## Summary Briefly describe the changes and the goal of this PR. Make sure the PR title summarizes the changes effectively. ## Motivation Why are these changes necessary? How do they improve the cookbook? --- ## For new content When contributing new content, read through our [contribution guidelines](https://github.com/openai/openai-cookbook/blob/main/CONTRIBUTING.md), and mark the following action items as completed: - [ ] I have added a new entry in [registry.yaml](https://github.com/openai/openai-cookbook/blob/main/registry.yaml) (and, optionally, in [authors.yaml](https://github.com/openai/openai-cookbook/blob/main/authors.yaml)) so that my content renders on the cookbook website. - [ ] I have conducted a self-review of my content based on the [contribution guidelines](https://github.com/openai/openai-cookbook/blob/main/CONTRIBUTING.md#rubric): - [ ] Relevance: This content is related to building with OpenAI technologies and is useful to others. - [ ] Uniqueness: I have searched for related examples in the OpenAI Cookbook, and verified that my content offers new insights or unique information compared to existing documentation. - [ ] Spelling and Grammar: I have checked for spelling or grammatical mistakes. - [ ] Clarity: I have done a final read-through and verified that my submission is well-organized and easy to understand. - [ ] Correctness: The information I include is correct and all of my code executes successfully. - [ ] Completeness: I have explained everything fully, including all necessary references and citations. We will rate each of these areas on a scale from 1 to 4, and will only accept contributions that score 3 or higher on all areas. Refer to our [contribution guidelines](https://github.com/openai/openai-cookbook/blob/main/CONTRIBUTING.md) for more details.