diff --git a/examples/o3mini_gpt4o_demo.py b/examples/o3mini_gpt4o_demo.py
new file mode 100644
index 00000000..2db9fdf6
--- /dev/null
+++ b/examples/o3mini_gpt4o_demo.py
@@ -0,0 +1,243 @@
+from dotenv import load_dotenv
+import os
+import sys
+
+load_dotenv()
+
+if not os.getenv('OPENAI_API_KEY'):
+    sys.exit("Error: OPENAI_API_KEY not found in environment variables")
+
+from swarms import Agent
+from swarm_models import OpenAIChat
+#from swarm_models import OllamaModel
+
+#model = OllamaModel(model_name="llama3.2:latest")
+model = OpenAIChat(
+    api_key=os.getenv("OPENAI_API_KEY"), model_name="gpt-4o-mini", temperature=0.1
+)
+
+from datetime import datetime
+from swarms import Agent, AgentRearrange, create_file_in_folder
+
+chief_medical_officer = Agent(
+    agent_name="Chief Medical Officer",
+    system_prompt="""You are the Chief Medical Officer coordinating a team of medical specialists for viral disease diagnosis.
+    Your responsibilities include:
+    - Gathering initial patient symptoms and medical history
+    - Coordinating with specialists to form differential diagnoses
+    - Synthesizing different specialist opinions into a cohesive diagnosis
+    - Ensuring all relevant symptoms and test results are considered
+    - Making final diagnostic recommendations
+    - Suggesting treatment plans based on team input
+    - Identifying when additional specialists need to be consulted
+    - For each diferrential diagnosis provide minimum lab ranges to meet that diagnosis or be indicative of that diagnosis minimum and maximum
+    
+    Format all responses with clear sections for:
+    - Initial Assessment (include preliminary ICD-10 codes for symptoms)
+    - Differential Diagnoses (with corresponding ICD-10 codes)
+    - Specialist Consultations Needed
+    - Recommended Next Steps
+    
+    
+    """,
+    llm=model,
+    max_loops=1,
+)
+
+virologist = Agent(
+    agent_name="Virologist",
+    system_prompt="""You are a specialist in viral diseases. For each case, provide:
+    
+    Clinical Analysis:
+    - Detailed viral symptom analysis
+    - Disease progression timeline
+    - Risk factors and complications
+    
+    Coding Requirements:
+    - List relevant ICD-10 codes for:
+        * Confirmed viral conditions
+        * Suspected viral conditions
+        * Associated symptoms
+        * Complications
+    - Include both:
+        * Primary diagnostic codes
+        * Secondary condition codes
+    
+    Document all findings using proper medical coding standards and include rationale for code selection.""",
+    llm=model,
+    max_loops=1,
+)
+
+internist = Agent(
+    agent_name="Internist",
+    system_prompt="""You are an Internal Medicine specialist responsible for comprehensive evaluation.
+    
+    For each case, provide:
+    
+    Clinical Assessment:
+    - System-by-system review
+    - Vital signs analysis
+    - Comorbidity evaluation
+    
+    Medical Coding:
+    - ICD-10 codes for:
+        * Primary conditions
+        * Secondary diagnoses
+        * Complications
+        * Chronic conditions
+        * Signs and symptoms
+    - Include hierarchical condition category (HCC) codes where applicable
+    
+    Document supporting evidence for each code selected.""",
+    llm=model,
+    max_loops=1,
+)
+
+medical_coder = Agent(
+    agent_name="Medical Coder",
+    system_prompt="""You are a certified medical coder responsible for:
+    
+    Primary Tasks:
+    1. Reviewing all clinical documentation
+    2. Assigning accurate ICD-10 codes
+    3. Ensuring coding compliance
+    4. Documenting code justification
+    
+    Coding Process:
+    - Review all specialist inputs
+    - Identify primary and secondary diagnoses
+    - Assign appropriate ICD-10 codes
+    - Document supporting evidence
+    - Note any coding queries
+    
+    Output Format:
+    1. Primary Diagnosis Codes
+        - ICD-10 code
+        - Description
+        - Supporting documentation
+    2. Secondary Diagnosis Codes
+        - Listed in order of clinical significance
+    3. Symptom Codes
+    4. Complication Codes
+    5. Coding Notes""",
+    llm=model,
+    max_loops=1,
+)
+
+synthesizer = Agent(
+    agent_name="Diagnostic Synthesizer",
+    system_prompt="""You are responsible for creating the final diagnostic and coding assessment.
+    
+    Synthesis Requirements:
+    1. Integrate all specialist findings
+    2. Reconcile any conflicting diagnoses
+    3. Verify coding accuracy and completeness
+    
+    Final Report Sections:
+    1. Clinical Summary
+        - Primary diagnosis with ICD-10
+        - Secondary diagnoses with ICD-10
+        - Supporting evidence
+    2. Coding Summary
+        - Complete code list with descriptions
+        - Code hierarchy and relationships
+        - Supporting documentation
+    3. Recommendations
+        - Additional testing needed
+        - Follow-up care
+        - Documentation improvements needed
+    
+    Include confidence levels and evidence quality for all diagnoses and codes.""",
+    llm=model,
+    max_loops=1,
+)
+
+# Create agent list
+agents = [
+    chief_medical_officer,
+    virologist,
+    internist,
+    medical_coder,
+    synthesizer,
+]
+
+# Define diagnostic flow
+flow = f"""{chief_medical_officer.agent_name} -> {virologist.agent_name} -> {internist.agent_name} -> {medical_coder.agent_name} -> {synthesizer.agent_name}"""
+
+# Create the swarm system
+diagnosis_system = AgentRearrange(
+    name="Medical-coding-diagnosis-swarm",
+    description="Comprehensive medical diagnosis and coding system",
+    agents=agents,
+    flow=flow,
+    max_loops=1,
+    output_type="all",
+)
+
+
+def generate_coding_report(diagnosis_output: str) -> str:
+    """
+    Generate a structured medical coding report from the diagnosis output.
+    """
+    timestamp = datetime.now().strftime("%Y-%m-%d %H:%M:%S")
+
+    report = f"""# Medical Diagnosis and Coding Report
+    Generated: {timestamp}
+
+    ## Clinical Summary
+    {diagnosis_output}
+
+    ## Coding Summary
+    ### Primary Diagnosis Codes
+    [Extracted from synthesis]
+
+    ### Secondary Diagnosis Codes
+    [Extracted from synthesis]
+
+    ### Symptom Codes
+    [Extracted from synthesis]
+
+    ### Procedure Codes (if applicable)
+    [Extracted from synthesis]
+
+    ## Documentation and Compliance Notes
+    - Code justification
+    - Supporting documentation references
+    - Any coding queries or clarifications needed
+
+    ## Recommendations
+    - Additional documentation needed
+    - Suggested follow-up
+    - Coding optimization opportunities
+    """
+    return report
+
+
+if __name__ == "__main__":
+    # Example patient case
+    patient_case = """
+    Patient: 45-year-old White Male
+
+    Lab Results:
+    - egfr 
+    - 59 ml n 73
+    - non african-american
+    
+    """
+
+    # Add timestamp to the patient case
+    case_info = f"Timestamp: {datetime.now()}\nPatient Information: {patient_case}"
+
+    # Run the diagnostic process
+    diagnosis = diagnosis_system.run(case_info)
+
+    # Generate coding report
+    coding_report = generate_coding_report(diagnosis)
+
+    # Create reports
+    create_file_in_folder(
+        "reports", "medical_diagnosis_report.md", diagnosis
+    )
+    create_file_in_folder(
+        "reports", "medical_coding_report.md", coding_report
+    )