diff --git a/examples/ray-finetune-llm-deepspeed/README.md b/examples/ray-finetune-llm-deepspeed/README.md
index 6522afc4..9ce1911d 100644
--- a/examples/ray-finetune-llm-deepspeed/README.md
+++ b/examples/ray-finetune-llm-deepspeed/README.md
@@ -102,6 +102,7 @@ This example has been validated on the following configurations:
     ray_finetune_llm_deepspeed.py "
         "--model-name=meta-llama/Llama-2-7b-chat-hf "
         "--ds-config=./deepspeed_configs/zero_3_llama_2_7b.json "
+        f"--storage-path=s3://{s3_bucket}/ray_finetune_llm_deepspeed/ "
         "--lora "
         "--num-devices=6 "
         "--batch-size-per-device=16 "
@@ -132,6 +133,7 @@ This example has been validated on the following configurations:
     ray_finetune_llm_deepspeed.py "
         "--model-name=meta-llama/Llama-2-13b-chat-hf "
         "--ds-config=./deepspeed_configs/zero_3_llama_2_13b.json "
+        f"--storage-path=s3://{s3_bucket}/ray_finetune_llm_deepspeed/ "
         "--lora "
         "--num-devices=6 "
         "--batch-size-per-device=16 "
@@ -161,6 +163,7 @@ This example has been validated on the following configurations:
     ray_finetune_llm_deepspeed.py "
         "--model-name=meta-llama/Llama-2-70b-chat-hf "
         "--ds-config=./deepspeed_configs/zero_3_llama_2_70b.json "
+        f"--storage-path=s3://{s3_bucket}/ray_finetune_llm_deepspeed/ "
         "--lora "
         "--num-devices=8 "
         "--batch-size-per-device=8 "