diff --git a/docker/Dockerfile b/docker/Dockerfile
index de9fd2a3c..18ca1a1db 100644
--- a/docker/Dockerfile
+++ b/docker/Dockerfile
@@ -16,7 +16,7 @@ RUN mkdir -p /root/.praison
 # Install Python packages (using latest versions)
 RUN pip install --no-cache-dir \
     flask \
-    "praisonai>=2.2.27" \
+    "praisonai>=2.2.28" \
     "praisonai[api]" \
     gunicorn \
     markdown
diff --git a/docker/Dockerfile.chat b/docker/Dockerfile.chat
index aa7540395..4f588fa1f 100644
--- a/docker/Dockerfile.chat
+++ b/docker/Dockerfile.chat
@@ -16,7 +16,7 @@ RUN mkdir -p /root/.praison
 # Install Python packages (using latest versions)
 RUN pip install --no-cache-dir \
     praisonai_tools \
-    "praisonai>=2.2.27" \
+    "praisonai>=2.2.28" \
     "praisonai[chat]" \
     "embedchain[github,youtube]"
 
diff --git a/docker/Dockerfile.dev b/docker/Dockerfile.dev
index 880c46c86..b5601a3a2 100644
--- a/docker/Dockerfile.dev
+++ b/docker/Dockerfile.dev
@@ -20,7 +20,7 @@ RUN mkdir -p /root/.praison
 # Install Python packages (using latest versions)
 RUN pip install --no-cache-dir \
     praisonai_tools \
-    "praisonai>=2.2.27" \
+    "praisonai>=2.2.28" \
     "praisonai[ui]" \
     "praisonai[chat]" \
     "praisonai[realtime]" \
diff --git a/docker/Dockerfile.ui b/docker/Dockerfile.ui
index fbf35eff1..d96c34d6f 100644
--- a/docker/Dockerfile.ui
+++ b/docker/Dockerfile.ui
@@ -16,7 +16,7 @@ RUN mkdir -p /root/.praison
 # Install Python packages (using latest versions)
 RUN pip install --no-cache-dir \
     praisonai_tools \
-    "praisonai>=2.2.27" \
+    "praisonai>=2.2.28" \
     "praisonai[ui]" \
     "praisonai[crewai]"
 
diff --git a/docker/README.md b/docker/README.md
index 5555e5127..a436287b0 100644
--- a/docker/README.md
+++ b/docker/README.md
@@ -121,7 +121,7 @@ healthcheck:
 ## 📦 Package Versions
 
 All Docker images use consistent, up-to-date versions:
-- PraisonAI: `>=2.2.27`
+- PraisonAI: `>=2.2.28`
 - PraisonAI Agents: `>=0.0.92`
 - Python: `3.11-slim`
 
@@ -218,7 +218,7 @@ docker-compose up -d
 ### Version Pinning
 To use specific versions, update the Dockerfile:
 ```dockerfile
-RUN pip install "praisonai==2.2.27" "praisonaiagents==0.0.92"
+RUN pip install "praisonai==2.2.28" "praisonaiagents==0.0.92"
 ```
 
 ## 🌐 Production Deployment
diff --git a/src/praisonai-agents/debug_comparison.py b/src/praisonai-agents/debug_comparison.py
new file mode 100644
index 000000000..7799e3a08
--- /dev/null
+++ b/src/praisonai-agents/debug_comparison.py
@@ -0,0 +1,96 @@
+#!/usr/bin/env python3
+
+import sys
+import traceback
+from praisonaiagents import Agent, MCP
+
+def test_agent_direct():
+    """Test gpt-4o-mini (agent.py path)"""
+    print("=" * 50)
+    print("TESTING: gpt-4o-mini (agent.py direct calls)")
+    print("=" * 50)
+    
+    try:
+        agent = Agent(
+            instructions="""You are a helpful assistant that can break down complex problems.
+            Use the available tools when relevant to perform step-by-step analysis.""",
+            llm="gpt-4o-mini",
+            tools=MCP("npx -y @modelcontextprotocol/server-sequential-thinking")
+        )
+        
+        print("✅ Agent created successfully")
+        print(f"✅ Agent LLM: {getattr(agent, 'llm', 'Not set')}")
+        print(f"✅ Agent using custom LLM: {getattr(agent, '_using_custom_llm', False)}")
+        
+        result = agent.start("What are 3 steps to make coffee?")
+        print("✅ Agent execution completed successfully")
+        return True, result
+        
+    except Exception as e:
+        print(f"❌ Error in agent direct: {e}")
+        traceback.print_exc()
+        return False, str(e)
+
+def test_llm_class():
+    """Test openai/gpt-4o-mini (llm.py path)"""
+    print("\n" + "=" * 50)
+    print("TESTING: openai/gpt-4o-mini (llm.py LiteLLM)")
+    print("=" * 50)
+    
+    try:
+        agent = Agent(
+            instructions="""You are a helpful assistant that can break down complex problems.
+            Use the available tools when relevant to perform step-by-step analysis.""",
+            llm="openai/gpt-4o-mini",
+            tools=MCP("npx -y @modelcontextprotocol/server-sequential-thinking")
+        )
+        
+        print("✅ Agent created successfully")
+        print(f"✅ Agent LLM instance: {getattr(agent, 'llm_instance', 'Not set')}")
+        print(f"✅ Agent using custom LLM: {getattr(agent, '_using_custom_llm', False)}")
+        
+        result = agent.start("What are 3 steps to make coffee?")
+        print("✅ Agent execution completed successfully")
+        return True, result
+        
+    except Exception as e:
+        print(f"❌ Error in llm class: {e}")
+        traceback.print_exc()
+        return False, str(e)
+
+if __name__ == "__main__":
+    print("🔍 DEBUGGING: Comparing both LLM approaches\n")
+    
+    # Test agent direct
+    success1, result1 = test_agent_direct()
+    
+    # Test LLM class
+    success2, result2 = test_llm_class()
+    
+    print("\n" + "=" * 50)
+    print("FINAL RESULTS")
+    print("=" * 50)
+    
+    if success1:
+        print("✅ gpt-4o-mini (agent.py) - SUCCESS")
+    else:
+        print("❌ gpt-4o-mini (agent.py) - FAILED")
+        print(f"   Error: {result1}")
+    
+    if success2:
+        print("✅ openai/gpt-4o-mini (llm.py) - SUCCESS")
+    else:
+        print("❌ openai/gpt-4o-mini (llm.py) - FAILED")
+        print(f"   Error: {result2}")
+    
+    if success1 and success2:
+        print("\n🎉 BOTH FORMATS WORK CORRECTLY!")
+        print("📝 The issue mentioned might be resolved or was a different problem.")
+    elif success1 and not success2:
+        print("\n⚠️  CONFIRMED: LLM class path has issues")
+        print("📝 Need to debug the LLM class implementation")
+    elif success2 and not success1:
+        print("\n⚠️  CONFIRMED: Agent direct path has issues")
+        print("📝 Need to debug the agent direct implementation")
+    else:
+        print("\n💥 BOTH PATHS FAILED - Something is fundamentally wrong")
\ No newline at end of file
diff --git a/src/praisonai-agents/praisonaiagents/llm/llm.py b/src/praisonai-agents/praisonaiagents/llm/llm.py
index 640073ae9..480cadddd 100644
--- a/src/praisonai-agents/praisonaiagents/llm/llm.py
+++ b/src/praisonai-agents/praisonaiagents/llm/llm.py
@@ -413,24 +413,30 @@ def get_response(
             start_time = time.time()
             reflection_count = 0
 
-            while True:
-                try:
-                    if verbose:
-                        display_text = prompt
-                        if isinstance(prompt, list):
-                            display_text = next((item["text"] for item in prompt if item["type"] == "text"), "")
-                        
-                        if display_text and str(display_text).strip():
-                            display_instruction(
-                                f"Agent {agent_name} is processing prompt: {display_text}",
-                                console=console,
-                                agent_name=agent_name,
-                                agent_role=agent_role,
-                                agent_tools=agent_tools
-                            )
+            # Display initial instruction once
+            if verbose:
+                display_text = prompt
+                if isinstance(prompt, list):
+                    display_text = next((item["text"] for item in prompt if item["type"] == "text"), "")
+                
+                if display_text and str(display_text).strip():
+                    display_instruction(
+                        f"Agent {agent_name} is processing prompt: {display_text}",
+                        console=console,
+                        agent_name=agent_name,
+                        agent_role=agent_role,
+                        agent_tools=agent_tools
+                    )
 
+            # Sequential tool calling loop - similar to agent.py
+            max_iterations = 10  # Prevent infinite loops
+            iteration_count = 0
+            final_response_text = ""
+
+            while iteration_count < max_iterations:
+                try:
                     # Get response from LiteLLM
-                    start_time = time.time()
+                    current_time = time.time()
 
                     # If reasoning_steps is True, do a single non-streaming call
                     if reasoning_steps:
@@ -445,6 +451,7 @@ def get_response(
                         )
                         reasoning_content = resp["choices"][0]["message"].get("provider_specific_fields", {}).get("reasoning_content")
                         response_text = resp["choices"][0]["message"]["content"]
+                        final_response = resp
                         
                         # Optionally display reasoning if present
                         if verbose and reasoning_content:
@@ -452,7 +459,7 @@ def get_response(
                                 original_prompt,
                                 f"Reasoning:\n{reasoning_content}\n\nAnswer:\n{response_text}",
                                 markdown=markdown,
-                                generation_time=time.time() - start_time,
+                                generation_time=time.time() - current_time,
                                 console=console
                             )
                         else:
@@ -460,14 +467,14 @@ def get_response(
                                 original_prompt,
                                 response_text,
                                 markdown=markdown,
-                                generation_time=time.time() - start_time,
+                                generation_time=time.time() - current_time,
                                 console=console
                             )
                     
                     # Otherwise do the existing streaming approach
                     else:
                         if verbose:
-                            with Live(display_generating("", start_time), console=console, refresh_per_second=4) as live:
+                            with Live(display_generating("", current_time), console=console, refresh_per_second=4) as live:
                                 response_text = ""
                                 for chunk in litellm.completion(
                                     **self._build_completion_params(
@@ -481,7 +488,7 @@ def get_response(
                                     if chunk and chunk.choices and chunk.choices[0].delta.content:
                                         content = chunk.choices[0].delta.content
                                         response_text += content
-                                        live.update(display_generating(response_text, start_time))
+                                        live.update(display_generating(response_text, current_time))
                         else:
                             # Non-verbose mode, just collect the response
                             response_text = ""
@@ -499,20 +506,20 @@ def get_response(
 
                         response_text = response_text.strip()
 
-                    # Get final completion to check for tool calls
-                    final_response = litellm.completion(
-                        **self._build_completion_params(
-                            messages=messages,
-                            tools=formatted_tools,
-                            temperature=temperature,
-                            stream=False,  # No streaming for tool call check
-                            **kwargs
+                        # Get final completion to check for tool calls
+                        final_response = litellm.completion(
+                            **self._build_completion_params(
+                                messages=messages,
+                                tools=formatted_tools,
+                                temperature=temperature,
+                                stream=False,  # No streaming for tool call check
+                                **kwargs
+                            )
                         )
-                    )
                     
                     tool_calls = final_response["choices"][0]["message"].get("tool_calls")
                     
-                    # Handle tool calls
+                    # Handle tool calls - Sequential tool calling logic
                     if tool_calls and execute_tool_fn:
                         # Convert tool_calls to a serializable format for all providers
                         serializable_tool_calls = []
@@ -535,6 +542,7 @@ def get_response(
                             "tool_calls": serializable_tool_calls
                         })
                         
+                        should_continue = False
                         for tool_call in tool_calls:
                             # Handle both object and dict access patterns
                             if isinstance(tool_call, dict):
@@ -574,6 +582,18 @@ def get_response(
                                 "content": json.dumps(tool_result) if tool_result is not None else "Function returned an empty output"
                             })
 
+                            # Check if we should continue (for tools like sequential thinking)
+                            # This mimics the logic from agent.py lines 1004-1007
+                            if function_name == "sequentialthinking" and arguments.get("nextThoughtNeeded", False):
+                                should_continue = True
+                        
+                        # If we should continue, increment iteration and continue loop
+                        if should_continue:
+                            iteration_count += 1
+                            continue
+
+                        # If we reach here, no more tool calls needed - get final response
+                        # Make one more call to get the final summary response
                         # Special handling for Ollama models that don't automatically process tool results
                         if self.model and self.model.startswith("ollama/") and tool_result:
                             # For Ollama models, we need to explicitly ask the model to process the tool results
@@ -666,115 +686,141 @@ def get_response(
                         else:
                             # Get response after tool calls with streaming
                             if verbose:
-                                with Live(display_generating("", start_time), console=console, refresh_per_second=4) as live:
-                                    response_text = ""
+                                with Live(display_generating("", current_time), console=console, refresh_per_second=4) as live:
+                                    final_response_text = ""
                                     for chunk in litellm.completion(
                                         **self._build_completion_params(
                                             messages=messages,
+                                            tools=formatted_tools,
                                             temperature=temperature,
-                                            stream=True
+                                            stream=True,
+                                            **kwargs
                                         )
                                     ):
                                         if chunk and chunk.choices and chunk.choices[0].delta.content:
                                             content = chunk.choices[0].delta.content
-                                            response_text += content
-                                            live.update(display_generating(response_text, start_time))
+                                            final_response_text += content
+                                            live.update(display_generating(final_response_text, current_time))
                             else:
-                                response_text = ""
+                                final_response_text = ""
                                 for chunk in litellm.completion(
                                     **self._build_completion_params(
                                         messages=messages,
+                                        tools=formatted_tools,
                                         temperature=temperature,
-                                        stream=True
+                                        stream=True,
+                                        **kwargs
                                     )
                                 ):
                                     if chunk and chunk.choices and chunk.choices[0].delta.content:
-                                        response_text += chunk.choices[0].delta.content
-
-                            response_text = response_text.strip()
-
-                    # Handle output formatting
-                    if output_json or output_pydantic:
-                        self.chat_history.append({"role": "user", "content": original_prompt})
-                        self.chat_history.append({"role": "assistant", "content": response_text})
+                                        final_response_text += chunk.choices[0].delta.content
+                            
+                            final_response_text = final_response_text.strip()
+                        
+                        # Display final response
                         if verbose:
-                            display_interaction(original_prompt, response_text, markdown=markdown,
-                                             generation_time=time.time() - start_time, console=console)
-                        return response_text
+                            display_interaction(
+                                original_prompt,
+                                final_response_text,
+                                markdown=markdown,
+                                generation_time=time.time() - start_time,
+                                console=console
+                            )
+                        
+                        return final_response_text
+                    else:
+                        # No tool calls, we're done with this iteration
+                        break
+                        
+                except Exception as e:
+                    logging.error(f"Error in LLM iteration {iteration_count}: {e}")
+                    break
+                    
+            # End of while loop - return final response
+            if final_response_text:
+                return final_response_text
+            
+            # No tool calls were made in this iteration, return the response
+            if verbose:
+                display_interaction(
+                    original_prompt,
+                    response_text,
+                    markdown=markdown,
+                    generation_time=time.time() - start_time,
+                    console=console
+                )
+            
+            response_text = response_text.strip()
+            
+            # Handle output formatting
+            if output_json or output_pydantic:
+                self.chat_history.append({"role": "user", "content": original_prompt})
+                self.chat_history.append({"role": "assistant", "content": response_text})
+                if verbose:
+                    display_interaction(original_prompt, response_text, markdown=markdown,
+                                     generation_time=time.time() - start_time, console=console)
+                return response_text
 
-                    if not self_reflect:
-                        if verbose:
-                            display_interaction(original_prompt, response_text, markdown=markdown,
-                                             generation_time=time.time() - start_time, console=console)
-                        # Return reasoning content if reasoning_steps is True
-                        if reasoning_steps and reasoning_content:
-                            return reasoning_content
-                        return response_text
+            if not self_reflect:
+                if verbose:
+                    display_interaction(original_prompt, response_text, markdown=markdown,
+                                     generation_time=time.time() - start_time, console=console)
+                # Return reasoning content if reasoning_steps is True
+                if reasoning_steps and reasoning_content:
+                    return reasoning_content
+                return response_text
 
-                    # Handle self-reflection
-                    reflection_prompt = f"""
+            # Handle self-reflection loop
+            while reflection_count < max_reflect:
+                # Handle self-reflection
+                reflection_prompt = f"""
 Reflect on your previous response: '{response_text}'.
 Identify any flaws, improvements, or actions.
 Provide a "satisfactory" status ('yes' or 'no').
 Output MUST be JSON with 'reflection' and 'satisfactory'.
-                    """
-                    
-                    reflection_messages = messages + [
-                        {"role": "assistant", "content": response_text},
-                        {"role": "user", "content": reflection_prompt}
-                    ]
-
-                    # If reasoning_steps is True, do a single non-streaming call to capture reasoning
-                    if reasoning_steps:
-                        reflection_resp = litellm.completion(
-                            **self._build_completion_params(
-                                messages=reflection_messages,
-                                temperature=temperature,
-                                stream=False,  # Force non-streaming
-                                response_format={"type": "json_object"},
-                                **{k:v for k,v in kwargs.items() if k != 'reasoning_steps'}
-                            )
+                """
+                
+                reflection_messages = messages + [
+                    {"role": "assistant", "content": response_text},
+                    {"role": "user", "content": reflection_prompt}
+                ]
+
+                # If reasoning_steps is True, do a single non-streaming call to capture reasoning
+                if reasoning_steps:
+                    reflection_resp = litellm.completion(
+                        **self._build_completion_params(
+                            messages=reflection_messages,
+                            temperature=temperature,
+                            stream=False,  # Force non-streaming
+                            response_format={"type": "json_object"},
+                            **{k:v for k,v in kwargs.items() if k != 'reasoning_steps'}
                         )
-                        # Grab reflection text and optional reasoning
-                        reasoning_content = reflection_resp["choices"][0]["message"].get("provider_specific_fields", {}).get("reasoning_content")
-                        reflection_text = reflection_resp["choices"][0]["message"]["content"]
-
-                        # Optionally display reasoning if present
-                        if verbose and reasoning_content:
-                            display_interaction(
-                                "Reflection reasoning:",
-                                f"{reasoning_content}\n\nReflection result:\n{reflection_text}",
-                                markdown=markdown,
-                                generation_time=time.time() - start_time,
-                                console=console
-                            )
-                        elif verbose:
-                            display_interaction(
-                                "Self-reflection (non-streaming):",
-                                reflection_text,
-                                markdown=markdown,
-                                generation_time=time.time() - start_time,
-                                console=console
-                            )
-                    else:
-                        # Existing streaming approach
-                        if verbose:
-                            with Live(display_generating("", start_time), console=console, refresh_per_second=4) as live:
-                                reflection_text = ""
-                                for chunk in litellm.completion(
-                                    **self._build_completion_params(
-                                        messages=reflection_messages,
-                                        temperature=temperature,
-                                        stream=True,
-                                        response_format={"type": "json_object"},
-                                        **{k:v for k,v in kwargs.items() if k != 'reasoning_steps'}
-                                    )
-                                ):
-                                    if chunk and chunk.choices and chunk.choices[0].delta.content:
-                                        content = chunk.choices[0].delta.content
-                                        reflection_text += content
-                                        live.update(display_generating(reflection_text, start_time))
-                        else:
+                    )
+                    # Grab reflection text and optional reasoning
+                    reasoning_content = reflection_resp["choices"][0]["message"].get("provider_specific_fields", {}).get("reasoning_content")
+                    reflection_text = reflection_resp["choices"][0]["message"]["content"]
+
+                    # Optionally display reasoning if present
+                    if verbose and reasoning_content:
+                        display_interaction(
+                            "Reflection reasoning:",
+                            f"{reasoning_content}\n\nReflection result:\n{reflection_text}",
+                            markdown=markdown,
+                            generation_time=time.time() - start_time,
+                            console=console
+                        )
+                    elif verbose:
+                        display_interaction(
+                            "Self-reflection (non-streaming):",
+                            reflection_text,
+                            markdown=markdown,
+                            generation_time=time.time() - start_time,
+                            console=console
+                        )
+                else:
+                    # Existing streaming approach
+                    if verbose:
+                        with Live(display_generating("", start_time), console=console, refresh_per_second=4) as live:
                             reflection_text = ""
                             for chunk in litellm.completion(
                                 **self._build_completion_params(
@@ -786,48 +832,102 @@ def get_response(
                                 )
                             ):
                                 if chunk and chunk.choices and chunk.choices[0].delta.content:
-                                    reflection_text += chunk.choices[0].delta.content
+                                    content = chunk.choices[0].delta.content
+                                    reflection_text += content
+                                    live.update(display_generating(reflection_text, start_time))
+                    else:
+                        reflection_text = ""
+                        for chunk in litellm.completion(
+                            **self._build_completion_params(
+                                messages=reflection_messages,
+                                temperature=temperature,
+                                stream=True,
+                                response_format={"type": "json_object"},
+                                **{k:v for k,v in kwargs.items() if k != 'reasoning_steps'}
+                            )
+                        ):
+                            if chunk and chunk.choices and chunk.choices[0].delta.content:
+                                reflection_text += chunk.choices[0].delta.content
 
-                    try:
-                        reflection_data = json.loads(reflection_text)
-                        satisfactory = reflection_data.get("satisfactory", "no").lower() == "yes"
+                try:
+                    reflection_data = json.loads(reflection_text)
+                    satisfactory = reflection_data.get("satisfactory", "no").lower() == "yes"
+
+                    if verbose:
+                        display_self_reflection(
+                            f"Agent {agent_name} self reflection: reflection='{reflection_data['reflection']}' satisfactory='{reflection_data['satisfactory']}'",
+                            console=console
+                        )
 
+                    if satisfactory and reflection_count >= min_reflect - 1:
                         if verbose:
-                            display_self_reflection(
-                                f"Agent {agent_name} self reflection: reflection='{reflection_data['reflection']}' satisfactory='{reflection_data['satisfactory']}'",
-                                console=console
-                            )
+                            display_interaction(prompt, response_text, markdown=markdown,
+                                             generation_time=time.time() - start_time, console=console)
+                        return response_text
 
-                        if satisfactory and reflection_count >= min_reflect - 1:
-                            if verbose:
-                                display_interaction(prompt, response_text, markdown=markdown,
-                                                 generation_time=time.time() - start_time, console=console)
-                            return response_text
+                    if reflection_count >= max_reflect - 1:
+                        if verbose:
+                            display_interaction(prompt, response_text, markdown=markdown,
+                                             generation_time=time.time() - start_time, console=console)
+                        return response_text
 
-                        if reflection_count >= max_reflect - 1:
-                            if verbose:
-                                display_interaction(prompt, response_text, markdown=markdown,
-                                                 generation_time=time.time() - start_time, console=console)
-                            return response_text
-
-                        reflection_count += 1
-                        messages.extend([
-                            {"role": "assistant", "content": response_text},
-                            {"role": "user", "content": reflection_prompt},
-                            {"role": "assistant", "content": reflection_text},
-                            {"role": "user", "content": "Now regenerate your response using the reflection you made"}
-                        ])
-                        continue
-
-                    except json.JSONDecodeError:
-                        reflection_count += 1
-                        if reflection_count >= max_reflect:
-                            return response_text
-                        continue
+                    reflection_count += 1
+                    messages.extend([
+                        {"role": "assistant", "content": response_text},
+                        {"role": "user", "content": reflection_prompt},
+                        {"role": "assistant", "content": reflection_text},
+                        {"role": "user", "content": "Now regenerate your response using the reflection you made"}
+                    ])
+                    
+                    # Get new response after reflection
+                    if verbose:
+                        with Live(display_generating("", time.time()), console=console, refresh_per_second=4) as live:
+                            response_text = ""
+                            for chunk in litellm.completion(
+                                **self._build_completion_params(
+                                    messages=messages,
+                                    temperature=temperature,
+                                    stream=True,
+                                    **kwargs
+                                )
+                            ):
+                                if chunk and chunk.choices and chunk.choices[0].delta.content:
+                                    content = chunk.choices[0].delta.content
+                                    response_text += content
+                                    live.update(display_generating(response_text, time.time()))
+                    else:
+                        response_text = ""
+                        for chunk in litellm.completion(
+                            **self._build_completion_params(
+                                messages=messages,
+                                temperature=temperature,
+                                stream=True,
+                                **kwargs
+                            )
+                        ):
+                            if chunk and chunk.choices and chunk.choices[0].delta.content:
+                                response_text += chunk.choices[0].delta.content
+                    
+                    response_text = response_text.strip()
+                    continue
 
+                except json.JSONDecodeError:
+                    reflection_count += 1
+                    if reflection_count >= max_reflect:
+                        if verbose:
+                            display_interaction(prompt, response_text, markdown=markdown,
+                                             generation_time=time.time() - start_time, console=console)
+                        return response_text
+                    continue
                 except Exception as e:
                     display_error(f"Error in LLM response: {str(e)}")
                     return None
+            
+            # If we've exhausted reflection attempts
+            if verbose:
+                display_interaction(prompt, response_text, markdown=markdown,
+                                 generation_time=time.time() - start_time, console=console)
+            return response_text
 
         except Exception as error:
             display_error(f"Error in get_response: {str(error)}")
diff --git a/src/praisonai-agents/pyproject.toml b/src/praisonai-agents/pyproject.toml
index 3e9e7e34c..c14bd21a2 100644
--- a/src/praisonai-agents/pyproject.toml
+++ b/src/praisonai-agents/pyproject.toml
@@ -4,7 +4,7 @@ build-backend = "setuptools.build_meta"
 
 [project]
 name = "praisonaiagents"
-version = "0.0.98"
+version = "0.0.99"
 description = "Praison AI agents for completing complex tasks with Self Reflection Agents"
 requires-python = ">=3.10"
 authors = [
diff --git a/src/praisonai-agents/sequence.py b/src/praisonai-agents/sequence.py
index d6fcc56d2..67929b80b 100644
--- a/src/praisonai-agents/sequence.py
+++ b/src/praisonai-agents/sequence.py
@@ -4,7 +4,7 @@
 sequential_agent = Agent(
     instructions="""You are a helpful assistant that can break down complex problems.
     Use the available tools when relevant to perform step-by-step analysis.""",
-    llm="openai/gpt-4o-mini",
+    llm="gpt-4o-mini",
     tools=MCP("npx -y @modelcontextprotocol/server-sequential-thinking")
 )
 
diff --git a/src/praisonai-agents/sequence_llm.py b/src/praisonai-agents/sequence_llm.py
new file mode 100644
index 000000000..d6fcc56d2
--- /dev/null
+++ b/src/praisonai-agents/sequence_llm.py
@@ -0,0 +1,11 @@
+from praisonaiagents import Agent, MCP
+import os
+
+sequential_agent = Agent(
+    instructions="""You are a helpful assistant that can break down complex problems.
+    Use the available tools when relevant to perform step-by-step analysis.""",
+    llm="openai/gpt-4o-mini",
+    tools=MCP("npx -y @modelcontextprotocol/server-sequential-thinking")
+)
+
+sequential_agent.start("Break down the process of making a cup of tea")
\ No newline at end of file
diff --git a/src/praisonai-agents/test_both_formats.py b/src/praisonai-agents/test_both_formats.py
new file mode 100644
index 000000000..2191853ff
--- /dev/null
+++ b/src/praisonai-agents/test_both_formats.py
@@ -0,0 +1,55 @@
+#!/usr/bin/env python3
+
+from praisonaiagents import Agent, MCP
+import os
+
+def test_agent_direct():
+    """Test using gpt-4o-mini directly (agent.py path)"""
+    print("="*50)
+    print("Testing gpt-4o-mini (agent.py path)")
+    print("="*50)
+    
+    agent = Agent(
+        instructions="You are a helpful assistant that can break down complex problems.",
+        llm="gpt-4o-mini",
+        tools=MCP("npx -y @modelcontextprotocol/server-sequential-thinking")
+    )
+    
+    result = agent.start("What are 5 steps to make coffee?")
+    print("✅ Agent direct path completed successfully")
+    return result
+
+def test_llm_class():
+    """Test using openai/gpt-4o-mini (llm.py path)"""
+    print("\n" + "="*50)
+    print("Testing openai/gpt-4o-mini (llm.py path)")
+    print("="*50)
+    
+    agent = Agent(
+        instructions="You are a helpful assistant that can break down complex problems.",
+        llm="openai/gpt-4o-mini",
+        tools=MCP("npx -y @modelcontextprotocol/server-sequential-thinking")
+    )
+    
+    result = agent.start("What are 5 steps to make coffee?")
+    print("✅ LLM class path completed successfully")
+    return result
+
+if __name__ == "__main__":
+    try:
+        # Test both approaches
+        result1 = test_agent_direct()
+        result2 = test_llm_class()
+        
+        print("\n" + "="*50)
+        print("SUMMARY")
+        print("="*50)
+        print("✅ Both formats work correctly!")
+        print("✅ gpt-4o-mini uses agent.py direct OpenAI calls")
+        print("✅ openai/gpt-4o-mini uses llm.py LiteLLM wrapper")
+        print("✅ Both support tool calling and MCP integration")
+        
+    except Exception as e:
+        print(f"❌ Error occurred: {e}")
+        import traceback
+        traceback.print_exc()
\ No newline at end of file
diff --git a/src/praisonai-agents/test_self_reflection.py b/src/praisonai-agents/test_self_reflection.py
new file mode 100644
index 000000000..82fa0b63d
--- /dev/null
+++ b/src/praisonai-agents/test_self_reflection.py
@@ -0,0 +1,61 @@
+#!/usr/bin/env python3
+"""Test self-reflection functionality in both Agent and LLM classes"""
+
+from praisonaiagents import Agent
+from praisonaiagents.llm import LLM
+
+def test_agent_self_reflection():
+    """Test self-reflection in Agent class"""
+    print("=== Testing Agent Self-Reflection ===")
+    agent = Agent(
+        name="ReflectiveAgent",
+        instructions="You are a helpful assistant.",
+        llm="gpt-4o-mini",
+        self_reflect=True,
+        min_reflect=1,
+        max_reflect=3
+    )
+    
+    response = agent.start("What is 2+2? Be brief.")
+    print(f"Agent Response: {response}")
+    print()
+
+def test_llm_self_reflection():
+    """Test self-reflection in LLM class directly"""
+    print("=== Testing LLM Self-Reflection ===")
+    llm = LLM(model="gpt-4o-mini")
+    
+    response = llm.get_response(
+        prompt="What is 2+2? Be brief.",
+        system_prompt="You are a helpful assistant.",
+        self_reflect=True,
+        min_reflect=1,
+        max_reflect=3,
+        verbose=True
+    )
+    print(f"LLM Response: {response}")
+    print()
+
+def test_llm_no_reflection():
+    """Test LLM without self-reflection for comparison"""
+    print("=== Testing LLM Without Self-Reflection ===")
+    llm = LLM(model="gpt-4o-mini")
+    
+    response = llm.get_response(
+        prompt="What is 2+2? Be brief.",
+        system_prompt="You are a helpful assistant.",
+        self_reflect=False,
+        verbose=True
+    )
+    print(f"LLM Response: {response}")
+    print()
+
+if __name__ == "__main__":
+    # Test without reflection first
+    test_llm_no_reflection()
+    
+    # Test with reflection
+    test_llm_self_reflection()
+    
+    # Test agent reflection
+    test_agent_self_reflection()
\ No newline at end of file
diff --git a/src/praisonai-agents/test_sequential_fix.py b/src/praisonai-agents/test_sequential_fix.py
new file mode 100644
index 000000000..01ce78d36
--- /dev/null
+++ b/src/praisonai-agents/test_sequential_fix.py
@@ -0,0 +1,56 @@
+#!/usr/bin/env python3
+
+from praisonaiagents import Agent, MCP
+import os
+
+def test_agent_direct():
+    """Test using gpt-4o-mini directly (agent.py path)"""
+    print("=" * 50)
+    print("Testing gpt-4o-mini (agent.py path)")
+    print("=" * 50)
+    
+    agent = Agent(
+        instructions="You are a helpful assistant that can break down complex problems.",
+        llm="gpt-4o-mini",
+        tools=MCP("npx -y @modelcontextprotocol/server-sequential-thinking")
+    )
+    
+    result = agent.start("What are 3 steps to make coffee?")
+    print("✅ Agent direct path completed successfully")
+    return result
+
+def test_llm_class():
+    """Test using openai/gpt-4o-mini (llm.py path)"""
+    print("\n" + "=" * 50)
+    print("Testing openai/gpt-4o-mini (llm.py path)")
+    print("=" * 50)
+    
+    agent = Agent(
+        instructions="You are a helpful assistant that can break down complex problems.",
+        llm="openai/gpt-4o-mini",
+        tools=MCP("npx -y @modelcontextprotocol/server-sequential-thinking")
+    )
+    
+    result = agent.start("What are 3 steps to make coffee?")
+    print("✅ LLM class path completed successfully")
+    return result
+
+if __name__ == "__main__":
+    try:
+        # Test both approaches
+        result1 = test_agent_direct()
+        result2 = test_llm_class()
+        
+        print("\n" + "=" * 50)
+        print("SUMMARY")
+        print("=" * 50)
+        print("✅ Both formats work correctly!")
+        print("✅ gpt-4o-mini uses agent.py direct OpenAI calls")
+        print("✅ openai/gpt-4o-mini uses llm.py LiteLLM wrapper")
+        print("✅ Both support sequential tool calling and MCP integration")
+        print("✅ Sequential thinking tool works properly in both modes")
+        
+    except Exception as e:
+        print(f"❌ Error occurred: {e}")
+        import traceback
+        traceback.print_exc()
\ No newline at end of file
diff --git a/src/praisonai-agents/uv.lock b/src/praisonai-agents/uv.lock
index db24c58aa..35725eb59 100644
--- a/src/praisonai-agents/uv.lock
+++ b/src/praisonai-agents/uv.lock
@@ -1,5 +1,4 @@
 version = 1
-revision = 2
 requires-python = ">=3.10"
 resolution-markers = [
     "python_full_version >= '3.13'",
@@ -13,9 +12,9 @@ resolution-markers = [
 name = "aiohappyeyeballs"
 version = "2.4.4"
 source = { registry = "https://pypi.org/simple" }
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+sdist = { url = "https://files.pythonhosted.org/packages/7f/55/e4373e888fdacb15563ef6fa9fa8c8252476ea071e96fb46defac9f18bf2/aiohappyeyeballs-2.4.4.tar.gz", hash = "sha256:5fdd7d87889c63183afc18ce9271f9b0a7d32c2303e394468dd45d514a757745", size = 21977 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/b9/74/fbb6559de3607b3300b9be3cc64e97548d55678e44623db17820dbd20002/aiohappyeyeballs-2.4.4-py3-none-any.whl", hash = "sha256:a980909d50efcd44795c4afeca523296716d50cd756ddca6af8c65b996e27de8", size = 14756, upload-time = "2024-11-30T18:43:39.849Z" },
+    { url = "https://files.pythonhosted.org/packages/b9/74/fbb6559de3607b3300b9be3cc64e97548d55678e44623db17820dbd20002/aiohappyeyeballs-2.4.4-py3-none-any.whl", hash = "sha256:a980909d50efcd44795c4afeca523296716d50cd756ddca6af8c65b996e27de8", size = 14756 },
 ]
 
 [[package]]
@@ -32,68 +31,68 @@ dependencies = [
     { name = "propcache" },
     { name = "yarl" },
 ]
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diff --git a/src/praisonai/praisonai.rb b/src/praisonai/praisonai.rb
index 5704575a3..52841970b 100644
--- a/src/praisonai/praisonai.rb
+++ b/src/praisonai/praisonai.rb
@@ -3,8 +3,8 @@ class Praisonai < Formula
   
     desc "AI tools for various AI applications"
     homepage "https://github.com/MervinPraison/PraisonAI"
-    url "https://github.com/MervinPraison/PraisonAI/archive/refs/tags/v2.2.27.tar.gz"
-    sha256 `curl -sL https://github.com/MervinPraison/PraisonAI/archive/refs/tags/v2.2.27.tar.gz | shasum -a 256`.split.first
+    url "https://github.com/MervinPraison/PraisonAI/archive/refs/tags/v2.2.28.tar.gz"
+    sha256 `curl -sL https://github.com/MervinPraison/PraisonAI/archive/refs/tags/v2.2.28.tar.gz | shasum -a 256`.split.first
     license "MIT"
   
     depends_on "python@3.11"
diff --git a/src/praisonai/praisonai/deploy.py b/src/praisonai/praisonai/deploy.py
index c803c24c4..bc0d09e4f 100644
--- a/src/praisonai/praisonai/deploy.py
+++ b/src/praisonai/praisonai/deploy.py
@@ -56,7 +56,7 @@ def create_dockerfile(self):
             file.write("FROM python:3.11-slim\n")
             file.write("WORKDIR /app\n")
             file.write("COPY . .\n")
-            file.write("RUN pip install flask praisonai==2.2.27 gunicorn markdown\n")
+            file.write("RUN pip install flask praisonai==2.2.28 gunicorn markdown\n")
             file.write("EXPOSE 8080\n")
             file.write('CMD ["gunicorn", "-b", "0.0.0.0:8080", "api:app"]\n')
             
diff --git a/src/praisonai/pyproject.toml b/src/praisonai/pyproject.toml
index 0f8c693e5..7f8926a3a 100644
--- a/src/praisonai/pyproject.toml
+++ b/src/praisonai/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "PraisonAI"
-version = "2.2.27"
+version = "2.2.28"
 description = "PraisonAI is an AI Agents Framework with Self Reflection. PraisonAI application combines PraisonAI Agents, AutoGen, and CrewAI into a low-code solution for building and managing multi-agent LLM systems, focusing on simplicity, customisation, and efficient human-agent collaboration."
 readme = "README.md"
 license = ""
@@ -12,7 +12,7 @@ dependencies = [
     "rich>=13.7",
     "markdown>=3.5",
     "pyparsing>=3.0.0",
-    "praisonaiagents>=0.0.97",
+    "praisonaiagents>=0.0.99",
     "python-dotenv>=0.19.0",
     "instructor>=1.3.3",
     "PyYAML>=6.0",
@@ -95,7 +95,7 @@ autogen = ["pyautogen>=0.2.19", "praisonai-tools>=0.0.15", "crewai"]
 
 [tool.poetry]
 name = "PraisonAI"
-version = "2.2.27"
+version = "2.2.28"
 description = "PraisonAI is an AI Agents Framework with Self Reflection. PraisonAI application combines PraisonAI Agents, AutoGen, and CrewAI into a low-code solution for building and managing multi-agent LLM systems, focusing on simplicity, customisation, and efficient human-agent collaboration."
 authors = ["Mervin Praison"]
 license = ""
@@ -113,7 +113,7 @@ python = ">=3.10,<3.13"
 rich = ">=13.7"
 markdown = ">=3.5"
 pyparsing = ">=3.0.0"
-praisonaiagents = ">=0.0.97"
+praisonaiagents = ">=0.0.99"
 python-dotenv = ">=0.19.0"
 instructor = ">=1.3.3"
 PyYAML = ">=6.0"
diff --git a/src/praisonai/uv.lock b/src/praisonai/uv.lock
index 45ac6e11f..cda9dca90 100644
--- a/src/praisonai/uv.lock
+++ b/src/praisonai/uv.lock
@@ -1,5 +1,4 @@
 version = 1
-revision = 2
 requires-python = ">=3.10"
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