diff --git a/LLama.Examples/Examples/LlavaInteractiveModeExecute.cs b/LLama.Examples/Examples/LlavaInteractiveModeExecute.cs
index 507f041b..fac10ef1 100644
--- a/LLama.Examples/Examples/LlavaInteractiveModeExecute.cs
+++ b/LLama.Examples/Examples/LlavaInteractiveModeExecute.cs
@@ -3,6 +3,7 @@ using LLama.Batched;
 using LLama.Common;
 using Spectre.Console;
 using LLama.Abstractions;
+using LLama.Native;
 
 namespace LLama.Examples.Examples
 {
@@ -21,9 +22,6 @@ namespace LLama.Examples.Examples
 
             var parameters = new ModelParams(modelPath)
             {
-                ContextSize = 4096,
-                Seed = 1337,
-                GpuLayerCount = 10
             };
             using var model = LLamaWeights.LoadFromFile(parameters);
             using var context = model.CreateContext(parameters);
@@ -69,6 +67,9 @@ namespace LLama.Examples.Examples
                         break;
                     }
 
+                    // Each prompt with images we clear cache
+                    // When the prompt contains images we clear KV_CACHE to restart conversation
+                    ex.Context.NativeHandle.KvCacheRemove( LLamaSeqId.Zero, -1, -1 );
 
                     int index = 0;
                     foreach (var path in imagePathsWithCurlyBraces)
diff --git a/LLama/LLamaInteractExecutor.cs b/LLama/LLamaInteractExecutor.cs
index a87a0f37..055a5f13 100644
--- a/LLama/LLamaInteractExecutor.cs
+++ b/LLama/LLamaInteractExecutor.cs
@@ -11,7 +11,7 @@ using System.Threading.Tasks;
 using LLama.Exceptions;
 using LLama.Extensions;
 using Microsoft.Extensions.Logging;
-using System.Net.Http;
+
 
 namespace LLama
 {
@@ -136,20 +136,29 @@ namespace LLama
                     text += "\n";
                 }
 
-                var line_inp = Context.Tokenize(text, false);
-                _embed_inps.AddRange(line_inp);
-                args.RemainedTokens -= line_inp.Length;
+                if (!this.IsMultiModal)
+                {
+                    var line_inp = Context.Tokenize(text, false);
+                    _embed_inps.AddRange(line_inp);
+                    args.RemainedTokens -= line_inp.Length;
+                }
+                else
+                {
+                    PreprocessLlava(text, args, false);
+                }
             }
 
             return Task.CompletedTask;
         }
 
+        /// <inheritdoc />
         private Task PreprocessLlava(string text, InferStateArgs args, bool addBos = true )
         {
             int usedTokens = 0;
+            
             // If the prompt contains the tag <image> extract this.
             _imageInPrompt = text.Contains("<image>");
-            if (_imageInPrompt && ClipModel != null)
+            if (_imageInPrompt && IsMultiModal )
             {
                 foreach (var image in Images)
                 {
@@ -170,7 +179,16 @@ namespace LLama
             }
             else
             {
-                _embed_inps = Context.Tokenize(text, true).ToList();
+                if (addBos)
+                {
+                    _embed_inps = Context.Tokenize(text, true).ToList();
+                }
+                else
+                {
+                    var line_inp = Context.Tokenize(text, false);
+                    _embed_inps.AddRange(line_inp);
+                    args.RemainedTokens -= line_inp.Length;                    
+                }
             }
             return Task.CompletedTask;
         }
@@ -239,6 +257,7 @@ namespace LLama
 
                     _EmbedImagePosition = -1;
                     _imageEmbedHandles.Clear();
+                    Images.Clear();
                 }
                 else
                 {