diff --git a/frontend/src/api/reportedPhotos.ts b/frontend/src/api/reportedPhotos.ts
index d4252e2..07ae8ef 100644
--- a/frontend/src/api/reportedPhotos.ts
+++ b/frontend/src/api/reportedPhotos.ts
@@ -11,6 +11,7 @@ export interface ReportedPhotoResponse {
   reviewed_at: string | null
   reviewed_by: number | null
   review_notes: string | null
+  report_comment: string | null
   photo_path: string | null
   photo_filename: string | null
 }
@@ -36,6 +37,12 @@ export interface ReviewResponse {
   errors: string[]
 }
 
+export interface ReportedCleanupResponse {
+  deleted_records: number
+  errors: string[]
+  warnings?: string[]
+}
+
 export const reportedPhotosApi = {
   listReportedPhotos: async (statusFilter?: string): Promise<ReportedPhotosListResponse> => {
     const { data } = await apiClient.get<ReportedPhotosListResponse>(
@@ -54,5 +61,13 @@ export const reportedPhotosApi = {
     )
     return data
   },
+
+  cleanupReportedPhotos: async (): Promise<ReportedCleanupResponse> => {
+    const { data } = await apiClient.post<ReportedCleanupResponse>(
+      '/api/v1/reported-photos/cleanup',
+      {},
+    )
+    return data
+  },
 }
 
diff --git a/frontend/src/components/Layout.tsx b/frontend/src/components/Layout.tsx
index 014b2aa..ecd9388 100644
--- a/frontend/src/components/Layout.tsx
+++ b/frontend/src/components/Layout.tsx
@@ -27,7 +27,6 @@ export default function Layout() {
     { path: '/auto-match', label: 'Auto-Match', icon: '🤖', adminOnly: false },
     { path: '/modify', label: 'Modify', icon: '✏️', adminOnly: false },
     { path: '/tags', label: 'Tag', icon: '🏷️', adminOnly: false },
-    { path: '/manage-photos', label: 'Manage Photos', icon: '📷', adminOnly: false },
     { path: '/faces-maintenance', label: 'Faces Maintenance', icon: '🔧', adminOnly: false },
     { path: '/approve-identified', label: 'Approve identified', icon: '✅', adminOnly: true },
     { path: '/manage-users', label: 'Manage users', icon: '👥', adminOnly: true },
diff --git a/frontend/src/pages/ReportedPhotos.tsx b/frontend/src/pages/ReportedPhotos.tsx
index a02f1b0..3b33bf4 100644
--- a/frontend/src/pages/ReportedPhotos.tsx
+++ b/frontend/src/pages/ReportedPhotos.tsx
@@ -13,6 +13,7 @@ export default function ReportedPhotos() {
   const [decisions, setDecisions] = useState<Record<number, 'keep' | 'remove' | null>>({})
   const [reviewNotes, setReviewNotes] = useState<Record<number, string>>({})
   const [submitting, setSubmitting] = useState(false)
+  const [clearing, setClearing] = useState(false)
   const [statusFilter, setStatusFilter] = useState<string>('pending')
 
   const loadReportedPhotos = useCallback(async () => {
@@ -55,10 +56,14 @@ export default function ReportedPhotos() {
   }
 
   const handleDecisionChange = (id: number, decision: 'keep' | 'remove') => {
-    setDecisions((prev) => ({
-      ...prev,
-      [id]: decision,
-    }))
+    setDecisions((prev) => {
+      const currentDecision = prev[id] ?? null
+      const nextDecision = currentDecision === decision ? null : decision
+      return {
+        ...prev,
+        [id]: nextDecision,
+      }
+    })
   }
 
   const handleReviewNotesChange = (id: number, notes: string) => {
@@ -124,18 +129,21 @@ export default function ReportedPhotos() {
         decisions: decisionsList,
       })
 
-      const message = [
+      const messageParts = [
         `✅ Kept: ${response.kept}`,
         `❌ Removed: ${response.removed}`,
-        response.errors.length > 0 ? `⚠️ Errors: ${response.errors.length}` : '',
       ]
-        .filter(Boolean)
-        .join('\n')
+
+      if (import.meta.env.DEV && response.errors.length > 0) {
+        messageParts.push(`⚠️ Errors: ${response.errors.length}`)
+      }
+
+      const message = messageParts.join('\n')
 
       alert(message)
 
       if (response.errors.length > 0) {
-        console.error('Errors:', response.errors)
+        console.error('Reported photo review errors:', response.errors)
       }
 
       // Reload the list to show updated status
@@ -153,6 +161,51 @@ export default function ReportedPhotos() {
     }
   }
 
+  const handleClearDatabase = async () => {
+    const confirmMessage = [
+      'Delete all kept and removed reported photo records from the auth database?',
+      '',
+      'Only photos with Pending status will remain.',
+      'This action cannot be undone.',
+    ].join('\n')
+
+    if (!confirm(confirmMessage)) {
+      return
+    }
+
+    setClearing(true)
+    try {
+      const response = await reportedPhotosApi.cleanupReportedPhotos()
+      const summary = [
+        `✅ Deleted ${response.deleted_records} record(s)`,
+        response.warnings && response.warnings.length > 0
+          ? `ℹ️ ${response.warnings.join('; ')}`
+          : '',
+        response.errors.length > 0 ? `⚠️ ${response.errors.join('; ')}` : '',
+      ]
+        .filter(Boolean)
+        .join('\n')
+
+      alert(summary || 'Cleanup complete.')
+
+      if (response.errors.length > 0) {
+        console.error('Cleanup errors:', response.errors)
+      }
+      if (response.warnings && response.warnings.length > 0) {
+        console.info('Cleanup warnings:', response.warnings)
+      }
+
+      await loadReportedPhotos()
+    } catch (err: any) {
+      const errorMessage =
+        err.response?.data?.detail || err.message || 'Failed to cleanup reported photos'
+      alert(`Error: ${errorMessage}`)
+      console.error('Error clearing reported photos:', err)
+    } finally {
+      setClearing(false)
+    }
+  }
+
   return (
     <div>
       <div className="bg-white rounded-lg shadow p-6">
@@ -179,32 +232,47 @@ export default function ReportedPhotos() {
 
         {!loading && !error && (
           <>
-            <div className="mb-4 flex items-center justify-between">
-              <div className="flex items-center gap-4">
-                <div className="text-sm text-gray-600">
-                  Total reported photos: <span className="font-semibold">{reportedPhotos.length}</span>
+            <div className="mb-4 flex flex-col gap-3">
+              <div className="flex items-center justify-between">
+                <div className="flex items-center gap-4">
+                  <div className="text-sm text-gray-600">
+                    Total reported photos:{' '}
+                    <span className="font-semibold">{reportedPhotos.length}</span>
+                  </div>
+                  <select
+                    value={statusFilter}
+                    onChange={(e) => setStatusFilter(e.target.value)}
+                    className="px-3 py-1 border border-gray-300 rounded-md text-sm"
+                  >
+                    <option value="">All Status</option>
+                    <option value="pending">Pending</option>
+                    <option value="reviewed">Reviewed</option>
+                    <option value="dismissed">Dismissed</option>
+                  </select>
                 </div>
-                <select
-                  value={statusFilter}
-                  onChange={(e) => setStatusFilter(e.target.value)}
-                  className="px-3 py-1 border border-gray-300 rounded-md text-sm"
+                <button
+                  onClick={handleSubmit}
+                  disabled={
+                    submitting ||
+                    Object.values(decisions).filter((d) => d !== null).length === 0
+                  }
+                  className="px-6 py-2 bg-blue-600 text-white rounded-md hover:bg-blue-700 disabled:bg-gray-400 disabled:cursor-not-allowed font-medium"
                 >
-                  <option value="">All Status</option>
-                  <option value="pending">Pending</option>
-                  <option value="reviewed">Reviewed</option>
-                  <option value="dismissed">Dismissed</option>
-                </select>
+                  {submitting ? 'Submitting...' : 'Submit Decisions'}
+                </button>
+              </div>
+              <div className="flex flex-wrap items-center gap-3">
+                <button
+                  onClick={handleClearDatabase}
+                  disabled={clearing}
+                  className="px-3 py-1.5 text-sm bg-red-100 text-red-700 rounded-md hover:bg-red-200 disabled:bg-gray-200 disabled:text-gray-500 disabled:cursor-not-allowed font-medium"
+                >
+                  {clearing ? 'Clearing...' : '🗑️ Clear Database'}
+                </button>
+                <span className="text-sm text-gray-700">
+                  Clear kept/removed records
+                </span>
               </div>
-              <button
-                onClick={handleSubmit}
-                disabled={
-                  submitting ||
-                  Object.values(decisions).filter((d) => d !== null).length === 0
-                }
-                className="px-6 py-2 bg-blue-600 text-white rounded-md hover:bg-blue-700 disabled:bg-gray-400 disabled:cursor-not-allowed font-medium"
-              >
-                {submitting ? 'Submitting...' : 'Submit Decisions'}
-              </button>
             </div>
 
             {reportedPhotos.length === 0 ? (
@@ -225,6 +293,9 @@ export default function ReportedPhotos() {
                       <th className="px-6 py-3 text-left text-xs font-medium text-gray-500 uppercase tracking-wider">
                         Reported At
                       </th>
+                      <th className="px-6 py-3 text-left text-xs font-medium text-gray-500 uppercase tracking-wider">
+                        Report Comment
+                      </th>
                       <th className="px-6 py-3 text-left text-xs font-medium text-gray-500 uppercase tracking-wider">
                         Status
                       </th>
@@ -299,6 +370,15 @@ export default function ReportedPhotos() {
                               {formatDate(reported.reported_at)}
                             </div>
                           </td>
+                        <td className="px-6 py-4">
+                          {reported.report_comment ? (
+                            <div className="text-sm text-gray-700 whitespace-pre-wrap bg-gray-50 p-2 rounded border border-gray-200">
+                              {reported.report_comment}
+                            </div>
+                          ) : (
+                            <span className="text-sm text-gray-400 italic">-</span>
+                          )}
+                        </td>
                           <td className="px-6 py-4 whitespace-nowrap">
                             <span
                               className={`px-2 py-1 text-xs font-semibold rounded-full ${
@@ -317,8 +397,8 @@ export default function ReportedPhotos() {
                               <div className="flex items-center gap-4">
                                 <label className="flex items-center gap-2 cursor-pointer">
                                   <input
-                                    type="radio"
-                                    name={`decision-${reported.id}`}
+                                    type="checkbox"
+                                    name={`decision-${reported.id}-keep`}
                                     value="keep"
                                     checked={decisions[reported.id] === 'keep'}
                                     onChange={() => handleDecisionChange(reported.id, 'keep')}
@@ -328,8 +408,8 @@ export default function ReportedPhotos() {
                                 </label>
                                 <label className="flex items-center gap-2 cursor-pointer">
                                   <input
-                                    type="radio"
-                                    name={`decision-${reported.id}`}
+                                    type="checkbox"
+                                    name={`decision-${reported.id}-remove`}
                                     value="remove"
                                     checked={decisions[reported.id] === 'remove'}
                                     onChange={() => handleDecisionChange(reported.id, 'remove')}
diff --git a/src/web/api/reported_photos.py b/src/web/api/reported_photos.py
index 7955f82..a1b9233 100644
--- a/src/web/api/reported_photos.py
+++ b/src/web/api/reported_photos.py
@@ -5,7 +5,7 @@ from __future__ import annotations
 from datetime import datetime
 from typing import Annotated, Optional
 
-from fastapi import APIRouter, Depends, HTTPException, status
+from fastapi import APIRouter, Depends, HTTPException, Query, status
 from pydantic import BaseModel, ConfigDict
 from sqlalchemy import text
 from sqlalchemy.orm import Session
@@ -32,6 +32,7 @@ class ReportedPhotoResponse(BaseModel):
     reviewed_at: Optional[str] = None
     reviewed_by: Optional[int] = None
     review_notes: Optional[str] = None
+    report_comment: Optional[str] = None
     # Photo details from main database
     photo_path: Optional[str] = None
     photo_filename: Optional[str] = None
@@ -74,6 +75,16 @@ class ReviewResponse(BaseModel):
     errors: list[str]
 
 
+class CleanupResponse(BaseModel):
+    """Response payload for cleanup operations."""
+
+    model_config = ConfigDict(protected_namespaces=())
+
+    deleted_records: int
+    errors: list[str]
+    warnings: list[str] = []
+
+
 @router.get("", response_model=ReportedPhotosListResponse)
 def list_reported_photos(
     current_admin: Annotated[dict, Depends(get_current_admin_user)],
@@ -102,7 +113,8 @@ def list_reported_photos(
                     ipr.reported_at,
                     ipr.reviewed_at,
                     ipr.reviewed_by,
-                    ipr.review_notes
+                    ipr.review_notes,
+                    ipr.report_comment
                 FROM inappropriate_photo_reports ipr
                 LEFT JOIN users u ON ipr.user_id = u.id
                 WHERE ipr.status = :status_filter
@@ -120,7 +132,8 @@ def list_reported_photos(
                     ipr.reported_at,
                     ipr.reviewed_at,
                     ipr.reviewed_by,
-                    ipr.review_notes
+                    ipr.review_notes,
+                    ipr.report_comment
                 FROM inappropriate_photo_reports ipr
                 LEFT JOIN users u ON ipr.user_id = u.id
                 ORDER BY ipr.reported_at DESC
@@ -148,6 +161,7 @@ def list_reported_photos(
                 reviewed_at=str(row.reviewed_at) if row.reviewed_at else None,
                 reviewed_by=row.reviewed_by,
                 review_notes=row.review_notes,
+                report_comment=row.report_comment,
                 photo_path=photo_path,
                 photo_filename=photo_filename,
             ))
@@ -205,11 +219,9 @@ def review_reported_photos(
                 # Delete photo from main database (cascade will handle related records)
                 photo = main_db.query(Photo).filter(Photo.id == row.photo_id).first()
                 if not photo:
-                    errors.append(f"Photo {row.photo_id} not found in main database")
-                    # Still update status to reviewed since we can't process it
                     auth_db.execute(text("""
                         UPDATE inappropriate_photo_reports
-                        SET status = 'reviewed',
+                        SET status = 'dismissed',
                             reviewed_at = :reviewed_at,
                             reviewed_by = :reviewed_by,
                             review_notes = :review_notes
@@ -218,10 +230,10 @@ def review_reported_photos(
                         "id": decision.id,
                         "reviewed_at": now,
                         "reviewed_by": admin_user_id,
-                        "review_notes": decision.review_notes or "Photo not found in database"
+                        "review_notes": decision.review_notes or "Photo not found in database; auto-dismissed"
                     })
                     auth_db.commit()
-                    kept_count += 1  # Count as kept since we couldn't remove it
+                    removed_count += 1
                     continue
                 
                 # Delete tag linkages for this photo
@@ -284,3 +296,72 @@ def review_reported_photos(
         errors=errors
     )
 
+
+@router.post("/cleanup", response_model=CleanupResponse)
+def cleanup_reported_photos(
+    current_admin: Annotated[dict, Depends(get_current_admin_user)],
+    status_filter: Annotated[
+        Optional[str],
+        Query(description="Use 'keep' to clear reviewed or 'remove' to clear dismissed records.")
+    ] = None,
+    auth_db: Session = Depends(get_auth_db),
+) -> CleanupResponse:
+    """Delete rows from inappropriate_photo_reports based on review status."""
+    status_mapping = {
+        "keep": "reviewed",
+        "remove": "dismissed",
+    }
+
+    if status_filter and status_filter not in status_mapping:
+        raise HTTPException(
+            status_code=status.HTTP_400_BAD_REQUEST,
+            detail="Invalid status_filter. Use 'keep', 'remove', or omit the parameter.",
+        )
+
+    db_status_filter = status_mapping.get(status_filter)
+    warnings: list[str] = []
+
+    try:
+        if db_status_filter:
+            result = auth_db.execute(
+                text(
+                    """
+                    DELETE FROM inappropriate_photo_reports
+                    WHERE status = :status_filter
+                """
+                ),
+                {"status_filter": db_status_filter},
+            )
+        else:
+            result = auth_db.execute(
+                text(
+                    """
+                    DELETE FROM inappropriate_photo_reports
+                    WHERE status IN ('reviewed', 'dismissed')
+                """
+                )
+            )
+
+        deleted_records = result.rowcount if hasattr(result, "rowcount") else 0
+        auth_db.commit()
+
+        if deleted_records == 0:
+            if db_status_filter:
+                warnings.append(
+                    f"No reported photos matched the '{status_filter}' decision filter."
+                )
+            else:
+                warnings.append("No reviewed or dismissed reported photos to delete.")
+
+        return CleanupResponse(
+            deleted_records=deleted_records,
+            errors=[],
+            warnings=warnings,
+        )
+    except Exception as exc:
+        auth_db.rollback()
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=f"Failed to cleanup reported photos: {exc}",
+        )
+