diff --git a/roadmaps/ai-red-teaming/content/agentic-ai-security@FVsKivsJrIb82B0lpPmgw.md b/roadmaps/ai-red-teaming/content/agentic-ai-security@FVsKivsJrIb82B0lpPmgw.md
index 5124197e0..9e6bd5d2b 100644
--- a/roadmaps/ai-red-teaming/content/agentic-ai-security@FVsKivsJrIb82B0lpPmgw.md
+++ b/roadmaps/ai-red-teaming/content/agentic-ai-security@FVsKivsJrIb82B0lpPmgw.md
@@ -4,8 +4,8 @@ As AI agents capable of autonomous action become more common, AI Red Teamers mus
 
 Visit the following resources to learn more:
 
+- [@course@Agentic Goal Hijacking: Hands-on Exercise](https://ransomleak.com/exercises/agentic-goal-hijack/)
+- [@official@Model Context Protocol - Authorization Specification](https://modelcontextprotocol.io/specification/2025-11-25/basic/authorization)
 - [@article@AI Agents - Learn Prompting](https://learnprompting.org/docs/intermediate/ai_agents)
 - [@article@EmbraceTheRed](https://embracethered.com/)
-- [@official@Model Context Protocol - Authorization Specification](https://modelcontextprotocol.io/specification/2025-11-25/basic/authorization)
-- [@article@GitHub MCP Exploited: Accessing Private Repositories via MCP - Invariant Labs](https://invariantlabs.ai/blog/mcp-github-vulnerability)
-- [@course@Agentic Goal Hijacking: Hands-on Exercise](https://ransomleak.com/exercises/agentic-goal-hijack/)
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+- [@article@GitHub MCP Exploited: Accessing Private Repositories via MCP - Invariant Labs](https://invariantlabs.ai/blog/mcp-github-vulnerability)
\ No newline at end of file
diff --git a/roadmaps/ai-red-teaming/content/llm-security-testing@xJYTRbPxMn0Xs5ea0Ygn6.md b/roadmaps/ai-red-teaming/content/llm-security-testing@xJYTRbPxMn0Xs5ea0Ygn6.md
index c40b7a3be..e0d81447f 100644
--- a/roadmaps/ai-red-teaming/content/llm-security-testing@xJYTRbPxMn0Xs5ea0Ygn6.md
+++ b/roadmaps/ai-red-teaming/content/llm-security-testing@xJYTRbPxMn0Xs5ea0Ygn6.md
@@ -5,6 +5,6 @@ The core application area for many AI Red Teamers today involves specifically te
 Visit the following resources to learn more:
 
 - [@course@AI Red Teaming Courses - Learn Prompting](https://learnprompting.org/blog/ai-red-teaming-courses)
+- [@course@OWASP LLM, Agentic and MCP Top 10: Exploit-then-Fix Labs](https://ransomleak.com/catalogue/ai-security/)
 - [@article@SecBench: A Comprehensive Multi-Dimensional Benchmarking Dataset for LLMs in Cybersecurity](https://arxiv.org/abs/2412.20787)
-- [@article@The Ultimate Guide to Red Teaming LLMs and Adversarial Prompts (Kili Technology)](https://kili-technology.com/large-language-models-llms/red-teaming-llms-and-adversarial-prompts)
-- [@course@OWASP LLM, Agentic and MCP Top 10: Exploit-then-Fix Labs](https://ransomleak.com/catalogue/ai-security/)
\ No newline at end of file
+- [@article@The Ultimate Guide to Red Teaming LLMs and Adversarial Prompts (Kili Technology)](https://kili-technology.com/large-language-models-llms/red-teaming-llms-and-adversarial-prompts)
\ No newline at end of file
diff --git a/roadmaps/ai-red-teaming/content/prompt-injection@XOrAPDRhBvde9R-znEipH.md b/roadmaps/ai-red-teaming/content/prompt-injection@XOrAPDRhBvde9R-znEipH.md
index cc256fc5c..5510ffd03 100644
--- a/roadmaps/ai-red-teaming/content/prompt-injection@XOrAPDRhBvde9R-znEipH.md
+++ b/roadmaps/ai-red-teaming/content/prompt-injection@XOrAPDRhBvde9R-znEipH.md
@@ -5,8 +5,8 @@ Prompt injection is a critical vulnerability tested by AI Red Teamers. They atte
 Visit the following resources to learn more:
 
 - [@course@Advanced Prompt Hacking - Learn Prompting](https://learnprompting.org/courses/advanced-prompt-hacking)
+- [@course@Prompt Injection: Hands-on Exercise Against a Live Assistant](https://ransomleak.com/exercises/clawdbot-prompt-injection/)
 - [@article@Prompt Injection & the Rise of Prompt Attacks](https://www.lakera.ai/blog/guide-to-prompt-injection)
 - [@article@Prompt Injection (Learn Prompting)](https://learnprompting.org/docs/prompt_hacking/injection)
 - [@article@Prompt Injection Attack Explanation (IBM)](https://www.ibm.com/think/insights/prompt-injection-attacks-against-llms)
-- [@article@Prompt Injection: Impact, How It Works & 4 Defense Measures](https://www.tigera.io/learn/guides/llm-security/prompt-injection/)
-- [@course@Prompt Injection: Hands-on Exercise Against a Live Assistant](https://ransomleak.com/exercises/clawdbot-prompt-injection/)
\ No newline at end of file
+- [@article@Prompt Injection: Impact, How It Works & 4 Defense Measures](https://www.tigera.io/learn/guides/llm-security/prompt-injection/)
\ No newline at end of file