This is very cool. Big +1 to concept.
> On Jul 8, 2026, at 1:37 AM, Justin Mclean <[email protected]> wrote:
>
> Hi,
>
> I’ve been doing some training work over in Apache Magpie, and here is an idea
> that may interest people:
> https://github.com/apache/magpie/pull/779
>
> https://github.com/apache/magpie/pull/779/changes#diff-93c2f0a008bdb1dc6e327d87d1b71ac3be3bf0e026d2a091fe08914d30bf56b6
>
> Basically you can take existing training material and turn it into a AI tutor
> prompt and have an interactive session where the LLM asks you questions and
> grades/corrects your answers and guides you through the material.
>
> Kind Regards,
> Justin
>
