> For the complete documentation index, see [llms.txt](https://www.isaacbowen.com/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://www.isaacbowen.com/2024/11/11/deepcat.md).

# deepcat

Made with ChatGPT o1-preview.

Am registering that I've learned what I needed to learn from this level of language, and it feels like it's suitable to transition. [AI-first coding is very different than AI-assisted coding.](/2024/11/12/a-future-of-ai-code.md) :) I have an [opportunity to change](/2024/11/08.md#theres-an-opportunity-here-for-me-to-change-and-im-feeling-it-out).

Anyway, this script is good for starting with a single markdown file from a GitBook-backed repository, and printing out that file *and all of its references, recursively* so that you can hand a piece of content to an AI model with all its relevant context.

<https://gist.github.com/isaacbowen/f7ab521fd5679f0dbd8cb1525bffcb1b>

{% embed url="<https://gist.github.com/isaacbowen/f7ab521fd5679f0dbd8cb1525bffcb1b>" %}


---

# Agent Instructions
This documentation is published with GitBook. GitBook is the documentation platform designed so that both humans and AI agents can read, navigate, and reason over technical content effectively. Learn more at gitbook.com.

## Querying This Documentation
If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question.

Perform an HTTP GET request on the following URL with the `ask` and `goal` query parameters:

```
GET https://www.isaacbowen.com/2024/11/11/deepcat.md?ask=<question>&goal=<user_goal>
```

`ask` is the immediate question: it should be specific, self-contained, and written in natural language.
`goal` is what the user is ultimately trying to achieve, the reason they need the answer. Sharing it helps GitBook give you a better, more relevant answer. A goal is most helpful when it describes the outcome the user wants rather than restating the question. For example, with `ask=how do I create an API token`, a goal like `build a script that syncs our docs to a CMS` lets GitBook tailor the answer to that use case.

The response will contain a direct answer to the question and relevant excerpts and sources from the documentation.

Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.