diff --git a/README.md b/README.md
index f6005211..fc512308 100644
--- a/README.md
+++ b/README.md
@@ -82,7 +82,7 @@ uv run --with mellea docs/examples/tutorial/example.py
 | Hello, World | <a target="_blank" rel="noopener noreferrer" href="https://colab.research.google.com/github/generative-computing/mellea/blob/main/docs/examples/notebooks/example.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a> | Quick‑start demo |
 | Simple Email | <a target="_blank" rel="noopener noreferrer" href="https://colab.research.google.com/github/generative-computing/mellea/blob/main/docs/examples/notebooks/simple_email.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a> | Using the `m.instruct` primitive |
 | Instruct-Validate-Repair | <a target="_blank" rel="noopener noreferrer" href="https://colab.research.google.com/github/generative-computing/mellea/blob/main/docs/examples/notebooks/instruct_validate_repair.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a> | Introduces our first generative programming design pattern |
-| Model Options | <a target="_blank" rel="noopener noreferrer" href="https://colab.research.google.com/github/generative-computing/mellea/blob/main/docs/examples/notsbooks/model_options_example.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a> | Demonstrates how to pass model options through to backends |
+| Model Options | <a target="_blank" rel="noopener noreferrer" href="https://colab.research.google.com/github/generative-computing/mellea/blob/main/docs/examples/notebooks/model_options_example.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a> | Demonstrates how to pass model options through to backends |
 | Sentiment Classifier | <a target="_blank" rel="noopener noreferrer" href="https://colab.research.google.com/github/generative-computing/mellea/blob/main/docs/examples/notebooks/sentiment_classifier.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a> | Introduces the `@generative` decorator |
 | Managing Context | <a target="_blank" rel="noopener noreferrer" href="https://colab.research.google.com/github/generative-computing/mellea/blob/main//docs/examples/notebooks/context_example.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a> | Shows how to construct and manage context in a `MelleaSession` |
 | Generative OOP | <a target="_blank" rel="noopener noreferrer" href="https://colab.research.google.com/github/generative-computing/mellea/blob/main/docs/examples/notebooks/table_mobject.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a> | Demonstrates object-oriented generative programming in Mellea |