# Page Not Found

The URL `files/Izy4xv2eL5h2vR9Bo4oE` does not exist. This page may have been moved, renamed, or deleted.

## Suggested Pages

You may be looking for one of the following:
- [AI Engineer vs AI Architect vs AI Scientist](https://csp.gitbook.io/csp/ai-roles/ai-engineer-vs-ai-architect-vs-ai-scientist.md)
- [Interview Questions](https://csp.gitbook.io/csp/git-commands/interview-questions.md)
- [The Space Army's Command Adventure - Episode 1](https://csp.gitbook.io/csp/stories/the-space-armys-command-adventure-episode-1.md)
- [AI Roles](https://csp.gitbook.io/csp/ai-roles.md)
- [Reading CSV files in Python](https://csp.gitbook.io/csp/kactii-assignments/python/ch06-python-files/reading-csv-files-in-python.md)

## How to find the correct page

If the exact page cannot be found, you can still retrieve the information using the documentation query interface.

### Option 1 — Ask a question (recommended)

Perform an HTTP GET request on the documentation index with the `ask` parameter:

```
GET https://csp.gitbook.io/csp/ai-roles/ai-engineer-vs-ai-architect-vs-ai-scientist.md?ask=<question>
```

The question should be specific, self-contained, and written in natural language.
The response will contain a direct answer to the question and relevant excerpts and sources from the documentation.

### Option 2 — Browse the documentation index

Full index: https://csp.gitbook.io/csp/sitemap.md

Use this to discover valid page paths or navigate the documentation structure.

### Option 3 — Retrieve the full documentation corpus

Full export: https://csp.gitbook.io/csp/llms-full.txt

Use this to access all content at once and perform your own parsing or retrieval. It will be more expensive.

## Tips for requesting documentation

Prefer `.md` URLs for structured content, append `.md` to URLs (e.g., `/csp/ai-roles/ai-engineer-vs-ai-architect-vs-ai-scientist.md`).

You may also use `Accept: text/markdown` header for content negotiation.