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Tom Stafford

@tomstafford.mastodon.online.ap.brid.gy
1.3K followers 27 following 1.1K posts

"A vast confusion of vows, wishes, actions, edicts, petitions, lawsuits, pleas, laws, proclamations, complaints, grievances, are daily brought to our ears. " 🌉 bridged from ⁂ mastodon.online/@tomstafford, follow @ap.brid.gy to interact

PostsRepliesMedia
Tom Stafford @tomstafford.mastodon.online.ap.brid.gy · 22/10/2026
Reaction to AI automation, from @ZachWeinersmith
Meanwhile the Engineers are just lighting themselves on fire to see what happens
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Tom Stafford @tomstafford.mastodon.online.ap.brid.gy · 22/10/2026
Sometimes I like to re-watch the legendary 1998 "There's Bergkamp" goal for the sheer infectious joy of it www.youtube.com/watch?v=XsZkCFoqSBs #football
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Tom Stafford @tomstafford.mastodon.online.ap.brid.gy · 17/10/2026
"It seems to us that this connection - or better perhaps, confusion between care and domination is utterly critical to the larger question of how we lost the ability freely to recreate ourselves by recreating our relations with one another. It is critical […] [Original post on mastodon.online]
Photo

Book : The Dawn of Everything, Graeber and Wengrow
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Tom Stafford @tomstafford.mastodon.online.ap.brid.gy · 16/10/2026
Rest assured, your taxes are not going on fancy coffee
Photo of a meeting room. My name plate showing, in front of which is a coffee in a small paper cup
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Reposted by Tom Stafford
Tom Stafford @tomstafford.mastodon.online.ap.brid.gy · 16/10/2026
TODAY: At the European Commission, Directorate-General for Research and Innovation, for a workshop on "Challenges and future of the European R&I funding system". I am contributing an opening keynote: "Using metascience to ride the AI shockwave" Slides here tomstafford.github.io/talks.html
tomstafford.github.io
Talks – Tom Stafford
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Tom Stafford @tomstafford.mastodon.online.ap.brid.gy · 16/10/2026
TODAY: At the European Commission, Directorate-General for Research and Innovation, for a workshop on "Challenges and future of the European R&I funding system". I am contributing an opening keynote: "Using metascience to ride the AI shockwave" Slides here tomstafford.github.io/talks.html
tomstafford.github.io
Talks – Tom Stafford
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Tom Stafford @tomstafford.mastodon.online.ap.brid.gy · 16/10/2026
Academic publishing is a rolling scandal: publicly funded research and researcher time funnelled into private profits New studies of the money flows: sparcopen.org/news/2026/sparc-relea… "Between 2005 and 2025, the four […]
mastodon.online
Original post on mastodon.online
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Tom Stafford @tomstafford.mastodon.online.ap.brid.gy · 14/10/2026
@briannosek.bsky.social @briannosek thanks for update! Its a strong intervention in this space where other approaches are either less integrative, or less catchy, or both!
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Tom Stafford @tomstafford.mastodon.online.ap.brid.gy · 14/10/2026
Reminded of this classic from @briannosek. Appears to be a de novo schema, but I am not 100% up to date on #BehaviorChange scholarship, so maybe it links up (or doesn't) with the wider literature in ways I don't know […] [Original post on mastodon.online]
Schematic of a triangle. From top to bottom, labels are


Make it required : policy
Make it rewarding: incentives
Make it normative: communities
Make it easy : user interface/experience
Make it possible: infrastructure
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Tom Stafford @tomstafford.mastodon.online.ap.brid.gy · 13/10/2026
Concern after Europeans endorse US science agenda sciencebusiness.net/news/internatio… << The worry is that the Trump administration may be using genuine dysfunctions in academia as a pretext to defund and disempower universities […]
mastodon.online
Original post on mastodon.online
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Tom Stafford @tomstafford.mastodon.online.ap.brid.gy · 10/10/2026
@Edent plus ca change
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Tom Stafford @tomstafford.mastodon.online.ap.brid.gy · 08/10/2026
Interesting (funded) PhD position : How do you turn an exhibition into a behaviour change intervention that can reduce pollution? […]
mastodon.online
Original post on mastodon.online
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Tom Stafford @tomstafford.mastodon.online.ap.brid.gy · 05/10/2026
Sheffield! @pluralistic is coming to town www.outsavvy.com/event/40274/cory-d… 25 November, 6:30pm
outsavvy.com
Cory Doctorow in Conversation Tickets - Sheffield - OutSavvy
We are excited to announce that Cory Doctorow will be joining us at Victoria on 25th November, talking about the fact that today, it's not enough to ask what the technology does – we must understand who it’s doing it for and who it’s doing it to.As we enter the age of AI, we are in danger of being reduced to what Cory Doctorow dubs the ‘reverse centaur’. With that term he conjures a human being conscripted as the assistant to a dominant machine. It could be a driver made to deliver nonstop, all day long; a warehouse worker packing shelves without bathroom or food breaks; or a programmer reviewing impossible amounts of AI-produced code.Don’t fall for the hype. The billionaires managing the rise of AI are putting on a command performance for the bosses and investors, not for the ordinary people who might use the products. When this latest tech bubble bursts, will there be something useful for us in the wreckage?In The Reverse Centaur’s Guide to Life After AI, Doctorow examines why we find ourselves in this mess and how we can get out of it. Life after AI should mean the tools work for us, not the other way around. CORY DOCTOROW is a science fiction author, activist, and journalist. He is the author of many books. He writes nonfiction policy books such as The Internet Con and Chokepoint Capitalism, as well as science fiction for adults – Red Team Blues and The Lost Cause – and for young adults – Little Brother. He has been inducted into the Canadian Science Fiction and Fantasy Hall of Fame and has been honored with the Arthur C. Clarke Imagination in Service to Society Award and the Neil Postman Award for Career Achievement in Public Intellectual Activity. He was made an honorary Doctor of Laws by York University and an Honorary Doctor of Computer Science by the Open University. For a quarter century, he has been an activist for the Electronic Frontier Foundation. He co-founded the UK Open Rights Group and holds visiting appointments at the Open University, MIT, Cornell, and the University of North Carolina. Born in Toronto, Canada, he now lives in Burbank, California.Timetable for the evening:6:30 - Arrival at Victoria, get a drink and find a seat (seating is unreserved but there will be plenty for everyone)6:45 - Conversation begins7:30 - Time for audience questions7:45 - Book signing in the bar downstairs The event space is upstairs at Victoria and there is a lift and stairs. If you have any access requirements, please get in touch at hello@junobooks.co.uk and we will do our best to accommodate.
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Tom Stafford @tomstafford.mastodon.online.ap.brid.gy · 03/10/2026
#bruxelles
A big building in the sun. Down the side a huge banner reading DEMOCRACY
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Reposted by Tom Stafford
Tom Stafford @tomstafford.mastodon.online.ap.brid.gy · 02/10/2026
A bruhahah over re-granting of devolved funds forces UKRI to clarify their policy : AI may *not* be used in grant proposal review www.science.org/content/article/u-k… Also has some general lessons on deploying AI […]
mastodon.online
Original post on mastodon.online
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Tom Stafford @tomstafford.mastodon.online.ap.brid.gy · 02/10/2026
A bruhahah over re-granting of devolved funds forces UKRI to clarify their policy : AI may *not* be used in grant proposal review www.science.org/content/article/u-k… Also has some general lessons on deploying AI […]
mastodon.online
Original post on mastodon.online
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Tom Stafford @tomstafford.mastodon.online.ap.brid.gy · 02/10/2026
Pairs well with this thoughtful journal editorial journals.aom.org/doi/10.5465/amle.2… We must have clearer focus on judging the distinctive human (quality) voice of academic work AND an immediate cap on submissions, argues Dirk Lindebaum Is the new stable state going to be […]
mastodon.online
Original post on mastodon.online
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Tom Stafford @tomstafford.mastodon.online.ap.brid.gy · 28/09/2026
@drjennings.bsky.social strong levels of certainty
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Tom Stafford @tomstafford.mastodon.online.ap.brid.gy · 28/09/2026
@drjennings.bsky.social fair enough the bit you quoted seems appropriately hedged imo. "would affect" != "will vote based on"
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Tom Stafford @tomstafford.mastodon.online.ap.brid.gy · 28/09/2026
@drjennings.bsky.social you've lost me. What's your point?
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Tom Stafford @tomstafford.mastodon.online.ap.brid.gy · 26/09/2026
Related: a conversation yesterday with an academic friend who was outraged that the University was using a paper he has authored in a benchmarking exercise: "but that's *my* paper!" The sense of a right to exclusivity seems similar, and highlights the emotional, it not sacred, aspects of […]
mastodon.online
Original post on mastodon.online
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Tom Stafford @tomstafford.mastodon.online.ap.brid.gy · 26/09/2026
Graeber & Wengrow argue that indigenous societies often *only* have property relations in the domain of the sacred, and that these typically come with a duty of care (not just a right to exclusivity and destruction). It makes me wonder how we might […] [Original post on mastodon.online]
Photo of book cover: "the dawn of everything"
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Tom Stafford @tomstafford.mastodon.online.ap.brid.gy · 26/09/2026
Two Fault Lines: Latent Polarity Geometry in X Community Notes arxiv.org/pdf/2609.21496 "Refitting the base model these scorers share on the full public data (212.9M ratings, 2.33M notes, 1.07M raters), we find that one axis is too few. The space is at least two- dimensional. The first […]
mastodon.online
Original post on mastodon.online
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Tom Stafford @tomstafford.mastodon.online.ap.brid.gy · 24/09/2026
anarchist trade union marching songs, in Finnish open.qobuz.com/album/syqx2h2mt55hc Solidaarisuutta aina!
open.qobuz.com
Open Qobuz
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Tom Stafford @tomstafford.mastodon.online.ap.brid.gy · 24/09/2026
Fascinating how, as LLMs notionally become more capable, they run into problems of cognitive architecture which have analogues in the human mind www.dbreunig.com/2025/06/22/how-con… (article is about various problems which having a long context […]
mastodon.online
Original post on mastodon.online
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Tom Stafford @tomstafford.mastodon.online.ap.brid.gy · 23/09/2026
The inimitable Nihar Shah has a suggestion (co-authored with colleagues) www.cs.cmu.edu/~nihars/preprints/gr… Authors must verify they understand work they are submitting. The team also propose a way to scale this verification Although this seems like an obvious minimal bar […]
mastodon.online
Original post on mastodon.online
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Tom Stafford @tomstafford.mastodon.online.ap.brid.gy · 23/09/2026
Academy of Management Learning & Education introduces submission cap journals.aom.org/doi/10.5465/amle.2… click link for thoughtful reflection by outgoing editor in chief Dirk Lindebaum
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Tom Stafford @tomstafford.mastodon.online.ap.brid.gy · 23/09/2026
@pozorvlak strong risk, especially since the evidence is that NLP researchers will do this in large numbers even when expressly told not to mastodon.online/@tomstafford/117319… You presume ACL have thought about this....
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Tom Stafford @tomstafford.mastodon.online.ap.brid.gy · 23/09/2026
ACL conference moving to requiring you provide reviews if you want to submit www.aclweb.org/portal/content/acl-s… Signalling theory take: AI lowered the cost of submission, so already creaking peer review commons fell over. Requiring reviews introduces a new […]
mastodon.online
Original post on mastodon.online
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Tom Stafford @tomstafford.mastodon.online.ap.brid.gy · 23/09/2026
A conference with 17,000 reviewers randomised the permissions on AI use (none vs some). Decisions didn't change, but the permissive group turned in longer reviews. There was, however, "substantial noncompliance", with reviewers in both groups using LLMs for reviews in ways they were expressly […]
mastodon.online
Original post on mastodon.online
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Reposted by Tom Stafford
Tom Stafford @tomstafford.mastodon.online.ap.brid.gy · 21/09/2026
New newsletter, experimental evidence on when a promise means something (and when it doesn’t) tomstafford.substack.com/p/bare-pro…
tomstafford.substack.com
Bare promises
It’s not enough to mean it, we like to see you make the effort
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Tom Stafford @tomstafford.mastodon.online.ap.brid.gy · 21/09/2026
New newsletter, experimental evidence on when a promise means something (and when it doesn’t) tomstafford.substack.com/p/bare-pro…
tomstafford.substack.com
Bare promises
It’s not enough to mean it, we like to see you make the effort
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Tom Stafford @tomstafford.mastodon.online.ap.brid.gy · 21/09/2026
@judder you absolutely can (in the fields I'm familiar with). Say what you plan to do, and why it is important, and what it might mean. That's a lot of the value right there
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Tom Stafford @tomstafford.mastodon.online.ap.brid.gy · 21/09/2026
Also related: Jordan Dworkin summarises some recent talking points on the future of the university www.abundanceandgrowth.org/p/califo… "Ben posits that the university’s problem is that it combines too many unrelated jobs into one institution […]
mastodon.online
Original post on mastodon.online
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Tom Stafford @tomstafford.mastodon.online.ap.brid.gy · 21/09/2026
Related: The AI wheel of death for Universities via www.optimallyirrational.com/p/are-u…
This “wheel of death”, proposed by James Bedford and William Scates Frances in 2023 and updated by Bedford in 2025, illustrates how AI might progressively erode the current role of universities.
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Tom Stafford @tomstafford.mastodon.online.ap.brid.gy · 21/09/2026
Now google have borked search, is there a way to search my gmail that actually works?
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Tom Stafford @tomstafford.mastodon.online.ap.brid.gy · 21/09/2026
Community corrections have divergent downstream effects across corrected accounts. arxiv.org/pdf/2608.27526 Community Notes (crowdsourced fact-check) work for most accounts, reducing posting of toxic and misleading material, but a minority of accounts - which post the majority of […]
mastodon.online
Original post on mastodon.online
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Reposted by Tom Stafford
Charles West @pseudo-isidore.bsky.social · 21/09/2026
"An economy in which attention flows to institutional brand rather than to individual results is a rent economy, and rent economies have a well-documented set of properties: entry is closed, returns concentrate at the top, and the productive work is done by people who do not own the asset."
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Tom Stafford @tomstafford.mastodon.online.ap.brid.gy · 21/09/2026
@pseudo-isidore.bsky.social @giorgiogilestro no! Any thoughts as a medievalist? I don't know if we ever got far away from a reputational economy, so the task must be to help reputation (of institutions, journals, fields, scholars) track epistemic value
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Tom Stafford @tomstafford.mastodon.online.ap.brid.gy · 21/09/2026
Here's @giorgiogilestro on how AI can destroy the meritocracy of text and leave us with an academia based on reputational rent-seeking "in an age of technofeudalism, open source hardware development is an act of armed resistance." giorgio.gilest.ro/the-weimar-of-kno…
giorgio.gilest.ro
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Tom Stafford @tomstafford.mastodon.online.ap.brid.gy · 21/09/2026
Has the crossword got easier, and how could you tell? I have some methodological doubts (see the comments), but in general this is a great method with much wider application substack.nomoremarking.com/p/the-di…
substack.nomoremarking.com
The difficulty of the Guardian Crossword, 1930 to 2026
Waugh is put out, Slope goes down and Golding is ungilded
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Tom Stafford @tomstafford.mastodon.online.ap.brid.gy · 20/09/2026
Absurd Adventure And Amygdalectomy Advocacy www.astralcodexten.com/p/absurd-adv… Gruesome, surprising, story of one man's illness, brain surgery, and the psychological benefits of losing a major brain
astralcodexten.com
Absurd Adventure And Amygdalectomy Advocacy
A guest post by Daniel Böttger
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Tom Stafford @tomstafford.mastodon.online.ap.brid.gy · 20/09/2026
Gender and disciplinary differences in grant proposal peer review: Content and sentiment in 39,280 reports journals.plos.org/plosone/article?i… #Metascience from the @snsf_ch data team
journals.plos.org
Gender and disciplinary differences in grant proposal peer review: Content and sentiment in 39,280 reports
Peer review by experts is central to the evaluation of grant proposals, but little is known about how gender and disciplinary differences shape the content and tone of grant peer review reports. We analyzed 39,280 review reports submitted to the Swiss National Science Foundation between 2016 and 2023, covering 11,385 proposals for Project Funding across 21 disciplines from the Social Sciences and Humanities (SSH), Life Sciences (LS), and Mathematics, Informatics, Natural Sciences, and Technology (MINT). Using supervised machine learning, we classified over 1.3 million sentences by evaluation criteria and sentiment. Reviews in SSH were significantly longer and more critical, with less focus on the applicant’s track record, while those in MINT were more concise and positive, with a greater focus on the track record, as compared to those in LS. Compared to male reviewers, female reviewers wrote longer reviews that more closely aligned with the evaluation criteria and expressed more positive sentiments. Female applicants tended to receive reviews with slightly more positive sentiment than male applicants. The tone, length, and focus of peer review reports varied systematically by applicant gender and disciplinary context. These differences have important implications for fairness and consistency in research funding.
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Tom Stafford @tomstafford.mastodon.online.ap.brid.gy · 20/09/2026
The Noise Miners As regulators turn an eye toward noise mining, I wanted to meet some of those who will be affected medium.com/extra-extra/the-noise-mi… Ten years since the greatest piece of replication crisis satire ever published Similarity to famous names in […]
mastodon.online
Original post on mastodon.online
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Tom Stafford @tomstafford.mastodon.online.ap.brid.gy · 19/09/2026
RE: idiolect.org.uk/notes/2026/09/18/di… I wrote about seeing discontinuities around arbitrary thresholds. Or maybe it is about how measurement, and arbitrary thresholds, distorts the thing being measured
idiolect.org.uk
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Tom Stafford @tomstafford.mastodon.online.ap.brid.gy · 18/09/2026
RE: idiolect.org.uk/notes/2026/09/10/ac… What is possible with LLMs shows just how superficial what we were previously offered under the heading "personalisation" was
idiolect.org.uk
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Tom Stafford @tomstafford.mastodon.online.ap.brid.gy · 18/09/2026
RE: beep.town/@zion/117292165108018237 Semester is coming #AcademicChatter
beep.town
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Tom Stafford @tomstafford.mastodon.online.ap.brid.gy · 17/09/2026
@jasonreifler.bsky.social The present curriculum I put my fist in 'em [Observational] every last one of 'em See right through the [correlational data] disguise With [appropriate casual inference methods] I puncture the structure of lies ( Hard to make scan, but if anyone could Zach could)
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Tom Stafford @tomstafford.mastodon.online.ap.brid.gy · 17/09/2026
Self-directed information search reinforces climate policy evaluations and polarization across 15 countries www.researchsquare.com/article/rs-1… "Across all countries, participants preferentially selected attitude-consistent information with information engagement being […]
mastodon.online
Original post on mastodon.online
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Reposted by Tom Stafford
Tom Stafford @tomstafford.mastodon.online.ap.brid.gy · 14/09/2026
Considering adding a warning to my website. AITA? #academicChatter
If you write to me, please consider that I now receive an abundance of messages which appear to be well written and well researched inquiries by people who have spent a lot of time reading my website and reviewing my research interests. If you would like me to respond please consider how I might distinguish, under the conditions of signal collapse engendered by AI, your message from all these others.
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