Lots of great discussion here, and glad to see the community engagement
around this important topic. I posted some comments on the GitHub PR but
wanted to re-share these two links here as I think they are worth the time
(sorry, the video is 2hrs 🫠!)

https://garymarcus.substack.com/p/decoding-and-debunking-hard-forks

https://www.youtube.com/watch?v=EWvNQjAaOHw

Cheers,

--
*Allen Lee*
Senior Global Futures Scientist
School of Complex Adaptive Systems
Arizona State University
Mail Code: 2701
Tempe, AZ 85287-2701
*p: *480-727-4646
*email: *allen....@asu.edu
*git: *https://github.com/alee
*orcid: *https://orcid.org/0000-0002-6523-6079

Center for Behavior, Institutions, and the Environment
<https://complexity.asu.edu/cbie>
Network for Computational Modeling in the Social and Ecological Sciences
<https://www.comses.net/>




On Tue, Mar 18, 2025 at 5:40 PM Paola Di Maio <paola.dim...@gmail.com>
wrote:

> I do teach prompt engineering, and would encourage a Carpentries
> module/course/lesson
> The question really is learning how to use AI intelligently and critically
>
> Materials on how to use AI for learning to code are already plenty but
> how to work with specific platforms and packages may need refining/require
> a more specialised LLM
> [image: image.png]
>
> In theory, the LLM  can learn from your interaction, so plenty of scope
> for Carpentries Instructors to teach the LLM how to code as well :-)
>
>
> On Wed, Mar 19, 2025 at 8:26 AM Reed A. Cartwright <cartwri...@asu.edu>
> wrote:
>
>> My experience with using AI for coding is that if you are not asking it
>> questions from an algorithms class or similar, you get a lot of
>> hallucinations that do not work, e.g. R packages that don't exist. You can
>> ask it follow up questions and it will eventually fix the issues, but that
>> requires having a firm mental model and the ability to read code and know
>> how it would work in practice.
>>
>> I can see the utility of a Prompt Engineering Carpentries lesson, but I
>> have no idea how to properly teach prompt engineering.
>>
>> --
>> Reed A. Cartwright, PhD
>> Associate Professor of Genomics, Evolution, and Bioinformatics
>> School of Life Sciences and The Biodesign Institute
>> Arizona State University
>> Address: The Biodesign Institute, PO Box 876401, Tempe, AZ 85287-6401 USA
>> Packages: The Biodesign Institute, 1001 S. McAllister Ave, Tempe, AZ
>> 85287-6401 USA
>> Office: Biodesign B-220C, 1-480-965-9949
>> Website: http://cartwrig.ht/
>> <https://urldefense.com/v3/__http://cartwrig.ht/__;!!IKRxdwAv5BmarQ!eK7h6FQJomgaZ0TF4wrpnUvBl0tbFH_vtWOXP7s_vKvM_jV2jEQj951z1w0YCG4WV87pX9F3uxj5he-kAHagHY3Omg$>
>>
>>
>> On Tue, Mar 18, 2025 at 5:04 PM Paul Harrison via discuss <
>> discuss@lists.carpentries.org> wrote:
>>
>>>
>>> I wonder if more could be said about *how* to demonstrate the use of
>>> LLMs. All the bad things people do with LLMs (and Stack Overflow) are
>>> opportunities to demonstrate a better way.
>>>
>>> So we could show getting some code from an LLM, and then the steps of
>>> examining variables and understanding their types, inserting debugging
>>> "print" statements, looking up documentation, considering alternative
>>> solutions, and explaining our thought process.
>>>
>>> It's not so different from the skills needed to read other people's code.
>>>
>>> Since LLM output is random it's hard to script this fully, but that also
>>> seems in keeping with the Carpentries workshop format.
>>>
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