz' },  // §§ 312-312k
+  DE_BGB_KAUFRECHT: { collection: 'bp_compliance_gesetze', chunks: 0, qdrant_id: 'bgb_kaufrecht' },  // §§ 433-480
+  DE_BGB_WIDERRUF: { collection: 'bp_compliance_gesetze', chunks: 0, qdrant_id: 'bgb_widerruf' },  // §§ 355-361
+  DE_BGB_DIGITAL: { collection: 'bp_compliance_gesetze', chunks: 0, qdrant_id: 'bgb_digital' },  // §§ 327-327u
+  DE_EGBGB_WIDERRUF: { collection: 'bp_compliance_gesetze', chunks: 0, qdrant_id: 'egbgb' },  // Muster-Widerrufsbelehrung
 
   // === BSI Standards (bp_compliance_gesetze) ===
   'BSI-TR-03161-1': { collection: 'bp_compliance_gesetze', chunks: 138, qdrant_id: 'bsi_tr_03161_1' },
@@ -279,6 +286,12 @@ export const REGULATION_INFO: RegulationInfo[] = [
   { code: 'DE_BFSG', name: 'BFSG', type: 'de_law' },
   { code: 'DE_UWG', name: 'UWG', type: 'de_law' },
   { code: 'DE_GEWO', name: 'GewO', type: 'de_law' },
+  { code: 'DE_BGB_AGB_305', name: 'BGB AGB-Recht §§305-310', type: 'de_law' },
+  { code: 'DE_BGB_FERNABSATZ', name: 'BGB Fernabsatz §§312-312k', type: 'de_law' },
+  { code: 'DE_BGB_KAUFRECHT', name: 'BGB Kaufrecht §§433-480', type: 'de_law' },
+  { code: 'DE_BGB_WIDERRUF', name: 'BGB Widerruf §§355-361', type: 'de_law' },
+  { code: 'DE_BGB_DIGITAL', name: 'BGB Digital §§327-327u', type: 'de_law' },
+  { code: 'DE_EGBGB_WIDERRUF', name: 'EGBGB Widerrufsbelehrung', type: 'de_law' },
   // BSI
   { code: 'BSI-TR-03161-1', name: 'BSI-TR Teil 1', type: 'bsi_standard' },
   { code: 'BSI-TR-03161-2', name: 'BSI-TR Teil 2', type: 'bsi_standard' },