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what “clicked” for ai/llms in 2022?

for 30+ years, “ai” consisted of borderline usel...
Titillating trust fund potus
  08/25/26
CERN unlocked portal to other side of black hole hell from E...
Aqua Principal's Office
  08/25/26
this not flame the demons received the proper blood sacri...
abnormal nudist state puppy
  08/25/26
You bet your ass it's not flame bud
Aqua Principal's Office
  08/25/26
...
blathering erotic karate plaza
  08/25/26
Unironically I believe Epstein was an ultraterrestrial who w...
Floppy ebony stag film multi-billionaire
  08/26/26
So he's not det then
average/ordinary/typical citizen/person
  08/26/26
He simply exited our realm. It's uncanny. He "dies"...
Richard Ames
  08/29/26
Cr
Self-absorbed wine point windowlicker
  08/26/26
...
@luz_aslana
  08/28/26
Seminal "Attention is All You Need" transformer pa...
Kink-friendly irate trailer park knife
  08/25/26
yeah but your missing the demon and jew angles as other poas...
blathering erotic karate plaza
  08/25/26
...
The Penis
  08/26/26
...
16 hrs/day online and he's keeping his sanity
  08/26/26
...
@luz_aslana
  08/28/26
Idk but whatever it is it happened in Israel, that much i do...
Bearded giraffe
  08/25/26
180 monikor poast synergy
abnormal nudist state puppy
  08/25/26
Thanks brotha
Bearded giraffe
  08/25/26
...
@luz_aslana
  08/28/26
...
blathering erotic karate plaza
  08/25/26
...
razzle amethyst international law enforcement agency forum
  08/25/26
the tokenization process became faster and more workable. t...
Carnelian Buck-toothed French Chef Chad
  08/25/26
was the tokenization itself a novel process? otherwise, what...
Titillating trust fund potus
  08/26/26
in large part, yes. it was mostly theoretical prior to the ...
Carnelian Buck-toothed French Chef Chad
  08/26/26
interesting. ty.
snake coke
  08/26/26
scale
adventurous haunting mental disorder rigor
  08/25/26
better demons and better sigils
abnormal nudist state puppy
  08/25/26
Rachmiel retired from XO to give AI all his attention, proba...
anal sepia locale
  08/25/26
Rach created an AI digital twin but because it is *his* digi...
Sticky smoky pit therapy
  08/26/26
🤯🤯🤯
@luz_aslana
  08/26/26
my understanding of it is that they realized chaining unimag...
opaque church pisswyrm
  08/26/26
this is what the human brain does anyway imo it has great ne...
Motley Adulterous Tanning Salon People Who Are Hurt
  08/26/26
2022 AI capex levels for US hyperscalers went hyperbolic-- i...
cracking chrome site
  08/26/26
AI Dungeon went viral and people tried GPT and wanted more.
razzle amethyst international law enforcement agency forum
  08/26/26
https://en.wikipedia.org/wiki/Generative_AI GenAI is what...
.,.,...,..,.,.,:,,:,.,.,:::,...,:,...:..:.,:.::,.
  08/26/26
crypto mining shit the bed so Nvidia needed to repurpose the...
Jared Baumeister
  08/26/26


Poast new message in this thread



Reply Favorite

Date: August 25th, 2026 3:06 PM
Author: Titillating trust fund potus

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: Aqua Principal's Office

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: abnormal nudist state puppy

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: Aqua Principal's Office

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: blathering erotic karate plaza



(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: Floppy ebony stag film multi-billionaire

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: average/ordinary/typical citizen/person

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: Self-absorbed wine point windowlicker

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: Kink-friendly irate trailer park knife

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: blathering erotic karate plaza

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: The Penis



(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: 16 hrs/day online and he's keeping his sanity



(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: Bearded giraffe

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: abnormal nudist state puppy

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: Bearded giraffe

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: blathering erotic karate plaza



(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: razzle amethyst international law enforcement agency forum



(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: Carnelian Buck-toothed French Chef Chad

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: Titillating trust fund potus

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: Carnelian Buck-toothed French Chef Chad

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: snake coke

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: adventurous haunting mental disorder rigor

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: abnormal nudist state puppy

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: anal sepia locale

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)



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Date: August 26th, 2026 5:41 PM
Author: Sticky smoky pit therapy

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: @luz_aslana

🤯🤯🤯

(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: opaque church pisswyrm

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)



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Date: August 26th, 2026 11:43 AM
Author: Motley Adulterous Tanning Salon People Who Are Hurt

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)



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Date: August 26th, 2026 12:58 PM
Author: cracking chrome site

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)



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Date: August 26th, 2026 1:03 PM
Author: razzle amethyst international law enforcement agency forum

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: .,.,...,..,.,.,:,,:,.,.,:::,...,:,...:..:.,:.::,.


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: 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/en-en#50095058)