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what “clicked” for ai/llms in 2022?

for 30+ years, “ai” consisted of borderline usel...
Saffron Crawly Regret Keepsake Machete
  08/25/26
CERN unlocked portal to other side of black hole hell from E...
Maniacal orchestra pit
  08/25/26
this not flame the demons received the proper blood sacri...
dead parlor
  08/25/26
You bet your ass it's not flame bud
Maniacal orchestra pit
  08/25/26
...
Vigorous Ultramarine Cuck Useless Brakes
  08/25/26
Unironically I believe Epstein was an ultraterrestrial who w...
rose resort
  08/26/26
So he's not det then
Maniacal orchestra pit
  08/26/26
He simply exited our realm. It's uncanny. He "dies"...
rose resort
  08/29/26
Cr
swashbuckling stock car
  08/26/26
...
garnet aromatic potus stage
  08/28/26
Seminal "Attention is All You Need" transformer pa...
nofapping office
  08/25/26
yeah but your missing the demon and jew angles as other poas...
Vigorous Ultramarine Cuck Useless Brakes
  08/25/26
...
stirring violet den
  08/26/26
...
Haunting Organic Girlfriend
  08/26/26
...
garnet aromatic potus stage
  08/28/26
Idk but whatever it is it happened in Israel, that much i do...
exhilarant lime set juggernaut
  08/25/26
180 monikor poast synergy
dead parlor
  08/25/26
Thanks brotha
exhilarant lime set juggernaut
  08/25/26
...
garnet aromatic potus stage
  08/28/26
...
Vigorous Ultramarine Cuck Useless Brakes
  08/25/26
...
trip gas station ratface
  08/25/26
the tokenization process became faster and more workable. t...
Floppy Henna Mood
  08/25/26
was the tokenization itself a novel process? otherwise, what...
Saffron Crawly Regret Keepsake Machete
  08/26/26
in large part, yes. it was mostly theoretical prior to the ...
Floppy Henna Mood
  08/26/26
interesting. ty.
Saffron Crawly Regret Keepsake Machete
  08/26/26
scale
Haunting Organic Girlfriend
  08/25/26
better demons and better sigils
dead parlor
  08/25/26
Rachmiel retired from XO to give AI all his attention, proba...
garnet aromatic potus stage
  08/25/26
Rach created an AI digital twin but because it is *his* digi...
godawful charismatic windowlicker mother
  08/26/26
🤯🤯🤯
garnet aromatic potus stage
  08/26/26
my understanding of it is that they realized chaining unimag...
sinister razzmatazz area
  08/26/26
this is what the human brain does anyway imo it has great ne...
Arousing Genital Piercing Ticket Booth
  08/26/26
2022 AI capex levels for US hyperscalers went hyperbolic-- i...
Territorial bawdyhouse selfie
  08/26/26
AI Dungeon went viral and people tried GPT and wanted more.
trip gas station ratface
  08/26/26
https://en.wikipedia.org/wiki/Generative_AI GenAI is what...
godawful charismatic windowlicker mother
  08/26/26
crypto mining shit the bed so Nvidia needed to repurpose the...
Curious Chapel
  08/26/26


Poast new message in this thread



Reply Favorite

Date: August 25th, 2026 3:06 PM
Author: Saffron Crawly Regret Keepsake Machete

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: Maniacal orchestra pit

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: dead parlor

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: Maniacal orchestra pit

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: Vigorous Ultramarine Cuck Useless Brakes



(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: rose resort

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: Maniacal orchestra pit

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: rose resort

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: swashbuckling stock car

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: garnet aromatic potus stage



(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: nofapping office

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: Vigorous Ultramarine Cuck Useless Brakes

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: stirring violet den



(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: Haunting Organic Girlfriend



(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: garnet aromatic potus stage



(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: exhilarant lime set juggernaut

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: dead parlor

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: exhilarant lime set juggernaut

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: garnet aromatic potus stage



(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: Vigorous Ultramarine Cuck Useless Brakes



(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: trip gas station ratface



(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: Floppy Henna Mood

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: Saffron Crawly Regret Keepsake Machete

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: Floppy Henna Mood

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: Saffron Crawly Regret Keepsake Machete

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: Haunting Organic Girlfriend

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: dead parlor

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: garnet aromatic potus stage

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: godawful charismatic windowlicker mother

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: garnet aromatic potus stage

🤯🤯🤯

(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: sinister razzmatazz area

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: Arousing Genital Piercing Ticket Booth

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: Territorial bawdyhouse selfie

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: trip gas station ratface

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: godawful charismatic windowlicker mother

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: Curious Chapel

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)