diff --git a/website/docs/_blogs/2025-12-29-AG2-Gemini-Thinking-Config-Support/index.mdx b/website/docs/_blogs/2025-12-29-AG2-Gemini-Thinking-Config-Support/index.mdx
index e8023251a993..aa1c76c20968 100644
--- a/website/docs/_blogs/2025-12-29-AG2-Gemini-Thinking-Config-Support/index.mdx
+++ b/website/docs/_blogs/2025-12-29-AG2-Gemini-Thinking-Config-Support/index.mdx
@@ -914,8 +914,8 @@ llm_config = LLMConfig(
 - [AG2 Google Gemini Documentation](https://docs.ag2.ai/latest/docs/user-guide/models/google-gemini)
 - [Gemini Thinking Config Example Notebook](https://github.com/ag2ai/ag2/blob/main/notebook/agentchat_gemini_thinking_config_example.ipynb)
 - [Google Gemini Thinking Guide](https://ai.google.dev/gemini-api/docs/thinking)
-- [AG2 Agent Chat Documentation](https://docs.ag2.ai/latest/docs/user-guide/basic-concepts/conversable-agent)
-- [AG2 LLM Configuration Guide](https://docs.ag2.ai/latest/docs/user-guide/llm-config)
+- [AG2 Conversable Agent](https://docs.ag2.ai/latest/docs/user-guide/basic-concepts/conversable-agent)
+- [AG2 LLM Configuration Guide](https://docs.ag2.ai/latest/docs/user-guide/basic-concepts/llm-configuration)
 
 ---