Abstract: Under the banner of progress, products have been uncritically adopted or
even imposed on users — in past centuries with tobacco and combustion engines, and in
the 21st with social media. For these collective blunders, we now regret our involvement or
apathy as scientists, and society struggles to put the genie back in the bottle. Currently, we
are similarly entangled with artificial intelligence (AI) technology. For example, software updates are rolled out seamlessly and non-consensually, Microsoft Office is bundled with chatbots, and we, our students, and our employers have had no say, as it is not
considered a valid position to reject AI technologies in our teaching and research. This
is why in June 2025, we co-authored an Open Letter calling on our employers to reverse
and rethink their stance on uncritically adopting AI technologies. In this position piece,
we expound on why universities must take their role seriously toa) counter the technology
industry’s marketing, hype, and harm; and to b) safeguard higher education, critical
thinking, expertise, academic freedom, and scientific integrity. We include pointers to
relevant work to further inform our colleagues.
Figure 1. A cartoon set theoretic view on various terms (see Table 1) used when discussing the superset AI
(black outline, hatched background): LLMs are in orange; ANNs are in magenta; generative models are
in blue; and finally, chatbots are in green. Where these intersect, the colours reflect that, e.g. generative adversarial network (GAN) and Boltzmann machine (BM) models are in the purple subset because they are
both generative and ANNs. In the case of proprietary closed source models, e.g. OpenAI’s ChatGPT and
Apple’s Siri, we cannot verify their implementation and so academics can only make educated guesses (cf.
Dingemanse 2025). Undefined terms used above: BERT (Devlin et al. 2019); AlexNet (Krizhevsky et al.
2017); A.L.I.C.E. (Wallace 2009); ELIZA (Weizenbaum 1966); Jabberwacky (Twist 2003); linear discriminant analysis (LDA); quadratic discriminant analysis (QDA).
Table 1. Below some of the typical terminological disarray is untangled. Importantly, none of these terms
are orthogonal nor do they exclusively pick out the types of products we may wish to critique or proscribe.
Protecting the Ecosystem of Human Knowledge: Five Principles
Finally! 🤩 Our position piece: Against the Uncritical Adoption of 'AI' Technologies in Academia:
doi.org/10.5281/zeno...
We unpick the tech industry’s marketing, hype, & harm; and we argue for safeguarding higher education, critical
thinking, expertise, academic freedom, & scientific integrity.
1/n
06.09.2025 08:13 — 👍 3097 🔁 1570 💬 97 📌 248
Bartolomeo Colleoni, a 15th century condottiero, was said to boast about having three testes, but it may just be a story linked to the three balls on the coat of arm. His statue (by Andrea del Verrocchio) is in Campo Santi Giovanni e Paolo, one of the most beautiful places in Venice.
01.09.2025 08:09 — 👍 5 🔁 0 💬 0 📌 1
Exited to be in Tübingen for this symposium with an amazing group of vision scientists: summerschool.lizhaoping.org
18.08.2025 16:47 — 👍 4 🔁 1 💬 0 📌 0
"And even when they built computers to do some thinking for them, they designed them not so much for wisdom as for friendliness. So they were doomed."
Kurt Vonnegut, Breakfast of Champions (1973)
21.07.2025 19:20 — 👍 24 🔁 10 💬 2 📌 1
If thousands of us stand up and say "I support #PalestineAction", what is the government going to do? Lock us all up for "terrorism" offences?
This is where we show them how solidarity works.
My latest with the great @doubledown.news
27.06.2025 07:58 — 👍 1110 🔁 518 💬 64 📌 65
A long long time ago, in a far away galaxy... the US used to tax the rich
23.05.2025 20:19 — 👍 4478 🔁 2064 💬 117 📌 217
I'm very honoured to have given the Geoffrey J Burton memorial lecture on the topic 'On the appearance of shapes in the visual periphery'. Unfortunately this is the only picture I have.
02.05.2025 09:47 — 👍 1 🔁 0 💬 0 📌 0
Our final keynote of the day is from Prof Marco Bertamini (Uni of Padova) on the phenomenal appearance of shapes in the visual periphery #AVA
28.04.2025 15:12 — 👍 4 🔁 1 💬 0 📌 0
A tweet by Sarah Longwell (@SarahLongwell25
) reads: "He’s threatening media companies who are critical of him. He’s talking about sending Americans to foreign prisons. He’s signing executive orders to investigate former staff members who spoke out against him. Don’t you see what’s happening here?"
I see it. I have lived it. 83 years ago, the U.S. government turned upon a group of its own citizens and residents and sent them to internment camps without due process. I was there among them. American fascism is back. It is here. It is now.
15.04.2025 20:30 — 👍 45600 🔁 14545 💬 965 📌 483
PhD position opening in Padova. It is a multidisciplinary project in Experimental Aesthetics and Psychology of Art.
www.bertamini.org/lab/MIRACLE....
06.04.2025 08:37 — 👍 4 🔁 6 💬 0 📌 0
The looming shutdown of the Department of Education is about control, not reform. As @teacherscollege.bsky.social faculty warn, dismantling education stifles critical thinking and undermines democracy. When politics dictate learning, society pays the price. #AcademicFreedom #EducationMatters #USPol
20.03.2025 01:48 — 👍 6 🔁 3 💬 0 📌 0
The so-called school choice and voucher systems were set up to further starve down already cash-strapped public schools. The goal: To widen the chasm between the rich and the poor. #AcademicSky #EduSky
10.03.2025 04:31 — 👍 10 🔁 5 💬 0 📌 0
The AVA - Promoting Vision Research and its Applications
Applied Vision Association meeting in Liverpool on the 28th of April www.theava.net/meetings.php...
05.02.2025 19:51 — 👍 4 🔁 4 💬 0 📌 0
Application - Summer School
Systems Vision Science Summer School & Symposium:
Aug. 11-22, 2025 Tübingen, Germany
The Third edition of Systems Vision Science (SVS) summer school is designed for everyone interested in gaining a systems level understanding of biological vision.
summerschool.lizhaoping.org/application
13.01.2025 10:10 — 👍 4 🔁 1 💬 0 📌 0
CARPE
“Centre for the Study of Perception and Art” (CArPe) Welcome to the home page of the Centre for the Study of Perception and Art (CArPe)
This may be of interest mainly to those in Italy, however on Monday (Sept 30) we inaugurate a new Centre for the Study of Perception and Art (CARPE)
www.dpg.unipd.it/en/carpe
26.09.2024 06:15 — 👍 0 🔁 1 💬 0 📌 0
Great idea, thanks Rebecca!
24.09.2024 10:36 — 👍 2 🔁 0 💬 0 📌 0
Testing if this works...
Trying to make a starter pack for researchers in #perception science
Please share ! Will be adding more folks as I learn how #academicsky works !
go.bsky.app/V99fSBK
24.09.2024 10:04 — 👍 114 🔁 61 💬 41 📌 6
zotero would be my recommendation.
Certainly avoid mendeley at all costs, because than you would become just a prisoner of Elsevier and their data mining, proprietary control etc.
05.09.2024 06:09 — 👍 3 🔁 0 💬 0 📌 0
Visual Properties Driving Visual Preference
The 10th annual workshop on Visual Preference (VPDVP) took place in Rome (June 14-15). The videos of the talks are now available: www.bertamini.org/lab/vpdvp.html
29.08.2024 16:03 — 👍 1 🔁 0 💬 0 📌 0
Do *not* give Elsevier your data when they ask you stuff like this, even if it is *required*.
Their main business is now data analytics, and they sell your information for profit.
eiko-fried.com/welcome-to-h...
22.08.2024 09:09 — 👍 151 🔁 69 💬 7 📌 10
Twitter is awful, I moved over here on BSky, let's hope for the best
20.08.2024 15:09 — 👍 32 🔁 1 💬 6 📌 0
Neuroscience (Psych) PhD student @ CUNY.
𝙰𝚛𝚝𝚒𝚜𝚝 𝚘𝚏 𝚝𝚑𝚎 𝚠𝚘𝚛𝚕𝚍 𝚘𝚋𝚜𝚎𝚜𝚜𝚎𝚍 𝚠𝚒𝚝𝚑 𝚋𝚎𝚒𝚗𝚐 | www.neptewns.art
Interested in metacognition/cognitive control/agency, decisions, motivation and philosophy of everything.
Older than average PhD student, mum x 2, former English teacher, climate activist #mediarevolution #juststopoil #freepalestine #taxtherich Happiest outdoors.
I’m not always having a go at wrong’uns…sometimes I’m sleeping | Political Commentator & Co-Host of The Trawl Podcast https://linktr.ee/thetrawlpodcast | @jeremyvineon5 | @skynews |
I’m studying visual perception, mostly using psychophysics. I work for the CNRS at the Ecole Normale Supérieure in Paris.
PhD candidate at The New School studying memory and face perception
Game Founder of Celebrity EYE-Q 👀
@celebeyeq
Our aim is to uncover patterns and to understand which factors (e.g. the type of media people engage with) can influence and shape both the aesthetic experience and the learning process, from knowledge transfer to episodic memories, to epistemic emotions.
PhD Researcher in Cognitive Psychology
GestaltReVision Lab, Leuven, Belgium @gestaltrevision.bsky.social
Interests: Experimental Psychology, Visual Perception, Consciousness, Aesthetics, EEG, Eye-Tracking
Founder of People Development Magazine and the Higher Self Leadership Model - Behaviour Change Coach - love sharing the collective wisdom we all know on a level https://peopledevelopmentmagazine.com
https://linktr.ee/christinalattimer #leadership
Professor, UW Biology / Santa Fe Institute
I study how information flows in biology, science, and society.
Book: *Calling Bullshit*, http://tinyurl.com/fdcuvd7b
LLM course: https://thebullshitmachines.com
Corvids: https://tinyurl.com/mr2n5ymk
he/him
Writer for The New Yorker, social media addict
www.dgp.toronto.edu/~hertzman
Science-Energy-Law expert
UK Scrap Carbon Capture campaign
🎥 https://scrapcc.org/CCS-FILM-BS1
READ: https://scrapcc.org/CCS-BLOG-BS1
ACTION: https://scrapcc.org/CCS-ACTION-BS1
Lecturer in Psychology at University of Leeds, UK.
Interested in vision and ageing in health and disease.
Amateur baker and netballer.
Pronouns: She/Her
Cognitive Neuroscientist 🧠🕺🏻He/Him 🏳️🌈
Marie Curie fellow 👨🏻💻🌱 Rome/Sydney 🏡
Neuroaesthetics of dance, interoception, social cognition #EEG #MEG #ECG #fMRI #kinematics
Visual Experience /
PI + NOMIS Fellow @ItalianAcademy /
Presidential Scholar @columbiacss /
Affiliate @KriegeskorteLab + @ZuckermanBrain
AVA David Marr Medal 2025
Website: https://linton.vision
Researcher and almost finished PhD candidate at the University of Vienna and at Donders Institute, RadboudUMC. Interested in how the arts and environmental sensitivity impact wellbeing and mental health