Tap a claim on the ring to put it at the centre.
← Technological progress looks smooth and exponential from a distance…
17 connected korrents · 17 moments on record from 26 Aug 2022 to 3 Sept 2026.
Everything filed under benchmarks
benchmarks
Everything filed under LLMs
LLMs
Everything filed under reinforcement learning
reinforcement learning
Everything filed under innovation
innovation
Everything filed under scaling laws
scaling laws
Everything filed under AGI
AGI
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: Technological progress looks smooth and exponential from a distance but is actually made of individual S-curves up close.
Technological progress looks smooth and exponential from a distance but is actually made of individual S-curves up close.
Last stated 3 years ago
9 Feb 2024
TU
Tim Urban — holds since 2024-02-09 — tap for who they are
Same subject: The thing worth finding is the exponential with the steepest curve that will run the longest — decades ago that was Moore’s law, and today it is AI progress. — tap to centre the map on it
The thing worth finding is the exponential with the steepest curve that will run the longest — decades ago that was Moore’s law, and today it is AI progress.
Last stated 2 months ago
29 Jul 2026
AW
Alexandr Wang — holds since 2026-07-29 — tap for who they are
Same subject: The scaling curve really is S-shaped, but there are at least two cycles left in it, which means models sixteen times smarter and all knowledge work subsumed. — tap to centre the map on it
The scaling curve really is S-shaped, but there are at least two cycles left in it, which means models sixteen times smarter and all knowledge work subsumed.
Last stated 6 months ago
11 Mar 2026
SY
Steve Yegge — holds since 2026-03-11 — tap for who they are
Same subject: Long-run GDP charts hide what matters: technologies are contingent and path dependent, so the same number can describe economies that work in entirely different ways. — tap to centre the map on it
Long-run GDP charts hide what matters: technologies are contingent and path dependent, so the same number can describe economies that work in entirely different ways.
Last stated 4 years ago
26 Aug 2022
BD
Bret Devereaux — holds since 2022-08-26 — tap for who they are
Same subject: An exponential feels like it cannot possibly keep going, which is exactly why people keep expecting AI progress to stop. — tap to centre the map on it
An exponential feels like it cannot possibly keep going, which is exactly why people keep expecting AI progress to stop.
Last stated 3 months ago
10 Jun 2026
MZ
Mark Zuckerberg — holds since 2026-06-10 — tap for who they are
Same subject: Expecting technology to keep accelerating is a bias of our particular moment; for most of human history the tools did not change at all. — tap to centre the map on it
Expecting technology to keep accelerating is a bias of our particular moment; for most of human history the tools did not change at all.
Last stated 2 years ago
22 Dec 2024
AF
Adam Frank — holds since 2024-12-22 — tap for who they are
Same subject: Technological development trajectories often display increasing returns, which entrench early paths and crowd out alternatives. — tap to centre the map on it
Technological development trajectories often display increasing returns, which entrench early paths and crowd out alternatives.
Last stated 4 weeks ago
27 Aug 2026
HF
Henry Farrell — holds since 2026-08-27 — tap for who they are
Same subject: We are already in an intelligence explosion and have been for decades, so AI will show up as more of the same exponential rather than a break in it. — tap to centre the map on it
We are already in an intelligence explosion and have been for decades, so AI will show up as more of the same exponential rather than a break in it.
Last stated 11 months ago
17 Oct 2025
AK
Andrej Karpathy — holds since 2025-10-17 — tap for who they are
Same subject: Marketing channels do not settle onto a plateau; after the S-curve they sag, which is why the shape is an elephant and not an S. — tap to centre the map on it
Marketing channels do not settle onto a plateau; after the S-curve they sag, which is why the shape is an elephant and not an S.
Last stated 8 months ago
25 Jan 2026
JC
Jason Cohen — holds since 2026-01-25 — tap for who they are
Same subject: A benchmark that ranks Claude Code last while it stays first in use is measuring the wrong thing, and has been for a year. — tap to centre the map on it
A benchmark that ranks Claude Code last while it stays first in use is measuring the wrong thing, and has been for a year.
Last stated 3 weeks ago
3 Sept 2026
DR
Dax Raad — holds since 2026-09-03 — tap for who they are
Same subject: A carmaker's claim to be the safest is mostly an artefact of comparing a new car against a fleet average twelve years old. — tap to centre the map on it
A carmaker's claim to be the safest is mostly an artefact of comparing a new car against a fleet average twelve years old.
Last stated 3 years ago
19 Dec 2023
PK
Philip Koopman — holds since 2023-12-19 — 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 6 months ago
1 Apr 2026
TP
Thuan Pham — holds since 2026-04-01 — 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 2 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 10 months ago
17 Nov 2025
AK
Andrej Karpathy — holds since 2025-11-17 — tap for who they are
Same subject: Building a realistic simulator is exactly as hard as building the agent, because the simulator is itself a large AI model. — tap to centre the map on it
Building a realistic simulator is exactly as hard as building the agent, because the simulator is itself a large AI model.
Last stated 2 months ago
3 Aug 2026
DD
Dmitri Dolgov — holds since 2026-08-03 — 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 9 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 2 months ago
15 Jul 2026
DH
Dex Horthy — holds since 2026-07-15 — tap for who they are
Same subject: A child who has seen ten cats learns what a machine needs the whole internet of cat photos for, by a learning pathway nobody has solved. — tap to centre the map on it
A child who has seen ten cats learns what a machine needs the whole internet of cat photos for, by a learning pathway nobody has solved.
Last stated a month ago
10 Aug 2026
FL
Fei-Fei Li — holds since 2026-08-10 — 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
Technological progress looks smooth and exponential from a distance but is actually made of individual S-curves up close.
Last stated 9 Feb 2024 · 3 years ago
Holds Tim Urban
Read this korrent →
Similar wording
The thing worth finding is the exponential with the steepest curve that will run the longest — decades ago that was Moore’s law, and today it is AI progress.
Last stated 29 Jul 2026 · 2 months ago
Holds Alexandr Wang
Similar wording
The scaling curve really is S-shaped, but there are at least two cycles left in it, which means models sixteen times smarter and all knowledge work subsumed.
Last stated 11 Mar 2026 · 6 months ago
Holds Steve Yegge
Similar wording
Long-run GDP charts hide what matters: technologies are contingent and path dependent, so the same number can describe economies that work in entirely different ways.
Last stated 26 Aug 2022 · 4 years ago
Holds Bret Devereaux
Similar wording
An exponential feels like it cannot possibly keep going, which is exactly why people keep expecting AI progress to stop.
Last stated 10 Jun 2026 · 3 months ago
Holds Mark Zuckerberg
Similar wording
Expecting technology to keep accelerating is a bias of our particular moment; for most of human history the tools did not change at all.
Last stated 22 Dec 2024 · 2 years ago
Holds Adam Frank
Similar wording
Technological development trajectories often display increasing returns, which entrench early paths and crowd out alternatives.
Last stated 27 Aug 2026 · 4 weeks ago
Holds Henry Farrell
Similar wording
We are already in an intelligence explosion and have been for decades, so AI will show up as more of the same exponential rather than a break in it.
Last stated 17 Oct 2025 · 11 months ago
Holds Andrej Karpathy
Similar wording
Marketing channels do not settle onto a plateau; after the S-curve they sag, which is why the shape is an elephant and not an S.
Last stated 25 Jan 2026 · 8 months ago
Holds Jason Cohen
Same subject: benchmarks
A benchmark that ranks Claude Code last while it stays first in use is measuring the wrong thing, and has been for a year.
Last stated 3 Sept 2026 · 3 weeks ago
Holds Dax Raad
Same subject: benchmarks
A carmaker's claim to be the safest is mostly an artefact of comparing a new car against a fleet average twelve years old.
Last stated 19 Dec 2023 · 3 years ago
Holds Philip Koopman
Same subject: benchmarks
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 · 6 months ago
Holds Thuan Pham
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 · 2 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 · 10 months ago
Holds Andrej Karpathy
Same subject: reinforcement learning
Building a realistic simulator is exactly as hard as building the agent, because the simulator is itself a large AI model.
Last stated 3 Aug 2026 · 2 months ago
Holds Dmitri Dolgov
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 · 9 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 · 2 months ago
Holds Dex Horthy
Same subject: LLMs
A child who has seen ten cats learns what a machine needs the whole internet of cat photos for, by a learning pathway nobody has solved.
Last stated 10 Aug 2026 · a month ago
Holds Fei-Fei Li