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← Every sample a model gives you is silently collapsed: each one looks…
17 connected korrents · 15 moments from 16 Jan 2024 to 21 Oct 2026.
Everything filed under LLMs
LLMs
Everything filed under scaling laws
scaling laws
Everything filed under AI writing
AI writing
Everything filed under OpenAI
OpenAI
Everything filed under robotics
robotics
Everything filed under writing
writing
Everything filed under AI and science
AI and science
Everything filed under mathematics
mathematics
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: Every sample a model gives you is silently collapsed: each one looks fine, but together they occupy a tiny sliver of the possible space.
Every sample a model gives you is silently collapsed: each one looks fine, but together they occupy a tiny sliver of the possible space.
Last stated a year ago
17 Oct 2025
AK
Andrej Karpathy — holds since 2025-10-17 — tap for who they are
Same subject: Letting a robot imagine the next image helps, but it is not essential — the model was surprisingly good without it. — tap to centre the map on it
Letting a robot imagine the next image helps, but it is not essential — the model was surprisingly good without it.
Last stated 2 months ago
12 Aug 2026
CF
Chelsea Finn — holds since 2026-08-12 — tap for who they are
Same subject: Humans collapse over the course of a life exactly as models do; children say shocking things because they have not overfitted yet. — tap to centre the map on it
Humans collapse over the course of a life exactly as models do; children say shocking things because they have not overfitted yet.
Last stated a year ago
17 Oct 2025
AK
Andrej Karpathy — holds since 2025-10-17 — tap for who they are
Same subject: Models are enormous only because the internet is bad: most of that capacity does memory work, and a better dataset would need far less of it. — tap to centre the map on it
Models are enormous only because the internet is bad: most of that capacity does memory work, and a better dataset would need far less of it.
Last stated a year ago
17 Oct 2025
AK
Andrej Karpathy — holds since 2025-10-17 — tap for who they are
Same subject: Editing your writing with a model pulls it towards one homogeneous style, far enough that you lose track of what your own voice was. — tap to centre the map on it
Editing your writing with a model pulls it towards one homogeneous style, far enough that you lose track of what your own voice was.
Last stated 2 months ago
19 Aug 2026
AO
Addy Osmani — holds since 2026-08-19 — tap for who they are
Same subject: The medium of designing with models is nondeterministic enough that without real prompts flowing through it, an idea can look great in a design review and be completely different when users use it. — tap to centre the map on it
The medium of designing with models is nondeterministic enough that without real prompts flowing through it, an idea can look great in a design review and be completely different when users use it.
Last stated a month ago
9 Sept 2026
EB
Ed Bayes — holds since 2026-09-09 — tap for who they are
Same subject: As models get better at following instructions, techniques like finetuning and constrained sampling for structured outputs will become less necessary — tap to centre the map on it
As models get better at following instructions, techniques like finetuning and constrained sampling for structured outputs will become less necessary
Last stated 3 years ago
16 Jan 2024
CH
Chip Huyen — holds since 2024-01-16 — 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: The twin prime conjecture is certainly true, the random model gives overwhelming odds of it, and he just cannot prove it. — tap to centre the map on it
The twin prime conjecture is certainly true, the random model gives overwhelming odds of it, and he just cannot prove it.
Last stated a year ago
14 Jun 2025
TT
Terence Tao — holds since 2025-06-14 — tap for who they are
Same subject: A PHP vulnerability found with GPT-5.6 Sol will cause havoc this week. — tap to centre the map on it
A PHP vulnerability found with GPT-5.6 Sol will cause havoc this week.
Last stated yesterday
21 Oct 2026
PS
Peter Steinberger — holds since 2026-10-21 — tap for who they are
Same subject: A startup should not begin life as a nonprofit and bolt a for-profit arm on later, whatever OpenAI's own history suggests. — tap to centre the map on it
A startup should not begin life as a nonprofit and bolt a for-profit arm on later, whatever OpenAI's own history suggests.
Last stated 3 years ago
18 Mar 2024
SA
Sam Altman — holds since 2024-03-18 — tap for who they are
Same subject: Advertising was a necessary phase for the internet but a momentary industry, and an AI people pay for is better because they know the answers are not influenced by advertisers. — tap to centre the map on it
Advertising was a necessary phase for the internet but a momentary industry, and an AI people pay for is better because they know the answers are not influenced by advertisers.
Last stated 3 years ago
18 Mar 2024
SA
Sam Altman — holds since 2024-03-18 — 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 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 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 7 months ago
13 Mar 2026
DP
Dylan Patel — holds since 2026-03-13 — tap for who they are
Same subject: A CEO who sends out an AI-written strategy memo is modelling that it is fine to outsource thinking and strategy. — tap to centre the map on it
A CEO who sends out an AI-written strategy memo is modelling that it is fine to outsource thinking and strategy.
Last stated 4 weeks ago
27 Sept 2026
MG
Molly Graham — holds since 2026-09-27 — 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 4 months ago
30 Jun 2026
GS
Grant Sanderson — holds since 2026-06-30 — tap for who they are
Same subject: AI can now produce in minutes work that used to take weeks to build. — tap to centre the map on it
AI can now produce in minutes work that used to take weeks to build.
Last stated 5 months ago
26 May 2026
CB
Carlos Alexandro Becker — holds since 2026-05-26 — 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 who holds the claim — tap it for who they are
At the centre
Every sample a model gives you is silently collapsed: each one looks fine, but together they occupy a tiny sliver of the possible space.
Last stated 17 Oct 2025 · a year ago
Holds Andrej Karpathy
Read this korrent →
Similar wording
Letting a robot imagine the next image helps, but it is not essential — the model was surprisingly good without it.
Last stated 12 Aug 2026 · 2 months ago
Holds Chelsea Finn
Similar wording
Humans collapse over the course of a life exactly as models do; children say shocking things because they have not overfitted yet.
Last stated 17 Oct 2025 · a year ago
Holds Andrej Karpathy
Similar wording
Models are enormous only because the internet is bad: most of that capacity does memory work, and a better dataset would need far less of it.
Last stated 17 Oct 2025 · a year ago
Holds Andrej Karpathy
Similar wording
Editing your writing with a model pulls it towards one homogeneous style, far enough that you lose track of what your own voice was.
Last stated 19 Aug 2026 · 2 months ago
Holds Addy Osmani
Similar wording
The medium of designing with models is nondeterministic enough that without real prompts flowing through it, an idea can look great in a design review and be completely different when users use it.
Last stated 9 Sept 2026 · a month ago
Holds Ed Bayes
Similar wording
As models get better at following instructions, techniques like finetuning and constrained sampling for structured outputs will become less necessary
Last stated 16 Jan 2024 · 3 years ago
Holds Chip Huyen
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 Derek Lowe
Similar wording
The twin prime conjecture is certainly true, the random model gives overwhelming odds of it, and he just cannot prove it.
Last stated 14 Jun 2025 · a year ago
Holds Terence Tao
Same subject: OpenAI
A PHP vulnerability found with GPT-5.6 Sol will cause havoc this week.
Last stated 21 Oct 2026 · yesterday
Holds Peter Steinberger
Same subject: OpenAI
A startup should not begin life as a nonprofit and bolt a for-profit arm on later, whatever OpenAI's own history suggests.
Last stated 18 Mar 2024 · 3 years ago
Holds Sam Altman
Same subject: OpenAI
Advertising was a necessary phase for the internet but a momentary industry, and an AI people pay for is better because they know the answers are not influenced by advertisers.
Last stated 18 Mar 2024 · 3 years ago
Holds Sam Altman
Same subject: scaling laws
"Scaling" was powerful because it was one word: naming a research direction is what tells a whole field what to do next.
Last stated 25 Nov 2025 · 11 months ago
Holds Ilya Sutskever
Same subject: scaling laws
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 · 4 months ago
Holds Noam Brown
Same subject: scaling laws
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 13 Mar 2026 · 7 months ago
Holds Dylan Patel
Same subject: AI writing
A CEO who sends out an AI-written strategy memo is modelling that it is fine to outsource thinking and strategy.
Last stated 27 Sept 2026 · 4 weeks ago
Holds Molly Graham
Same subject: AI writing
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 · 4 months ago
Holds Grant Sanderson
Same subject: AI writing
AI can now produce in minutes work that used to take weeks to build.
Last stated 26 May 2026 · 5 months ago
Holds Carlos Alexandro Becker