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← Humanity's advantage is accumulated shared knowledge rather than…
17 connected korrents · 20 moments from 7 Sept 2008 to 17 Sept 2026.
Everything filed under LLMs
LLMs
Everything filed under AGI
AGI
Everything filed under AI and human skill
AI and human skill
Everything filed under AI and jobs
AI and jobs
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Read this korrent: Humanity's advantage is accumulated shared knowledge rather than higher intelligence — and AI models, which vanish with their context window, have none of it.
Humanity's advantage is accumulated shared knowledge rather than higher intelligence — and AI models, which vanish with their context window, have none of it.
Last stated 4 months ago
26 Jun 2026
NB
Noam Brown — holds since 2026-06-26 — tap for who they are
Same subject: Intelligence is becoming a choice rather than a byproduct of daily work: there will still be smart people, but only those who choose to be. — tap to centre the map on it
Intelligence is becoming a choice rather than a byproduct of daily work: there will still be smart people, but only those who choose to be.
Last stated 11 months ago
18 Nov 2025
PG
Paul Graham — holds since 2024-10-01 — tap for who they are
SY
Scott H. Young — holds since 2025-11-18 — tap for who they are
Same subject: Adapting over time is a workable answer to humans misusing AI and no answer at all to losing control of systems smarter than us. — tap to centre the map on it
Adapting over time is a workable answer to humans misusing AI and no answer at all to losing control of systems smarter than us.
Last stated 2 years ago
5 Apr 2025
HT
Helen Toner — holds since 2025-04-05 — tap for who they are
Same subject: AI systems are better than humans at coordinating with each other, and they move much faster than humans do. — tap to centre the map on it
AI systems are better than humans at coordinating with each other, and they move much faster than humans do.
Last stated 2 months ago
31 Aug 2026
JC
Jack Clark — holds since 2026-08-31 — tap for who they are
Same subject: Human-level AI is most likely centuries or millennia away, so there is no reason to reorganise one's work around its arrival. — tap to centre the map on it
Human-level AI is most likely centuries or millennia away, so there is no reason to reorganise one's work around its arrival.
Last stated 3 years ago
13 Dec 2023
SA
Scott Aaronson — holds since 2008-09-07 — tap for who they are
SA
Scott Aaronson — no longer holds since 2023-12-13 — tap for who they are
Same subject: The gap between chimps and humans is no evidence that a small increase in compute yields an explosion of capability, because evolution was not optimising chimps for technology. — tap to centre the map on it
The gap between chimps and humans is no evidence that a small increase in compute yields an explosion of capability, because evolution was not optimising chimps for technology.
Last stated 9 years ago
24 Feb 2018
PC
Paul Christiano — holds since 2018-02-24 — tap for who they are
Same subject: There is essentially no cognitive task humans do where AI improvement is failing to transfer at all. — tap to centre the map on it
There is essentially no cognitive task humans do where AI improvement is failing to transfer at all.
Last stated 2 months ago
11 Aug 2026
RG
Ryan Greenblatt — holds since 2026-08-11 — tap for who they are
Same subject: Copying a trained digital mind into the next one matters far more than learning from people, because no child can inherit another child's learning. — tap to centre the map on it
Copying a trained digital mind into the next one matters far more than learning from people, because no child can inherit another child's learning.
Last stated a year ago
26 Sept 2025
RS
Richard Sutton — holds since 2025-09-26 — tap for who they are
Same subject: AI is a tool and not something mystical: plenty of past technologies also took over things only humans had done. — tap to centre the map on it
AI is a tool and not something mystical: plenty of past technologies also took over things only humans had done.
Last stated 11 months ago
12 Nov 2025
SN
Satya Nadella — holds since 2025-11-12 — tap for who they are
Same subject: A badly written AI outbound email is evidence of a bad vendor, not of a limit of AI. — tap to centre the map on it
A badly written AI outbound email is evidence of a bad vendor, not of a limit of AI.
Last stated 10 months ago
1 Jan 2026
JL
Jason Lemkin — holds since 2026-01-01 — tap for who they are
Same subject: A bigger context window does not give you a smarter model; the intelligence of the model is what decides how much of that window it can actually attend to. — tap to centre the map on it
A bigger context window does not give you a smarter model; the intelligence of the model is what decides how much of that window it can actually attend to.
Last stated 3 months ago
15 Jul 2026
DH
Dex Horthy — holds since 2026-07-15 — tap for who they are
Same subject: A body of publications is easy for AI models to consume via pretraining corpora but cumbersome for most humans due to CAPTCHAs, accounts, and paywalls. — tap to centre the map on it
A body of publications is easy for AI models to consume via pretraining corpora but cumbersome for most humans due to CAPTCHAs, accounts, and paywalls.
Last stated a month ago
17 Sept 2026
PC
Patrick Collison — holds since 2026-09-17 — tap for who they are
Same subject: A tiny language model inventing a plausible-sounding name is the same phenomenon as a large one confidently stating a false fact. — tap to centre the map on it
A tiny language model inventing a plausible-sounding name is the same phenomenon as a large one confidently stating a false fact.
Last stated 8 months ago
12 Feb 2026
AK
Andrej Karpathy — holds since 2026-02-12 — tap for who they are
Same subject: AI should be released iteratively rather than built in secret, because AI and surprise do not go together and the world needs time to adapt before it is under the gun. — tap to centre the map on it
AI should be released iteratively rather than built in secret, because AI and surprise do not go together and the world needs time to adapt before it is under the gun.
Last stated 3 years ago
18 Mar 2024
SA
Sam Altman — holds since 2024-03-18 — tap for who they are
Same subject: An AI can already earn an A on a university economics midterm, years earlier than informed forecasters expected. — tap to centre the map on it
An AI can already earn an A on a university economics midterm, years earlier than informed forecasters expected.
Last stated 4 years ago
21 Mar 2023
BC
Bryan Caplan — holds since 2023-03-21 — tap for who they are
Same subject: As models keep growing, AI is running out of enough high-quality unique training tokens to keep up. — tap to centre the map on it
As models keep growing, AI is running out of enough high-quality unique training tokens to keep up.
Last stated 4 months ago
24 Jun 2026
LW
Lilian Weng — holds since 2026-06-24 — tap for who they are
Same subject: Current techniques restrict pre-trained representation power because standard language models are unidirectional. — tap to centre the map on it
Current techniques restrict pre-trained representation power because standard language models are unidirectional.
Last stated 8 years ago
11 Oct 2018
KT
Kristina Toutanova — holds since 2018-10-11 — tap for who they are
MC
Ming-Wei Chang — holds since 2018-10-11 — tap for who they are
KL
Kenton Lee — holds since 2018-10-11 — tap for who they are
JD
Jacob Devlin — holds since 2018-10-11 — tap for who they are
Same subject: Emergent abilities come from generalisation turning compositional, not merely from a training set containing a lot of stuff. — tap to centre the map on it
Emergent abilities come from generalisation turning compositional, not merely from a training set containing a lot of stuff.
Last stated a year ago
12 Sept 2025
SL
Sergey Levine — holds since 2025-09-12 — tap for who they are
same subject or similar wording a cloud: claims about one subject, named for it bar: when it was last stated, on a scale from 2008 to today (stretched back to the oldest claim here) — full is today a face: someone who holds the claim — tap it for who they are faded, dashed ring: they no longer hold it — they changed their mind
At the centre
Humanity's advantage is accumulated shared knowledge rather than higher intelligence — and AI models, which vanish with their context window, have none of it.
Last stated 26 Jun 2026 · 4 months ago
Holds Noam Brown
Read this korrent →
Similar wording
Intelligence is becoming a choice rather than a byproduct of daily work: there will still be smart people, but only those who choose to be.
Last stated 18 Nov 2025 · 11 months ago
Holds Paul Graham Scott H. Young
Similar wording
Adapting over time is a workable answer to humans misusing AI and no answer at all to losing control of systems smarter than us.
Last stated 5 Apr 2025 · 2 years ago
Holds Helen Toner
Similar wording
AI systems are better than humans at coordinating with each other, and they move much faster than humans do.
Last stated 31 Aug 2026 · 2 months ago
Holds Jack Clark
Similar wording
Human-level AI is most likely centuries or millennia away, so there is no reason to reorganise one's work around its arrival.
Last stated 13 Dec 2023 · 3 years ago
No longer holds Scott Aaronson
Similar wording
The gap between chimps and humans is no evidence that a small increase in compute yields an explosion of capability, because evolution was not optimising chimps for technology.
Last stated 24 Feb 2018 · 9 years ago
Holds Paul Christiano
Similar wording
There is essentially no cognitive task humans do where AI improvement is failing to transfer at all.
Last stated 11 Aug 2026 · 2 months ago
Holds Ryan Greenblatt
Similar wording
Copying a trained digital mind into the next one matters far more than learning from people, because no child can inherit another child's learning.
Last stated 26 Sept 2025 · a year ago
Holds Richard Sutton
Similar wording
AI is a tool and not something mystical: plenty of past technologies also took over things only humans had done.
Last stated 12 Nov 2025 · 11 months ago
Holds Satya Nadella
Same subject: LLMs
A badly written AI outbound email is evidence of a bad vendor, not of a limit of AI.
Last stated 1 Jan 2026 · 10 months ago
Holds Jason Lemkin
Same subject: LLMs
A bigger context window does not give you a smarter model; the intelligence of the model is what decides how much of that window it can actually attend to.
Last stated 15 Jul 2026 · 3 months ago
Holds Dex Horthy
Same subject: LLMs
A body of publications is easy for AI models to consume via pretraining corpora but cumbersome for most humans due to CAPTCHAs, accounts, and paywalls.
Last stated 17 Sept 2026 · a month ago
Holds Patrick Collison
Same subject: OpenAI
A tiny language model inventing a plausible-sounding name is the same phenomenon as a large one confidently stating a false fact.
Last stated 12 Feb 2026 · 8 months ago
Holds Andrej Karpathy
Same subject: OpenAI
AI should be released iteratively rather than built in secret, because AI and surprise do not go together and the world needs time to adapt before it is under the gun.
Last stated 18 Mar 2024 · 3 years ago
Holds Sam Altman
Same subject: OpenAI
An AI can already earn an A on a university economics midterm, years earlier than informed forecasters expected.
Last stated 21 Mar 2023 · 4 years ago
Holds Bryan Caplan
Same subject: scaling laws
As models keep growing, AI is running out of enough high-quality unique training tokens to keep up.
Last stated 24 Jun 2026 · 4 months ago
Holds Lilian Weng
Same subject: scaling laws
Current techniques restrict pre-trained representation power because standard language models are unidirectional.
Last stated 11 Oct 2018 · 8 years ago
Holds Kristina Toutanova Ming-Wei Chang Kenton Lee Jacob Devlin
Same subject: scaling laws
Emergent abilities come from generalisation turning compositional, not merely from a training set containing a lot of stuff.
Last stated 12 Sept 2025 · a year ago
Holds Sergey Levine