feat: Phase 2.6 edges migration to Qdrant (TKG-only architecture)

Phase 2.6.1: co_occurrence_edges migration
- build_co_occurrence_edges_from_qdrant()
- Qdrant embeddings → frame grouping → YOLO objects
- Result: 6679 edges (vs 6701 PostgreSQL)

Phase 2.6.2: face_face_edges migration
- build_face_face_edges_from_qdrant()
- Qdrant embeddings → frame grouping → face pairs
- mutual_gaze detection preserved
- Result: 6 edges (exact match)

Phase 2.6.3: speaker_face_edges migration
- build_speaker_face_edges_from_qdrant()
- Qdrant embeddings → trace_id frame ranges
- SPEAKS_AS edge creation

Architecture:
- All edges use Qdrant payload (no face_detections queries)
- PostgreSQL fallback for empty Qdrant
- Estimated 3.6x performance improvement

Testing:
- Playground (3003): ✓ All Phase 2.6 logs verified
- Edge counts: ✓ Close match with PostgreSQL
- Fallback: ✓ Working

Docs:
- docs_v1.0/DESIGN/TKG_PHASE2_6_EDGES_MIGRATION.md
- docs_v1.0/M4_workspace/2026-06-21_phase2_6_test.md

v1.1/scripts/verify_package_v1.11.sh

@@ -0,0 +1,57 @@
+#!/bin/bash
+# Momentry Release Package — Verify Script
+# Usage: bash verify.sh
+
+set -euo pipefail
+DIR="$(cd "$(dirname "$0")" && pwd)"
+UUID=$(basename "$DIR")
+PG_BIN="${PG_BIN:-/Users/accusys/pgsql/18.3/bin}"
+DB_NAME="${DB_NAME:-momentry}"
+DB_USER="${DB_USER:-accusys}"
+
+echo "=== Package Verification ==="
+echo "UUID: $UUID"
+echo ""
+
+# Check files
+FILES=("data.sql" "file_info.json" "$UUID.sqlite" "$UUID.identities.json" "$UUID.asr.json" "$UUID.face.json" "$UUID.speaker_map.json")
+echo "## 1. File Integrity"
+for f in "${FILES[@]}"; do
+    if [ -f "$DIR/$f" ]; then
+        SIZE=$(ls -lh "$DIR/$f" | awk '{print $5}')
+        echo "  ✅ $f ($SIZE)"
+    else
+        echo "  ⚠️  $f (not found)"
+    fi
+done
+
+# Check DB (if accessible)
+if "$PG_BIN/psql" -U "$DB_USER" -d "$DB_NAME" -c "SELECT 1" >/dev/null 2>&1; then
+    echo ""
+    echo "## 2. Database"
+    for tbl in chunk face_detections tkg_nodes tkg_edges identities identity_bindings; do
+        COUNT=$("$PG_BIN/psql" -U "$DB_USER" -d "$DB_NAME" -t -A -c "SELECT COUNT(*) FROM dev.$tbl WHERE file_uuid='$UUID' OR uuid='$UUID'" 2>/dev/null || echo "N/A")
+        echo "  $tbl: $COUNT"
+    done
+else
+    echo ""
+    echo "## 2. Database (offline — check $UUID.sqlite)"
+    if [ -f "$DIR/$UUID.sqlite" ]; then
+        python3 -c "
+import sqlite3
+conn = sqlite3.connect('$DIR/$UUID.sqlite')
+c = conn.cursor()
+for tbl in ['chunk', 'face_detections', 'identities', 'tkg_nodes', 'tkg_edges']:
+    c.execute(f'SELECT COUNT(*) FROM {tbl}')
+    print(f'  {tbl}: {c.fetchone()[0]}')
+conn.close()
+" 2>/dev/null || echo "  (sqlite3 unavailable)"
+    fi
+fi
+
+echo ""
+echo "## 3. Pipeline Status"
+echo "  $("$PG_BIN/psql" -U "$DB_USER" -d "$DB_NAME" -t -A -c "SELECT status FROM dev.videos WHERE file_uuid='$UUID'" 2>/dev/null || echo "unknown")"
+
+echo ""
+echo "=== Verification Complete ==="