diff --git a/nvidia/vibe-coding/README.md b/nvidia/vibe-coding/README.md
index 8fe837f..ddd9b4b 100644
--- a/nvidia/vibe-coding/README.md
+++ b/nvidia/vibe-coding/README.md
@@ -18,7 +18,7 @@
 ## Basic idea
 
 This playbook walks you through setting up DGX Spark as a **Vibe Coding assistant** — locally or as a remote coding companion for VSCode with Continue.dev.  
-This guide uses **Ollama** with **GPT-OSS 120B** to provide easy deployment of a coding assistant to VSCode. Included is advanced instructions to allow DGX Spark and Ollama to provide the coding assistant to be available over your local network. This guide is also written on a **fresh installation** of the OS. If your OS is not freshly installed and you have issues, see the troubleshooting section at the bottom of the document.
+This guide uses **Ollama** with **GPT-OSS 120B** to provide easy deployment of a coding assistant to VSCode. Included is advanced instructions to allow DGX Spark and Ollama to provide the coding assistant to be available over your local network. This guide is also written on a **fresh installation** of the OS. If your OS is not freshly installed and you have issues, see the troubleshooting tab.
 
 ### What You'll Accomplish
 
@@ -40,8 +40,7 @@ You'll have a fully configured DGX Spark system capable of:
 
 ### Time & risk
 * **Duration:** About 30 minutes 
-* **Risks:** 
-  * Data download slowness or failure due to network issues
+* **Risks:** Data download slowness or failure due to network issues
 * **Rollback:** No permanent system changes made during normal usage.
 
 ## Instructions