[UPDATE] Clarification Needed on System Prompt Implementation in Unit 1 tutorial.mdx

[yuka-with-data]

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Hi team,
I noticed a slight disconnect between "Dummy Agent Library" page and the tutorial on "Let's Create Our First Agent Using smolagents". The Dummy Agent Library page introduces the concept of system prompting, but the tutorial does not explicitly demonstrate how to integrate a system prompting into the agent.
From the tutorial's code, it looks like the system prompt is stored in a prompts.yaml, as shown in the Space, and loaded into CodeAgent using the prompt_templates argument. However, there is no explanation in the text or comments to clarify this implementation.
I believe adding a brief explanation in the tutorial's text and/or comments within the code block would help bridge the gap for learners.
For example:

• A short note on how prompts.yaml is structured and its role in system prompting: Since system prompting is already explained in the previous page, it would be helpful to add a brief notes in the turorial mentioning that system prompt text is saved in a YAML file located in the agent's file directory. This would help learners understand where the prompt data is coming from when it's loaded into the agent.

• A comment in the code block explaining how prompt_templates is passed to CodeAgent: Adding a comment in the tutorial's code block would clarify the purpose of prompt_templates.

Would it be possible to add these clarifications? I'd be happy to contribute by submitting a PR if that would be helpful.
Thanks for the great course.