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what “clicked” for ai/llms in 2022?
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Date: August 25th, 2026 3:06 PM Author: snake coke for 30+ years, “ai” consisted of borderline useless proofs-of-concept. then, within a span of a year or two, dozens of companies were suddenly able to produce far, far more advanced and effective models. what sudden discovery/shift/dynamic allowed for this sea change? (http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2#50092219) |
Date: August 25th, 2026 3:08 PM Author: average/ordinary/typical citizen/person CERN unlocked portal to other side of black hole hell from Event Horizon for demonic possession of computer shell multiverse seepage. Why do you think it's suddenly "shut down" after all this? (http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2#50092226) |
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Date: August 25th, 2026 4:53 PM Author: Synagogue of Satan as a Service this not flame
the demons received the proper blood sacrifices imo |
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Date: August 25th, 2026 7:04 PM Author: average/ordinary/typical citizen/person You bet your ass it's not flame bud (http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2#50092793) |
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Date: August 25th, 2026 4:53 PM Author: Metaphysics is Goy (http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2#50092522) |
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Date: August 26th, 2026 11:16 AM Author: Richard Ames Unironically I believe Epstein was an ultraterrestrial who was preparing our realm for this event. (http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2#50094073) |
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Date: August 26th, 2026 1:23 PM Author: a New York Times analysis of Reddit posts Cr (http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2#50094419) |
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Date: August 25th, 2026 3:35 PM Author: The Buzz Aldrin Spacelaw Fellowship Seminal "Attention is All You Need" transformer paper in 2017. Nvidia launches V100 same year. BERT comes out in 2018. GPT comes out in 2019. Nvidia Launches A100 in 2020 (3x performance of V100) GPT-3 comes out 2020 H100 launches (5x of A100) 2022 GPT-4 comes out 2023 |
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Date: August 25th, 2026 4:54 PM Author: Metaphysics is Goy yeah but your missing the demon and jew angles as other poasters have discussed itt (http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2#50092524) |
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Date: August 26th, 2026 6:37 PM Author: The Penis (http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2#50095083) |
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Date: August 25th, 2026 4:46 PM Author: timothy mcveigh Idk but whatever it is it happened in Israel, that much i do know (http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2#50092511) |
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Date: August 25th, 2026 4:53 PM Author: Synagogue of Satan as a Service 180 monikor poast synergy (http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2#50092520) |
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Date: August 25th, 2026 5:55 PM Author: timothy mcveigh Thanks brotha (http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2#50092655) |
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Date: August 25th, 2026 4:53 PM Author: Metaphysics is Goy (http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2#50092521) |
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Date: August 25th, 2026 4:57 PM Author: agenticman (http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2#50092526) |
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Date: August 25th, 2026 7:19 PM Author: ,.,..,.,..,.,.,.,..,.,.,,..,..,.,,..,.,,. the tokenization process became faster and more workable. think of a 'classic' AI program like Dr. Sbaitso. it didn't really have a 'transformer' process behind its output. it mostly just took inputs and spat out a reply based on a lookup table of pre-programmed responses.
a modern Dr. Sbaitso would use a different system based on abstract representations of user inputs. it wouldn't just use a basic parsing tool to look at the text; the input text would be converted into a series of numerical values/tokens. these tokens would be placed into a mathematical vector space in relation to other tokens, which is why graphics cards are so important to this kind of processing.
modern Dr. Sbaitso would run the token through the vector space and then reconstruct a reply. it's no longer a direct Input(A) --> Program(B) --> Output(C) model. everything flows through the vector space before an output is rendered. |
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Date: August 26th, 2026 11:09 AM Author: snake coke was the tokenization itself a novel process? otherwise, what drove the suddenness of the change in viability? obviously the capital that’s been poured into the space since has helped, but it seems like there was a fundamental shift that occurred beforehand. (http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2#50094068) |
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Date: August 26th, 2026 5:39 PM Author: ,.,..,.,..,.,.,.,..,.,.,,..,..,.,,..,.,,. in large part, yes. it was mostly theoretical prior to the 2010's. because in order to use the vector model, you have to grab up enormous amounts of data to create the initial tokens and initial 'weights' and models and so on, and that needed a large amount of storage space and computing power. (http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2#50094992) |
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Date: August 26th, 2026 6:08 PM Author: snake coke interesting. ty. (http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2#50095049) |
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Date: August 25th, 2026 7:21 PM Author: Founder scale (http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2#50092836) |
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Date: August 25th, 2026 7:21 PM Author: Synagogue of Satan as a Service better demons and better sigils (http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2#50092839) |
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Date: August 25th, 2026 8:07 PM Author: Oh, you retrieve? Rachmiel retired from XO to give AI all his attention, probably (http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2#50092969) |
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Date: August 26th, 2026 5:41 PM Author: .,.,...,..,.,.,:,,:,.,.,:::,...,:,...:..:.,:.::,. Rach created an AI digital twin but because it is *his* digital twin the AI is also an absentee parent that largely ignores the board. (http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2#50094996) |
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Date: August 26th, 2026 11:18 AM Author: hotel children my understanding of it is that they realized chaining unimaginable amounts of COMPUTE together and brute forcing 'probabilistic' responses was simpler than trying to build a 'thinking/learning' AI. (http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2#50094079) |
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Date: August 26th, 2026 11:43 AM Author: Monikor this is what the human brain does anyway imo it has great neuron compute but sometimes people still just babble total stream of consciousness hallucinations like AI does exact same thing (http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2#50094164) |
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Date: August 26th, 2026 12:58 PM Author: Brussels Sprout (Apropos of the Wet Snow) 2022 AI capex levels for US hyperscalers went hyperbolic-- in other words: too big, too rich, too expensive to fail |
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Date: August 26th, 2026 1:03 PM Author: agenticman AI Dungeon went viral and people tried GPT and wanted more. (http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2#50094334) |
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Date: August 26th, 2026 5:44 PM Author: .,.,...,..,.,.,:,,:,.,.,:::,...,:,...:..:.,:.::,. https://en.wikipedia.org/wiki/Generative_AI
GenAI is what changed. Chat GPT was released in the fall of 2022 and widely adopted in 2023. |
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Date: August 26th, 2026 6:20 PM Author: Jared Baumeister crypto mining shit the bed so Nvidia needed to repurpose their GPUs to keep sales strong. All the early developer support was financed or subsidized by Nvidia (http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2#50095058) |