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John Gallagher

@johnrgallagher.bsky.social
2.5K followers 1.2K following 1.5K posts

Using qualitative & machine learning methods to study writers/content creators. I study the interaction between writers & audiences. Professor @ University of Illinois, Urbana Champaign

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John Gallagher @johnrgallagher.bsky.social · 10h
The AI "slow down" is related to burn rates of training new models and is an economic play for IPOs.
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Eugene Vinitsky 🍒 @eugenevinitsky.bsky.social · 16h
In our Nature paper, we introduce the first superhuman Stratego AI, which we built using general techniques that we developed for RL & test-time compute under imperfect information. www.nature.com/articles/s41...
nature.com
Scalable decision-making for games of imperfect information - Nature
Ataraxos, an AI for the board wargame Stratego, establishes a design pattern for reinforcement learning and search that is effective under large amounts of hidden information, a longstanding desiderat...
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John Gallagher @johnrgallagher.bsky.social · 14h
Anthropic and OpenAI are going to be a massive asteroid that hits the US economy.
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John Gallagher @johnrgallagher.bsky.social · 16h
UIUC has a “combating screen time club” and they’re in the news! Full disclosure: I’m the advisor. lol dailyillini.com/opinions-sto...
dailyillini.com
DI Voices | My experience founding an RSO on campus - The Daily Illini
A UI student reflects on founding the Combating Screen Time Club, exploring screen-time addiction, loneliness and campus culture.
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John Gallagher @johnrgallagher.bsky.social · 17h
The GPT videos are literally just templates. Watch 4 of them and you'll see the edges immediately.
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John Gallagher @johnrgallagher.bsky.social · 30/09/2026
AI token costs are going to SKYROCKET after IPOs to the point that it's eyewatering. In order to break even, Anthropic would need to make 400 billion a year for 5 years (they made 4.6 this year). THE MATH DOES NOT MAKE SENSE. www.reuters.com/business/fin...
economictimes.indiatimes.com
Anthropic IPO explained: $2 trillion valuation, ballooning net loss, AI risks and other details in leaked IPO papers
Anthropic is preparing for a potential IPO as its revenue surges, but losses and infrastructure commitments balloon. The AI company has also warned of existential risks from advanced models and highli...
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John Gallagher @johnrgallagher.bsky.social · 30/09/2026
The Atlanta Hawks are killing it.
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John Gallagher @johnrgallagher.bsky.social · 30/09/2026
AI token costs are going to SKYROCKET after IPOs to the point that it's eyewatering. In order to break even, Anthropic would need to make 400 billion a year for 5 years (they made 4.6 this year). THE MATH DOES NOT MAKE SENSE. www.reuters.com/business/fin...
economictimes.indiatimes.com
Anthropic IPO explained: $2 trillion valuation, ballooning net loss, AI risks and other details in leaked IPO papers
Anthropic is preparing for a potential IPO as its revenue surges, but losses and infrastructure commitments balloon. The AI company has also warned of existential risks from advanced models and highli...
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John Gallagher @johnrgallagher.bsky.social · 30/09/2026
Retrieval practices are the best practice for learning and writing is the number 1 retrieval practice.
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John Gallagher @johnrgallagher.bsky.social · 30/09/2026
"maybe you should lay off the raspberry and brie on sourdough" ~my doctor
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John Gallagher @johnrgallagher.bsky.social · 29/09/2026
Type
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John Gallagher @johnrgallagher.bsky.social · 28/09/2026
Younger offspring: What talent do you want? Me: to control time, reality, and the knowledge to control those two things Older: They're fairy powers. Like water or flight. Me: Water. Younger: what is color is your outfit? Me: purple & black... Younger: No it's blue. That's the color you have.
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John Gallagher @johnrgallagher.bsky.social · 27/09/2026
I got asked in an interview once, "What do you want on your tombstone?" It was a office job.
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John Gallagher @johnrgallagher.bsky.social · 27/09/2026
THIS IS LITERALLY HOW INSURANCE WORKS
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John Gallagher @johnrgallagher.bsky.social · 27/09/2026
I have never seen the movie the Holiday. Been married for over a decade and my spouse today found this out and was outraged.
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Matthew Guzdial @matthewguz.bsky.social · 26/09/2026
They’re so, so desperate for large scale real world data from consumer’s perspectives. They will do anything short of just paying people to get it.
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John Gallagher @johnrgallagher.bsky.social · 26/09/2026
Why a person even want to produce 200 papers in a year?
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John Gallagher @johnrgallagher.bsky.social · 26/09/2026
Five hours later, inbox (and tasks in those emails) zero.
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John Gallagher @johnrgallagher.bsky.social · 26/09/2026
Fifth grader made breakfast sandwiches for our family. Added smoked gouda to the eggs, cooked some pepperoni, add them on top of toasted sourdough. This is eudaimonia.
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John Gallagher @johnrgallagher.bsky.social · 26/09/2026
A) I know this is bait B) THE EXPANSE
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John Gallagher @johnrgallagher.bsky.social · 26/09/2026
absolute banger. "Nothing that happened in September makes understanding unavailable. It makes it, for the first time, optional: a theorem can now be certified without anyone’s having understood it."
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John Gallagher @johnrgallagher.bsky.social · 24/09/2026
The map is not the territory.
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John Gallagher @johnrgallagher.bsky.social · 23/09/2026
Free study idea: measure the participation inequality of bots and non-human content. Easy use of the gini coefficient. I'm curious how the participant inequality compares between human and synthetic content.
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Maxim Raginsky @mraginsky.bsky.social · 23/09/2026
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John Gallagher @johnrgallagher.bsky.social · 23/09/2026
Or the sad hope they read the book. Even if it’s not out yet.
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John Gallagher @johnrgallagher.bsky.social · 23/09/2026
Thanks to @mikertrice.bsky.social and everyone at MIT for having me! Disclaimer: Equations are not mine. Lol!
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Eugene Vinitsky 🍒 @eugenevinitsky.bsky.social · 22/09/2026
Now that LLMs are good at math, we can solve other long-standing verifiable problems like the law, institution building, community, and management
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John Gallagher @johnrgallagher.bsky.social · 21/09/2026
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John Gallagher @johnrgallagher.bsky.social · 21/09/2026
Are you in and around Boston this Tuesday? Come see me at MIT! I’m presenting findings about ways students perceive their own writing skills as compared to AI. And stick around for a framework on writing better than AI (and your past self)! cmsw.mit.edu/event/underg...
cmsw.mit.edu
John Gallagher: "Students still think they write better than the machines: A study of undergrad self-perceptions of Generative AI and writing skills"
Gallagher discusses research that shows GenAI erodes writing ability over time by making us less persistent.
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John Gallagher @johnrgallagher.bsky.social · 21/09/2026
It’s very hard to fathom but we have intelligence without consciousness which our science fiction hasn’t prepared us for. Intentionless intelligence is weird.
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John Gallagher @johnrgallagher.bsky.social · 20/09/2026
Free preview of AI Through the Experts’ Eyes! (introduction) upittpress.org/wp-content/u...
upittpress.org
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John Gallagher @johnrgallagher.bsky.social · 20/09/2026
Gas is $4.78/gallon
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Donnie Johnson Sackey @donniejsackey.bsky.social · 20/09/2026
CCCC Leadership Response to NCTE’s De-Chartering of CCCC. Please read and sign. theorganizationformerlyknownascccc.com
CCCC Leadership Response to NCTE's De-Chartering of CCCC
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John Gallagher @johnrgallagher.bsky.social · 19/09/2026
You cannot build best practices from descriptive data.
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Eugene Vinitsky 🍒 @eugenevinitsky.bsky.social · 18/09/2026
Weird request; we've had a fairly big breakthrough that we've been mostly keeping a lid on for the past year. We're looking to talk to some science / AI writers about this and I know a lot of y'all are out here on bsky...
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John Gallagher @johnrgallagher.bsky.social · 18/09/2026
I'm convinced of a solution: giving up doomscrolling and social media.
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Gautam Kamath @gautamkamath.com · 16/09/2026
Nihar Shah did a heroic experiment for TMLR: he spent 20-25 hours over two weeks interviewing authors of seemingly low-quality submissions about their own papers. He confirmed what we all suspected: people submitting these papers have *no idea* what is going on in them.
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John Gallagher @johnrgallagher.bsky.social · 16/09/2026
BJ Fogg’s research group studied how to make computers more “persuasive” in the 2000s. His students went on to found little known companies such as Instagram using those principles. Zuck enrolled in his classes. it’s all DESIGNED to be addictive.
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John Gallagher @johnrgallagher.bsky.social · 16/09/2026
Here is where I’m actually pro-AI: I think they’re n-dimensional producers, which is objectively non human. And that’s fascinating.
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John Gallagher @johnrgallagher.bsky.social · 16/09/2026
My blog posts have now been responsible for multiple invited talks and the blog posts have been translated into multiple languages. Seems like I just should this instead of fight peer reviewer comments.
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John Gallagher @johnrgallagher.bsky.social · 16/09/2026
“Do I think this writing is any good?” Is still the best metric.
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John Gallagher @johnrgallagher.bsky.social · 16/09/2026
I made baked cinnamon apples for my kids this evening and blew their minds it was both this easy and it somehow turns into Apple pie.
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John Gallagher @johnrgallagher.bsky.social · 14/09/2026
Well the fund-raising strategy of "AI will kill us" seems to be working
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Maria Leonor Pacheco @mlpacheco.bsky.social · 10/09/2026
Come join us in Boulder! Feel free to get in touch if you have any questions. jobs.colorado.edu/jobs/JobDeta...
jobs.colorado.edu
Tenure-Track Faculty in Artificial Intelligence
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John Gallagher @johnrgallagher.bsky.social · 13/09/2026
Apple is going to collapse the AI market when they put an LLM into their devices. And their new vapor cooling system is the step in that direction. I'm telling you: OpenAI and Anthropic are going to be Yahoo and AOL of the 2020s and early 2030s. LLMs are going to be like browsers.
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John Gallagher @johnrgallagher.bsky.social · 13/09/2026
Guess who has a stomach ache!?
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John Gallagher @johnrgallagher.bsky.social · 13/09/2026
CONCORD GRAPE SEASON IS HERE!!!
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Andrew Zolides, Ph.D. @zolides.bsky.social · 13/09/2026
I just taught the Dot Com boom and bust on Friday, and boy was it a timely discussion given all this ‘news’ of delayed IPOs
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John Gallagher @johnrgallagher.bsky.social · 13/09/2026
The reason openai and Anthropic are “slowing down” is because the stock market can’t handle their IPO. It’s nakedly obvious if we check the stock market once week.
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John Gallagher @johnrgallagher.bsky.social · 13/09/2026
In the AI unit in my science and literature class (why am I teaching literature again? Who knows) we are reading Klara and Sun + The Mountain in the Sea. Quite interesting to read them in light of current events. At least I think students are reacting well!
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