diff --git a/docs/proposals/2339-hpo-for-llm-fine-tuning/README.md b/docs/proposals/2339-hpo-for-llm-fine-tuning/README.md
index f3086f13b32..8e10ab858e7 100644
--- a/docs/proposals/2339-hpo-for-llm-fine-tuning/README.md
+++ b/docs/proposals/2339-hpo-for-llm-fine-tuning/README.md
@@ -30,7 +30,7 @@ Our goal is to develop a high-level API for tuning hyperparameters of LLMs that
 
 ## Design for API
 
-![Design for API](images/design_api.jpg)
+![Design for API](hp-optimization-api-design.jpg)
 
 ```python
 import kubeflow.katib as katib
diff --git a/docs/proposals/images/design_api.jpg b/docs/proposals/2339-hpo-for-llm-fine-tuning/hp-optimization-api-design.jpg
similarity index 100%
rename from docs/proposals/images/design_api.jpg
rename to docs/proposals/2339-hpo-for-llm-fine-tuning/hp-optimization-api-design.jpg