diff --git a/public/roadmap-content/ai-agents.json b/public/roadmap-content/ai-agents.json
index 30b50fb61..a95f01130 100644
--- a/public/roadmap-content/ai-agents.json
+++ b/public/roadmap-content/ai-agents.json
@@ -163,7 +163,7 @@
     "links": [
       {
         "title": "Frequency Penalty Explanation",
-        "url": "https://docs.aipower.org/docs/ai-engine/openai/frequency-penalty",
+        "url": "https://platform.openai.com/docs/advanced-usage/advanced-usage#frequency-and-presence-penalties",
         "type": "article"
       },
       {
diff --git a/src/data/roadmaps/ai-agents/content/frequency-penalty@z_N-Y0zGkv8_qHPuVtimL.md b/src/data/roadmaps/ai-agents/content/frequency-penalty@z_N-Y0zGkv8_qHPuVtimL.md
index 01db5dd36..4b1388ade 100644
--- a/src/data/roadmaps/ai-agents/content/frequency-penalty@z_N-Y0zGkv8_qHPuVtimL.md
+++ b/src/data/roadmaps/ai-agents/content/frequency-penalty@z_N-Y0zGkv8_qHPuVtimL.md
@@ -4,5 +4,5 @@ Frequency penalty is a setting that tells a language model, “Stop repeating yo
 
 Visit the following resources to learn more:
 
-- [@article@Frequency Penalty Explanation](https://docs.aipower.org/docs/ai-engine/openai/frequency-penalty)
+- [@article@Frequency Penalty Explanation](https://platform.openai.com/docs/advanced-usage/advanced-usage#frequency-and-presence-penalties)
 - [@article@Understanding Frequency Penalty and Presence Penalty](https://medium.com/@the_tori_report/understanding-frequency-penalty-and-presence-penalty-how-to-fine-tune-ai-generated-text-e5e4f5e779cd)
\ No newline at end of file