diff --git a/nvidia/jax/README.md b/nvidia/jax/README.md
index 5d12504..90e38b0 100644
--- a/nvidia/jax/README.md
+++ b/nvidia/jax/README.md
@@ -103,7 +103,7 @@ git clone https://github.com/NVIDIA/dgx-spark-playbooks
 > This command will download a base image and build a container locally to support this environment.
 
 ```bash
-cd jax/assets
+cd dgx-spark-playbooks/nvidia/jax/assets
 docker build -t jax-on-spark .
 ```
 
diff --git a/nvidia/pytorch-fine-tune/README.md b/nvidia/pytorch-fine-tune/README.md
index c0adf73..0be2b25 100644
--- a/nvidia/pytorch-fine-tune/README.md
+++ b/nvidia/pytorch-fine-tune/README.md
@@ -93,7 +93,7 @@ huggingface-cli login
 
 ```bash
 git clone https://github.com/NVIDIA/dgx-spark-playbooks
-cd nvidia/pytorch-fine-tune/assets
+cd dgx-spark-playbooks/nvidia/pytorch-fine-tune/assets
 ```
 
 ## Step7: Run the fine-tuning recipes
diff --git a/nvidia/unsloth/README.md b/nvidia/unsloth/README.md
index 3e009ef..19cf0c7 100644
--- a/nvidia/unsloth/README.md
+++ b/nvidia/unsloth/README.md
@@ -87,6 +87,7 @@ docker run --gpus all --ulimit memlock=-1 -it --ulimit stack=67108864 --entrypoi
 ```bash
 pip install transformers peft datasets "trl==0.19.1"
 pip install --no-deps unsloth unsloth_zoo
+pip install hf_transfer
 ```
 
 ## Step 5. Build and install bitsandbytes inside Docker
@@ -99,7 +100,7 @@ pip install --no-deps bitsandbytes
 Curl the test script [here](https://github.com/NVIDIA/dgx-spark-playbooks/blob/main/nvidia/unsloth/assets/test_unsloth.py) into the container.
 
 ```bash
-curl -O https://github.com/NVIDIA/dgx-spark-playbooks/blob/main/nvidia/unsloth/assets/test_unsloth.py
+curl -O https://raw.githubusercontent.com/NVIDIA/dgx-spark-playbooks/refs/heads/main/nvidia/unsloth/assets/test_unsloth.py
 ```
 
 We will use this test script to validate the installation with a simple fine-tuning task.