diff --git a/src/ragent/__init__.py b/src/ragent/__init__.py
index 8c8a00e..8418b6d 100644
--- a/src/ragent/__init__.py
+++ b/src/ragent/__init__.py
@@ -367,45 +367,8 @@ class Agent:
     
         return re.findall(image_url_pattern, text, re.IGNORECASE)
 
-    def communicate_images(self, message:str):
-        messages = message 
-        if not isinstance(messages, list):
-            messages = [message]
-        
-        for message in messages:
-            if isinstance(message, dict):
-                message_role = message["role"]
-                message = message["content"]
-            else:
-                message_role = "user"
-
-            for image_path in self.extract_image_urls(message):
-                response = self.client.chat.completions.create(
-                    model="gpt-4o-mini",
-                    messages=[
-                        {
-                            "role": "user",
-                            "content": [
-                                {"type": "text", "text": "Describe the image in full detail, in a way that a human could understand."},
-                                {
-                                    "type": "image_url",
-                                    "image_url": {
-                                        "url": image_path,
-                                    },
-                                },
-                            ],
-                        }
-                    ],
-                )
-                response = response.choices[0].message.content
-                response = f"This is the description of the image from the url {image_path} i have mentioned: " + response
-                self.communicate(response,role="user",ignore_image_urls=True)
-         
-
-    def communicate(self, message: str, role: str = "user", ignore_image_urls:bool=False):
+    def communicate(self, message: str, role: str = "user"):
         log.debug(f"Sending message: {message} to assistant {self.assistant.id} in thread {self.thread.id}.")
-        if not ignore_image_urls:
-            self.communicate_images(message)
         messages = isinstance(message, list) and message or [message]
         for message in messages:
             if isinstance(message, dict):
@@ -413,6 +376,18 @@ class Agent:
                 message = message["content"]
             else:
                 message_role = role
+            message = [
+                {"type":"text","text":message}
+            ]
+            for image_url in self.extract_image_urls(message[0]["text"]):
+                message.append(
+                    {
+                        "type": "image_url",
+                        "image_url": {
+                            "url": image_url,
+                        },
+                    }
+                )
             self.client.beta.threads.messages.create(
                 thread_id=self.thread.id,
                 role=message_role,