Dear Jim,
I share your worry about the environmental impact of AI.
If I remember well, a projection, a couple of years ago, was that it will
soon require as much water as the entire UK just to cool the servers. Add
the energy (which, even if solar, has no zero impact) and infrastructure,
all the costs of producing the hardware and getting the minerals from
places like Congo and South East Asia (destroying the forest, exploiting
workers and having other huge social and political impacts etc.), and so on
and so forth.
Of course, one might say that this happened even before AI and the
exponential growth of AI will happen regardless of what morphometricians
do! Yet, we should all take responsibility and, if we can somewhat contain
our impact, that's no bad news.

Leaving aside the environmental disasters all forms of consumerism are
causing, I wonder how many have the deep knowledge and understanding you
have to correctly prompt AI and check the accuracy of the output. I also
wonder whether users, like me, who can't program but (as someone bitterly
told me once) "don't trust others!"😸😸😸 and tend to double check results
using software developed by different people might able to do so if AI, in
the long term, replaces scientists.

For now, I use AI every so often for help with R scripts (which I try to
check as much as I can) but gratefully rely on packages written by
scientists for the analyses. And I am still using often the 'old'
user-friendly software, including of course the TPS Series, which I love
and (with PAST, MorphoJ et al.) crucially helps with small projects with
undergrads!
Personally, I look forward for you to going on improving the old software
and/or developing new one, with a billion thanks to you and many others for
doing so.

Have a great time in Maui. Cheers

Andrea




On Tue, 24 Mar 2026 at 04:49, '[email protected]' via Morphmet <
[email protected]> wrote:
>
> Since I haven’t been able to go out much these past two weeks (we have
been having very strong “Kona storms”), my mind started to wander and I
wondered whether to debug existing code or create new morphometric
software. But then I wondered whether conventional software is still needed
in the age of AI. I described below a couple of the experiments I made. It
seems that there are some alternatives that are worth discussing.
>
> Google AI Studio
>
> First, I tried Google AI Studio (https://aistudio.google.com/). I entered
the prompt “I need an app that performs an analysis of relative warps
(geometric morphometrics) and displays the relative warps plot and
estimates of implied shapes at user selected positions in the plot.” I was
pleasantly surprised to find that it knew the terms I used and it created a
simple interactive app in my browser. It already “knew” about geometric
morphometrics. Thus, the computations that were required and how to perform
a GPA, a singular-value decomposition, and compute a thin-plate spline. It
could generate a plot of a thin-plate spline showing the difference between
the mean shape and that corresponding to an arbitrary location in the space
of the relative warps.  With a little experimentation I found that I needed
to give it additional details about the specific options I wanted such as
the criterion to stop the GPA iterations and that it should normalize the
final configuration to have a centroid size of 1. It also assumed alpha = 1
when computing relative warps, so I had to add “using alpha = 0 when
computing relative warps” (although I could have just said perform a PCA”
and not mentioned relative warps. I also had to specify that it should use
the same scales for the two relative warp axes. It automatically called the
new app “MorphoWarp” which sounded like a reasonable name to me. I then had
to specify what input file format I wanted to use (its default JSON format
looked pretty tedious to prepare). I specified a simple text file format
with each row corresponding to a specimen and each containing alternating x
and y coordinates. Once the specifications were made, the app ran
reasonably fast, though not as fast as a compiled program such as tpsRelw.
The app can be uploaded to github and shared with others. I have not done
this yet as I would like to make the app more complete first.
>
> Claude
>
> I then wondered about using an interactive AI bot directly. I tried
Claude (https://claude.ai/chat). I gave it the prompt: “Perform an analysis
of relative warps on the provided data file. Display the relative
contribution of each relative warp. Show a scatterplot of relative warp 2
against relative warp 1 with the axes using the same scale. Label the
points numerically.” I also it with the same simple data file as above but
it began with the following comment about the format: “The lines
(specimens) contain alternating x and y coordinates for 8 landmarks.” It
then performed the computations, but, as before, I found I needed to give
more details such as the GPA iteration stopping criterion, alpha = 0, and
to normalize the final configuration. I could also ask it to produce a
thin-plate spline plot of the difference between the average shape and a
selected position in the relative warps space. The plots it produced were
quite clear and could be downloaded as PNG files. The computations were,
however, very slow. No app was produced this way, so the only software to
share is the prompt.
>
> Broader implications
>
> An alternative to downloading morphometric software may be to simply
download prompts for AI bots. For serious applications the prompts should,
of course, be more complete than my examples. The prompts should reduce
ambiguity about how computations should be performed. They should also
include test data to make sure the results are correct. Because these
systems can “hallucinate,” validation checks are essential.
>
> Another consideration is that using conventional software to perform the
computations on your own computer might be better for the environment than
increasing the need for even larger remote data centers that consume very
large amounts of power. This may also be worth discussing.
>
> It looks like the rain has stopped. I think I will go back outside for a
while. It’s hard to work too hard for too long when on Maui.
>
> Jim
>
>
> F. James Rohlf
> Distinguished Professor, Emeritus and Research Professor
> Depts: Anthropology and Ecology & Evolution
> Stony Brook University
>
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WEBPAGE: https://sites.google.com/view/alcardini2/
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