diff --git a/llama.cpp/README.md b/llama.cpp/README.md
index bf54beb..f89803b 100644
--- a/llama.cpp/README.md
+++ b/llama.cpp/README.md
@@ -1,4 +1,15 @@
 # Gemma3:12b:Q4 on CUDA
 ```sh
 docker run -p 1032:8080 -v $HOME/.cache/llama.cpp:/root/.cache/llama.cpp --gpus all ghcr.io/ggml-org/llama.cpp:server-cuda -t 2 --prio 3 -ngl 99 -fa --temp 0 -hf ggml-org/gemma-3-12b-it-GGUF:Q4_K_M
+```
+
+```python
+import subprocess
+subprocess.Popen(['llama-server', '-t', '2', '--prio', '2', '-ngl', '99', '-fa', 
+    '-hf', 'ggml-org/gemma-3-4b-it-GGUF'], stderr=subprocess.DEVNULL)
+
+def en2ko(en):
+    import json, requests; return json.loads(requests.post('http://localhost:8080/v1/chat/completions', json=dict(messages=[dict(role='user', content=f"{ {'en-US': en}}")],response_format={'type': 'json_object', 'schema': {'type': 'object', 'properties': {'ko-KR': {'type': 'string'}}}})).json()['choices'][0]['message']['content'])['ko-KR']
+en2ko('Hello') # '안녕하세요
+```
 ```
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