diff --git a/docs/tutorials/nemo-rl-grpo/single-node-training.md b/docs/tutorials/nemo-rl-grpo/single-node-training.md
index 574920d5e..11670abff 100644
--- a/docs/tutorials/nemo-rl-grpo/single-node-training.md
+++ b/docs/tutorials/nemo-rl-grpo/single-node-training.md
@@ -64,7 +64,7 @@ The Nemotron Nano 9B v2 model uses a custom chat template that must be modified
 ```bash
 tokenizer_config_path=$(find $PWD/.cache/hub/models--nvidia--NVIDIA-Nemotron-Nano-9B-v2 -name tokenizer_config.json)
 sed -i 's/enable_thinking=true/enable_thinking=false/g' $tokenizer_config_path
-sed -i 's/{%- if messages\[-1\]\['\''role'\''\] == '\''assistant'\'' -%}{%- set ns.last_turn_assistant_content = messages\[-1\]\['\''content'\''\].strip() -%}{%- set messages = messages\[:-1\] -%}{%- endif -%}//g' $tokenizer_config_path
+sed -i 's/{%- if messages\[-1\]\['\''role'\'\'] == '\''assistant'\'' -%}{%- set ns.last_turn_assistant_content = messages\[-1\]\['\''content'\'\'].strip() -%}{%- set messages = messages\[:-1\] -%}{%- endif -%}//g' $tokenizer_config_path
 ```
 
 **✅ Success Check**: The `sed` commands complete without errors.
@@ -75,6 +75,10 @@ sed -i 's/{%- if messages\[-1\]\['\''role'\''\] == '\''assistant'\'' -%}{%- set
 
 **Estimated time**: ~15-30 minutes
 
+:::{note}
+The configuration file and training script referenced below are located in the NeMo RL repository that you cloned during {doc}`Setup <setup>`. Make sure you're in the `RL/` directory before running the training command.
+:::
+
 By default, this runs only 3 training steps (`grpo.max_num_steps=3`) as a small test run in preparation for multi-node training. If you are using a single node for the full training run, you can remove this value. The full training will take several hours.
 
 ```bash
@@ -116,4 +120,4 @@ The end of the command above does the following:
 2. `&`: This final ampersand runs the job in the background, which frees up your terminal to do other things. You can view all the background jobs using the `jobs` command. If you need to quit the training run, you can use the `fg` command to bring the job from the background into the foreground and then Ctrl+C like normal.
 :::
 
-**✅ Success Check**: Training completes 3 steps on single node without any issues. Check the logs for errors and verify that training steps are progressing.
+**✅ Success Check**: Training completes 3 steps on single node without any issues. Check the logs for errors and verify that training steps are progressing.
\ No newline at end of file