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← Whether a scientific idea was progress depends on a future and a…
17 connected korrents · 14 moments from 30 Aug 2005 to 26 Aug 2026.
Everything filed under reinforcement learning
reinforcement learning
Everything filed under metascience
metascience
Everything filed under mathematics
mathematics
Everything filed under LLMs
LLMs
Everything filed under innovation
innovation
Everything filed under AI and science
AI and science
Everything filed under AI and human skill
AI and human skill
Same subject Same subject Same subject Same subject Same subject Same subject Same subject Same subject Same subject Same subject Same subject Same subject Same subject Same subject Same subject Same subject Same subject
Read this korrent: Whether a scientific idea was progress depends on a future and a culture that have not happened yet, so grading it may never be something you can reinforcement-learn.
Whether a scientific idea was progress depends on a future and a culture that have not happened yet, so grading it may never be something you can reinforcement-learn.
Last stated 7 months ago
20 Mar 2026
TT
Terence Tao — holds since 2026-03-20 — tap for who they are
Same subject: Work produced by one frontier model should be reviewed by a different one, for the same reason a good programmer's work improves under a good peer's review. — tap to centre the map on it
Work produced by one frontier model should be reviewed by a different one, for the same reason a good programmer's work improves under a good peer's review.
Last stated 2 months ago
26 Aug 2026
DH
David Heinemeier Hansson — holds since 2026-08-26 — tap for who they are
Same subject: What AI still cannot do in mathematics is build cumulatively on partial progress; it is trial, error and brute force rather than an idea improving through use. — tap to centre the map on it
What AI still cannot do in mathematics is build cumulatively on partial progress; it is trial, error and brute force rather than an idea improving through use.
Last stated 7 months ago
20 Mar 2026
TT
Terence Tao — holds since 2026-03-20 — tap for who they are
Same subject: It would be disappointing and surprising if the next five years of AI progress in mathematics produced no economically valuable improvements traceable to it. — tap to centre the map on it
It would be disappointing and surprising if the next five years of AI progress in mathematics produced no economically valuable improvements traceable to it.
Last stated 4 months ago
30 Jun 2026
GS
Grant Sanderson — holds since 2026-06-30 — tap for who they are
Same subject: To reward the instinct that a new idea is worth having, training would have to score the smallness of the concepts a solution needs, not just whether it solved the problem. — tap to centre the map on it
To reward the instinct that a new idea is worth having, training would have to score the smallness of the concepts a solution needs, not just whether it solved the problem.
Last stated 4 months ago
30 Jun 2026
GS
Grant Sanderson — holds since 2026-06-30 — tap for who they are
Same subject: AI learning to generate good conjectures will never show up as a benchmark being knocked down; it will show up as a shift in how mathematicians talk about the tools. — tap to centre the map on it
AI learning to generate good conjectures will never show up as a benchmark being knocked down; it will show up as a shift in how mathematicians talk about the tools.
Last stated 4 months ago
30 Jun 2026
GS
Grant Sanderson — holds since 2026-06-30 — tap for who they are
Same subject: Scientific progress in biology is not slowing down. — tap to centre the map on it
Scientific progress in biology is not slowing down.
Last stated 7 years ago
15 Aug 2019
AG
Alexey Guzey — holds since 2019-08-15 — tap for who they are
Same subject: Scientific discovery is ready to be rewritten, because for all of history it has run at the speed of smart humans remembering what other smart humans learned. — tap to centre the map on it
Scientific discovery is ready to be rewritten, because for all of history it has run at the speed of smart humans remembering what other smart humans learned.
Last stated 2 months ago
10 Aug 2026
FL
Fei-Fei Li — holds since 2026-08-10 — tap for who they are
Same subject: Craft excellence within each discipline is not going away, however much AI blurs the work across functional lines. — tap to centre the map on it
Craft excellence within each discipline is not going away, however much AI blurs the work across functional lines.
Last stated 3 months ago
19 Jul 2026
ES
Elizabeth Stone — holds since 2026-07-19 — tap for who they are
Same subject: “Trust science” is a confused instruction: what deserves trust is the process, not any particular thing it has concluded so far. — tap to centre the map on it
“Trust science” is a confused instruction: what deserves trust is the process, not any particular thing it has concluded so far.
Last stated 3 years ago
16 Aug 2023
JC
Jason Crawford — holds since 2023-08-16 — tap for who they are
Same subject: A hotter field with more teams racing on the same question produces less reliable findings, not more. — tap to centre the map on it
A hotter field with more teams racing on the same question produces less reliable findings, not more.
Last stated 21 years ago
30 Aug 2005
JI
John Ioannidis — holds since 2005-08-30 — tap for who they are
Same subject: A hyped effect shrinking to a small but real one as the studies improve is a sign that a field is working, not failing. — tap to centre the map on it
A hyped effect shrinking to a small but real one as the studies improve is a sign that a field is working, not failing.
Last stated 4 years ago
11 Oct 2022
SR
Stuart Ritchie — holds since 2022-10-11 — tap for who they are
Same subject: A feedback loop that reinforces a behavior pulls it toward whatever improves the loop's own score. — tap to centre the map on it
A feedback loop that reinforces a behavior pulls it toward whatever improves the loop's own score.
Last stated 2 months ago
26 Aug 2026
HK
Henrik Karlsson — holds since 2026-08-26 — tap for who they are
Same subject: A physical AI company needs three AIs, not one — the agent, the simulator and the critic — turning deployment into a flywheel. — tap to centre the map on it
A physical AI company needs three AIs, not one — the agent, the simulator and the critic — turning deployment into a flywheel.
Last stated 3 months ago
3 Aug 2026
DD
Dmitri Dolgov — holds since 2026-08-03 — tap for who they are
Same subject: A verifiable task can be optimised by reinforcement learning until a neural network performs it extremely well. — tap to centre the map on it
A verifiable task can be optimised by reinforcement learning until a neural network performs it extremely well.
Last stated 11 months ago
17 Nov 2025
AK
Andrej Karpathy — holds since 2025-11-17 — tap for who they are
Same subject: Economics journals have made large datasets and heavy statistics the price of making any causal claim at all, which has squeezed qualitative economic history out of the field. — tap to centre the map on it
Economics journals have made large datasets and heavy statistics the price of making any causal claim at all, which has squeezed qualitative economic history out of the field.
Last stated a year ago
13 Oct 2025
AH
Anton Howes — holds since 2025-10-13 — tap for who they are
Same subject: Fraudulent papers pass peer review routinely, which is direct evidence that peer review does not do the job it is supposed to do. — tap to centre the map on it
Fraudulent papers pass peer review routinely, which is direct evidence that peer review does not do the job it is supposed to do.
Last stated 4 years ago
13 Dec 2022
AM
Adam Mastroianni — holds since 2022-12-13 — tap for who they are
Same subject: History has a reproducibility problem worse than science’s replication crisis, because hardly anyone ever goes back to the sources to check what a historian claimed they say. — tap to centre the map on it
History has a reproducibility problem worse than science’s replication crisis, because hardly anyone ever goes back to the sources to check what a historian claimed they say.
Last stated 3 years ago
29 Aug 2023
AH
Anton Howes — holds since 2023-08-29 — 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 2005 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
At the centre
Whether a scientific idea was progress depends on a future and a culture that have not happened yet, so grading it may never be something you can reinforcement-learn.
Last stated 20 Mar 2026 · 7 months ago
Holds Terence Tao
Read this korrent →
Similar wording
Work produced by one frontier model should be reviewed by a different one, for the same reason a good programmer's work improves under a good peer's review.
Last stated 26 Aug 2026 · 2 months ago
Holds David Heinemeier Hansson
Similar wording
What AI still cannot do in mathematics is build cumulatively on partial progress; it is trial, error and brute force rather than an idea improving through use.
Last stated 20 Mar 2026 · 7 months ago
Holds Terence Tao
Similar wording
It would be disappointing and surprising if the next five years of AI progress in mathematics produced no economically valuable improvements traceable to it.
Last stated 30 Jun 2026 · 4 months ago
Holds Grant Sanderson
Similar wording
To reward the instinct that a new idea is worth having, training would have to score the smallness of the concepts a solution needs, not just whether it solved the problem.
Last stated 30 Jun 2026 · 4 months ago
Holds Grant Sanderson
Similar wording
AI learning to generate good conjectures will never show up as a benchmark being knocked down; it will show up as a shift in how mathematicians talk about the tools.
Last stated 30 Jun 2026 · 4 months ago
Holds Grant Sanderson
Similar wording
Scientific progress in biology is not slowing down.
Last stated 15 Aug 2019 · 7 years ago
Holds Alexey Guzey
Similar wording
Scientific discovery is ready to be rewritten, because for all of history it has run at the speed of smart humans remembering what other smart humans learned.
Last stated 10 Aug 2026 · 2 months ago
Holds Fei-Fei Li
Similar wording
Craft excellence within each discipline is not going away, however much AI blurs the work across functional lines.
Last stated 19 Jul 2026 · 3 months ago
Holds Elizabeth Stone
Same subject: metascience
“Trust science” is a confused instruction: what deserves trust is the process, not any particular thing it has concluded so far.
Last stated 16 Aug 2023 · 3 years ago
Holds Jason Crawford
Same subject: metascience
A hotter field with more teams racing on the same question produces less reliable findings, not more.
Last stated 30 Aug 2005 · 21 years ago
Holds John Ioannidis
Same subject: metascience
A hyped effect shrinking to a small but real one as the studies improve is a sign that a field is working, not failing.
Last stated 11 Oct 2022 · 4 years ago
Holds Stuart Ritchie
Same subject: reinforcement learning
A feedback loop that reinforces a behavior pulls it toward whatever improves the loop's own score.
Last stated 26 Aug 2026 · 2 months ago
Holds Henrik Karlsson
Same subject: reinforcement learning
A physical AI company needs three AIs, not one — the agent, the simulator and the critic — turning deployment into a flywheel.
Last stated 3 Aug 2026 · 3 months ago
Holds Dmitri Dolgov
Same subject: reinforcement learning
A verifiable task can be optimised by reinforcement learning until a neural network performs it extremely well.
Last stated 17 Nov 2025 · 11 months ago
Holds Andrej Karpathy
Same subject: peer review
Economics journals have made large datasets and heavy statistics the price of making any causal claim at all, which has squeezed qualitative economic history out of the field.
Last stated 13 Oct 2025 · a year ago
Holds Anton Howes
Same subject: peer review
Fraudulent papers pass peer review routinely, which is direct evidence that peer review does not do the job it is supposed to do.
Last stated 13 Dec 2022 · 4 years ago
Holds Adam Mastroianni
Same subject: peer review
History has a reproducibility problem worse than science’s replication crisis, because hardly anyone ever goes back to the sources to check what a historian claimed they say.
Last stated 29 Aug 2023 · 3 years ago
Holds Anton Howes