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← The shift from a transductive paradigm to an inductive paradigm is the big story of 2025 and 2026.
17 connected korrents · 17 moments from 3 Sept 2015 to 10 Oct 2026.
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OpenAI
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scaling laws
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Read this korrent: The shift from a transductive paradigm to an inductive paradigm is the big story of 2025 and 2026.
The shift from a transductive paradigm to an inductive paradigm is the big story of 2025 and 2026.
Last stated yesterday
10 Oct 2026
FC
François Chollet — holds since 2026-10-10 — tap for who they are
Same subject: AI is becoming the next major paradigm shift in biology, following genetics and genomics. — tap to centre the map on it
AI is becoming the next major paradigm shift in biology, following genetics and genomics.
Last stated 4 months ago
21 Jun 2026
EH
Elliot Hershberg — holds since 2026-06-21 — tap for who they are
Same subject: Future AI, say in fifteen years, will not be built on the LLM stack; it will have to move to symbolic learning. — tap to centre the map on it
Future AI, say in fifteen years, will not be built on the LLM stack; it will have to move to symbolic learning.
Last stated 2 months ago
7 Aug 2026
FC
François Chollet — holds since 2026-08-07 — 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 10 months ago
19 Dec 2025
AK
Andrej Karpathy — holds since 2025-12-19 — tap for who they are
Same subject: AI trends change rapidly, with what is considered 'cool' flipping every six months. — tap to centre the map on it
AI trends change rapidly, with what is considered 'cool' flipping every six months.
Last stated 2 weeks ago
26 Sept 2026
PL
Pieter Levels — holds since 2026-09-26 — 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 3 months ago
15 Jul 2026
TF
Tiago Forte — holds since 2026-07-15 — tap for who they are
Same subject: The next shift in AI will probably be agents that are more proactive toward you than you are toward them. — tap to centre the map on it
The next shift in AI will probably be agents that are more proactive toward you than you are toward them.
Last stated a month ago
8 Sept 2026
RU
Roman Ugarte — holds since 2026-09-08 — tap for who they are
Same subject: Deep learning will be understood very differently in thirty years than it is today. — tap to centre the map on it
Deep learning will be understood very differently in thirty years than it is today.
Last stated 11 years ago
3 Sept 2015
CO
Christopher Olah — holds since 2015-09-03 — tap for who they are
Same subject: The step change in AI coding in 2025 came from the harnesses and the tooling around the models, not from the models themselves. — tap to centre the map on it
The step change in AI coding in 2025 came from the harnesses and the tooling around the models, not from the models themselves.
Last stated 2 months ago
12 Aug 2026
CM
Charity Majors — holds since 2026-08-12 — tap for who they are
Same subject: A compound's AI origin story is not by itself a reason to expect it to do better in the clinic. — tap to centre the map on it
A compound's AI origin story is not by itself a reason to expect it to do better in the clinic.
Last stated 2 years ago
13 May 2024
DL
Derek Lowe — holds since 2024-05-13 — tap for who they are
Same subject: A computational discovery platform does not make a biotech fast, because the thousand other steps of drug development are still the bottleneck. — tap to centre the map on it
A computational discovery platform does not make a biotech fast, because the thousand other steps of drug development are still the bottleneck.
Last stated 2 years ago
17 Sept 2024
AT
Alex Telford — holds since 2024-09-17 — tap for who they are
Same subject: A computational method can regularly predict protein structures with atomic accuracy even when no similar structure is known. — tap to centre the map on it
A computational method can regularly predict protein structures with atomic accuracy even when no similar structure is known.
Last stated 5 years ago
15 Jul 2021
DH
Demis Hassabis — holds since 2021-07-15 — tap for who they are
Same subject: "Scaling" was powerful because it was one word: naming a research direction is what tells a whole field what to do next. — tap to centre the map on it
"Scaling" was powerful because it was one word: naming a research direction is what tells a whole field what to do next.
Last stated 11 months ago
25 Nov 2025
IS
Ilya Sutskever — holds since 2025-11-25 — tap for who they are
Same subject: A benchmark result should be reported under a stated budget, or as a curve against test-time compute — never as a single number. — tap to centre the map on it
A benchmark result should be reported under a stated budget, or as a curve against test-time compute — never as a single number.
Last stated 4 months ago
26 Jun 2026
NB
Noam Brown — holds since 2026-06-26 — tap for who they are
Same subject: A lab should spend most of its compute on research rather than on building the next model, because research is where the tenfold yearly efficiency gains come from. — tap to centre the map on it
A lab should spend most of its compute on research rather than on building the next model, because research is where the tenfold yearly efficiency gains come from.
Last stated 7 months ago
13 Mar 2026
DP
Dylan Patel — holds since 2026-03-13 — 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 3 years ago
18 Mar 2024
SA
Sam Altman — holds since 2024-03-18 — tap for who they are
Same subject: Advertising was a necessary phase for the internet but a momentary industry, and an AI people pay for is better because they know the answers are not influenced by advertisers. — tap to centre the map on it
Advertising was a necessary phase for the internet but a momentary industry, and an AI people pay for is better because they know the answers are not influenced by advertisers.
Last stated 3 years ago
18 Mar 2024
SA
Sam Altman — holds since 2024-03-18 — tap for who they are
Same subject: Agents are going to be incorporated into mainstream interfaces — tap to centre the map on it
Agents are going to be incorporated into mainstream interfaces
Last stated 7 months ago
25 Mar 2026
DH
David Heinemeier Hansson — holds since 2026-03-25 — 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 who holds the claim — tap it for who they are
At the centre
The shift from a transductive paradigm to an inductive paradigm is the big story of 2025 and 2026.
Last stated 10 Oct 2026 · yesterday
Holds François Chollet
Read this korrent →
Similar wording
AI is becoming the next major paradigm shift in biology, following genetics and genomics.
Last stated 21 Jun 2026 · 4 months ago
Holds Elliot Hershberg
Similar wording
Future AI, say in fifteen years, will not be built on the LLM stack; it will have to move to symbolic learning.
Last stated 7 Aug 2026 · 2 months ago
Holds François Chollet
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 · 10 months ago
Holds Andrej Karpathy
Similar wording
AI trends change rapidly, with what is considered 'cool' flipping every six months.
Last stated 26 Sept 2026 · 2 weeks ago
Holds Pieter Levels
Similar wording
AI's transformation of society will unfold gradually over decades, not in a single moment of takeoff.
Last stated 15 Jul 2026 · 3 months ago
Holds Tiago Forte
Similar wording
The next shift in AI will probably be agents that are more proactive toward you than you are toward them.
Last stated 8 Sept 2026 · a month ago
Holds Roman Ugarte
Similar wording
Deep learning will be understood very differently in thirty years than it is today.
Last stated 3 Sept 2015 · 11 years ago
Holds Christopher Olah
Similar wording
The step change in AI coding in 2025 came from the harnesses and the tooling around the models, not from the models themselves.
Last stated 12 Aug 2026 · 2 months ago
Holds Charity Majors
Same subject: AI and science
A compound's AI origin story is not by itself a reason to expect it to do better in the clinic.
Last stated 13 May 2024 · 2 years ago
Holds Derek Lowe
Same subject: AI and science
A computational discovery platform does not make a biotech fast, because the thousand other steps of drug development are still the bottleneck.
Last stated 17 Sept 2024 · 2 years ago
Holds Alex Telford
Same subject: AI and science
A computational method can regularly predict protein structures with atomic accuracy even when no similar structure is known.
Last stated 15 Jul 2021 · 5 years ago
Holds Demis Hassabis
Same subject: scaling laws
"Scaling" was powerful because it was one word: naming a research direction is what tells a whole field what to do next.
Last stated 25 Nov 2025 · 11 months ago
Holds Ilya Sutskever
Same subject: scaling laws
A benchmark result should be reported under a stated budget, or as a curve against test-time compute — never as a single number.
Last stated 26 Jun 2026 · 4 months ago
Holds Noam Brown
Same subject: scaling laws
A lab should spend most of its compute on research rather than on building the next model, because research is where the tenfold yearly efficiency gains come from.
Last stated 13 Mar 2026 · 7 months ago
Holds Dylan Patel
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 · 3 years ago
Holds Sam Altman
Same subject: OpenAI
Advertising was a necessary phase for the internet but a momentary industry, and an AI people pay for is better because they know the answers are not influenced by advertisers.
Last stated 18 Mar 2024 · 3 years ago
Holds Sam Altman
Same subject: OpenAI
Agents are going to be incorporated into mainstream interfaces
Last stated 25 Mar 2026 · 7 months ago
Holds David Heinemeier Hansson