diff --git a/examples/README.md b/examples/README.md
index f1062308..bd226a90 100644
--- a/examples/README.md
+++ b/examples/README.md
@@ -304,7 +304,7 @@ python ../../openevolve-run.py initial_program.py evaluator.py --config config.y
 
 ### 📊 Machine Learning and AI
 
-#### [LLM Prompt Optimization](llm_prompt_optimazation/)
+#### [LLM Prompt Optimization](llm_prompt_optimization/)
 **Task:** Evolve prompts for better LLM performance  
 **Achievement:** Discovered effective prompt engineering techniques  
 **Key Lesson:** Self-improving AI systems and prompt evolution  
@@ -377,4 +377,4 @@ python ../../openevolve-run.py initial_program.py evaluator.py --config config_p
 - 🔍 Check the main [OpenEvolve documentation](../README.md)
 - 💬 Open issues on the [GitHub repository](https://github.com/codelion/openevolve)
 
-Each example is self-contained and includes all necessary files to get started. Pick an example similar to your use case and adapt it to your specific problem!
\ No newline at end of file
+Each example is self-contained and includes all necessary files to get started. Pick an example similar to your use case and adapt it to your specific problem!