diff --git a/LLama.Examples/Examples/LlavaInteractiveModeExecute.cs b/LLama.Examples/Examples/LlavaInteractiveModeExecute.cs
index f7bf2494..507f041b 100644
--- a/LLama.Examples/Examples/LlavaInteractiveModeExecute.cs
+++ b/LLama.Examples/Examples/LlavaInteractiveModeExecute.cs
@@ -2,6 +2,7 @@
 using LLama.Batched;
 using LLama.Common;
 using Spectre.Console;
+using LLama.Abstractions;
 
 namespace LLama.Examples.Examples
 {
@@ -99,7 +100,10 @@ namespace LLama.Examples.Examples
 
                     // Initilize Images in executor
                     //
-                    ex.ImagePaths = imagePaths.ToList();
+                    foreach (var image in imagePaths)
+                    {
+                        ex.Images.Add(File.ReadAllBytes(image));
+                    }
                 }
 
                 Console.ForegroundColor = Color.White;
diff --git a/LLama/Abstractions/ILLamaExecutor.cs b/LLama/Abstractions/ILLamaExecutor.cs
index ee4cf512..d6c8d2ce 100644
--- a/LLama/Abstractions/ILLamaExecutor.cs
+++ b/LLama/Abstractions/ILLamaExecutor.cs
@@ -22,14 +22,13 @@ namespace LLama.Abstractions
         /// <summary>
         /// Muti-Modal Projections / Clip Model weights
         /// </summary>
-        public LLavaWeights? ClipModel { get;  }        
-        
+        public LLavaWeights? ClipModel { get;  }
+
         /// <summary>
-        /// List of images: Image filename and path (jpeg images).
+        /// List of images: Image filen path, uri or image byte array. See ImageData.
         /// </summary>
-        public List<string> ImagePaths { get; set; }
-        
-        
+        public List<byte[]> Images { get; }
+
         /// <summary>
         /// Asynchronously infers a response from the model.
         /// </summary>
diff --git a/LLama/LLamaExecutorBase.cs b/LLama/LLamaExecutorBase.cs
index 52b38e18..65c0dcb4 100644
--- a/LLama/LLamaExecutorBase.cs
+++ b/LLama/LLamaExecutorBase.cs
@@ -76,11 +76,11 @@ namespace LLama
         }
         
         /// <inheritdoc />
-        public LLavaWeights? ClipModel { get;  }      
-        
+        public LLavaWeights? ClipModel { get;  }
+
         /// <inheritdoc />
-        public List<string> ImagePaths { get; set; }        
-        
+        public List<byte[]> Images { get; set; }
+
         /// <summary>
         /// Current "mu" value for mirostat sampling
         /// </summary>
@@ -95,7 +95,7 @@ namespace LLama
         /// <param name="logger"></param>
         protected StatefulExecutorBase(LLamaContext context, ILogger? logger = null)
         {
-            ImagePaths = new List<string>();
+            Images = new List<byte[]>();
             _logger = logger;
             Context = context;
             _pastTokensCount = 0;
@@ -105,6 +105,12 @@ namespace LLama
             _decoder = new StreamingTokenDecoder(context);
         }
         
+        /// <summary>
+        /// 
+        /// </summary>
+        /// <param name="context"></param>
+        /// <param name="lLavaWeights"></param>
+        /// <param name="logger"></param>
         public StatefulExecutorBase(LLamaContext context, LLavaWeights lLavaWeights, ILogger? logger = null) : 
                         this( context, logger )
         {
diff --git a/LLama/LLamaInteractExecutor.cs b/LLama/LLamaInteractExecutor.cs
index 21bb8dcc..a87a0f37 100644
--- a/LLama/LLamaInteractExecutor.cs
+++ b/LLama/LLamaInteractExecutor.cs
@@ -11,6 +11,7 @@ using System.Threading.Tasks;
 using LLama.Exceptions;
 using LLama.Extensions;
 using Microsoft.Extensions.Logging;
+using System.Net.Http;
 
 namespace LLama
 {
@@ -148,13 +149,13 @@ namespace LLama
             int usedTokens = 0;
             // If the prompt contains the tag <image> extract this.
             _imageInPrompt = text.Contains("<image>");
-            if (_imageInPrompt)
+            if (_imageInPrompt && ClipModel != null)
             {
-                foreach (var image in ImagePaths)
+                foreach (var image in Images)
                 {
-                    _imageEmbedHandles.Add(SafeLlavaImageEmbedHandle.CreateFromFileName( ClipModel.NativeHandle, Context, image ) );
+                    _imageEmbedHandles.Add(SafeLlavaImageEmbedHandle.CreateFromMemory(ClipModel.NativeHandle, Context, image));
                 }
-                        
+
                 int imageIndex = text.IndexOf("<image>");
                 // Tokenize segment 1 (before <image> tag)
                 string preImagePrompt = text.Substring(0, imageIndex);
diff --git a/LLama/LLamaStatelessExecutor.cs b/LLama/LLamaStatelessExecutor.cs
index 9d705af1..f9d6ca5b 100644
--- a/LLama/LLamaStatelessExecutor.cs
+++ b/LLama/LLamaStatelessExecutor.cs
@@ -26,10 +26,16 @@ namespace LLama
         
         // LLava Section
         public bool IsMultiModal => false;
+
+        /// <inheritdoc />
         public bool MultiModalProject { get;  }
-        public LLavaWeights? ClipModel { get;  }        
-        public List<string> ImagePaths { get; set; } 
-        
+
+        /// <inheritdoc />
+        public LLavaWeights? ClipModel { get;  }
+
+        /// <inheritdoc />
+        public List<byte[]> Images { get; set; }
+
         /// <summary>
         /// The context used by the executor when running the inference.
         /// </summary>
@@ -43,7 +49,7 @@ namespace LLama
         /// <param name="logger"></param>
         public StatelessExecutor(LLamaWeights weights, IContextParams @params, ILogger? logger = null)
         {
-            ImagePaths = new List<string>();
+            Images = new List<byte[]>();
             _weights = weights;
             _params = @params;
             _logger = logger;