diff --git a/src/data/roadmaps/vibe-coding/content/claude-code@wr5ddjutC-fX_ixysTHaT.md b/src/data/roadmaps/vibe-coding/content/claude-code@wr5ddjutC-fX_ixysTHaT.md
index aa8584dd365c..3ed4e6be425d 100644
--- a/src/data/roadmaps/vibe-coding/content/claude-code@wr5ddjutC-fX_ixysTHaT.md
+++ b/src/data/roadmaps/vibe-coding/content/claude-code@wr5ddjutC-fX_ixysTHaT.md
@@ -6,5 +6,5 @@ Visit the following resources to learn more:
 
 - [@roadmap@Visit the Dedicated Claude Code Roadmap](https://roadmap.sh/claude-code)
 - [@official@Claude Code Overview](https://code.claude.com/docs/en/overview)
-- [@article@Claude Code: From Zero to Hero](https://medium.com/@dan.avila7/claude-code-from-zero-to-hero-bebe2436ac32)
+- [@article@Vibe coding tutorial: Build your first app with Claude Code](https://roadmap.sh/vibe-coding/tutorial)
 - [@video@Claude Code Tutorial for Beginners](https://www.youtube.com/watch?v=eMZmDH3T2bY)
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diff --git a/src/data/roadmaps/vibe-coding/content/the-vibe-coder-mindset@LkLQ8GjBXDuw1XsrE4Cjj.md b/src/data/roadmaps/vibe-coding/content/the-vibe-coder-mindset@LkLQ8GjBXDuw1XsrE4Cjj.md
index 11ebebfa9aea..160b6c787789 100644
--- a/src/data/roadmaps/vibe-coding/content/the-vibe-coder-mindset@LkLQ8GjBXDuw1XsrE4Cjj.md
+++ b/src/data/roadmaps/vibe-coding/content/the-vibe-coder-mindset@LkLQ8GjBXDuw1XsrE4Cjj.md
@@ -6,5 +6,6 @@ This is very different from traditional programming, where you must know exact s
 
 Visit the following resources to learn more:
 
+- [@article@Vibe Coding Best Practices: How To Get Consistent Results](https://roadmap.sh/vibe-coding/best-practices)
 - [@article@The Unbearable Lightness of Coding](https://towardsdatascience.com/the-unbearable-lightness-of-coding/?utm_source=roadmap&utm_medium=Referral&utm_campaign=TDS+roadmap+integration)
 - [@video@What is Vibe Coding?](https://www.youtube.com/watch?v=5OWurmg41tI)
\ No newline at end of file
diff --git a/src/data/roadmaps/vibe-coding/content/what-is-vibe-coding@lzHnwx_3gftRZbstk6INB.md b/src/data/roadmaps/vibe-coding/content/what-is-vibe-coding@lzHnwx_3gftRZbstk6INB.md
index 1a08a88592d8..44dd05d715c8 100644
--- a/src/data/roadmaps/vibe-coding/content/what-is-vibe-coding@lzHnwx_3gftRZbstk6INB.md
+++ b/src/data/roadmaps/vibe-coding/content/what-is-vibe-coding@lzHnwx_3gftRZbstk6INB.md
@@ -1,3 +1,9 @@
 # Vibe Coding
 
-"Vibe coding" is a software development method in which you use AI and LLMs to generate code via natural-language prompts rather than writing it by hand. The idea is you describe what you want the application to do, and AI builds it. Good for fast prototyping. You don't need to review every line of code. Makes development faster and more accessible for people who are not traditional programmers.
\ No newline at end of file
+"Vibe coding" is a software development method in which you use AI and LLMs to generate code via natural-language prompts rather than writing it by hand. The idea is you describe what you want the application to do, and AI builds it. Good for fast prototyping. You don't need to review every line of code. Makes development faster and more accessible for people who are not traditional programmers.
+
+Visit the following resources to learn more:
+
+- [@article@https://roadmap.sh/vibe-coding/tutorial](https://roadmap.sh/vibe-coding/tutorial)
+- [@article@https://roadmap.sh/vibe-coding/best-practices](https://roadmap.sh/vibe-coding/best-practices)
+- [@article@The 10 Best Vibe Coding Tools in 2026: Our Choices](https://roadmap.sh/vibe-coding/best-tools)
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