diff --git a/src/data/roadmaps/claude-code/content/subscription@_Un0jTJaFs5Pdn1DFGl61.md b/src/data/roadmaps/claude-code/content/subscription@_Un0jTJaFs5Pdn1DFGl61.md
index d05bb2c2f33d..6ff327bedfee 100644
--- a/src/data/roadmaps/claude-code/content/subscription@_Un0jTJaFs5Pdn1DFGl61.md
+++ b/src/data/roadmaps/claude-code/content/subscription@_Un0jTJaFs5Pdn1DFGl61.md
@@ -1,6 +1,6 @@
 # Subscription Options
 
-Subscription options for Claude Code allow users to authenticate and access its features.  Individuals with a Claude Pro or Claude Max subscription can link their account for free Claude Code usage.  For teams and larger organizations, Team and Enterprise plans offer higher usage limits, enhanced security features like SSO and audit logs, and deeper integration capabilities.
+Subscription options for Claude Code allow users to authenticate and access its features. Individuals with a Claude Pro or Claude Max subscription can link their account for free Claude Code usage. For teams and larger organizations, Team and Enterprise plans offer higher usage limits, enhanced security features like SSO and audit logs, and deeper integration capabilities.
 
 Visit the following resources to learn more:
 
diff --git a/src/data/roadmaps/claude-code/content/usage-best-practices@svhWAC463Y9CUkFb524Fd.md b/src/data/roadmaps/claude-code/content/usage-best-practices@svhWAC463Y9CUkFb524Fd.md
index 215daed55314..9b7a234511e7 100644
--- a/src/data/roadmaps/claude-code/content/usage-best-practices@svhWAC463Y9CUkFb524Fd.md
+++ b/src/data/roadmaps/claude-code/content/usage-best-practices@svhWAC463Y9CUkFb524Fd.md
@@ -5,6 +5,7 @@ Effective utilization of Claude Code involves adopting key strategies for optima
 Visit the following resources to learn more:
 
 - [@official@Best Practices for Claude Code](https://code.claude.com/docs/en/best-practices#best-practices-for-claude-code)
+- [@article@Vibe Coding Best Practices: How To Get Consistent Results](https://roadmap.sh/vibe-coding/best-practices)
 - [@article@What are your "best practices" for Claude Code? : r/ClaudeCode](https://www.reddit.com/r/ClaudeCode/comments/1nris9w/what_are_your_best_practices_for_claude_code/)
 - [@article@How I use Claude Code (+ my best tips)](https://www.builder.io/blog/claude-code)
 - [@video@Claude Code Workflows That Will 10x Your Productivity](https://www.youtube.com/watch?v=yZvDo_n12ns&t=145s)
diff --git a/src/data/roadmaps/claude-code/content/using-claude-code@29xiIXYlB0bjXKA794qap.md b/src/data/roadmaps/claude-code/content/using-claude-code@29xiIXYlB0bjXKA794qap.md
index e3ecfcb7fe3f..2b0a230d5148 100644
--- a/src/data/roadmaps/claude-code/content/using-claude-code@29xiIXYlB0bjXKA794qap.md
+++ b/src/data/roadmaps/claude-code/content/using-claude-code@29xiIXYlB0bjXKA794qap.md
@@ -6,7 +6,7 @@ Visit the following resources to learn more:
 
 - [@official@Best Practices for Claude Code - Claude Code Docs](https://code.claude.com/docs/en/best-practices)
 - [@official@Prompting best practices - Claude API Docs](https://platform.claude.com/docs/en/build-with-claude/prompt-engineering/claude-prompting-best-practices)
+- [@article@Vibe coding tutorial: Build your first app with Claude Code](https://roadmap.sh/vibe-coding/tutorial)
 - [@article@How I use Claude Code (+ my best tips)](https://www.builder.io/blog/claude-code)
 - [@video@How I use Claude Code (Meta Staff Engineer Tips) - YouTube](https://www.youtube.com/watch?v=mZzhfPle9QU)
-- [@video@My top 6 tips & ways of using Claude Code efficiently - YouTube](https://www.youtube.com/watch?v=WwdIYp5fuxY)
-- [@video@How I use Claude Code (+ my best tips) - YouTube](https://www.youtube.com/watch?v=n7iT5r0Sl_Y)
\ No newline at end of file
+- [@video@My top 6 tips & ways of using Claude Code efficiently - YouTube](https://www.youtube.com/watch?v=WwdIYp5fuxY)
\ No newline at end of file