diff --git a/swarms/structs/agent.py b/swarms/structs/agent.py
index e6ca4405..30073fab 100644
--- a/swarms/structs/agent.py
+++ b/swarms/structs/agent.py
@@ -801,11 +801,13 @@ class Agent:
                         if self.long_term_memory is not None:
                             logger.info("Querying long term memory...")
                             self.memory_query(task_prompt)
-
+                        
                         # Generate response using LLM
-                        response = self.llm(task_prompt, *args, **kwargs)
-
-
+                        response_args = (
+                            (task_prompt, *args) if img is None else (task_prompt, img, *args)
+                        )
+                        response = self.call_llm(*response_args, **kwargs)
+                        
                         # Check if response is a dictionary and has 'choices' key
                         if isinstance(response, dict) and 'choices' in response:
                             response = response['choices'][0]['message']['content']
@@ -813,43 +815,45 @@ class Agent:
                             # If response is already a string, use it as is
                             pass
                         else:
-                            raise ValueError(f"Unexpected response format: {type(response)}")
-
+                            raise ValueError(
+                                f"Unexpected response format: {type(response)}"
+                            )
+                        
                         # Check and execute tools
                         if self.tools is not None:
                             print(f"self.tools is not None: {response}")
                             self.parse_and_execute_tools(response)
-
+                        
                         # Log the step metadata
                         logged = self.log_step_metadata(
-                            loop_count, task_prompt, response
-                        )
-                        logger.info(logged)
-
-                        # Conver to a str if the response is not a str
-                        response = self.llm_output_parser(
+                            loop_count, 
+                            task_prompt, 
                             response
                         )
-
+                        logger.info(logged)
+                        
+                        # Convert to a str if the response is not a str
+                        response = self.llm_output_parser(response)
+                        
                         # Print
                         if self.streaming_on is True:
                             self.stream_response(response)
                         else:
                             print(response)
-
+                        
                         # Add the response to the memory
                         self.short_memory.add(
-                            role=self.agent_name, content=response
+                            role=self.agent_name,
+                            content=response
                         )
-
+                        
                         # Add to all responses
                         all_responses.append(response)
-
-                        # TODO: Implement reliablity check
+                        
+                        # TODO: Implement reliability check
                         if self.tools is not None:
                             # self.parse_function_call_and_execute(response)
                             self.parse_and_execute_tools(response)
-
                         # if self.code_interpreter is True:
                         #     # Parse the code and execute
                         #     logger.info("Parsing code and executing...")