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what “clicked” for ai/llms in 2022?

for 30+ years, “ai” consisted of borderline usel...
flatulent sound barrier
  08/25/26
CERN unlocked portal to other side of black hole hell from E...
buff vigorous french chef
  08/25/26
this not flame the demons received the proper blood sacri...
Dun Spectacular Tanning Salon Tank
  08/25/26
You bet your ass it's not flame bud
buff vigorous french chef
  08/25/26
...
indecent lodge
  08/25/26
Unironically I believe Epstein was an ultraterrestrial who w...
provocative degenerate
  08/26/26
So he's not det then
buff vigorous french chef
  08/26/26
He simply exited our realm. It's uncanny. He "dies"...
Richard Ames
  08/29/26
Cr
Hideous national
  08/26/26
...
@luz_aslana
  08/28/26
Seminal "Attention is All You Need" transformer pa...
Naked locale queen of the night
  08/25/26
yeah but your missing the demon and jew angles as other poas...
indecent lodge
  08/25/26
...
mischievous candlestick maker
  08/26/26
...
filthy comical community account
  08/26/26
...
@luz_aslana
  08/28/26
Idk but whatever it is it happened in Israel, that much i do...
Cordovan Property Weed Whacker
  08/25/26
180 monikor poast synergy
Dun Spectacular Tanning Salon Tank
  08/25/26
Thanks brotha
Cordovan Property Weed Whacker
  08/25/26
...
@luz_aslana
  08/28/26
...
indecent lodge
  08/25/26
...
floppy nudist forum half-breed
  08/25/26
the tokenization process became faster and more workable. t...
big-titted library stock car
  08/25/26
was the tokenization itself a novel process? otherwise, what...
flatulent sound barrier
  08/26/26
in large part, yes. it was mostly theoretical prior to the ...
big-titted library stock car
  08/26/26
interesting. ty.
flatulent sound barrier
  08/26/26
scale
filthy comical community account
  08/25/26
better demons and better sigils
Dun Spectacular Tanning Salon Tank
  08/25/26
Rachmiel retired from XO to give AI all his attention, proba...
bespoke lemon senate
  08/25/26
Rach created an AI digital twin but because it is *his* digi...
Deep athletic conference newt
  08/26/26
🤯🤯🤯
bespoke lemon senate
  08/26/26
my understanding of it is that they realized chaining unimag...
Drab fiercely-loyal boiling water
  08/26/26
this is what the human brain does anyway imo it has great ne...
Erotic therapy
  08/26/26
2022 AI capex levels for US hyperscalers went hyperbolic-- i...
Brass dead generalized bond
  08/26/26
AI Dungeon went viral and people tried GPT and wanted more.
floppy nudist forum half-breed
  08/26/26
https://en.wikipedia.org/wiki/Generative_AI GenAI is what...
Deep athletic conference newt
  08/26/26
crypto mining shit the bed so Nvidia needed to repurpose the...
Lake chapel
  08/26/26


Poast new message in this thread



Reply Favorite

Date: August 25th, 2026 3:06 PM
Author: flatulent sound barrier

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/en-en#50092219)



Reply Favorite

Date: August 25th, 2026 3:08 PM
Author: buff vigorous french chef

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/en-en#50092226)



Reply Favorite

Date: August 25th, 2026 4:53 PM
Author: Dun Spectacular Tanning Salon Tank

this not flame

the demons received the proper blood sacrifices imo

(http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2/en-en#50092519)



Reply Favorite

Date: August 25th, 2026 7:04 PM
Author: buff vigorous french chef

You bet your ass it's not flame bud

(http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2/en-en#50092793)



Reply Favorite

Date: August 25th, 2026 4:53 PM
Author: indecent lodge



(http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2/en-en#50092522)



Reply Favorite

Date: August 26th, 2026 11:16 AM
Author: provocative degenerate

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/en-en#50094073)



Reply Favorite

Date: August 26th, 2026 7:02 PM
Author: buff vigorous french chef

So he's not det then

(http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2/en-en#50095130)



Reply Favorite

Date: August 29th, 2026 3:05 PM
Author: Richard Ames

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/en-en#50101888)



Reply Favorite

Date: August 26th, 2026 1:23 PM
Author: Hideous national

Cr

(http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2/en-en#50094419)



Reply Favorite

Date: August 28th, 2026 11:51 PM
Author: @luz_aslana



(http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2/en-en#50101020)



Reply Favorite

Date: August 25th, 2026 3:35 PM
Author: Naked locale queen of the night

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/en-en#50092306)



Reply Favorite

Date: August 25th, 2026 4:54 PM
Author: indecent lodge

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/en-en#50092524)



Reply Favorite

Date: August 26th, 2026 6:37 PM
Author: mischievous candlestick maker



(http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2/en-en#50095083)



Reply Favorite

Date: August 26th, 2026 6:38 PM
Author: filthy comical community account



(http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2/en-en#50095087)



Reply Favorite

Date: August 28th, 2026 11:51 PM
Author: @luz_aslana



(http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2/en-en#50101019)



Reply Favorite

Date: August 25th, 2026 4:46 PM
Author: Cordovan Property Weed Whacker

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/en-en#50092511)



Reply Favorite

Date: August 25th, 2026 4:53 PM
Author: Dun Spectacular Tanning Salon Tank

180 monikor poast synergy

(http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2/en-en#50092520)



Reply Favorite

Date: August 25th, 2026 5:55 PM
Author: Cordovan Property Weed Whacker

Thanks brotha

(http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2/en-en#50092655)



Reply Favorite

Date: August 28th, 2026 11:50 PM
Author: @luz_aslana



(http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2/en-en#50101018)



Reply Favorite

Date: August 25th, 2026 4:53 PM
Author: indecent lodge



(http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2/en-en#50092521)



Reply Favorite

Date: August 25th, 2026 4:57 PM
Author: floppy nudist forum half-breed



(http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2/en-en#50092526)



Reply Favorite

Date: August 25th, 2026 7:19 PM
Author: big-titted library stock car

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/en-en#50092831)



Reply Favorite

Date: August 26th, 2026 11:09 AM
Author: flatulent sound barrier

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/en-en#50094068)



Reply Favorite

Date: August 26th, 2026 5:39 PM
Author: big-titted library stock car

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/en-en#50094992)



Reply Favorite

Date: August 26th, 2026 6:08 PM
Author: flatulent sound barrier

interesting. ty.

(http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2/en-en#50095049)



Reply Favorite

Date: August 25th, 2026 7:21 PM
Author: filthy comical community account

scale

(http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2/en-en#50092836)



Reply Favorite

Date: August 25th, 2026 7:21 PM
Author: Dun Spectacular Tanning Salon Tank

better demons and better sigils

(http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2/en-en#50092839)



Reply Favorite

Date: August 25th, 2026 8:07 PM
Author: bespoke lemon senate

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

(http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2/en-en#50092969)



Reply Favorite

Date: August 26th, 2026 5:41 PM
Author: Deep athletic conference newt

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/en-en#50094996)



Reply Favorite

Date: August 26th, 2026 9:05 PM
Author: bespoke lemon senate

🤯🤯🤯

(http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2/en-en#50095431)



Reply Favorite

Date: August 26th, 2026 11:18 AM
Author: Drab fiercely-loyal boiling water

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/en-en#50094079)



Reply Favorite

Date: August 26th, 2026 11:43 AM
Author: Erotic therapy

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/en-en#50094164)



Reply Favorite

Date: August 26th, 2026 12:58 PM
Author: Brass dead generalized bond

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/en-en#50094316)



Reply Favorite

Date: August 26th, 2026 1:03 PM
Author: floppy nudist forum half-breed

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

(http://www.autoadmit.com/thread.php?thread_id=5897084&forum_id=2/en-en#50094334)



Reply Favorite

Date: August 26th, 2026 5:44 PM
Author: Deep athletic conference newt

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/en-en#50094997)



Reply Favorite

Date: August 26th, 2026 6:20 PM
Author: Lake 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/en-en#50095058)