Tap a claim on the ring to put it at the centre.
← People in wealthy countries can save lives every day by giving to cost-effective charities
12 connected korrents · 12 moments from 27 Jun 2013 to 20 Oct 2026.
Everything filed under benchmarks
benchmarks
Everything filed under scaling laws
scaling laws
Everything filed under ARC-AGI
ARC-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
Read this korrent: People in wealthy countries can save lives every day by giving to cost-effective charities
People in wealthy countries can save lives every day by giving to cost-effective charities
Last stated 2 weeks ago
20 Oct 2026
PS
Peter Singer — holds since 2026-10-20 — tap for who they are
Same subject: Many aid programmes will beat cash on cost-effectiveness, and the ones that do will be those that fix a market failure or a supply problem. — tap to centre the map on it
Many aid programmes will beat cash on cost-effectiveness, and the ones that do will be those that fix a market failure or a supply problem.
Last stated 13 years ago
14 Mar 2014
CB
Chris Blattman — holds since 2014-03-14 — tap for who they are
Same subject: Sustained advocacy using effective strategies can grow safety-net programs and substantially improve outcomes for the people they serve. — tap to centre the map on it
Sustained advocacy using effective strategies can grow safety-net programs and substantially improve outcomes for the people they serve.
Last stated 10 months ago
5 Jan 2026
DM
Dylan Matthews — holds since 2026-01-05 — tap for who they are
Same subject: The case for giving poor people cash is not that it is a cure, but that it is less bad than most of what aid already does. — tap to centre the map on it
The case for giving poor people cash is not that it is a cure, but that it is less bad than most of what aid already does.
Last stated 13 years ago
27 Jun 2013
CB
Chris Blattman — holds since 2013-06-27 — 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 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 2 months 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: "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 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 8 months ago
13 Mar 2026
DP
Dylan Patel — holds since 2026-03-13 — tap for who they are
Same subject: A model's capability is now a function of how much money you spend on it, so asking what a model can do means nothing until you name a budget. — tap to centre the map on it
A model's capability is now a function of how much money you spend on it, so asking what a model can do means nothing until you name a budget.
Last stated 4 months ago
26 Jun 2026
NB
Noam Brown — holds since 2026-06-26 — tap for who they are
Same subject: Combining an avocado and a chair into one image is evidence a model conceptually understands both, not that it memorised pictures of them. — tap to centre the map on it
Combining an avocado and a chair into one image is evidence a model conceptually understands both, not that it memorised pictures of them.
Last stated 3 months ago
12 Aug 2026
CF
Chelsea Finn — holds since 2026-08-12 — tap for who they are
Same subject: Passing ARC-AGI does not amount to achieving AGI: o3 still fails on some very easy tasks, indicating fundamental differences from human intelligence. — tap to centre the map on it
Passing ARC-AGI does not amount to achieving AGI: o3 still fails on some very easy tasks, indicating fundamental differences from human intelligence.
Last stated 2 years ago
20 Dec 2024
FC
François Chollet — holds since 2024-12-20 — tap for who they are
Same subject: The Abstraction and Reasoning Corpus can measure human-like general fluid intelligence and enable fair comparisons between AI systems and humans. — tap to centre the map on it
The Abstraction and Reasoning Corpus can measure human-like general fluid intelligence and enable fair comparisons between AI systems and humans.
Last stated 7 years ago
5 Nov 2019
FC
François Chollet — holds since 2019-11-05 — 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 2013 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