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“Regulation should avoid endorsing narrow methods of evaluation and scrutiny for GPAI that could result in a superficial checkbox exercise. This is an active and hotly contested area of research and should be subject to wide consultation, including with civil society, researchers and other non-industry participants.”
“We conclude that LLMs such as GPTs exhibit traits of general-purpose technologies, indicating that they could have considerable economic, social, and policy implications.”
“Just as quarantining helped slow the spread of the virus and prevent a sharp spike in cases that could have overwhelmed hospitals’ capacity, investing more in safety would slow the development of AI and prevent a sharp spike in progress that could overwhelm society’s capacity to adapt.”
“Without novel human artworks to populate new datasets, AI systems will, over time, lose touch with a kind of ground truth. Might the next version of DALL-E be forced to cannibalize its predecessor?”
“Neurography [is] the process of framing and capturing images in latent spaces. The Neurographer controls locations, subjects and parameters.”
“No, these renderings do not relate to reality. They relate to the totality of crap online. So that’s basically their field of reference, right? Just scrape everything online and that’s your new reality.”
“In the absence of a capacity to reason from moral principles, ChatGPT was crudely restricted by its programmers from contributing anything novel to controversial—that is, important—discussions. It sacrificed creativity for a kind of amorality.”
“We are thrilled to announce that our campaign to gather artist opt outs has resulted in 78 million artworks being opted out of AI training.”
“It seems that forcing a neural network to ‘squeeze’ its thinking through a bottleneck of just a few neurons can improve the quality of the output. Why? We don’t really know. It just does.”
“Even though © doesn’t provide for any protection against biometric use, it does prohibit the redistribution of the image file. CC allows it. Ideal for packaging files into datasets.”
K Allado-McDowell
Air Age Blueprint

Full of playful examples—statistically modelling dropping cannonballs from different heights, a neural net theory of cat recognition—Stephen Wolfram breaks down how ChatGPT works. Working from the simple claim “it’s just adding one word at a time,” the computer scientist describes how neural nets are trained to model ‘human-like’ tasks in 3D space, how they tokenize language, and concludes with a rumination on semantic grammar that recognizes the language model’s successes (and limits).

“It’s more of a bullshitter than the most egregious egoist you’ll ever meet, producing baseless assertions with unfailing confidence because that’s what it’s designed to do.”
The procedurally generated Seinfeld spoof Nothing, Forever is temporarily banned on Twitch after lead character Larry Feinberg made transphobic remarks. The show’s developers blame switching from OpenAI’s GPT-3 Davinci model to its predecessor, Curie, after the former caused outages. “We leverage OpenAI’s content moderation tools, and will not be using Curie as a fallback in the future,” they state on Discord. Launched in December 2022, the show became a viral hit for its nonsensical humour, nondescript style, and audience activity.

“The world is a better place with 8 billion people than it was when 50 million people were (kind of) living in caves. I am confident that the value and progress in humanity will accelerate extraordinarily after welcoming artificial beings into our community.”
“We’re using this very powerful tool that is able to take information and integrate it in a way that no human mind is able to do, for better or for worse.”
“AI images don’t glitch, they gloop. They streak and striate. It’s the result of how these systems seek out images from the fuzzy noise they start with. While noise is an end state of a bad television broadcast, it’s the start state of AI images.”
“They found a 95% similarity between the Madonnas in the two paintings and an 86% similarity in the Child.”
“What Unsupervised insinuates, is that art history is just a bunch of random visual tics to be permuted, rather than an archive of symbol-making practices with social meanings.”
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