diff --git a/Azaion.Common/Database/DbFactory.cs b/Azaion.Common/Database/DbFactory.cs
index ba59c0e..fdce46d 100644
--- a/Azaion.Common/Database/DbFactory.cs
+++ b/Azaion.Common/Database/DbFactory.cs
@@ -18,6 +18,7 @@ public interface IDbFactory
     Task Run(Func<AnnotationsDb, Task> func);
     void SaveToDisk();
     Task DeleteAnnotations(List<Annotation> annotations, CancellationToken cancellationToken = default);
+    Task DeleteAnnotations(List<string> annotationNames, CancellationToken cancellationToken = default);
 }
 
 public class DbFactory : IDbFactory
@@ -100,10 +101,16 @@ public class DbFactory : IDbFactory
     public async Task DeleteAnnotations(List<Annotation> annotations, CancellationToken cancellationToken = default)
     {
         var names = annotations.Select(x => x.Name).ToList();
+        await DeleteAnnotations(names, cancellationToken);
+    }
+
+    public async Task DeleteAnnotations(List<string> annotationNames, CancellationToken cancellationToken = default)
+    {
         await Run(async db =>
         {
-            await db.Detections.DeleteAsync(x => names.Contains(x.AnnotationName), token: cancellationToken);
-            await db.Annotations.DeleteAsync(x => names.Contains(x.Name), token: cancellationToken);
+            var detDeleted = await db.Detections.DeleteAsync(x => annotationNames.Contains(x.AnnotationName), token: cancellationToken);
+            var annDeleted = await db.Annotations.DeleteAsync(x => annotationNames.Contains(x.Name), token: cancellationToken);
+            Console.WriteLine($"Deleted {detDeleted} detections, {annDeleted} annotations");
         });
         SaveToDisk();
     }
diff --git a/Azaion.Common/Services/AnnotationService.cs b/Azaion.Common/Services/AnnotationService.cs
index c7e9cd8..4fc8dfb 100644
--- a/Azaion.Common/Services/AnnotationService.cs
+++ b/Azaion.Common/Services/AnnotationService.cs
@@ -71,6 +71,17 @@ public class AnnotationService : INotificationHandler<AnnotationsDeletedEvent>
             MessageHandler = async (stream, consumer, context, message) =>
             {
                 var msg = MessagePackSerializer.Deserialize<AnnotationCreatedMessage>(message.Data.Contents);
+                 await _dbFactory.Run(async db => await db.QueueOffsets
+                    .Where(x => x.QueueName == Constants.MQ_ANNOTATIONS_QUEUE)
+                    .Set(x => x.Offset, context.Offset)
+                    .UpdateAsync(token: cancellationToken));
+
+                await ThrottleExt.ThrottleRunAfter(() =>
+                {
+                    _dbFactory.SaveToDisk();
+                    return Task.CompletedTask;
+                }, SaveTaskId, TimeSpan.FromSeconds(5), cancellationToken);
+
                 if (msg.CreatedRole != RoleEnum.Operator) //Process only operator's messages
                     return;
 
@@ -86,18 +97,6 @@ public class AnnotationService : INotificationHandler<AnnotationsDeletedEvent>
                     msg.CreatedEmail,
                     generateThumbnail: true,
                     cancellationToken);
-
-                await _dbFactory.Run(async db => await db.QueueOffsets
-                    .Where(x => x.QueueName == Constants.MQ_ANNOTATIONS_QUEUE)
-                    .Set(x => x.Offset, context.Offset)
-                    .UpdateAsync(token: cancellationToken));
-
-                await ThrottleExt.ThrottleRunAfter(() =>
-                {
-                    _dbFactory.SaveToDisk();
-                    return Task.CompletedTask;
-                }, SaveTaskId, TimeSpan.FromSeconds(3), cancellationToken);
-
             }
         });
     }
diff --git a/Azaion.Common/Services/GalleryService.cs b/Azaion.Common/Services/GalleryService.cs
index 4383fb6..896a13f 100644
--- a/Azaion.Common/Services/GalleryService.cs
+++ b/Azaion.Common/Services/GalleryService.cs
@@ -97,6 +97,7 @@ public class GalleryService(
                     {
                         File.Delete(file.FullName);
                         logger.LogInformation($"No labels found for image {file.FullName}! Image deleted!");
+                        await dbFactory.DeleteAnnotations([fName], cancellationToken);
                         return;
                     }
 
diff --git a/Azaion.CommonSecurity/Services/PythonResourceLoader.cs b/Azaion.CommonSecurity/Services/PythonResourceLoader.cs
index be07bcd..b76faa3 100644
--- a/Azaion.CommonSecurity/Services/PythonResourceLoader.cs
+++ b/Azaion.CommonSecurity/Services/PythonResourceLoader.cs
@@ -71,8 +71,11 @@ public class PythonResourceLoader : IResourceLoader, IAuthProvider
 
     public void StopPython()
     {
-        _dealer.SendFrame(MessagePackSerializer.Serialize(new RemoteCommand(CommandType.Exit)));
-        _dealer.Close();
+        if (!_dealer.IsDisposed)
+        {
+            _dealer.SendFrame(MessagePackSerializer.Serialize(new RemoteCommand(CommandType.Exit)));
+            _dealer.Close();
+        }
     }
 
     public MemoryStream LoadFileFromPython(string fileName, string? folder = null)
diff --git a/Azaion.Dataset/DatasetExplorerEventHandler.cs b/Azaion.Dataset/DatasetExplorerEventHandler.cs
index 62c1540..f06540a 100644
--- a/Azaion.Dataset/DatasetExplorerEventHandler.cs
+++ b/Azaion.Dataset/DatasetExplorerEventHandler.cs
@@ -95,11 +95,16 @@ public class DatasetExplorerEventHandler(
         if (annotation.Classes.Contains(selectedClass) || selectedClass == -1)
         {
             var annThumb = new AnnotationThumbnail(annotation);
-            if (!datasetExplorer.SelectedAnnotationDict.ContainsKey(annThumb.Annotation.Name))
+            if (datasetExplorer.SelectedAnnotationDict.ContainsKey(annThumb.Annotation.Name))
             {
-                datasetExplorer.SelectedAnnotations.Insert(0, annThumb);
-                datasetExplorer.SelectedAnnotationDict.Add(annThumb.Annotation.Name, annThumb);
+                datasetExplorer.SelectedAnnotationDict.Remove(annThumb.Annotation.Name);
+                var ann = datasetExplorer.SelectedAnnotations.FirstOrDefault(x => x.Annotation.Name == annThumb.Annotation.Name);
+                if (ann != null)
+                    datasetExplorer.SelectedAnnotations.Remove(ann);
             }
+
+            datasetExplorer.SelectedAnnotations.Insert(0, annThumb);
+            datasetExplorer.SelectedAnnotationDict.Add(annThumb.Annotation.Name, annThumb);
         }
         await Task.CompletedTask;
     }
diff --git a/build/publish.cmd b/build/publish.cmd
index 96dc41d..ee5c627 100644
--- a/build/publish.cmd
+++ b/build/publish.cmd
@@ -45,13 +45,20 @@ pyinstaller --onefile ^
 start.py
 move dist\start.exe ..\dist\azaion-inference.exe
 copy config.yaml ..\dist
+cd..
 
 echo Download onnx model
+cd build
 call cdn_manager.exe download models azaion.onnx.big
 move azaion.onnx.big ..\dist\
-cd ..
+cd..
 
 echo Copy ico
 copy logo.ico dist\
+
+echo building installer...
 iscc build\installer.iss
-call cdn_manager.exe upload suite AzaionSuiteInstaller.exe
\ No newline at end of file
+cd build\
+
+echo uploading installer...
+call .\cdn_manager.exe upload suite AzaionSuiteInstaller.exe ..\AzaionSuiteInstaller.exe
\ No newline at end of file