diff --git a/threat_intelligence/malware_bazzar_to_stix.py b/threat_intelligence/malware_bazzar_to_stix.py
new file mode 100644
index 0000000..dc719ec
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+++ b/threat_intelligence/malware_bazzar_to_stix.py
@@ -0,0 +1,98 @@
+'''
+This script demonstrates how to use OpenAI's models to generate STIX JSON documents
+from recent malware entries obtained from the Malware Bazaar API. The script retrieves the latest
+malware entries, then uses the OpenAI API to generate STIX JSON documents for each entry.
+'''
+
+# Import Required Libraries
+import os
+import requests
+import json
+from openai import OpenAI
+
+# Retrieve your OpenAI API key from environment variables.
+api_key = os.environ.get("OPENAI_API_KEY")
+if not api_key:
+    raise ValueError("Please set your OPENAI_API_KEY environment variable.")
+
+# Instantiate the OpenAI client.
+client = OpenAI(api_key=api_key)
+
+# Malware Bazaar API endpoint.
+MALWARE_BAZAAR_API_URL = 'https://mb-api.abuse.ch/api/v1/'
+
+def get_recent_malware_entries(limit=5):
+    """
+    Retrieve recent malware entries from Malware Bazaar using the "selector": "100"
+    (which returns the latest 100 additions) and then return only the first `limit` entries.
+    """
+    payload = {
+        "query": "get_recent",
+        "selector": "100"  # Using "100" to get the latest 100 additions.
+    }
+    try:
+        response = requests.post(MALWARE_BAZAAR_API_URL, data=payload, timeout=15)
+        response.raise_for_status()
+        data = response.json()
+        if data.get("query_status") == "ok" and "data" in data:
+            return data["data"][:limit]
+        else:
+            print("Malware Bazaar returned an error or no data:", data.get("query_status"))
+            return []
+    except requests.RequestException as e:
+        print("Error contacting Malware Bazaar API:", e)
+        return []
+
+def generate_stix_document(malware_entry):
+    """
+    Use OpenAI's GPT model (via the new client interface) to generate a STIX 2.1 JSON document
+    from a single malware entry.
+    """
+    prompt = (
+        "Convert the following malware intelligence entry into a valid STIX 2.1 JSON document. "
+        "Include relevant STIX objects such as Malware, Indicator, and Observed Data with proper relationships. "
+        "Ensure the output is valid JSON and conforms to STIX 2.1 standards.\n\n"
+        "Malware Entry:\n"
+        f"{json.dumps(malware_entry, indent=2)}\n\n"
+        "Output the complete STIX JSON document."
+    )
+    try:
+        chat_completion = client.chat.completions.create(
+            model="gpt-4o-mini",  # Or "o3-mini" as needed.
+            messages=[
+                {"role": "system", "content": "You are an expert in cyber threat intelligence and STIX 2.1."},
+                {"role": "user", "content": prompt}
+            ],
+            temperature=0.1,
+            max_tokens=16000,
+        )
+        # Use dot notation to access the response content.
+        stix_json = chat_completion.choices[0].message.content
+        return stix_json
+    except Exception as e:
+        print("Error generating STIX document:", e)
+        return None
+
+def main():
+    # Retrieve the last 5 malware entries from Malware Bazaar.
+    recent_entries = get_recent_malware_entries(limit=5)
+    if not recent_entries:
+        print("No recent malware entries found.")
+        return
+
+    for entry in recent_entries:
+        sha256 = entry.get("sha256_hash", "unknown")
+        print("Processing malware entry with SHA256:", sha256)
+        stix_doc = generate_stix_document(entry)
+        if stix_doc:
+            file_name = f"stix_{sha256}.json"
+            with open(file_name, "w") as f:
+                f.write(stix_doc)
+            print(f"Saved STIX document to {file_name}\n")
+        else:
+            print("Failed to generate STIX document for this entry.\n")
+    
+    print("Completed processing recent malware entries.")
+
+if __name__ == "__main__":
+    main()