diff --git a/docs/source/ko/_toctree.yml b/docs/source/ko/_toctree.yml
index b08e2c7cbc98..4d49c0a5930e 100644
--- a/docs/source/ko/_toctree.yml
+++ b/docs/source/ko/_toctree.yml
@@ -105,8 +105,8 @@
     - local: perf_infer_cpu
       title: CPU로 추론하기
     title: 최적화(Optimization)
-  - local: in_translation
-    title: (번역중) Agents
+  - local: agents
+    title: 에이전트
   - local: in_translation
     title: (번역중) Tools
   title: 추론(Inference)
@@ -369,16 +369,16 @@
     title: (번역중) Optimize inference using `torch.compile()`
   title: (번역중) 성능 및 확장성
 - sections:
-    - local: contributing
-      title: 🤗 Transformers에 기여하는 방법
-    - local: add_new_model
-      title: 🤗 Transformers에 새로운 모델을 추가하는 방법
-    - local: add_new_pipeline
-      title: 어떻게 🤗 Transformers에 파이프라인을 추가하나요?
-    - local: testing
-      title: 테스트
-    - local: pr_checks
-      title: Pull Request에 대한 검사
+  - local: contributing
+    title: 🤗 Transformers에 기여하는 방법
+  - local: add_new_model
+    title: 🤗 Transformers에 새로운 모델을 추가하는 방법
+  - local: add_new_pipeline
+    title: 어떻게 🤗 Transformers에 파이프라인을 추가하나요?
+  - local: testing
+    title: 테스트
+  - local: pr_checks
+    title: Pull Request에 대한 검사
   title: 리소스
 - isExpanded: false
   sections:
@@ -1243,4 +1243,4 @@
     - local: in_translation
       title: (번역중)Environment Variables
     title: Reference
-  title: API
\ No newline at end of file
+  title: API
diff --git a/docs/source/ko/agents.md b/docs/source/ko/agents.md
new file mode 100644
index 000000000000..4caa2428961f
--- /dev/null
+++ b/docs/source/ko/agents.md
@@ -0,0 +1,23 @@
+<!--Copyright 2024 The HuggingFace Team. All rights reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
+the License. You may obtain a copy of the License at
+
+http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on
+an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the
+specific language governing permissions and limitations under the License.
+
+⚠️ Note that this file is in Markdown but contain specific syntax for our doc-builder (similar to MDX) that may not be
+rendered properly in your Markdown viewer.
+
+-->
+
+# 에이전트
+
+(더 이상 사용되지 않음)
+
+> [!WARNING]
+> 에이전트와 도구들은 독립적인 [smolagents](https://huggingface.co/docs/smolagents/index) 라이브러리로 분리되었습니다. v4.52에서 `transformers`에서 제거되었습니다.
+```
\ No newline at end of file