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← A model can make an existing algorithm a hundred times faster and…
17 connected korrents · 14 moments on record from 28 Oct 2011 to 3 Sept 2026.
Everything filed under mathematics
mathematics
Everything filed under benchmarks
benchmarks
Everything filed under AI and science
AI and science
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: A model can make an existing algorithm a hundred times faster and still cannot invent a better one, however long you give it.
A model can make an existing algorithm a hundred times faster and still cannot invent a better one, however long you give it.
Last stated 2 months ago
26 Jun 2026
NB
Noam Brown — holds since 2026-06-26 — tap for who they are
Same subject: Coding models are worst at exactly the thing an AI research explosion would need: code that has never been written before. — tap to centre the map on it
Coding models are worst at exactly the thing an AI research explosion would need: code that has never been written before.
Last stated 11 months ago
17 Oct 2025
AK
Andrej Karpathy — holds since 2025-10-17 — tap for who they are
Same subject: There is no real impediment to models running their own research loop and improving themselves at a far more rapid rate. — tap to centre the map on it
There is no real impediment to models running their own research loop and improving themselves at a far more rapid rate.
Last stated a month ago
30 Jul 2026
JD
Jeff Dean — holds since 2026-07-30 — 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 6 months ago
20 Mar 2026
TT
Terence Tao — holds since 2026-03-20 — tap for who they are
Same subject: Today's models are the student who drilled 10,000 hours for the programming contest, which is exactly why what they learn does not carry anywhere else. — tap to centre the map on it
Today's models are the student who drilled 10,000 hours for the programming contest, which is exactly why what they learn does not carry anywhere else.
Last stated 9 months ago
25 Nov 2025
IS
Ilya Sutskever — holds since 2025-11-25 — tap for who they are
Same subject: You can now generate ten thousand variants of a function faster than you could write it once, and that economics pushes software towards replacement rather than repair. — tap to centre the map on it
You can now generate ten thousand variants of a function faster than you could write it once, and that economics pushes software towards replacement rather than repair.
Last stated 4 weeks ago
12 Aug 2026
CM
Charity Majors — holds since 2026-08-12 — tap for who they are
Same subject: A model can produce version two of a product that already exists, but the genuinely new version one still has to be made by people. — tap to centre the map on it
A model can produce version two of a product that already exists, but the genuinely new version one still has to be made by people.
Last stated 3 months ago
7 Jun 2026
TF
Tony Fadell — holds since 2026-06-07 — tap for who they are
Same subject: Running a model five times and keeping the best answer buys a higher benchmark score without buying a better model. — tap to centre the map on it
Running a model five times and keeping the best answer buys a higher benchmark score without buying a better model.
Last stated 2 months ago
26 Jun 2026
NB
Noam Brown — holds since 2026-06-26 — tap for who they are
Same subject: Biology keeps turning up whole classes of things nobody knew existed, and that is what defeats attempts to model it. — tap to centre the map on it
Biology keeps turning up whole classes of things nobody knew existed, and that is what defeats attempts to model it.
Last stated 2 years ago
19 Sept 2024
DL
Derek Lowe — holds since 2024-09-19 — 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 2 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 4 days ago
3 Sept 2026
DR
Dax Raad — holds since 2026-09-03 — 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 5 months ago
1 Apr 2026
TP
Thuan Pham — holds since 2026-04-01 — 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 2 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 2 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: AI could compete with human mathematicians once it acquires a mathematical sense of smell: knowing which way of splitting a problem makes it easier rather than harder. — tap to centre the map on it
AI could compete with human mathematicians once it acquires a mathematical sense of smell: knowing which way of splitting a problem makes it easier rather than harder.
Last stated a year ago
14 Jun 2025
TT
Terence Tao — holds since 2025-06-14 — tap for who they are
Same subject: AI in chess and mathematics does not explain anything; it says which position is better, and humans build the theory from that. — tap to centre the map on it
AI in chess and mathematics does not explain anything; it says which position is better, and humans build the theory from that.
Last stated a year ago
14 Jun 2025
LF
Lex Fridman — holds since 2025-06-14 — tap for who they are
Same subject: AI will transform how scientific discovery is done, and within two or three years a working scientist's job will already look dramatically different. — tap to centre the map on it
AI will transform how scientific discovery is done, and within two or three years a working scientist's job will already look dramatically different.
Last stated 3 weeks ago
18 Aug 2026
MK
Michael Kratsios — holds since 2026-08-18 — 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
A model can make an existing algorithm a hundred times faster and still cannot invent a better one, however long you give it.
Last stated 26 Jun 2026 · 2 months ago
Holds NB Noam Brown
Read this korrent →
Similar wording
Coding models are worst at exactly the thing an AI research explosion would need: code that has never been written before.
Last stated 17 Oct 2025 · 11 months ago
Holds Andrej Karpathy
Similar wording
There is no real impediment to models running their own research loop and improving themselves at a far more rapid rate.
Last stated 30 Jul 2026 · a month ago
Holds JD Jeff Dean
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 · 6 months ago
Holds TT Terence Tao
Similar wording
Today's models are the student who drilled 10,000 hours for the programming contest, which is exactly why what they learn does not carry anywhere else.
Last stated 25 Nov 2025 · 9 months ago
Holds IS Ilya Sutskever
Similar wording
You can now generate ten thousand variants of a function faster than you could write it once, and that economics pushes software towards replacement rather than repair.
Last stated 12 Aug 2026 · 4 weeks ago
Holds CM Charity Majors
Similar wording
A model can produce version two of a product that already exists, but the genuinely new version one still has to be made by people.
Last stated 7 Jun 2026 · 3 months ago
Holds TF Tony Fadell
Similar wording
Running a model five times and keeping the best answer buys a higher benchmark score without buying a better model.
Last stated 26 Jun 2026 · 2 months ago
Holds NB Noam Brown
Similar wording
Biology keeps turning up whole classes of things nobody knew existed, and that is what defeats attempts to model it.
Last stated 19 Sept 2024 · 2 years ago
Holds DL Derek Lowe
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 · 2 months ago
Holds NB 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 · 4 days ago
Holds Dax Raad
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 · 5 months ago
Holds TP Thuan Pham
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 · 2 months ago
Holds GS 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 · 2 months ago
Holds GS 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 PM Patrick McKenzie
Same subject: AI and science
AI could compete with human mathematicians once it acquires a mathematical sense of smell: knowing which way of splitting a problem makes it easier rather than harder.
Last stated 14 Jun 2025 · a year ago
Holds TT Terence Tao
Same subject: AI and science
AI in chess and mathematics does not explain anything; it says which position is better, and humans build the theory from that.
Last stated 14 Jun 2025 · a year ago
Holds LF Lex Fridman
Same subject: AI and science
AI will transform how scientific discovery is done, and within two or three years a working scientist's job will already look dramatically different.
Last stated 18 Aug 2026 · 3 weeks ago
Holds MK Michael Kratsios