diff --git a/nvidia/vibe-coding/README.md b/nvidia/vibe-coding/README.md
index cb5eb5a..474f04d 100644
--- a/nvidia/vibe-coding/README.md
+++ b/nvidia/vibe-coding/README.md
@@ -134,10 +134,10 @@ To connect a workstation running VSCode to a remote DGX Spark instance the follo
   - Select `Autodetect` as the Model.
 
 Continue **will** fail to detect the model as it is attempting to connect to a locally hosted Ollama server.
-  - Find the `**gear**` icon in the upper right corner of the Continue window and click on it.
+  - Find the `gear` icon in the upper right corner of the Continue window and click on it.
   - On the left pane, click **Models**
   - Next to the first dropdown menu under **Chat** click the gear icon.
-  - Continue's `**config.yaml**` will open. Take note of your DGX Spark's IP address.
+  - Continue's `config.yaml` will open. Take note of your DGX Spark's IP address.
   - Replace the configuration with the following. **YOUR_SPARK_IP** should be replaced with your DGX Spark's IP.
 
 
@@ -170,7 +170,7 @@ Add additional model entries for any other Ollama models you wish to host remote
 | Symptom | Cause | Fix |
 |---------|-------|-----|
 |Ollama not starting|GPU drivers may not be installed correctly|Run `nvidia-smi` in the terminal. If the command fails check DGX Dashboard for updates to your DGX Spark.|
-|Continue can't connect over the network|Port 11434 may not be open or accessible|Run command `ss -tuln | grep 11434`. If the output does not reflect " tcp   LISTEN 0      4096               *:11434            *:*  ", go back to step 2 and run the ufw command.|
+|Continue can't connect over the network|Port 11434 may not be open or accessible|Run command `ss -tuln | grep 11434`. If the output does not reflect " tcp   LISTEN 0      4096               *:11434            *:*  ", go back to step 2 and run the ufw command.|
 |Continue can't detect a locally running Ollama model|Configuration not properly set or detected|Check `OLLAMA_HOST` and `OLLAMA_ORIGINS` in `/etc/systemd/system/ollama.service.d/override.conf` file. If `OLLAMA_HOST` and `OLLAMA_ORIGINS` are set correctly, add these lines to your `~/.bashrc` file.|
 |High memory usage|Model size too big|Confirm no other large models or containers are running with `nvidia-smi`. Use smaller models such as `gpt-oss:20b` for lightweight usage.|