diff --git a/roadmaps/openclaw/content/deploy-on-an-isolated-vps-vm-or-dedicated-device-not-your-pc@OPHuAD0L-GZ6zRhIhbmPL.md b/roadmaps/openclaw/content/deploy-on-an-isolated-vps-vm-or-dedicated-device-not-your-pc@OPHuAD0L-GZ6zRhIhbmPL.md
index 2c825d303..b1e5979b8 100644
--- a/roadmaps/openclaw/content/deploy-on-an-isolated-vps-vm-or-dedicated-device-not-your-pc@OPHuAD0L-GZ6zRhIhbmPL.md
+++ b/roadmaps/openclaw/content/deploy-on-an-isolated-vps-vm-or-dedicated-device-not-your-pc@OPHuAD0L-GZ6zRhIhbmPL.md
@@ -6,5 +6,4 @@ Visit the following resources to learn more:
 
 - [@official@Security](https://docs.openclaw.ai/gateway/security)
 - [@official@Remote Access](https://docs.openclaw.ai/gateway/remote#macos-persistent-ssh-tunnel-via-launchagent)
-- [@article@OpenClaw Security: 12 Best Practices Our Experts Recommend](https://roadmap.sh/openclaw/security-best-practices)
 - [@video@How to Secure OpenClaw - Complete Security Guide with Private Models](https://www.youtube.com/watch?v=jPslceOAbv0)
\ No newline at end of file
diff --git a/roadmaps/openclaw/content/openclaw-vs-claude-code@4u53an-SHGNCAh87GTd7C.md b/roadmaps/openclaw/content/openclaw-vs-claude-code@4u53an-SHGNCAh87GTd7C.md
index a6b1e0e59..cb415e2d6 100644
--- a/roadmaps/openclaw/content/openclaw-vs-claude-code@4u53an-SHGNCAh87GTd7C.md
+++ b/roadmaps/openclaw/content/openclaw-vs-claude-code@4u53an-SHGNCAh87GTd7C.md
@@ -5,5 +5,5 @@ Claude Code is Anthropic's official CLI tool for AI-assisted coding, tightly int
 Visit the following resources to learn more:
 
 - [@official@Open Claw vs Claude Code](https://docs.openclaw.ai/help/faq#what-are-the-advantages-vs-claude-code-for-web-development)
-- [@article@OpenClaw vs Claude explained simply in 8 minutes](https://www.mindstudio.ai/blog/what-is-openclaw-ai-agent)
+- [@article@OpenClaw vs. Claude Code: Which AI agent fits your workflow?](https://roadmap.sh/openclaw/vs-claude-code)
 - [@video@OpenClaw vs Claude explained simply in 8 minutes](https://www.youtube.com/watch?v=b773XfpS7fw)
\ No newline at end of file