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what “clicked” for ai/llms in 2022?

for 30+ years, “ai” consisted of borderline usel...
Vivacious Fat Ankles
  08/25/26
CERN unlocked portal to other side of black hole hell from E...
tan vengeful state incel
  08/25/26
this not flame the demons received the proper blood sacri...
nudist messiness
  08/25/26
You bet your ass it's not flame bud
tan vengeful state incel
  08/25/26
...
odious adulterous address
  08/25/26
Unironically I believe Epstein was an ultraterrestrial who w...
indecent wagecucks
  08/26/26
So he's not det then
tan vengeful state incel
  08/26/26
He simply exited our realm. It's uncanny. He "dies"...
indecent wagecucks
  08/29/26
Cr
Bistre cruise ship
  08/26/26
...
Histrionic Magical Boiling Water
  08/28/26
Seminal "Attention is All You Need" transformer pa...
scarlet razzmatazz step-uncle's house
  08/25/26
yeah but your missing the demon and jew angles as other poas...
odious adulterous address
  08/25/26
...
Light piazza mood
  08/26/26
...
Exhilarant kitty cat
  08/26/26
...
Histrionic Magical Boiling Water
  08/28/26
Idk but whatever it is it happened in Israel, that much i do...
stimulating bright hairy legs candlestick maker
  08/25/26
180 monikor poast synergy
nudist messiness
  08/25/26
Thanks brotha
stimulating bright hairy legs candlestick maker
  08/25/26
...
Histrionic Magical Boiling Water
  08/28/26
...
odious adulterous address
  08/25/26
...
slimy bossy bawdyhouse idiot
  08/25/26
the tokenization process became faster and more workable. t...
glassy native
  08/25/26
was the tokenization itself a novel process? otherwise, what...
Vivacious Fat Ankles
  08/26/26
in large part, yes. it was mostly theoretical prior to the ...
glassy native
  08/26/26
interesting. ty.
Vivacious Fat Ankles
  08/26/26
scale
Exhilarant kitty cat
  08/25/26
better demons and better sigils
nudist messiness
  08/25/26
Rachmiel retired from XO to give AI all his attention, proba...
Histrionic Magical Boiling Water
  08/25/26
Rach created an AI digital twin but because it is *his* digi...
spectacular out-of-control old irish cottage scourge upon the earth
  08/26/26
🤯🤯🤯
Histrionic Magical Boiling Water
  08/26/26
my understanding of it is that they realized chaining unimag...
flickering resort toaster
  08/26/26
this is what the human brain does anyway imo it has great ne...
Fragrant unhinged parlor pervert
  08/26/26
2022 AI capex levels for US hyperscalers went hyperbolic-- i...
irradiated umber plaza
  08/26/26
AI Dungeon went viral and people tried GPT and wanted more.
slimy bossy bawdyhouse idiot
  08/26/26
https://en.wikipedia.org/wiki/Generative_AI GenAI is what...
spectacular out-of-control old irish cottage scourge upon the earth
  08/26/26
crypto mining shit the bed so Nvidia needed to repurpose the...
internet-worthy arrogant forum dysfunction
  08/26/26


Poast new message in this thread



Reply Favorite

Date: August 25th, 2026 3:06 PM
Author: Vivacious Fat Ankles

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=2ГѓЖ’#50092219)



Reply Favorite

Date: August 25th, 2026 3:08 PM
Author: tan vengeful state 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=2ГѓЖ’#50092226)



Reply Favorite

Date: August 25th, 2026 4:53 PM
Author: nudist messiness

this not flame

the demons received the proper blood sacrifices imo

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



Reply Favorite

Date: August 25th, 2026 7:04 PM
Author: tan vengeful state incel

You bet your ass it's not flame bud

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



Reply Favorite

Date: August 25th, 2026 4:53 PM
Author: odious adulterous address



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



Reply Favorite

Date: August 26th, 2026 11:16 AM
Author: indecent wagecucks

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=2ГѓЖ’#50094073)



Reply Favorite

Date: August 26th, 2026 7:02 PM
Author: tan vengeful state incel

So he's not det then

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



Reply Favorite

Date: August 29th, 2026 3:05 PM
Author: indecent wagecucks

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=2ГѓЖ’#50101888)



Reply Favorite

Date: August 26th, 2026 1:23 PM
Author: Bistre cruise ship

Cr

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



Reply Favorite

Date: August 28th, 2026 11:51 PM
Author: Histrionic Magical Boiling Water



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



Reply Favorite

Date: August 25th, 2026 3:35 PM
Author: scarlet razzmatazz step-uncle's house

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=2ГѓЖ’#50092306)



Reply Favorite

Date: August 25th, 2026 4:54 PM
Author: odious adulterous address

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=2ГѓЖ’#50092524)



Reply Favorite

Date: August 26th, 2026 6:37 PM
Author: Light piazza mood



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



Reply Favorite

Date: August 26th, 2026 6:38 PM
Author: Exhilarant kitty cat



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



Reply Favorite

Date: August 28th, 2026 11:51 PM
Author: Histrionic Magical Boiling Water



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



Reply Favorite

Date: August 25th, 2026 4:46 PM
Author: stimulating bright hairy legs candlestick maker

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=2ГѓЖ’#50092511)



Reply Favorite

Date: August 25th, 2026 4:53 PM
Author: nudist messiness

180 monikor poast synergy

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



Reply Favorite

Date: August 25th, 2026 5:55 PM
Author: stimulating bright hairy legs candlestick maker

Thanks brotha

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



Reply Favorite

Date: August 28th, 2026 11:50 PM
Author: Histrionic Magical Boiling Water



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



Reply Favorite

Date: August 25th, 2026 4:53 PM
Author: odious adulterous address



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



Reply Favorite

Date: August 25th, 2026 4:57 PM
Author: slimy bossy bawdyhouse idiot



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



Reply Favorite

Date: August 25th, 2026 7:19 PM
Author: glassy native

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=2ГѓЖ’#50092831)



Reply Favorite

Date: August 26th, 2026 11:09 AM
Author: Vivacious Fat Ankles

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=2ГѓЖ’#50094068)



Reply Favorite

Date: August 26th, 2026 5:39 PM
Author: glassy native

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=2ГѓЖ’#50094992)



Reply Favorite

Date: August 26th, 2026 6:08 PM
Author: Vivacious Fat Ankles

interesting. ty.

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



Reply Favorite

Date: August 25th, 2026 7:21 PM
Author: Exhilarant kitty cat

scale

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



Reply Favorite

Date: August 25th, 2026 7:21 PM
Author: nudist messiness

better demons and better sigils

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



Reply Favorite

Date: August 25th, 2026 8:07 PM
Author: Histrionic Magical Boiling Water

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

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



Reply Favorite

Date: August 26th, 2026 5:41 PM
Author: spectacular out-of-control old irish cottage scourge upon the earth

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=2ГѓЖ’#50094996)



Reply Favorite

Date: August 26th, 2026 9:05 PM
Author: Histrionic Magical Boiling Water

🤯🤯🤯

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



Reply Favorite

Date: August 26th, 2026 11:18 AM
Author: flickering resort toaster

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=2ГѓЖ’#50094079)



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Date: August 26th, 2026 11:43 AM
Author: Fragrant unhinged parlor pervert

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=2ГѓЖ’#50094164)



Reply Favorite

Date: August 26th, 2026 12:58 PM
Author: irradiated umber plaza

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=2ГѓЖ’#50094316)



Reply Favorite

Date: August 26th, 2026 1:03 PM
Author: slimy bossy bawdyhouse idiot

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

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



Reply Favorite

Date: August 26th, 2026 5:44 PM
Author: spectacular out-of-control old irish cottage scourge upon the earth

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=2ГѓЖ’#50094997)



Reply Favorite

Date: August 26th, 2026 6:20 PM
Author: internet-worthy arrogant forum dysfunction

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=2ГѓЖ’#50095058)