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@@ -218,8 +218,8 @@ For Stable Diffusion, you need to add your `STABILITY_AI_KEY`. You can find it i
 
 - [prompting o1](47-reasoning-with-o1/L2.ipynb).
 - [planning with o1](47-reasoning-with-o1/L3.ipynb).
-- [coding with o1](<(47-reasoning-with-o1/L4.ipynb)>).
-- reasoning with images.
+- [coding with o1](47-reasoning-with-o1/L4.ipynb).
+- [reasoning with images](47-reasoning-with-o1/L5.ipynb).
 - optimizing prompts.
 
 These examples are based on four courses: