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← Model intelligence should speciate like the animal kingdom rather than converge on one oracle that knows everything.
17 connected korrents · 18 moments on record from 24 Oct 2017 to 3 Sept 2026.
Everything filed under AI alignment
AI alignment
Everything filed under LLMs
LLMs
Everything filed under AI and human skill
AI and human skill
Everything filed under scaling laws
scaling laws
Everything filed under OpenAI
OpenAI
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Read this korrent: Model intelligence should speciate like the animal kingdom rather than converge on one oracle that knows everything.
Model intelligence should speciate like the animal kingdom rather than converge on one oracle that knows everything.
Last stated 6 months ago
20 Mar 2026
AK
Andrej Karpathy — holds since 2026-03-20 — tap for who they are
Same subject: We will build superintelligence long before we build anything as robust as a bird, because nothing we have built can survive in nature at all. — tap to centre the map on it
We will build superintelligence long before we build anything as robust as a bird, because nothing we have built can survive in nature at all.
Last stated 3 years ago
29 Jun 2023
GH
George Hotz — holds since 2023-06-29 — tap for who they are
Same subject: Biology keeps turning up whole classes of things nobody knew existed, and that is what defeats attempts to model it. — tap to centre the map on it
Biology keeps turning up whole classes of things nobody knew existed, and that is what defeats attempts to model it.
Last stated 2 years ago
19 Sept 2024
DL
Derek Lowe — holds since 2024-09-19 — tap for who they are
Same subject: LLM intelligence should not be understood through an animal analogy; it is a different kind of entity altogether — tap to centre the map on it
LLM intelligence should not be understood through an animal analogy; it is a different kind of entity altogether
Last stated 9 months ago
19 Dec 2025
AK
Andrej Karpathy — holds since 2025-12-19 — tap for who they are
Same subject: Even with human-like learners, competition will split the AI market into specialised niches rather than hand it to one company. — tap to centre the map on it
Even with human-like learners, competition will split the AI market into specialised niches rather than hand it to one company.
Last stated 9 months ago
25 Nov 2025
IS
Ilya Sutskever — holds since 2025-11-25 — 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 10 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: The future is a variety of AIs each person works with, not one big super intelligence. — tap to centre the map on it
The future is a variety of AIs each person works with, not one big super intelligence.
Last stated 3 years ago
28 Sept 2023
MZ
Mark Zuckerberg — holds since 2023-09-28 — tap for who they are
Same subject: There will be no overnight intelligence explosion, because a model's best work takes so much test-time compute that time itself is the bottleneck. — tap to centre the map on it
There will be no overnight intelligence explosion, because a model's best work takes so much test-time compute that time itself is the bottleneck.
Last stated 2 months ago
26 Jun 2026
NB
Noam Brown — holds since 2026-06-26 — tap for who they are
Same subject: If AI can build the new theory that crystallises how to think about a subject, it would be surprising if that capability did not spill into the rest of the economy. — tap to centre the map on it
If AI can build the new theory that crystallises how to think about a subject, it would be surprising if that capability did not spill into the rest of the economy.
Last stated 2 months ago
30 Jun 2026
GS
Grant Sanderson — holds since 2026-06-30 — tap for who they are
Same subject: A human being is not an AGI: we lack a huge amount of knowledge and rely on continual learning instead, so continual learning is what superintelligence should mean. — tap to centre the map on it
A human being is not an AGI: we lack a huge amount of knowledge and rely on continual learning instead, so continual learning is what superintelligence should mean.
Last stated 9 months ago
25 Nov 2025
IS
Ilya Sutskever — holds since 2025-11-25 — tap for who they are
Same subject: A saboteur among our AI investigators would be hard to spot, because these models are sloppy and spiky enough that a suspicious error just looks like ordinary incompetence. — tap to centre the map on it
A saboteur among our AI investigators would be hard to spot, because these models are sloppy and spiky enough that a suspicious error just looks like ordinary incompetence.
Last stated a week ago
1 Sept 2026
AC
Ajeya Cotra — holds since 2026-09-01 — tap for who they are
Same subject: A superintelligence needs no consciousness, emotions or malice to be dangerous; a goal system slightly misaligned with ours is enough. — tap to centre the map on it
A superintelligence needs no consciousness, emotions or malice to be dangerous; a goal system slightly misaligned with ours is enough.
Last stated 9 years ago
24 Oct 2017
ÉT
Émile P. Torres — holds since 2017-10-24 — tap for who they are
Same subject: A language model is no substitute for a well-specified conventional algorithm, so it cannot simply be dropped into a complex problem and trusted. — tap to centre the map on it
A language model is no substitute for a well-specified conventional algorithm, so it cannot simply be dropped into a complex problem and trusted.
Last stated a year ago
7 Jun 2025
GM
Gary Marcus — holds since 2025-06-07 — tap for who they are
Same subject: A language model is not using language at all, because language requires an intention to communicate. — tap to centre the map on it
A language model is not using language at all, because language requires an intention to communicate.
Last stated 2 years ago
31 Aug 2024
TC
Ted Chiang — holds since 2024-08-31 — tap for who they are
Same subject: A language model's apparent mind is mostly our own bias: it predicts text, and leverages our evolved habit of attributing intentionality to anything that acts human. — tap to centre the map on it
A language model's apparent mind is mostly our own bias: it predicts text, and leverages our evolved habit of attributing intentionality to anything that acts human.
Last stated 2 years ago
22 Apr 2024
SC
Sean Carroll — holds since 2024-04-22 — 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 5 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
Model intelligence should speciate like the animal kingdom rather than converge on one oracle that knows everything.
Last stated 20 Mar 2026 · 6 months ago
Holds Andrej Karpathy
Read this korrent →
Similar wording
We will build superintelligence long before we build anything as robust as a bird, because nothing we have built can survive in nature at all.
Last stated 29 Jun 2023 · 3 years ago
Holds GH George Hotz
Similar wording
Biology keeps turning up whole classes of things nobody knew existed, and that is what defeats attempts to model it.
Last stated 19 Sept 2024 · 2 years ago
Holds DL Derek Lowe
Similar wording
LLM intelligence should not be understood through an animal analogy; it is a different kind of entity altogether
Last stated 19 Dec 2025 · 9 months ago
Holds Andrej Karpathy
Similar wording
Even with human-like learners, competition will split the AI market into specialised niches rather than hand it to one company.
Last stated 25 Nov 2025 · 9 months ago
Holds IS Ilya Sutskever
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 · 10 months ago
Holds Paul GrahamSY Scott H. Young
Similar wording
The future is a variety of AIs each person works with, not one big super intelligence.
Last stated 28 Sept 2023 · 3 years ago
Holds MZ Mark Zuckerberg
Similar wording
There will be no overnight intelligence explosion, because a model's best work takes so much test-time compute that time itself is the bottleneck.
Last stated 26 Jun 2026 · 2 months ago
Holds NB Noam Brown
Similar wording
If AI can build the new theory that crystallises how to think about a subject, it would be surprising if that capability did not spill into the rest of the economy.
Last stated 30 Jun 2026 · 2 months ago
Holds GS Grant Sanderson
Same subject: AI alignment
A human being is not an AGI: we lack a huge amount of knowledge and rely on continual learning instead, so continual learning is what superintelligence should mean.
Last stated 25 Nov 2025 · 9 months ago
Holds IS Ilya Sutskever
Same subject: AI alignment
A saboteur among our AI investigators would be hard to spot, because these models are sloppy and spiky enough that a suspicious error just looks like ordinary incompetence.
Last stated 1 Sept 2026 · a week ago
Holds AC Ajeya Cotra
Same subject: AI alignment
A superintelligence needs no consciousness, emotions or malice to be dangerous; a goal system slightly misaligned with ours is enough.
Last stated 24 Oct 2017 · 9 years ago
Holds ÉT Émile P. Torres
Same subject: LLMs
A language model is no substitute for a well-specified conventional algorithm, so it cannot simply be dropped into a complex problem and trusted.
Last stated 7 Jun 2025 · a year ago
Holds GM Gary Marcus
Same subject: LLMs
A language model is not using language at all, because language requires an intention to communicate.
Last stated 31 Aug 2024 · 2 years ago
Holds TC Ted Chiang
Same subject: LLMs
A language model's apparent mind is mostly our own bias: it predicts text, and leverages our evolved habit of attributing intentionality to anything that acts human.
Last stated 22 Apr 2024 · 2 years ago
Holds SC Sean Carroll
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 · 5 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