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← AI output quality is mixed at best without strong underlying critical thinking skills.
17 connected korrents · 16 moments on record from 28 Oct 2011 to 3 Sept 2026.
Everything filed under benchmarks
benchmarks
Everything filed under mathematics
mathematics
Everything filed under AI and science
AI and science
Everything filed under taste
taste
Everything filed under writing
writing
Everything filed under LLMs
LLMs
Everything filed under AI and jobs
AI and jobs
Everything filed under AI writing
AI writing
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: AI output quality is mixed at best without strong underlying critical thinking skills.
AI output quality is mixed at best without strong underlying critical thinking skills.
Last stated 3 weeks ago
29 Aug 2026
DD
Daniel W. Drezner — holds since 2026-08-29 — 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 3 months ago
30 Jun 2026
GS
Grant Sanderson — holds since 2026-06-30 — tap for who they are
Same subject: AI has made ability nearly free, making taste the main bottleneck separating good creators from mediocre ones. — tap to centre the map on it
AI has made ability nearly free, making taste the main bottleneck separating good creators from mediocre ones.
Last stated 3 months ago
5 Jul 2026
JL
Jason Liu — holds since 2026-07-05 — tap for who they are
Same subject: Good writing is hard to train into AI models because writing quality is hard to evaluate. — tap to centre the map on it
Good writing is hard to train into AI models because writing quality is hard to evaluate.
Last stated 6 months ago
23 Mar 2026
JS
Jasmine Sun — holds since 2026-03-23 — tap for who they are
Same subject: AI cannot get a product to the quality bar on its own, because it still works in the realm of averages. — tap to centre the map on it
AI cannot get a product to the quality bar on its own, because it still works in the realm of averages.
Last stated 11 months ago
16 Oct 2025
DF
Dylan Field — holds since 2025-10-16 — tap for who they are
Same subject: In this era fluency with AI tools beats years of accumulated experience, so seniority is now a liability rather than an edge. — tap to centre the map on it
In this era fluency with AI tools beats years of accumulated experience, so seniority is now a liability rather than an edge.
Last stated 2 months ago
28 Jul 2026
SA
Sam Altman — holds since 2026-07-28 — tap for who they are
Same subject: Getting genuinely original output from AI requires working hard against the grain of its defaults. — tap to centre the map on it
Getting genuinely original output from AI requires working hard against the grain of its defaults.
Last stated 3 months ago
29 Jun 2026
KC
Kyle Chayka — holds since 2026-06-29 — tap for who they are
Same subject: The quality of the context given to an AI matters more than the model's inherent capability. — tap to centre the map on it
The quality of the context given to an AI matters more than the model's inherent capability.
Last stated 2 months ago
9 Jul 2026
TF
Tiago Forte — holds since 2026-07-09 — tap for who they are
Same subject: AI-generated writing is already fairly good but still lacks the direction and insight of human editors. — tap to centre the map on it
AI-generated writing is already fairly good but still lacks the direction and insight of human editors.
Last stated 3 years ago
6 Feb 2024
SC
Steve Coast — holds since 2024-02-06 — 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 3 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 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 proof and an explanation are different things, and a theorem can stay an unsolved expository problem long after it is proved. — tap to centre the map on it
A proof and an explanation are different things, and a theorem can stay an unsolved expository problem long after it is proved.
Last stated 3 months ago
30 Jun 2026
GS
Grant Sanderson — holds since 2026-06-30 — tap for who they are
Same subject: A stream of AI-written papers with any error rate at all becomes insufferable, because finding the error costs more than the paper is worth even at ninety-nine percent. — tap to centre the map on it
A stream of AI-written papers with any error rate at all becomes insufferable, because finding the error costs more than the paper is worth even at ninety-nine percent.
Last stated 3 months ago
30 Jun 2026
GS
Grant Sanderson — holds since 2026-06-30 — tap for who they are
Same subject: Academic credentials — grades, major, the prestige of the degree — barely matter to industry hiring. — tap to centre the map on it
Academic credentials — grades, major, the prestige of the degree — barely matter to industry hiring.
Last stated 15 years ago
28 Oct 2011
PM
Patrick McKenzie — holds since 2011-10-28 — 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 or similar wording a cloud: claims about one subject, named for it bar: when it was last stated, on a scale from 2011 to today (stretched back to the oldest claim here) — full is today a face: someone on record holding the claim — tap it for who they are
At the centre
AI output quality is mixed at best without strong underlying critical thinking skills.
Last stated 29 Aug 2026 · 3 weeks ago
Holds Daniel W. Drezner
Read this korrent →
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 · 3 months ago
Holds Grant Sanderson
Similar wording
AI has made ability nearly free, making taste the main bottleneck separating good creators from mediocre ones.
Last stated 5 Jul 2026 · 3 months ago
Holds Jason Liu
Similar wording
Good writing is hard to train into AI models because writing quality is hard to evaluate.
Last stated 23 Mar 2026 · 6 months ago
Holds Jasmine Sun
Similar wording
AI cannot get a product to the quality bar on its own, because it still works in the realm of averages.
Last stated 16 Oct 2025 · 11 months ago
Holds Dylan Field
Similar wording
In this era fluency with AI tools beats years of accumulated experience, so seniority is now a liability rather than an edge.
Last stated 28 Jul 2026 · 2 months ago
Holds Sam Altman
Similar wording
Getting genuinely original output from AI requires working hard against the grain of its defaults.
Last stated 29 Jun 2026 · 3 months ago
Holds Kyle Chayka
Similar wording
The quality of the context given to an AI matters more than the model's inherent capability.
Last stated 9 Jul 2026 · 2 months ago
Holds Tiago Forte
Similar wording
AI-generated writing is already fairly good but still lacks the direction and insight of human editors.
Last stated 6 Feb 2024 · 3 years ago
Holds Steve Coast
Same subject: benchmarks
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 · 3 months ago
Holds Noam Brown
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: mathematics
A proof and an explanation are different things, and a theorem can stay an unsolved expository problem long after it is proved.
Last stated 30 Jun 2026 · 3 months ago
Holds Grant Sanderson
Same subject: mathematics
A stream of AI-written papers with any error rate at all becomes insufferable, because finding the error costs more than the paper is worth even at ninety-nine percent.
Last stated 30 Jun 2026 · 3 months ago
Holds Grant Sanderson
Same subject: mathematics
Academic credentials — grades, major, the prestige of the degree — barely matter to industry hiring.
Last stated 28 Oct 2011 · 15 years ago
Holds Patrick McKenzie
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