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Paul Iutzi

@pji.bsky.social
237 followers 408 following 221 posts

Mostly not cheese.

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Reposted by Paul Iutzi
Martha, but like, super spooky @mostlymartha.bsky.social · 07/10/2026
This is possibly the worst thing I have ever read. It should be the only headline on every news source. It won't be. If you've experienced sexual assault, maybe don't read the details.
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Paul Iutzi @pji.bsky.social · 05/10/2026
In honor of scary media month: what is the first piece of media you remember truly frightening you as a child?
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Paul Iutzi @pji.bsky.social · 28/09/2026
Mary Poppins, picking up a crowbar: "No spoon. No sugar. I make the medicine go down."
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Lar deSouza @lartist.bsky.social · 25/09/2026
Editorial cartoon: I couldn't decide which idea I preferred so I drew them both. It's incredible how some politicians don't hesitate to embarass themselves.
caricature of Tommy Tuberville speaking while Baloo and Don Karnage stand in the background
TT: Would you be comfortable with a mentally ill furry being your pilot?
DK: He is to be talking about us, yes no?
Caption: Sen. Tommy Tuberville says 'Deranged' furry culture is flight safety risk
Forbes.com Sept24/2026cartoon: Peanuts style of Tommy Tuberville standing next to Snoopy as the World War One Flying Ace with his Sopwith Camel
Caption: GOP Senator Ahead of Midterms: Furry Airline Pilots are 'Terrifying'
Rolling Stone Sept23/2026
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Paul Iutzi @pji.bsky.social · 25/09/2026
Pushing Daisies is the unquestioned best series of the 21st century.
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Kate Klonick @klonick.bsky.social · 24/09/2026
This is a very cute clip, but I love it for reasons that the episode doesn't really explore: *All networked technology comes down to chat* Talking to each other is either the foundation of all new networked technology or becomes inexorably tied up with it-- since the early days of the Internet 1/
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Paul Iutzi @pji.bsky.social · 24/09/2026
Sure, it's not predictable. There are non-deterministic processes used in the training and in the generation. You don't expect them to be predictable.
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Paul Iutzi @pji.bsky.social · 24/09/2026
Chain calls together supplemented by skills, and it seems intuitive that you'll get something that looks like deliberation if you watch the flow through the chain.
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Paul Iutzi @pji.bsky.social · 24/09/2026
What is unexpected about how these act? You use back propagation and the entire corpus of written communication to adjust a trillion parameter model, I don't find it surprising that you get sensible output when providing natural human language input.
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Paul Iutzi @pji.bsky.social · 24/09/2026
Part of the reason it doesn't feel that way to me could be that I spent a lot of time implementing noise generation algorithms that could be layered constructively for generative art before diving into building a GPT. It's not the same thing, but it's not miles off either.
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Nick Sousanis @nsousanis.bsky.social · 05/03/2026
It's that time in my Making comics intro course when I talk image-text relations, which gives me an excuse to share 2 favorite comics that do bewildering things that can only be done in comics! Ibn Al-Rabin's seminal Le Verbe Prophétique alongside the always brilliant @tomgauld.bsky.social. So good!
A six panel comic of a man and a woman where their word balloons are actually other panels (there are no words) indicating future actions and explaining why they did what they did.
a three panel comic about Søren Kierkegaard in which the text of the man reads backwards and the dog forwards "Life can only be understood backwards" and the dog "but it must be lived forwards"
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Magdaloween! 🏳️‍⚧️ @magsvisaggio.com · 24/09/2026
i will go to my grave saying this is the greatest comic of all time.
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Paul Iutzi @pji.bsky.social · 24/09/2026
Sure, the process for improving the model is incremental and massively iterative, but that's not new. It's how you create a model experimentally when attempts to create a model theoretically have failed.
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Paul Iutzi @pji.bsky.social · 24/09/2026
That trillion parameter deep model is just a giant equation. You don't grow them. You use best-fitting techniques to tweak the constants in the equation to get the model to provide the desired output for the given input.
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Paul Iutzi @pji.bsky.social · 24/09/2026
That doesn't mean it's wrong to analogize what they do with the human mind. It's also not new. We talk about conditional statements as making decisions all the time. Game AIs have been described as thinking for as long as they've been around.
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Paul Iutzi @pji.bsky.social · 24/09/2026
They are regular programs. The Python I write to create a GPT isn't categorically different than what I write for anything else. They do what you expect the code would do when you have the processing and memory available to throw at the problem.
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Malaclypse the Middle @malaclypse.bsky.social · 16/09/2026
What scene makes you emotional no matter how many times you see it? 😭
Casablanca, the scene where actual French refugee Madeline LeBeau is singing the anthem of a nation that nobody on earth knows if it will ever exist again, because they had the audacity to make a WW2 movie before the war ended
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Paul Iutzi @pji.bsky.social · 16/09/2026
The same is true of the word think. We've been using that word for computers running an algorithm for as long as I've used computers. So, yes, a system using an LLM is "thinking," but so is a PAC-MAN arcade cabinet determining where Blinky moves in relation to PAC-MAN.
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Paul Iutzi @pji.bsky.social · 16/09/2026
I know the analogy to neurons is somewhat apt. The structure of neural networks and some features of the training process were inspired by what was/is thought to be the inner workings of the brain. But, it is an analogy, and I worry it gets overextended in conversations like this.
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Paul Iutzi @pji.bsky.social · 16/09/2026
I worry the use of the term "neuron" is an analogy that clouds the issue. As far as I'm aware, they are just terms in an extremely large equation. The coefficients for the terms are determined by a best-fitting process designed to cause the equation to output known good values for provided input.
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Paul Iutzi @pji.bsky.social · 16/09/2026
People personify simpler machines and tools all the time. We ascribe personalities to buildings and landscapes. We speak about subatomic particles having desires. I wouldn't think it would be bizarre at all for someone to feel like an ATM is being polite by printing "THANK YOU."
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Merriam-Webster @merriam-webster.com · 11/09/2026
Why is 'lb' the abbreviation for 'pound'?
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cursèd gem 💎 @gemcitygem.bsky.social · 11/09/2026
me: hi gimme a large pizza pizza guy: any appetizers? me: what do you have? pizza guy: we've got fried cheese with no sauce or crust, crust with no cheese or sauce, and crust and cheese with no sauce me: gimme crust and cheese with no sauce pizza guy: and for your dip? me: sauce
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Paul Iutzi @pji.bsky.social · 08/09/2026
www.youtube.com/watch?v=J3S6...
youtube.com
Lithium by Nirvana (Morgan James Cover)
YouTube video by Morgan James
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Marian Call @mariancall.bsky.social · 06/09/2026
bugs is a trickster god, an ageless elder being one should take pains not to cross. he must be treated with respect or dire consequences follow
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Paul Iutzi @pji.bsky.social · 06/09/2026
We have passed the cicada time of the year.
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Inspirational Skeletor @skeletorinspires.bsky.social · 05/09/2026
Whimsy is actually a form of resistance against a world that wants us to be miserable. Says Skeletor trying to keep the whimsy even when the world is truly miserable.
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Anil Dash @anildash.com · 04/09/2026
When I talked about "cancer capital", I said that VC didn't use to work like this. Here, I break it down. Did you know: neither Microsoft nor Apple used venture funding to get started? And initial funding rounds have gotten six THOUSAND times larger since those days? www.anildash.com/2026/09/04/v...
anildash.com
Cancer Capital: VC didn’t use to work like this - Anil Dash
A blog about making culture. Since 1999.
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Paul Iutzi @pji.bsky.social · 03/09/2026
I love the art style and panel layout of Legion of Super-Heroes #1 so much!
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Stephen Granade @granades.com · 28/08/2026
It’s the Feast of St. Augustine day so time to re-up @artofmarza.bsky.social’s depiction, available as a print at www.artofmarza.com/product/sain...
Saint Augustine With Hippo, a drawing of the saint kneeling and crying while Moo Deng the pygmy hippo gnaws on his knee. The illustration is by @artofmarza
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gamera obscura october edition @ohrobin.bsky.social · 25/08/2026
I Have No Mouth, and I Must Submit a Secondary Claim
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B'alith Tia | 7.56 spoilers @inmyleylines.bsky.social · 25/08/2026
Find out who you are, and do it on purpose.
"Find out who you are and do it on purpose." — Dolly Parton
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🎃 Imani Gandy Corn 🎃 @angryblacklady.blacksky.app · 25/08/2026
Dolly Parton and Patti LaBelle playing their acrylics. Two icons.
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Paul Iutzi @pji.bsky.social · 18/08/2026
I’m apparently spending a year as a playing card in Balatro. Not sure if that would be nightmarish or relaxing.
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Paul Iutzi @pji.bsky.social · 17/08/2026
Oh, right, Reacher! Need to catch up with seasons 3 and 4.
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Zoë “Baddie Proctor” Quinn @unburntwitch.com · 15/08/2026
actually, I'm working on two bumper stickers
shitty black text on a shitty white background that reads "bumpy sticky"
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Crow @abbyjane.cloverdalelane.com · 14/08/2026
I think about this a lot.
Tim Henke
@TimHenke9
eat shit, René Magritte
Translate Tweet
Mauv @ThatsMauvelous • 1d the machine refused to recognize my humanity until i professed to believe that a sign painted to look like a traffic light is indeed a traffic light.
Show this thread
Select all squares with traffic lights
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Pᴜʀᴇ Dᴇᴀᴅ Gᴀᴍɪɴɢ @puredeadgaming.bsky.social · 13/08/2026
The results of the video I posted earlier was this iconic shot 👏 Danny León and his crew smashed it.
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Paul Iutzi @pji.bsky.social · 10/08/2026
static.klipy.com
Hahaha Standing Ovation
Alt: Hahaha Standing Ovation
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Thomas @orginarymagoo.bsky.social · 08/08/2026
How about...
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Razzball @razzball.bsky.social · 07/08/2026
gets incredible air here
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Chris Hayes @chrislhayes.bsky.social · 07/08/2026
Oh, so *this* is how the writers are gonna bring together the A story and B story for the finale! Very cool. www.nytimes.com/2026/08/06/s...
nytimes.com
This A.I. Just Created Viruses Not Found in Nature
Scientists trained artificial intelligence on libraries of DNA and then asked the model to create recipes for viral genomes. Sixteen of them were viable, yielding new viruses.
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Kari Dru @karidru.bsky.social · 04/08/2026
I'm dimly remembering a tumblr post theoretically from somebody entering faerie and a reply was like "if you eat any of that you'll be trapped forever" and OP said "that's the fae's problem." And just. Mood.
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Paul Iutzi @pji.bsky.social · 04/08/2026
One of them is insulted by your poor quality copper ingots. The other is discovering other families don’t have a poop knife.
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worm @rfksbrainworm.bsky.social · 04/08/2026
the worst part about having charles entertain cheese for a roommate is every night having to hear his girlfriend scream "cheese in me, chucky"
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Paul Iutzi @pji.bsky.social · 31/07/2026
Speak to your doctor today. Tuvixes may be right for you.
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Paul Iutzi @pji.bsky.social · 31/07/2026
Downplay a book or movie: Buzzed Noon
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Paul Iutzi @pji.bsky.social · 31/07/2026
“No one? What? Are there no spirits here?” “I didn’t say that. I said no one has ever called them.” “Why? If there are spirits, I’m sure….” “The original name of this place was Mosquito Grove.” “Oh. Let try Minier then.” #nonsequitur #nonsequito
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Paul Iutzi @pji.bsky.social · 30/07/2026
Dear Microsoft, I just spent some of my limited life trying to figure out why I lost some formatting when forwarding an HTML email in new Outlook. I understand that there is probably good reason why CSS support in Outlook sucks. It is a different medium than a browser. However, please suck less.
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