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what “clicked” for ai/llms in 2022?

for 30+ years, “ai” consisted of borderline usel...
Lake marvelous step-uncle's house
  08/25/26
CERN unlocked portal to other side of black hole hell from E...
submissive orchestra pit incel
  08/25/26
this not flame the demons received the proper blood sacri...
Silver bearded school cafeteria
  08/25/26
You bet your ass it's not flame bud
submissive orchestra pit incel
  08/25/26
...
Cerebral tanning salon partner
  08/25/26
Unironically I believe Epstein was an ultraterrestrial who w...
Glittery emerald house
  08/26/26
So he's not det then
submissive orchestra pit incel
  08/26/26
He simply exited our realm. It's uncanny. He "dies"...
Glittery emerald house
  08/29/26
Cr
Brass concupiscible tattoo
  08/26/26
...
Cyan scourge upon the earth resort
  08/28/26
Seminal "Attention is All You Need" transformer pa...
razzmatazz wagecucks lay
  08/25/26
yeah but your missing the demon and jew angles as other poas...
Cerebral tanning salon partner
  08/25/26
...
Stubborn poppy shrine deer antler
  08/26/26
...
aquamarine weed whacker ladyboy
  08/26/26
...
Cyan scourge upon the earth resort
  08/28/26
Idk but whatever it is it happened in Israel, that much i do...
misanthropic party of the first part
  08/25/26
180 monikor poast synergy
Silver bearded school cafeteria
  08/25/26
Thanks brotha
misanthropic party of the first part
  08/25/26
...
Cyan scourge upon the earth resort
  08/28/26
...
Cerebral tanning salon partner
  08/25/26
...
outnumbered sickened blood rage menage
  08/25/26
the tokenization process became faster and more workable. t...
Painfully honest stage ratface
  08/25/26
was the tokenization itself a novel process? otherwise, what...
Lake marvelous step-uncle's house
  08/26/26
in large part, yes. it was mostly theoretical prior to the ...
Painfully honest stage ratface
  08/26/26
interesting. ty.
Lake marvelous step-uncle's house
  08/26/26
scale
aquamarine weed whacker ladyboy
  08/25/26
better demons and better sigils
Silver bearded school cafeteria
  08/25/26
Rachmiel retired from XO to give AI all his attention, proba...
Cyan scourge upon the earth resort
  08/25/26
Rach created an AI digital twin but because it is *his* digi...
Erotic bateful kitty cat
  08/26/26
🤯🤯🤯
Cyan scourge upon the earth resort
  08/26/26
my understanding of it is that they realized chaining unimag...
Electric Selfie
  08/26/26
this is what the human brain does anyway imo it has great ne...
Dead Effete Nibblets
  08/26/26
2022 AI capex levels for US hyperscalers went hyperbolic-- i...
swashbuckling charcoal stag film rigpig
  08/26/26
AI Dungeon went viral and people tried GPT and wanted more.
outnumbered sickened blood rage menage
  08/26/26
https://en.wikipedia.org/wiki/Generative_AI GenAI is what...
Erotic bateful kitty cat
  08/26/26
crypto mining shit the bed so Nvidia needed to repurpose the...
racy orange voyeur sweet tailpipe
  08/26/26


Poast new message in this thread



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Date: August 25th, 2026 3:06 PM
Author: Lake marvelous step-uncle's house

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锞兾告触锟界锟絇HPSESSID=962c303388ae8b5678383d002493727e#50092219)



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Date: August 25th, 2026 3:08 PM
Author: submissive orchestra pit incel

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锞兾告触锟界锟絇HPSESSID=962c303388ae8b5678383d002493727e#50092226)



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Date: August 25th, 2026 4:53 PM
Author: Silver bearded school cafeteria

this not flame

the demons received the proper blood sacrifices imo

(http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2锞兾告触锟界锟絇HPSESSID=962c303388ae8b5678383d002493727e#50092519)



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Date: August 25th, 2026 7:04 PM
Author: submissive orchestra pit incel

You bet your ass it's not flame bud

(http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2锞兾告触锟界锟絇HPSESSID=962c303388ae8b5678383d002493727e#50092793)



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Date: August 25th, 2026 4:53 PM
Author: Cerebral tanning salon partner



(http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2锞兾告触锟界锟絇HPSESSID=962c303388ae8b5678383d002493727e#50092522)



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Date: August 26th, 2026 11:16 AM
Author: Glittery emerald house

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锞兾告触锟界锟絇HPSESSID=962c303388ae8b5678383d002493727e#50094073)



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Date: August 26th, 2026 7:02 PM
Author: submissive orchestra pit incel

So he's not det then

(http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2锞兾告触锟界锟絇HPSESSID=962c303388ae8b5678383d002493727e#50095130)



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Date: August 29th, 2026 3:05 PM
Author: Glittery emerald house

He simply exited our realm. It's uncanny. He "dies" after spending years more-or-less coordinating world events. Then Covid is ushered in months after his death and then LLMs go full bore.

The crazier part of my pet theory on this is that meetings between Epstein and major world figures are retroactively brought into existence as needed.

"Trump's going to release the Epstein files!" Oh weird, here are a bunch of photos and videos out of fucking nowhere showing them hanging out together.

Greater powers than we can imagine are at work.

(http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2锞兾告触锟界锟絇HPSESSID=962c303388ae8b5678383d002493727e#50101888)



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Date: August 26th, 2026 1:23 PM
Author: Brass concupiscible tattoo

Cr

(http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2锞兾告触锟界锟絇HPSESSID=962c303388ae8b5678383d002493727e#50094419)



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Date: August 28th, 2026 11:51 PM
Author: Cyan scourge upon the earth resort



(http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2锞兾告触锟界锟絇HPSESSID=962c303388ae8b5678383d002493727e#50101020)



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Date: August 25th, 2026 3:35 PM
Author: razzmatazz wagecucks lay

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

(http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2锞兾告触锟界锟絇HPSESSID=962c303388ae8b5678383d002493727e#50092306)



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Date: August 25th, 2026 4:54 PM
Author: Cerebral tanning salon partner

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锞兾告触锟界锟絇HPSESSID=962c303388ae8b5678383d002493727e#50092524)



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Date: August 26th, 2026 6:37 PM
Author: Stubborn poppy shrine deer antler



(http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2锞兾告触锟界锟絇HPSESSID=962c303388ae8b5678383d002493727e#50095083)



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Date: August 26th, 2026 6:38 PM
Author: aquamarine weed whacker ladyboy



(http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2锞兾告触锟界锟絇HPSESSID=962c303388ae8b5678383d002493727e#50095087)



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Date: August 28th, 2026 11:51 PM
Author: Cyan scourge upon the earth resort



(http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2锞兾告触锟界锟絇HPSESSID=962c303388ae8b5678383d002493727e#50101019)



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Date: August 25th, 2026 4:46 PM
Author: misanthropic party of the first part

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锞兾告触锟界锟絇HPSESSID=962c303388ae8b5678383d002493727e#50092511)



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Date: August 25th, 2026 4:53 PM
Author: Silver bearded school cafeteria

180 monikor poast synergy

(http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2锞兾告触锟界锟絇HPSESSID=962c303388ae8b5678383d002493727e#50092520)



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Date: August 25th, 2026 5:55 PM
Author: misanthropic party of the first part

Thanks brotha

(http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2锞兾告触锟界锟絇HPSESSID=962c303388ae8b5678383d002493727e#50092655)



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Date: August 28th, 2026 11:50 PM
Author: Cyan scourge upon the earth resort



(http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2锞兾告触锟界锟絇HPSESSID=962c303388ae8b5678383d002493727e#50101018)



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Date: August 25th, 2026 4:53 PM
Author: Cerebral tanning salon partner



(http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2锞兾告触锟界锟絇HPSESSID=962c303388ae8b5678383d002493727e#50092521)



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Date: August 25th, 2026 4:57 PM
Author: outnumbered sickened blood rage menage



(http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2锞兾告触锟界锟絇HPSESSID=962c303388ae8b5678383d002493727e#50092526)



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Date: August 25th, 2026 7:19 PM
Author: Painfully honest stage ratface

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.

(http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2锞兾告触锟界锟絇HPSESSID=962c303388ae8b5678383d002493727e#50092831)



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Date: August 26th, 2026 11:09 AM
Author: Lake marvelous step-uncle's house

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锞兾告触锟界锟絇HPSESSID=962c303388ae8b5678383d002493727e#50094068)



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Date: August 26th, 2026 5:39 PM
Author: Painfully honest stage ratface

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锞兾告触锟界锟絇HPSESSID=962c303388ae8b5678383d002493727e#50094992)



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Date: August 26th, 2026 6:08 PM
Author: Lake marvelous step-uncle's house

interesting. ty.

(http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2锞兾告触锟界锟絇HPSESSID=962c303388ae8b5678383d002493727e#50095049)



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Date: August 25th, 2026 7:21 PM
Author: aquamarine weed whacker ladyboy

scale

(http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2锞兾告触锟界锟絇HPSESSID=962c303388ae8b5678383d002493727e#50092836)



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Date: August 25th, 2026 7:21 PM
Author: Silver bearded school cafeteria

better demons and better sigils

(http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2锞兾告触锟界锟絇HPSESSID=962c303388ae8b5678383d002493727e#50092839)



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Date: August 25th, 2026 8:07 PM
Author: Cyan scourge upon the earth resort

Rachmiel retired from XO to give AI all his attention, probably

(http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2锞兾告触锟界锟絇HPSESSID=962c303388ae8b5678383d002493727e#50092969)



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Date: August 26th, 2026 5:41 PM
Author: Erotic bateful kitty cat

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锞兾告触锟界锟絇HPSESSID=962c303388ae8b5678383d002493727e#50094996)



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Date: August 26th, 2026 9:05 PM
Author: Cyan scourge upon the earth resort

🤯🤯🤯

(http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2锞兾告触锟界锟絇HPSESSID=962c303388ae8b5678383d002493727e#50095431)



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Date: August 26th, 2026 11:18 AM
Author: Electric Selfie

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锞兾告触锟界锟絇HPSESSID=962c303388ae8b5678383d002493727e#50094079)



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Date: August 26th, 2026 11:43 AM
Author: Dead Effete Nibblets

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锞兾告触锟界锟絇HPSESSID=962c303388ae8b5678383d002493727e#50094164)



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Date: August 26th, 2026 12:58 PM
Author: swashbuckling charcoal stag film rigpig

2022 AI capex levels for US hyperscalers went hyperbolic-- in other words:

too big, too rich, too expensive to fail

(http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2锞兾告触锟界锟絇HPSESSID=962c303388ae8b5678383d002493727e#50094316)



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Date: August 26th, 2026 1:03 PM
Author: outnumbered sickened blood rage menage

AI Dungeon went viral and people tried GPT and wanted more.

(http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2锞兾告触锟界锟絇HPSESSID=962c303388ae8b5678383d002493727e#50094334)



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Date: August 26th, 2026 5:44 PM
Author: Erotic bateful kitty cat

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.

(http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2锞兾告触锟界锟絇HPSESSID=962c303388ae8b5678383d002493727e#50094997)



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Date: August 26th, 2026 6:20 PM
Author: racy orange voyeur sweet tailpipe

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锞兾告触锟界锟絇HPSESSID=962c303388ae8b5678383d002493727e#50095058)