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what “clicked” for ai/llms in 2022?

for 30+ years, “ai” consisted of borderline usel...
Duck-like Haunted Graveyard Travel Guidebook
  08/25/26
CERN unlocked portal to other side of black hole hell from E...
Supple balding milk
  08/25/26
this not flame the demons received the proper blood sacri...
Adventurous at-the-ready locus nibblets
  08/25/26
You bet your ass it's not flame bud
Supple balding milk
  08/25/26
...
aphrodisiac lavender rehab masturbator
  08/25/26
Unironically I believe Epstein was an ultraterrestrial who w...
metal round eye center
  08/26/26
So he's not det then
Supple balding milk
  08/26/26
He simply exited our realm. It's uncanny. He "dies"...
metal round eye center
  08/29/26
Cr
Fragrant Bat Shit Crazy Chad Theater
  08/26/26
...
appetizing maroon stage wagecucks
  08/28/26
Seminal "Attention is All You Need" transformer pa...
tantric office
  08/25/26
yeah but your missing the demon and jew angles as other poas...
aphrodisiac lavender rehab masturbator
  08/25/26
...
dark costumed nowag
  08/26/26
...
translucent ticket booth
  08/26/26
...
appetizing maroon stage wagecucks
  08/28/26
Idk but whatever it is it happened in Israel, that much i do...
rusted brunch
  08/25/26
180 monikor poast synergy
Adventurous at-the-ready locus nibblets
  08/25/26
Thanks brotha
rusted brunch
  08/25/26
...
appetizing maroon stage wagecucks
  08/28/26
...
aphrodisiac lavender rehab masturbator
  08/25/26
...
Comical Naked Resort New Version
  08/25/26
the tokenization process became faster and more workable. t...
brass titillating coldplay fan
  08/25/26
was the tokenization itself a novel process? otherwise, what...
Duck-like Haunted Graveyard Travel Guidebook
  08/26/26
in large part, yes. it was mostly theoretical prior to the ...
brass titillating coldplay fan
  08/26/26
interesting. ty.
Duck-like Haunted Graveyard Travel Guidebook
  08/26/26
scale
translucent ticket booth
  08/25/26
better demons and better sigils
Adventurous at-the-ready locus nibblets
  08/25/26
Rachmiel retired from XO to give AI all his attention, proba...
appetizing maroon stage wagecucks
  08/25/26
Rach created an AI digital twin but because it is *his* digi...
Mentally Impaired Swollen Menage Goyim
  08/26/26
🤯🤯🤯
appetizing maroon stage wagecucks
  08/26/26
my understanding of it is that they realized chaining unimag...
Rambunctious bateful set coffee pot
  08/26/26
this is what the human brain does anyway imo it has great ne...
Impertinent Odious Lettuce Water Buffalo
  08/26/26
2022 AI capex levels for US hyperscalers went hyperbolic-- i...
dead crystalline sanctuary
  08/26/26
AI Dungeon went viral and people tried GPT and wanted more.
Comical Naked Resort New Version
  08/26/26
https://en.wikipedia.org/wiki/Generative_AI GenAI is what...
Mentally Impaired Swollen Menage Goyim
  08/26/26
crypto mining shit the bed so Nvidia needed to repurpose the...
Ebony Irradiated Persian Twinkling Uncleanness
  08/26/26


Poast new message in this thread



Reply Favorite

Date: August 25th, 2026 3:06 PM
Author: Duck-like Haunted Graveyard Travel Guidebook

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=2Vannesa#50092219)



Reply Favorite

Date: August 25th, 2026 3:08 PM
Author: Supple balding milk

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=2Vannesa#50092226)



Reply Favorite

Date: August 25th, 2026 4:53 PM
Author: Adventurous at-the-ready locus nibblets

this not flame

the demons received the proper blood sacrifices imo

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



Reply Favorite

Date: August 25th, 2026 7:04 PM
Author: Supple balding milk

You bet your ass it's not flame bud

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



Reply Favorite

Date: August 25th, 2026 4:53 PM
Author: aphrodisiac lavender rehab masturbator



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



Reply Favorite

Date: August 26th, 2026 11:16 AM
Author: metal round eye center

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=2Vannesa#50094073)



Reply Favorite

Date: August 26th, 2026 7:02 PM
Author: Supple balding milk

So he's not det then

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



Reply Favorite

Date: August 29th, 2026 3:05 PM
Author: metal round eye center

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=2Vannesa#50101888)



Reply Favorite

Date: August 26th, 2026 1:23 PM
Author: Fragrant Bat Shit Crazy Chad Theater

Cr

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



Reply Favorite

Date: August 28th, 2026 11:51 PM
Author: appetizing maroon stage wagecucks



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



Reply Favorite

Date: August 25th, 2026 3:35 PM
Author: tantric 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=2Vannesa#50092306)



Reply Favorite

Date: August 25th, 2026 4:54 PM
Author: aphrodisiac lavender rehab masturbator

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=2Vannesa#50092524)



Reply Favorite

Date: August 26th, 2026 6:37 PM
Author: dark costumed nowag



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



Reply Favorite

Date: August 26th, 2026 6:38 PM
Author: translucent ticket booth



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



Reply Favorite

Date: August 28th, 2026 11:51 PM
Author: appetizing maroon stage wagecucks



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



Reply Favorite

Date: August 25th, 2026 4:46 PM
Author: rusted brunch

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=2Vannesa#50092511)



Reply Favorite

Date: August 25th, 2026 4:53 PM
Author: Adventurous at-the-ready locus nibblets

180 monikor poast synergy

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



Reply Favorite

Date: August 25th, 2026 5:55 PM
Author: rusted brunch

Thanks brotha

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



Reply Favorite

Date: August 28th, 2026 11:50 PM
Author: appetizing maroon stage wagecucks



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



Reply Favorite

Date: August 25th, 2026 4:53 PM
Author: aphrodisiac lavender rehab masturbator



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



Reply Favorite

Date: August 25th, 2026 4:57 PM
Author: Comical Naked Resort New Version



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



Reply Favorite

Date: August 25th, 2026 7:19 PM
Author: brass titillating coldplay fan

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=2Vannesa#50092831)



Reply Favorite

Date: August 26th, 2026 11:09 AM
Author: Duck-like Haunted Graveyard Travel Guidebook

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=2Vannesa#50094068)



Reply Favorite

Date: August 26th, 2026 5:39 PM
Author: brass titillating coldplay fan

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=2Vannesa#50094992)



Reply Favorite

Date: August 26th, 2026 6:08 PM
Author: Duck-like Haunted Graveyard Travel Guidebook

interesting. ty.

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



Reply Favorite

Date: August 25th, 2026 7:21 PM
Author: translucent ticket booth

scale

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



Reply Favorite

Date: August 25th, 2026 7:21 PM
Author: Adventurous at-the-ready locus nibblets

better demons and better sigils

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



Reply Favorite

Date: August 25th, 2026 8:07 PM
Author: appetizing maroon stage wagecucks

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

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



Reply Favorite

Date: August 26th, 2026 5:41 PM
Author: Mentally Impaired Swollen Menage Goyim

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=2Vannesa#50094996)



Reply Favorite

Date: August 26th, 2026 9:05 PM
Author: appetizing maroon stage wagecucks

🤯🤯🤯

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



Reply Favorite

Date: August 26th, 2026 11:18 AM
Author: Rambunctious bateful set coffee pot

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=2Vannesa#50094079)



Reply Favorite

Date: August 26th, 2026 11:43 AM
Author: Impertinent Odious Lettuce Water Buffalo

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=2Vannesa#50094164)



Reply Favorite

Date: August 26th, 2026 12:58 PM
Author: dead crystalline sanctuary

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=2Vannesa#50094316)



Reply Favorite

Date: August 26th, 2026 1:03 PM
Author: Comical Naked Resort New Version

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

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



Reply Favorite

Date: August 26th, 2026 5:44 PM
Author: Mentally Impaired Swollen Menage Goyim

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=2Vannesa#50094997)



Reply Favorite

Date: August 26th, 2026 6:20 PM
Author: Ebony Irradiated Persian Twinkling Uncleanness

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=2Vannesa#50095058)