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← The most fundamental thing wrong with today's models is not scale or…
17 connected korrents · 15 moments on record from 28 Jul 2023 to 3 Sept 2026.
Everything filed under ambition
ambition
Everything filed under Google
Google
Everything filed under OpenAI
OpenAI
Everything filed under AGI
AGI
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Read this korrent: The most fundamental thing wrong with today's models is not scale or efficiency but that they generalize dramatically worse than people do.
The most fundamental thing wrong with today's models is not scale or efficiency but that they generalize dramatically worse than people do.
Last stated 9 months ago
25 Nov 2025
IS
Ilya Sutskever — holds since 2025-11-25 — tap for who they are
Same subject: Today’s models are already powerful enough to add many points of GDP growth; what is missing is people with the vision and ambition to apply them. — tap to centre the map on it
Today’s models are already powerful enough to add many points of GDP growth; what is missing is people with the vision and ambition to apply them.
Last stated a month ago
29 Jul 2026
AW
Alexandr Wang — holds since 2026-07-29 — tap for who they are
Same subject: Today's models are severely under-elicited: they are far more capable than the way we currently ask them makes them look. — tap to centre the map on it
Today's models are severely under-elicited: they are far more capable than the way we currently ask them makes them look.
Last stated 2 years ago
8 Nov 2024
JL
Jan Leike — holds since 2024-11-08 — tap for who they are
Same subject: A model may have a worldview of its own, but it can never be placed above a person under any circumstance. — tap to centre the map on it
A model may have a worldview of its own, but it can never be placed above a person under any circumstance.
Last stated 3 months ago
3 Jun 2026
KH
Kelsey Hightower — holds since 2026-06-03 — tap for who they are
Same subject: Frontier models must be cheap enough for anyone to use, because a world in which they are rationed to the wealthiest developers is the wrong world. — tap to centre the map on it
Frontier models must be cheap enough for anyone to use, because a world in which they are rationed to the wealthiest developers is the wrong world.
Last stated a month ago
29 Jul 2026
AW
Alexandr Wang — holds since 2026-07-29 — tap for who they are
Same subject: Deep learning generalises badly, and catastrophic interference with what a network already knew is the proof of it. — tap to centre the map on it
Deep learning generalises badly, and catastrophic interference with what a network already knew is the proof of it.
Last stated 11 months ago
26 Sept 2025
RS
Richard Sutton — holds since 2025-09-26 — tap for who they are
Same subject: Models are enormous only because the internet is bad: most of that capacity does memory work, and a better dataset would need far less of it. — tap to centre the map on it
Models are enormous only because the internet is bad: most of that capacity does memory work, and a better dataset would need far less of it.
Last stated 11 months ago
17 Oct 2025
AK
Andrej Karpathy — holds since 2025-10-17 — tap for who they are
Same subject: Scaling laws are still working, but the models people actually use run a few months behind the maximum capability Google can deliver, because the biggest model is too slow and expensive to serve. — tap to centre the map on it
Scaling laws are still working, but the models people actually use run a few months behind the maximum capability Google can deliver, because the biggest model is too slow and expensive to serve.
Last stated a year ago
5 Jun 2025
SP
Sundar Pichai — holds since 2025-06-05 — tap for who they are
Same subject: Anyone who thinks large language models are a direct route to transformative AGI is kidding themselves. — tap to centre the map on it
Anyone who thinks large language models are a direct route to transformative AGI is kidding themselves.
Last stated a year ago
7 Jun 2025
GM
Gary Marcus — holds since 2025-06-07 — tap for who they are
Same subject: A founder needs ambition rather than a sense of duty, because a startup is grueling enough that dutifulness will not carry anyone through it. — tap to centre the map on it
A founder needs ambition rather than a sense of duty, because a startup is grueling enough that dutifulness will not carry anyone through it.
Last stated 4 days ago
3 Sept 2026
PG
Paul Graham — holds since 2026-09-03 — tap for who they are
Same subject: AI is not a limited-time sale: the people furthest along are working harder than ever, and they need to stop harvesting dopamine as if it ends in two weeks. — tap to centre the map on it
AI is not a limited-time sale: the people furthest along are working harder than ever, and they need to stop harvesting dopamine as if it ends in two weeks.
Last stated 5 months ago
8 Apr 2026
DH
David Heinemeier Hansson — holds since 2026-04-08 — tap for who they are
Same subject: Aim for moonshots: they attract the best people, leave you the path to yourself, and even sixty to eighty percent of one is a terrific success. — tap to centre the map on it
Aim for moonshots: they attract the best people, leave you the path to yourself, and even sixty to eighty percent of one is a terrific success.
Last stated a year ago
5 Jun 2025
SP
Sundar Pichai — holds since 2025-06-05 — tap for who they are
Same subject: A company's staff-engineer bar should be set against the best companies in the industry rather than against its own history, which is what makes title inflation a real cost. — tap to centre the map on it
A company's staff-engineer bar should be set against the best companies in the industry rather than against its own history, which is what makes title inflation a real cost.
Last stated 5 months ago
1 Apr 2026
TP
Thuan Pham — holds since 2026-04-01 — tap for who they are
Same subject: A crewed rocket cannot be made safe by making the booster reliable, so the only real way to improve safety is to carry an escape system. — tap to centre the map on it
A crewed rocket cannot be made safe by making the booster reliable, so the only real way to improve safety is to carry an escape system.
Last stated 3 years ago
14 Dec 2023
JB
Jeff Bezos — holds since 2023-12-14 — tap for who they are
Same subject: A monopolist that can no longer grow by winning new users can only grow by making its product worse for the users it already has. — tap to centre the map on it
A monopolist that can no longer grow by winning new users can only grow by making its product worse for the users it already has.
Last stated 3 years ago
28 Jul 2023
CD
Cory Doctorow — holds since 2023-07-28 — tap for who they are
Same subject: A startup should not begin life as a nonprofit and bolt a for-profit arm on later, whatever OpenAI's own history suggests. — tap to centre the map on it
A startup should not begin life as a nonprofit and bolt a for-profit arm on later, whatever OpenAI's own history suggests.
Last stated 2 years ago
18 Mar 2024
SA
Sam Altman — holds since 2024-03-18 — tap for who they are
Same subject: A technique that lets an AI model's reasoning shift outside its visible Chain of Thought is dangerous, both because it works and because a leading lab is willing to deploy it. — tap to centre the map on it
A technique that lets an AI model's reasoning shift outside its visible Chain of Thought is dangerous, both because it works and because a leading lab is willing to deploy it.
Last stated 4 days ago
3 Sept 2026
ZM
Zvi Mowshowitz — holds since 2026-09-03 — 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 7 months ago
12 Feb 2026
AK
Andrej Karpathy — holds since 2026-02-12 — 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 2015 to today — full is today a face: someone on record holding the claim — tap it for who they are
At the centre
The most fundamental thing wrong with today's models is not scale or efficiency but that they generalize dramatically worse than people do.
Last stated 25 Nov 2025 · 9 months ago
Holds IS Ilya Sutskever
Read this korrent →
Similar wording
Today’s models are already powerful enough to add many points of GDP growth; what is missing is people with the vision and ambition to apply them.
Last stated 29 Jul 2026 · a month ago
Holds AW Alexandr Wang
Similar wording
Today's models are severely under-elicited: they are far more capable than the way we currently ask them makes them look.
Last stated 8 Nov 2024 · 2 years ago
Holds JL Jan Leike
Similar wording
A model may have a worldview of its own, but it can never be placed above a person under any circumstance.
Last stated 3 Jun 2026 · 3 months ago
Holds KH Kelsey Hightower
Similar wording
Frontier models must be cheap enough for anyone to use, because a world in which they are rationed to the wealthiest developers is the wrong world.
Last stated 29 Jul 2026 · a month ago
Holds AW Alexandr Wang
Similar wording
Deep learning generalises badly, and catastrophic interference with what a network already knew is the proof of it.
Last stated 26 Sept 2025 · 11 months ago
Holds RS Richard Sutton
Similar wording
Models are enormous only because the internet is bad: most of that capacity does memory work, and a better dataset would need far less of it.
Last stated 17 Oct 2025 · 11 months ago
Holds Andrej Karpathy
Similar wording
Scaling laws are still working, but the models people actually use run a few months behind the maximum capability Google can deliver, because the biggest model is too slow and expensive to serve.
Last stated 5 Jun 2025 · a year ago
Holds Sundar Pichai
Similar wording
Anyone who thinks large language models are a direct route to transformative AGI is kidding themselves.
Last stated 7 Jun 2025 · a year ago
Holds GM Gary Marcus
Same subject: ambition
A founder needs ambition rather than a sense of duty, because a startup is grueling enough that dutifulness will not carry anyone through it.
Last stated 3 Sept 2026 · 4 days ago
Holds Paul Graham
Same subject: ambition
AI is not a limited-time sale: the people furthest along are working harder than ever, and they need to stop harvesting dopamine as if it ends in two weeks.
Last stated 8 Apr 2026 · 5 months ago
Holds David Heinemeier Hansson
Same subject: ambition
Aim for moonshots: they attract the best people, leave you the path to yourself, and even sixty to eighty percent of one is a terrific success.
Last stated 5 Jun 2025 · a year ago
Holds Sundar Pichai
Same subject: Google
A company's staff-engineer bar should be set against the best companies in the industry rather than against its own history, which is what makes title inflation a real cost.
Last stated 1 Apr 2026 · 5 months ago
Holds TP Thuan Pham
Same subject: Google
A crewed rocket cannot be made safe by making the booster reliable, so the only real way to improve safety is to carry an escape system.
Last stated 14 Dec 2023 · 3 years ago
Holds JB Jeff Bezos
Same subject: Google
A monopolist that can no longer grow by winning new users can only grow by making its product worse for the users it already has.
Last stated 28 Jul 2023 · 3 years ago
Holds CD Cory Doctorow
Same subject: OpenAI
A startup should not begin life as a nonprofit and bolt a for-profit arm on later, whatever OpenAI's own history suggests.
Last stated 18 Mar 2024 · 2 years ago
Holds Sam Altman
Same subject: OpenAI
A technique that lets an AI model's reasoning shift outside its visible Chain of Thought is dangerous, both because it works and because a leading lab is willing to deploy it.
Last stated 3 Sept 2026 · 4 days ago
Holds ZM Zvi Mowshowitz
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 · 7 months ago
Holds Andrej Karpathy