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← Change from already-capable AI is inevitable no matter how the…
17 connected korrents · 19 moments from 7 Sept 2008 to 29 Oct 2026.
Everything filed under LLMs
LLMs
Everything filed under AI alignment
AI alignment
Everything filed under innovation
innovation
Everything filed under AGI
AGI
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Read this korrent: Change from already-capable AI is inevitable no matter how the frontier is paced, though it will be uneven and not all at once.
Change from already-capable AI is inevitable no matter how the frontier is paced, though it will be uneven and not all at once.
Last stated 2 months ago
18 Sept 2026
EM
Ethan Mollick — holds since 2026-09-18 — tap for who they are
Same subject: At the present pace of the AI race, AIs will take over within ten years, but this is not yet inevitable — tap to centre the map on it
At the present pace of the AI race, AIs will take over within ten years, but this is not yet inevitable
Last stated 2 months ago
26 Aug 2026
YH
Yuval Noah Harari — holds since 2026-08-26 — tap for who they are
Same subject: Economic growth from AI waits on change management, not on model capability: the work artifact and the workflow have to change first. — tap to centre the map on it
Economic growth from AI waits on change management, not on model capability: the work artifact and the workflow have to change first.
Last stated 12 months ago
12 Nov 2025
SN
Satya Nadella — holds since 2025-11-12 — tap for who they are
Same subject: Futures in which AI replaces human judgment should not be accepted as inevitable. — tap to centre the map on it
Futures in which AI replaces human judgment should not be accepted as inevitable.
Last stated 5 days ago
29 Oct 2026
PW
Petra Wille — holds since 2026-10-29 — tap for who they are
Same subject: The current preference cascade on pacing the AI frontier is insufficient to ensure survival. — tap to centre the map on it
The current preference cascade on pacing the AI frontier is insufficient to ensure survival.
Last stated 2 months ago
18 Sept 2026
ZM
Zvi Mowshowitz — holds since 2026-09-18 — tap for who they are
Same subject: AI's transformation of society will unfold gradually over decades, not in a single moment of takeoff. — tap to centre the map on it
AI's transformation of society will unfold gradually over decades, not in a single moment of takeoff.
Last stated 4 months ago
15 Jul 2026
TF
Tiago Forte — holds since 2026-07-15 — tap for who they are
Same subject: AI will soon require deep, strategic adaptation, just as climate breakdown does. — tap to centre the map on it
AI will soon require deep, strategic adaptation, just as climate breakdown does.
Last stated 2 weeks ago
23 Oct 2026
RR
Rupert Read — holds since 2026-10-23 — tap for who they are
Same subject: No one fully understands the consequences of how capable AI is becoming. — tap to centre the map on it
No one fully understands the consequences of how capable AI is becoming.
Last stated 2 months ago
1 Sept 2026
SA
Sam Altman — holds since 2026-09-01 — 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: 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 4 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 2 months 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 9 months ago
12 Feb 2026
AK
Andrej Karpathy — holds since 2026-02-12 — 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: Bing's Sydney, not ChatGPT, was the first truly fantastic chatbot. — tap to centre the map on it
Bing's Sydney, not ChatGPT, was the first truly fantastic chatbot.
Last stated 2 months ago
15 Sept 2026
TL
Tobias Lütke — holds since 2026-09-15 — tap for who they are
Same subject: AI progress is faster than people expect, and ordinary scaling can be enough to solve problems that looked very hard. — tap to centre the map on it
AI progress is faster than people expect, and ordinary scaling can be enough to solve problems that looked very hard.
Last stated 2 years ago
2 Feb 2025
AC
Ajeya Cotra — holds since 2023-08-29 — tap for who they are
SA
Scott Alexander — holds since 2022-09-12 — tap for who they are
MB
Miles Brundage — holds since 2025-02-02 — 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 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
Change from already-capable AI is inevitable no matter how the frontier is paced, though it will be uneven and not all at once.
Last stated 18 Sept 2026 · 2 months ago
Holds Ethan Mollick
Read this korrent →
Similar wording
At the present pace of the AI race, AIs will take over within ten years, but this is not yet inevitable
Last stated 26 Aug 2026 · 2 months ago
Holds Yuval Noah Harari
Similar wording
Economic growth from AI waits on change management, not on model capability: the work artifact and the workflow have to change first.
Last stated 12 Nov 2025 · 12 months ago
Holds Satya Nadella
Similar wording
Futures in which AI replaces human judgment should not be accepted as inevitable.
Last stated 29 Oct 2026 · 5 days ago
Holds Petra Wille
Similar wording
The current preference cascade on pacing the AI frontier is insufficient to ensure survival.
Last stated 18 Sept 2026 · 2 months ago
Holds Zvi Mowshowitz
Similar wording
AI's transformation of society will unfold gradually over decades, not in a single moment of takeoff.
Last stated 15 Jul 2026 · 4 months ago
Holds Tiago Forte
Similar wording
AI will soon require deep, strategic adaptation, just as climate breakdown does.
Last stated 23 Oct 2026 · 2 weeks ago
Holds Rupert Read
Similar wording
No one fully understands the consequences of how capable AI is becoming.
Last stated 1 Sept 2026 · 2 months ago
Holds Sam Altman
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
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 · 4 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 · 2 months 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 · 9 months ago
Holds Andrej Karpathy
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: OpenAI
Bing's Sydney, not ChatGPT, was the first truly fantastic chatbot.
Last stated 15 Sept 2026 · 2 months ago
Holds Tobias Lütke
Same subject: scaling laws
AI progress is faster than people expect, and ordinary scaling can be enough to solve problems that looked very hard.
Last stated 2 Feb 2025 · 2 years ago
Holds Ajeya Cotra Scott Alexander Miles Brundage
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