diff --git a/README.md b/README.md
index 99d0d0f4..f6005211 100644
--- a/README.md
+++ b/README.md
@@ -79,17 +79,17 @@ uv run --with mellea docs/examples/tutorial/example.py
 
 | Notebook | Try in Colab | Goal |
 |----------|--------------|------|
-| Hello, World | <a 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 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 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 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 |
-| Sentiment Classifier | <a 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 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 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 |
-| Rich Documents | <a href="https://colab.research.google.com/github/generative-computing/mellea/blob/main/docs/examples/notebooks/document_mobject.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a> | A generative program that uses Docling to work with rich-text documents |
-| Composing Generative Functions | <a href="https://colab.research.google.com/github/generative-computing/mellea/blob/main/docs/examples/notebooks/compositionality_with_generative_slots.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a> | Demonstrates contract-oriented programming in Mellea |
-| `m serve` | <a href="https://colab.research.google.com/github/generative-computing/mellea/blob/main/docs/examples/notebooks/m_serve_example.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a> | Serve a generative program as an openai-compatible model endpoint |
-| MCP | <a href="https://colab.research.google.com/github/generative-computing/mellea/blob/main/docs/examples/notebooks/mcp_example.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a> | Mellea + MCP |
+| 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 |
+| 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 |
+| Rich Documents | <a target="_blank" rel="noopener noreferrer" href="https://colab.research.google.com/github/generative-computing/mellea/blob/main/docs/examples/notebooks/document_mobject.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a> | A generative program that uses Docling to work with rich-text documents |
+| Composing Generative Functions | <a target="_blank" rel="noopener noreferrer" href="https://colab.research.google.com/github/generative-computing/mellea/blob/main/docs/examples/notebooks/compositionality_with_generative_slots.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a> | Demonstrates contract-oriented programming in Mellea |
+| `m serve` | <a target="_blank" rel="noopener noreferrer" href="https://colab.research.google.com/github/generative-computing/mellea/blob/main/docs/examples/notebooks/m_serve_example.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a> | Serve a generative program as an openai-compatible model endpoint |
+| MCP | <a target="_blank" rel="noopener noreferrer" href="https://colab.research.google.com/github/generative-computing/mellea/blob/main/docs/examples/notebooks/mcp_example.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a> | Mellea + MCP |
 
 
 ### Installing from source