diff --git a/example_04_remote_inference.py b/example_04_remote_inference.py
new file mode 100644
index 00000000..5d1ec018
--- /dev/null
+++ b/example_04_remote_inference.py
@@ -0,0 +1,40 @@
+import argparse
+import requests
+import os
+
+def ascii_header():
+    print("╭────────────────────────────────────╮")
+    print("│  🛰️  REMOTE MODEL ACTIVATED (HF API) │")
+    print("╰────────────────────────────────────╯\n")
+
+def query_huggingface(model_id, prompt, api_token):
+    url = f"https://api-inference.huggingface.co/models/{model_id}"
+    headers = {"Authorization": f"Bearer {api_token}"}
+    payload = {"inputs": prompt}
+    response = requests.post(url, headers=headers, json=payload)
+    if response.status_code != 200:
+        raise RuntimeError(f"Request failed: {response.status_code}\n{response.text}")
+    return response.json()
+
+def main():
+    parser = argparse.ArgumentParser(description="Run remote inference via Huggingface API")
+    parser.add_argument("--model", type=str, required=True, help="Model ID on Huggingface (e.g. EleutherAI/gpt-j-6B)")
+    parser.add_argument("--prompt", type=str, required=True, help="Prompt to send to the model")
+    parser.add_argument("--token", type=str, required=False, help="Huggingface API token (or set HF_TOKEN env var)")
+    args = parser.parse_args()
+
+    api_token = args.token or os.getenv("HF_TOKEN")
+    if not api_token:
+        raise ValueError("Missing Huggingface API token. Use --token or set HF_TOKEN environment variable.")
+
+    ascii_header()
+    print(f"=== Remote Model: {args.model} ===")
+    print(f"Prompt: {args.prompt}\n")
+
+    result = query_huggingface(args.model, args.prompt, api_token)
+    output = result[0]["generated_text"] if isinstance(result, list) and "generated_text" in result[0] else result
+    print("Output:")
+    print(output)
+
+if __name__ == "__main__":
+    main()