feat(qa): recital detection, review split, duplicate comparison

Add _detect_recital() to QA pipeline — flags controls where
source_original_text contains Erwägungsgrund markers instead of
article text (28% of controls with source text affected).

- Recital detection via regex + phrase matching in QA validation
- 10 new tests (TestRecitalDetection), 81 total
- ReviewCompare component for side-by-side duplicate comparison
- Review mode split: Duplikat-Verdacht vs Rule-3-ohne-Anchor tabs
- MkDocs: recital detection documentation
- Detection script for bulk analysis (scripts/find_recital_controls.py)

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

admin-compliance/app/sdk/control-library/components/ReviewCompare.tsx

@@ -0,0 +1,264 @@
+'use client'
+
+import { useState, useEffect } from 'react'
+import {
+  ArrowLeft, CheckCircle2, Trash2, Pencil, SkipForward,
+  ChevronLeft, Scale, BookOpen, ExternalLink, AlertTriangle,
+  FileText, Clock,
+} from 'lucide-react'
+import {
+  CanonicalControl, BACKEND_URL,
+  SeverityBadge, StateBadge, LicenseRuleBadge, CategoryBadge, TargetAudienceBadge,
+} from './helpers'
+
+// =============================================================================
+// Compact Control Panel (used on both sides of the comparison)
+// =============================================================================
+
+function ControlPanel({ ctrl, label, highlight }: { ctrl: CanonicalControl; label: string; highlight?: boolean }) {
+  return (
+    <div className={`flex flex-col h-full overflow-y-auto ${highlight ? 'bg-yellow-50' : 'bg-white'}`}>
+      {/* Panel Header */}
+      <div className={`sticky top-0 z-10 px-4 py-3 border-b ${highlight ? 'bg-yellow-100 border-yellow-200' : 'bg-gray-50 border-gray-200'}`}>
+        <div className="text-xs font-semibold uppercase tracking-wide text-gray-500 mb-1">{label}</div>
+        <div className="flex items-center gap-2 flex-wrap">
+          <span className="text-sm font-mono text-purple-600 bg-purple-50 px-2 py-0.5 rounded">{ctrl.control_id}</span>
+          <SeverityBadge severity={ctrl.severity} />
+          <StateBadge state={ctrl.release_state} />
+          <LicenseRuleBadge rule={ctrl.license_rule} />
+          <CategoryBadge category={ctrl.category} />
+          <TargetAudienceBadge audience={ctrl.target_audience} />
+        </div>
+        <h3 className="text-sm font-semibold text-gray-900 mt-1 leading-snug">{ctrl.title}</h3>
+      </div>
+
+      {/* Panel Content */}
+      <div className="p-4 space-y-4 text-sm">
+        {/* Objective */}
+        <section>
+          <h4 className="text-xs font-semibold text-gray-500 uppercase tracking-wide mb-1">Ziel</h4>
+          <p className="text-gray-700 leading-relaxed">{ctrl.objective}</p>
+        </section>
+
+        {/* Rationale */}
+        {ctrl.rationale && (
+          <section>
+            <h4 className="text-xs font-semibold text-gray-500 uppercase tracking-wide mb-1">Begruendung</h4>
+            <p className="text-gray-700 leading-relaxed">{ctrl.rationale}</p>
+          </section>
+        )}
+
+        {/* Source Citation (Rule 1+2) */}
+        {ctrl.source_citation && (
+          <section className="bg-blue-50 border border-blue-200 rounded-lg p-3">
+            <div className="flex items-center gap-1.5 mb-1">
+              <Scale className="w-3.5 h-3.5 text-blue-600" />
+              <span className="text-xs font-semibold text-blue-900">Gesetzliche Grundlage</span>
+            </div>
+            {ctrl.source_citation.source && (
+              <p className="text-xs text-blue-800">
+                {ctrl.source_citation.source}
+                {ctrl.source_citation.article && ` — ${ctrl.source_citation.article}`}
+                {ctrl.source_citation.paragraph && ` ${ctrl.source_citation.paragraph}`}
+              </p>
+            )}
+          </section>
+        )}
+
+        {/* Requirements */}
+        {ctrl.requirements.length > 0 && (
+          <section>
+            <h4 className="text-xs font-semibold text-gray-500 uppercase tracking-wide mb-1">Anforderungen</h4>
+            <ol className="list-decimal list-inside space-y-1">
+              {ctrl.requirements.map((r, i) => (
+                <li key={i} className="text-gray-700 text-xs leading-relaxed">{r}</li>
+              ))}
+            </ol>
+          </section>
+        )}
+
+        {/* Test Procedure */}
+        {ctrl.test_procedure.length > 0 && (
+          <section>
+            <h4 className="text-xs font-semibold text-gray-500 uppercase tracking-wide mb-1">Pruefverfahren</h4>
+            <ol className="list-decimal list-inside space-y-1">
+              {ctrl.test_procedure.map((s, i) => (
+                <li key={i} className="text-gray-700 text-xs leading-relaxed">{s}</li>
+              ))}
+            </ol>
+          </section>
+        )}
+
+        {/* Open Anchors */}
+        {ctrl.open_anchors.length > 0 && (
+          <section className="bg-green-50 border border-green-200 rounded-lg p-3">
+            <div className="flex items-center gap-1.5 mb-2">
+              <BookOpen className="w-3.5 h-3.5 text-green-700" />
+              <span className="text-xs font-semibold text-green-900">Referenzen ({ctrl.open_anchors.length})</span>
+            </div>
+            <div className="space-y-1">
+              {ctrl.open_anchors.map((a, i) => (
+                <div key={i} className="flex items-center gap-1.5 text-xs">
+                  <ExternalLink className="w-3 h-3 text-green-600 flex-shrink-0" />
+                  <span className="font-medium text-green-800">{a.framework}</span>
+                  <span className="text-green-700">{a.ref}</span>
+                </div>
+              ))}
+            </div>
+          </section>
+        )}
+
+        {/* Tags */}
+        {ctrl.tags.length > 0 && (
+          <div className="flex items-center gap-1 flex-wrap">
+            {ctrl.tags.map(t => (
+              <span key={t} className="px-2 py-0.5 bg-gray-100 text-gray-600 rounded text-xs">{t}</span>
+            ))}
+          </div>
+        )}
+      </div>
+    </div>
+  )
+}
+
+// =============================================================================
+// ReviewCompare — Side-by-Side Duplicate Comparison
+// =============================================================================
+
+interface ReviewCompareProps {
+  ctrl: CanonicalControl
+  onBack: () => void
+  onReview: (controlId: string, action: string) => void
+  onEdit: () => void
+  reviewIndex: number
+  reviewTotal: number
+  onReviewPrev: () => void
+  onReviewNext: () => void
+}
+
+export function ReviewCompare({
+  ctrl,
+  onBack,
+  onReview,
+  onEdit,
+  reviewIndex,
+  reviewTotal,
+  onReviewPrev,
+  onReviewNext,
+}: ReviewCompareProps) {
+  const [suspectedDuplicate, setSuspectedDuplicate] = useState<CanonicalControl | null>(null)
+  const [loading, setLoading] = useState(false)
+  const [similarity, setSimilarity] = useState<number | null>(null)
+
+  // Load the suspected duplicate from generation_metadata.similar_controls
+  useEffect(() => {
+    const loadDuplicate = async () => {
+      const similarControls = ctrl.generation_metadata?.similar_controls as Array<{ control_id: string; title: string; similarity: number }> | undefined
+      if (!similarControls || similarControls.length === 0) {
+        setSuspectedDuplicate(null)
+        setSimilarity(null)
+        return
+      }
+
+      const suspect = similarControls[0]
+      setSimilarity(suspect.similarity)
+      setLoading(true)
+
+      try {
+        const res = await fetch(`${BACKEND_URL}?endpoint=control&id=${encodeURIComponent(suspect.control_id)}`)
+        if (res.ok) {
+          const data = await res.json()
+          setSuspectedDuplicate(data)
+        } else {
+          setSuspectedDuplicate(null)
+        }
+      } catch {
+        setSuspectedDuplicate(null)
+      } finally {
+        setLoading(false)
+      }
+    }
+
+    loadDuplicate()
+  }, [ctrl.control_id, ctrl.generation_metadata])
+
+  return (
+    <div className="flex flex-col h-full">
+      {/* Header */}
+      <div className="border-b border-gray-200 bg-white px-6 py-3 flex items-center justify-between">
+        <div className="flex items-center gap-3">
+          <button onClick={onBack} className="text-gray-400 hover:text-gray-600">
+            <ArrowLeft className="w-5 h-5" />
+          </button>
+          <div>
+            <div className="flex items-center gap-2">
+              <AlertTriangle className="w-4 h-4 text-amber-500" />
+              <span className="text-sm font-semibold text-gray-900">Duplikat-Vergleich</span>
+              {similarity !== null && (
+                <span className="text-xs font-medium text-amber-600 bg-amber-50 px-2 py-0.5 rounded-full">
+                  {(similarity * 100).toFixed(1)}% Aehnlichkeit
+                </span>
+              )}
+            </div>
+          </div>
+        </div>
+
+        <div className="flex items-center gap-2">
+          {/* Navigation */}
+          <div className="flex items-center gap-1 mr-3">
+            <button onClick={onReviewPrev} disabled={reviewIndex === 0} className="p-1 text-gray-400 hover:text-gray-600 disabled:opacity-30">
+              <ChevronLeft className="w-4 h-4" />
+            </button>
+            <span className="text-xs text-gray-500 font-medium">{reviewIndex + 1} / {reviewTotal}</span>
+            <button onClick={onReviewNext} disabled={reviewIndex >= reviewTotal - 1} className="p-1 text-gray-400 hover:text-gray-600 disabled:opacity-30">
+              <SkipForward className="w-4 h-4" />
+            </button>
+          </div>
+
+          {/* Actions */}
+          <button
+            onClick={() => onReview(ctrl.control_id, 'approve')}
+            className="px-3 py-1.5 text-sm text-white bg-green-600 rounded-lg hover:bg-green-700"
+          >
+            <CheckCircle2 className="w-3.5 h-3.5 inline mr-1" />Behalten
+          </button>
+          <button
+            onClick={() => onReview(ctrl.control_id, 'reject')}
+            className="px-3 py-1.5 text-sm text-white bg-red-600 rounded-lg hover:bg-red-700"
+          >
+            <Trash2 className="w-3.5 h-3.5 inline mr-1" />Duplikat
+          </button>
+          <button
+            onClick={onEdit}
+            className="px-3 py-1.5 text-sm text-gray-600 border border-gray-300 rounded-lg hover:bg-gray-50"
+          >
+            <Pencil className="w-3.5 h-3.5 inline mr-1" />Bearbeiten
+          </button>
+        </div>
+      </div>
+
+      {/* Side-by-Side Panels */}
+      <div className="flex-1 flex overflow-hidden">
+        {/* Left: Control to review */}
+        <div className="w-1/2 border-r border-gray-200 overflow-y-auto">
+          <ControlPanel ctrl={ctrl} label="Zu pruefen" highlight />
+        </div>
+
+        {/* Right: Suspected duplicate */}
+        <div className="w-1/2 overflow-y-auto">
+          {loading ? (
+            <div className="flex items-center justify-center h-full">
+              <div className="animate-spin rounded-full h-6 w-6 border-2 border-purple-600 border-t-transparent" />
+            </div>
+          ) : suspectedDuplicate ? (
+            <ControlPanel ctrl={suspectedDuplicate} label="Bestehendes Control (Verdacht)" />
+          ) : (
+            <div className="flex items-center justify-center h-full text-gray-400 text-sm">
+              Kein Duplikat-Kandidat gefunden
+            </div>
+          )}
+        </div>
+      </div>
+    </div>
+  )
+}

admin-compliance/app/sdk/control-library/page.tsx

@@ -14,6 +14,7 @@ import {
 } from './components/helpers'
 import { ControlForm } from './components/ControlForm'
 import { ControlDetail } from './components/ControlDetail'
+import { ReviewCompare } from './components/ReviewCompare'
 import { GeneratorModal } from './components/GeneratorModal'
 
 // =============================================================================
@@ -71,6 +72,9 @@ export default function ControlLibraryPage() {
   const [reviewIndex, setReviewIndex] = useState(0)
   const [reviewItems, setReviewItems] = useState<CanonicalControl[]>([])
   const [reviewCount, setReviewCount] = useState(0)
+  const [reviewTab, setReviewTab] = useState<'duplicates' | 'rule3'>('duplicates')
+  const [reviewDuplicates, setReviewDuplicates] = useState<CanonicalControl[]>([])
+  const [reviewRule3, setReviewRule3] = useState<CanonicalControl[]>([])
 
   // Debounce search
   const searchTimer = useRef<ReturnType<typeof setTimeout> | null>(null)
@@ -303,20 +307,47 @@ export default function ControlLibraryPage() {
   const enterReviewMode = async () => {
     // Load review items from backend
     try {
-      const res = await fetch(`${BACKEND_URL}?endpoint=controls&release_state=needs_review&limit=200`)
+      const res = await fetch(`${BACKEND_URL}?endpoint=controls&release_state=needs_review&limit=1000`)
       if (res.ok) {
-        const items = await res.json()
+        const items: CanonicalControl[] = await res.json()
         if (items.length > 0) {
-          setReviewItems(items)
+          // Split into duplicate suspects vs rule 3 without anchor
+          const dupes = items.filter(c =>
+            c.generation_metadata?.similar_controls &&
+            Array.isArray(c.generation_metadata.similar_controls) &&
+            (c.generation_metadata.similar_controls as unknown[]).length > 0
+          )
+          const rule3 = items.filter(c =>
+            !c.generation_metadata?.similar_controls ||
+            !Array.isArray(c.generation_metadata.similar_controls) ||
+            (c.generation_metadata.similar_controls as unknown[]).length === 0
+          )
+          setReviewDuplicates(dupes)
+          setReviewRule3(rule3)
+          // Start with duplicates tab if any, otherwise rule3
+          const startTab = dupes.length > 0 ? 'duplicates' : 'rule3'
+          const startItems = startTab === 'duplicates' ? dupes : rule3
+          setReviewTab(startTab)
+          setReviewItems(startItems)
           setReviewMode(true)
           setReviewIndex(0)
-          setSelectedControl(items[0])
+          setSelectedControl(startItems[0])
           setMode('detail')
         }
       }
     } catch { /* ignore */ }
   }
 
+  const switchReviewTab = (tab: 'duplicates' | 'rule3') => {
+    const items = tab === 'duplicates' ? reviewDuplicates : reviewRule3
+    setReviewTab(tab)
+    setReviewItems(items)
+    setReviewIndex(0)
+    if (items.length > 0) {
+      setSelectedControl(items[0])
+    }
+  }
+
   // Loading
   if (loading && controls.length === 0) {
     return (
@@ -363,7 +394,66 @@ export default function ControlLibraryPage() {
 
   // DETAIL MODE
   if (mode === 'detail' && selectedControl) {
+    const isDuplicateReview = reviewMode && reviewTab === 'duplicates'
+
+    // Review tab bar (shown above the detail/compare view in review mode)
+    const reviewTabBar = reviewMode ? (
+      <div className="border-b border-gray-200 bg-white px-6 py-2 flex items-center gap-4">
+        <button
+          onClick={() => switchReviewTab('duplicates')}
+          className={`px-3 py-1.5 text-sm rounded-lg font-medium ${
+            reviewTab === 'duplicates'
+              ? 'bg-amber-100 text-amber-800 border border-amber-300'
+              : 'text-gray-500 hover:text-gray-700 hover:bg-gray-100'
+          }`}
+        >
+          Duplikat-Verdacht ({reviewDuplicates.length})
+        </button>
+        <button
+          onClick={() => switchReviewTab('rule3')}
+          className={`px-3 py-1.5 text-sm rounded-lg font-medium ${
+            reviewTab === 'rule3'
+              ? 'bg-purple-100 text-purple-800 border border-purple-300'
+              : 'text-gray-500 hover:text-gray-700 hover:bg-gray-100'
+          }`}
+        >
+          Rule 3 ohne Anchor ({reviewRule3.length})
+        </button>
+      </div>
+    ) : null
+
+    if (isDuplicateReview) {
       return (
+        <div className="flex flex-col h-full">
+          {reviewTabBar}
+          <div className="flex-1 overflow-hidden">
+            <ReviewCompare
+              ctrl={selectedControl}
+              onBack={() => { setMode('list'); setSelectedControl(null); setReviewMode(false) }}
+              onReview={handleReview}
+              onEdit={() => setMode('edit')}
+              reviewIndex={reviewIndex}
+              reviewTotal={reviewItems.length}
+              onReviewPrev={() => {
+                const idx = Math.max(0, reviewIndex - 1)
+                setReviewIndex(idx)
+                setSelectedControl(reviewItems[idx])
+              }}
+              onReviewNext={() => {
+                const idx = Math.min(reviewItems.length - 1, reviewIndex + 1)
+                setReviewIndex(idx)
+                setSelectedControl(reviewItems[idx])
+              }}
+            />
+          </div>
+        </div>
+      )
+    }
+
+    return (
+      <div className="flex flex-col h-full">
+        {reviewTabBar}
+        <div className="flex-1 overflow-hidden">
           <ControlDetail
             ctrl={selectedControl}
             onBack={() => { setMode('list'); setSelectedControl(null); setReviewMode(false) }}
@@ -385,6 +475,8 @@ export default function ControlLibraryPage() {
               setSelectedControl(reviewItems[idx])
             }}
           />
+        </div>
+      </div>
     )
   }
 

backend-compliance/compliance/services/control_generator.py

@@ -321,6 +321,62 @@ VALID_CATEGORIES = set(CATEGORY_KEYWORDS.keys())
 VALID_DOMAINS = {"AUTH", "CRYP", "NET", "DATA", "LOG", "ACC", "SEC", "INC",
                  "AI", "COMP", "GOV", "LAB", "FIN", "TRD", "ENV", "HLT"}
 
+# ---------------------------------------------------------------------------
+# Recital (Erwägungsgrund) detection in source text
+# ---------------------------------------------------------------------------
+
+# Pattern: standalone recital number like (125)\n or (126) at line start
+_RECITAL_RE = re.compile(r'\((\d{1,3})\)\s*\n')
+
+# Recital-typical phrasing (German EU law Erwägungsgründe)
+_RECITAL_PHRASES = [
+    "in erwägung nachstehender gründe",
+    "erwägungsgrund",
+    "in anbetracht",
+    "daher sollte",
+    "aus diesem grund",
+    "es ist daher",
+    "folglich sollte",
+    "es sollte daher",
+    "in diesem zusammenhang",
+]
+
+
+def _detect_recital(text: str) -> Optional[dict]:
+    """Detect if source text is a recital (Erwägungsgrund) rather than an article.
+
+    Returns a dict with detection details if recital markers are found,
+    or None if the text appears to be genuine article text.
+
+    Detection criteria:
+    1. Standalone recital numbers like (126)\\n in the text
+    2. Recital-typical phrasing ("daher sollte", "erwägungsgrund", etc.)
+    """
+    if not text:
+        return None
+
+    # Check 1: Recital number markers
+    recital_matches = _RECITAL_RE.findall(text)
+
+    # Check 2: Recital phrasing
+    text_lower = text.lower()
+    phrase_hits = [p for p in _RECITAL_PHRASES if p in text_lower]
+
+    if not recital_matches and not phrase_hits:
+        return None
+
+    # Require at least recital numbers OR >=2 phrase hits to be a suspect
+    if not recital_matches and len(phrase_hits) < 2:
+        return None
+
+    return {
+        "recital_suspect": True,
+        "recital_numbers": recital_matches[:10],
+        "recital_phrases": phrase_hits[:5],
+        "detection_method": "regex+phrases" if recital_matches and phrase_hits
+                           else "regex" if recital_matches else "phrases",
+    }
+
 CATEGORY_LIST_STR = ", ".join(sorted(VALID_CATEGORIES))
 
 VERIFICATION_KEYWORDS = {
@@ -1520,9 +1576,23 @@ Gib ein JSON-Array zurueck mit GENAU {len(chunks)} Elementen. Fuer Aspekte ohne
     ) -> tuple[GeneratedControl, bool]:
         """Cross-validate category/domain using keyword detection + local LLM.
 
+        Also checks for recital (Erwägungsgrund) contamination in source text.
         Returns (control, was_fixed). Only triggers Ollama QA when the LLM
         classification disagrees with keyword detection — keeps it fast.
         """
+        # ── Recital detection ──────────────────────────────────────────
+        source_text = control.source_original_text or ""
+        recital_info = _detect_recital(source_text)
+        if recital_info:
+            control.generation_metadata["recital_suspect"] = True
+            control.generation_metadata["recital_detection"] = recital_info
+            control.release_state = "needs_review"
+            logger.warning(
+                "Recital suspect: '%s' — recitals %s detected in source text",
+                control.title[:40],
+                recital_info.get("recital_numbers", []),
+            )
+
         kw_category = _detect_category(chunk_text) or _detect_category(control.objective)
         kw_domain = _detect_domain(chunk_text)
         llm_domain = control.generation_metadata.get("_effective_domain", "")

backend-compliance/tests/test_control_generator.py

@@ -7,6 +7,7 @@ from unittest.mock import AsyncMock, MagicMock, patch
 from compliance.services.control_generator import (
     _classify_regulation,
     _detect_domain,
+    _detect_recital,
     _parse_llm_json,
     _parse_llm_json_array,
     GeneratorConfig,
@@ -1306,3 +1307,92 @@ class TestPipelineVersion:
         assert controls[0] is not None
         assert controls[1] is None  # Null entry from LLM
         assert controls[2] is not None
+
+
+# =============================================================================
+# Recital (Erwägungsgrund) Detection Tests
+# =============================================================================
+
+class TestRecitalDetection:
+    """Tests for _detect_recital — identifying Erwägungsgrund text in source."""
+
+    def test_recital_number_detected(self):
+        """Text with (126)\\n pattern is flagged as recital suspect."""
+        text = "Daher ist es wichtig...\n(126)\nDie Konformitätsbewertung sollte..."
+        result = _detect_recital(text)
+        assert result is not None
+        assert result["recital_suspect"] is True
+        assert "126" in result["recital_numbers"]
+
+    def test_multiple_recital_numbers(self):
+        """Multiple recital markers are all captured."""
+        text = "(124)\nErster Punkt.\n(125)\nZweiter Punkt.\n(126)\nDritter Punkt."
+        result = _detect_recital(text)
+        assert result is not None
+        assert "124" in result["recital_numbers"]
+        assert "125" in result["recital_numbers"]
+        assert "126" in result["recital_numbers"]
+
+    def test_article_text_not_flagged(self):
+        """Normal article text without recital markers returns None."""
+        text = ("Der Anbieter eines Hochrisiko-KI-Systems muss sicherstellen, "
+                "dass die technische Dokumentation erstellt wird.")
+        result = _detect_recital(text)
+        assert result is None
+
+    def test_empty_text_returns_none(self):
+        result = _detect_recital("")
+        assert result is None
+
+    def test_none_text_returns_none(self):
+        result = _detect_recital(None)
+        assert result is None
+
+    def test_recital_phrases_detected(self):
+        """Text with multiple recital-typical phrases is flagged."""
+        text = ("In Erwägung nachstehender Gründe wurde beschlossen, "
+                "daher sollte der Anbieter folgende Maßnahmen ergreifen. "
+                "Es ist daher notwendig, die Konformität sicherzustellen.")
+        result = _detect_recital(text)
+        assert result is not None
+        assert result["detection_method"] == "phrases"
+
+    def test_single_phrase_not_enough(self):
+        """A single recital phrase alone is not sufficient for detection."""
+        text = "Daher sollte das System regelmäßig geprüft werden."
+        result = _detect_recital(text)
+        assert result is None
+
+    def test_combined_regex_and_phrases(self):
+        """Both recital numbers and phrases → detection_method is regex+phrases."""
+        text = "(42)\nIn Erwägung nachstehender Gründe wurde entschieden..."
+        result = _detect_recital(text)
+        assert result is not None
+        assert result["detection_method"] == "regex+phrases"
+        assert "42" in result["recital_numbers"]
+
+    def test_parenthesized_number_without_newline_ignored(self):
+        """Numbers in parentheses without trailing newline are not recital markers.
+        e.g. 'gemäß Absatz (3) des Artikels' should not be flagged."""
+        text = "Gemäß Absatz (3) des Artikels 52 muss der Anbieter sicherstellen..."
+        result = _detect_recital(text)
+        assert result is None
+
+    def test_real_world_recital_text(self):
+        """Real-world example: AI Act Erwägungsgrund (126) about conformity assessment."""
+        text = (
+            "(126)\n"
+            "Um den Verwaltungsaufwand zu verringern und die Konformitätsbewertung "
+            "zu vereinfachen, sollten bestimmte Hochrisiko-KI-Systeme, die von "
+            "Anbietern zertifiziert oder für die eine Konformitätserklärung "
+            "ausgestellt wurde, automatisch als konform mit den Anforderungen "
+            "dieser Verordnung gelten, sofern sie den harmonisierten Normen oder "
+            "gemeinsamen Spezifikationen entsprechen.\n"
+            "(127)\n"
+            "Es ist daher angezeigt, dass der Anbieter das entsprechende "
+            "Konformitätsbewertungsverfahren anwendet."
+        )
+        result = _detect_recital(text)
+        assert result is not None
+        assert "126" in result["recital_numbers"]
+        assert "127" in result["recital_numbers"]

docs-src/development/testing.md

@@ -214,13 +214,13 @@ Wenn du z.B. eine neue `GetUserStats()` Funktion im Go Service hinzufuegst:
 
 ## Modul-spezifische Tests
 
-### Canonical Control Generator (71+ Tests)
+### Canonical Control Generator (81+ Tests)
 
 Die Control Library hat eine umfangreiche Test-Suite ueber 6 Dateien.
 Siehe [Canonical Control Library — Tests](../services/sdk-modules/canonical-control-library.md#tests) und [Control Generator Pipeline](../services/sdk-modules/control-generator-pipeline.md) fuer Details.
 
 ```bash
-# Alle Generator-Tests (71 Tests in 10 Klassen)
+# Alle Generator-Tests (81 Tests in 12 Klassen)
 cd backend-compliance && pytest -v tests/test_control_generator.py
 
 # Similarity Detector Tests
@@ -253,3 +253,4 @@ cd backend-compliance && pytest -v tests/test_validate_controls.py
 | `TestBatchProcessingLoop` | 10 | Batch-Verarbeitung (Rule-Split, Mixed-Rules, Too-Close, Null-Handling) |
 | `TestRegulationFilter` | 5 | regulation_filter Prefix-Matching, leere regulation_codes |
 | `TestPipelineVersion` | 5 | pipeline_version=2 in DB-Writes, null-Handling in Structure/Reform |
+| `TestRecitalDetection` | 10 | Erwaegungsgrund-Erkennung in Quelltexten (Regex, Phrasen, Kombiniert) |

docs-src/services/sdk-modules/control-generator-pipeline.md

@@ -500,6 +500,39 @@ Die QA-Metriken werden in `generation_metadata` gespeichert:
 }
 ```
 
+### Recital-Erkennung (Erwägungsgrund-Detektion)
+
+Die QA-Stufe prueft zusaetzlich, ob der `source_original_text` eines Controls tatsaechlich aus einem Gesetzesartikel stammt — oder aus einem Erwaegungsgrund (Recital). Erwaegungsgruende enthalten keine normativen Pflichten und fuehren zu falsch zugeordneten Controls.
+
+**Erkennungsmethoden:**
+
+| Methode | Pattern | Beispiel |
+|---------|---------|----------|
+| **Regex** | `\((\d{1,3})\)\s*\n` — Erwaegungsgrund-Nummern | `(126)\nUm den Verwaltungsaufwand...` |
+| **Phrasen** | Typische Recital-Formulierungen (≥2 Treffer) | "daher sollte", "in Erwägung nachstehender Gründe" |
+
+**Ergebnis bei Verdacht:**
+
+- `release_state` wird auf `needs_review` gesetzt
+- `generation_metadata.recital_suspect = true`
+- `generation_metadata.recital_detection` enthaelt Details:
+
+```json
+{
+  "recital_suspect": true,
+  "recital_detection": {
+    "recital_suspect": true,
+    "recital_numbers": ["126", "127"],
+    "recital_phrases": ["daher sollte"],
+    "detection_method": "regex+phrases"
+  }
+}
+```
+
+**Funktion:** `_detect_recital(text)` in `control_generator.py`
+
+**Hintergrund:** Bei der Analyse von ~5.500 Controls mit Quelltext wurden 1.555 (28%) als Erwaegungsgrund-Verdacht identifiziert. Der Document Crawler unterschied nicht zwischen Artikeltext und Erwaegungsgruenden, was zu falschen `article`/`paragraph`-Zuordnungen fuehrte.
+
 ### QA-Reklassifizierung bestehender Controls
 
 ```bash
@@ -530,7 +563,7 @@ curl -X POST https://api-dev.breakpilot.ai/api/compliance/v1/canonical/generate/
 | `backend-compliance/migrations/046_control_generator.sql` | Job-Tracking, Chunk-Tracking Tabellen |
 | `backend-compliance/migrations/048_processing_path_expand.sql` | Erweiterte Processing-Path-Werte |
 | `backend-compliance/migrations/062_pipeline_version.sql` | `pipeline_version` Spalte |
-| `backend-compliance/tests/test_control_generator.py` | 15 Tests (Lizenz, Domain, Batch, Pipeline) |
+| `backend-compliance/tests/test_control_generator.py` | 81+ Tests (Lizenz, Domain, Batch, Pipeline, Recital) |
 
 ---
 

scripts/find_recital_controls.py

@@ -0,0 +1,79 @@
+"""Find controls where source_original_text contains Erwägungsgrund (recital) markers
+instead of actual article text — indicates wrong article tagging in RAG chunks."""
+
+import sqlalchemy
+import os
+import json
+import re
+
+url = os.environ.get("DATABASE_URL", "")
+if not url:
+    print("DATABASE_URL not set")
+    exit(1)
+
+engine = sqlalchemy.create_engine(url)
+
+with engine.connect() as conn:
+    conn.execute(sqlalchemy.text("SET search_path TO compliance,public"))
+
+    r = conn.execute(sqlalchemy.text("""
+        SELECT control_id, title,
+               source_citation::text,
+               source_original_text,
+               pipeline_version, release_state,
+               generation_metadata::text
+        FROM canonical_controls
+        WHERE source_original_text IS NOT NULL
+          AND source_original_text != ''
+          AND source_citation IS NOT NULL
+        ORDER BY control_id
+    """)).fetchall()
+
+    # Pattern: standalone recital number like (125)\n or (126) at line start
+    recital_re = re.compile(r'\((\d{1,3})\)\s*\n')
+
+    # Pattern: article reference like "Artikel 43" in the text
+    artikel_re = re.compile(r'Artikel\s+(\d+)', re.IGNORECASE)
+
+    suspects_recital = []
+    suspects_mismatch = []
+
+    for row in r:
+        cid, title, citation_json, orig, pv, state, meta_json = row
+        if not orig:
+            continue
+
+        citation = json.loads(citation_json) if citation_json else {}
+        claimed_article = citation.get("article", "")
+
+        # Check 1: Recital markers in source text
+        recital_matches = recital_re.findall(orig)
+        has_recital = len(recital_matches) > 0
+
+        # Check 2: Text mentions a different article than claimed
+        artikel_matches = artikel_re.findall(orig)
+        claimed_num = re.search(r'\d+', claimed_article).group() if re.search(r'\d+', claimed_article) else ""
+        different_articles = [a for a in artikel_matches if a != claimed_num] if claimed_num else []
+
+        if has_recital:
+            suspects_recital.append({
+                "control_id": cid,
+                "title": title[:80],
+                "claimed_article": claimed_article,
+                "claimed_paragraph": citation.get("paragraph", ""),
+                "recitals_found": recital_matches[:5],
+                "v": pv,
+                "state": state,
+            })
+
+    print(f"=== Ergebnis ===")
+    print(f"Geprueft: {len(r)} Controls mit source_original_text")
+    print(f"Erwaegungsgrund-Verdacht: {len(suspects_recital)}")
+    print()
+
+    if suspects_recital:
+        print(f"{'Control':<12} {'Behauptet':<18} {'Recitals':<20} {'v':>2} {'State':<15} Titel")
+        print("-" * 120)
+        for s in suspects_recital:
+            recitals = ",".join(s["recitals_found"])
+            print(f"{s['control_id']:<12} {s['claimed_article']:<10} {s['claimed_paragraph']:<7} ({recitals}){'':<{max(0,15-len(recitals))}} v{s['v']} {s['state']:<15} {s['title']}")