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what “clicked” for ai/llms in 2022?

for 30+ years, “ai” consisted of borderline usel...
Costumed pungent sanctuary windowlicker
  08/25/26
CERN unlocked portal to other side of black hole hell from E...
wonderful hospital cumskin
  08/25/26
this not flame the demons received the proper blood sacri...
razzle slate dopamine national
  08/25/26
You bet your ass it's not flame bud
wonderful hospital cumskin
  08/25/26
...
Metaphysics Is Solved
  08/25/26
Unironically I believe Epstein was an ultraterrestrial who w...
Richard Ames
  08/26/26
So he's not det then
wonderful hospital cumskin
  08/26/26
He simply exited our realm. It's uncanny. He "dies"...
Richard Ames
  08/29/26
Cr
Startling stage
  08/26/26
...
Stimulating wild stain foreskin
  08/28/26
Seminal "Attention is All You Need" transformer pa...
Zombie-like electric pozpig degenerate
  08/25/26
yeah but your missing the demon and jew angles as other poas...
Metaphysics Is Solved
  08/25/26
...
flatulent internal respiration main people
  08/26/26
...
"in real life"
  08/26/26
...
Stimulating wild stain foreskin
  08/28/26
Idk but whatever it is it happened in Israel, that much i do...
disgusting poppy tattoo
  08/25/26
180 monikor poast synergy
razzle slate dopamine national
  08/25/26
Thanks brotha
disgusting poppy tattoo
  08/25/26
...
Stimulating wild stain foreskin
  08/28/26
...
Metaphysics Is Solved
  08/25/26
...
adventurous halford
  08/25/26
the tokenization process became faster and more workable. t...
cheese-eating floppy field
  08/25/26
was the tokenization itself a novel process? otherwise, what...
Costumed pungent sanctuary windowlicker
  08/26/26
in large part, yes. it was mostly theoretical prior to the ...
cheese-eating floppy field
  08/26/26
interesting. ty.
Costumed pungent sanctuary windowlicker
  08/26/26
scale
"in real life"
  08/25/26
better demons and better sigils
razzle slate dopamine national
  08/25/26
Rachmiel retired from XO to give AI all his attention, proba...
Stimulating wild stain foreskin
  08/25/26
Rach created an AI digital twin but because it is *his* digi...
Provocative blue sandwich house
  08/26/26
🤯🤯🤯
Stimulating wild stain foreskin
  08/26/26
my understanding of it is that they realized chaining unimag...
orchid comical nursing home
  08/26/26
this is what the human brain does anyway imo it has great ne...
Fishy Property Background Story
  08/26/26
2022 AI capex levels for US hyperscalers went hyperbolic-- i...
Brussels Sprout (Apropos of the Wet Snow)
  08/26/26
AI Dungeon went viral and people tried GPT and wanted more.
adventurous halford
  08/26/26
https://en.wikipedia.org/wiki/Generative_AI GenAI is what...
Provocative blue sandwich house
  08/26/26
crypto mining shit the bed so Nvidia needed to repurpose the...
out-of-control mood
  08/26/26


Poast new message in this thread



Reply

Date: August 25th, 2026 3:06 PM
Author: Costumed pungent sanctuary windowlicker

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?

(https://xoxohth.com/thread.php?thread_id=5897084&forum_id=2#50092219)



Reply

Date: August 25th, 2026 3:08 PM
Author: wonderful hospital cumskin

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?

(https://xoxohth.com/thread.php?thread_id=5897084&forum_id=2#50092226)



Reply

Date: August 25th, 2026 4:53 PM
Author: razzle slate dopamine national

this not flame

the demons received the proper blood sacrifices imo

(https://xoxohth.com/thread.php?thread_id=5897084&forum_id=2#50092519)



Reply

Date: August 25th, 2026 7:04 PM
Author: wonderful hospital cumskin

You bet your ass it's not flame bud

(https://xoxohth.com/thread.php?thread_id=5897084&forum_id=2#50092793)



Reply

Date: August 25th, 2026 4:53 PM
Author: Metaphysics Is Solved



(https://xoxohth.com/thread.php?thread_id=5897084&forum_id=2#50092522)



Reply

Date: August 26th, 2026 11:16 AM
Author: Richard Ames

Unironically I believe Epstein was an ultraterrestrial who was preparing our realm for this event.

(https://xoxohth.com/thread.php?thread_id=5897084&forum_id=2#50094073)



Reply

Date: August 26th, 2026 7:02 PM
Author: wonderful hospital cumskin

So he's not det then

(https://xoxohth.com/thread.php?thread_id=5897084&forum_id=2#50095130)



Reply

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.

(https://xoxohth.com/thread.php?thread_id=5897084&forum_id=2#50101888)



Reply

Date: August 26th, 2026 1:23 PM
Author: Startling stage

Cr

(https://xoxohth.com/thread.php?thread_id=5897084&forum_id=2#50094419)



Reply

Date: August 28th, 2026 11:51 PM
Author: Stimulating wild stain foreskin



(https://xoxohth.com/thread.php?thread_id=5897084&forum_id=2#50101020)



Reply

Date: August 25th, 2026 3:35 PM
Author: Zombie-like electric pozpig degenerate

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

(https://xoxohth.com/thread.php?thread_id=5897084&forum_id=2#50092306)



Reply

Date: August 25th, 2026 4:54 PM
Author: Metaphysics Is Solved

yeah but your missing the demon and jew angles as other poasters have discussed itt

(https://xoxohth.com/thread.php?thread_id=5897084&forum_id=2#50092524)



Reply

Date: August 26th, 2026 6:37 PM
Author: flatulent internal respiration main people



(https://xoxohth.com/thread.php?thread_id=5897084&forum_id=2#50095083)



Reply

Date: August 26th, 2026 6:38 PM
Author: "in real life"



(https://xoxohth.com/thread.php?thread_id=5897084&forum_id=2#50095087)



Reply

Date: August 28th, 2026 11:51 PM
Author: Stimulating wild stain foreskin



(https://xoxohth.com/thread.php?thread_id=5897084&forum_id=2#50101019)



Reply

Date: August 25th, 2026 4:46 PM
Author: disgusting poppy tattoo

Idk but whatever it is it happened in Israel, that much i do know

(https://xoxohth.com/thread.php?thread_id=5897084&forum_id=2#50092511)



Reply

Date: August 25th, 2026 4:53 PM
Author: razzle slate dopamine national

180 monikor poast synergy

(https://xoxohth.com/thread.php?thread_id=5897084&forum_id=2#50092520)



Reply

Date: August 25th, 2026 5:55 PM
Author: disgusting poppy tattoo

Thanks brotha

(https://xoxohth.com/thread.php?thread_id=5897084&forum_id=2#50092655)



Reply

Date: August 28th, 2026 11:50 PM
Author: Stimulating wild stain foreskin



(https://xoxohth.com/thread.php?thread_id=5897084&forum_id=2#50101018)



Reply

Date: August 25th, 2026 4:53 PM
Author: Metaphysics Is Solved



(https://xoxohth.com/thread.php?thread_id=5897084&forum_id=2#50092521)



Reply

Date: August 25th, 2026 4:57 PM
Author: adventurous halford



(https://xoxohth.com/thread.php?thread_id=5897084&forum_id=2#50092526)



Reply

Date: August 25th, 2026 7:19 PM
Author: cheese-eating floppy field

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.

(https://xoxohth.com/thread.php?thread_id=5897084&forum_id=2#50092831)



Reply

Date: August 26th, 2026 11:09 AM
Author: Costumed pungent sanctuary windowlicker

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.

(https://xoxohth.com/thread.php?thread_id=5897084&forum_id=2#50094068)



Reply

Date: August 26th, 2026 5:39 PM
Author: cheese-eating floppy field

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.

(https://xoxohth.com/thread.php?thread_id=5897084&forum_id=2#50094992)



Reply

Date: August 26th, 2026 6:08 PM
Author: Costumed pungent sanctuary windowlicker

interesting. ty.

(https://xoxohth.com/thread.php?thread_id=5897084&forum_id=2#50095049)



Reply

Date: August 25th, 2026 7:21 PM
Author: "in real life"

scale

(https://xoxohth.com/thread.php?thread_id=5897084&forum_id=2#50092836)



Reply

Date: August 25th, 2026 7:21 PM
Author: razzle slate dopamine national

better demons and better sigils

(https://xoxohth.com/thread.php?thread_id=5897084&forum_id=2#50092839)



Reply

Date: August 25th, 2026 8:07 PM
Author: Stimulating wild stain foreskin

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

(https://xoxohth.com/thread.php?thread_id=5897084&forum_id=2#50092969)



Reply

Date: August 26th, 2026 5:41 PM
Author: Provocative blue sandwich house

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.

(https://xoxohth.com/thread.php?thread_id=5897084&forum_id=2#50094996)



Reply

Date: August 26th, 2026 9:05 PM
Author: Stimulating wild stain foreskin

🤯🤯🤯

(https://xoxohth.com/thread.php?thread_id=5897084&forum_id=2#50095431)



Reply

Date: August 26th, 2026 11:18 AM
Author: orchid comical nursing home

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.

(https://xoxohth.com/thread.php?thread_id=5897084&forum_id=2#50094079)



Reply

Date: August 26th, 2026 11:43 AM
Author: Fishy Property Background Story

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

(https://xoxohth.com/thread.php?thread_id=5897084&forum_id=2#50094164)



Reply

Date: August 26th, 2026 12:58 PM
Author: Brussels Sprout (Apropos of the Wet Snow)

2022 AI capex levels for US hyperscalers went hyperbolic-- in other words:

too big, too rich, too expensive to fail

(https://xoxohth.com/thread.php?thread_id=5897084&forum_id=2#50094316)



Reply

Date: August 26th, 2026 1:03 PM
Author: adventurous halford

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

(https://xoxohth.com/thread.php?thread_id=5897084&forum_id=2#50094334)



Reply

Date: August 26th, 2026 5:44 PM
Author: Provocative blue sandwich house

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.

(https://xoxohth.com/thread.php?thread_id=5897084&forum_id=2#50094997)



Reply

Date: August 26th, 2026 6:20 PM
Author: out-of-control mood

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

(https://xoxohth.com/thread.php?thread_id=5897084&forum_id=2#50095058)