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← The probabilistic nature of AI models is what makes them well suited to creative tasks
17 connected korrents · 19 moments from 10 Dec 2015 to 21 Oct 2026.
Everything filed under LLMs
LLMs
Everything filed under neural networks
neural networks
Everything filed under scaling laws
scaling laws
Everything filed under OpenAI
OpenAI
Everything filed under creativity
creativity
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optimism
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Read this korrent: The probabilistic nature of AI models is what makes them well suited to creative tasks
The probabilistic nature of AI models is what makes them well suited to creative tasks
Last stated 3 years ago
16 Jan 2024
CH
Chip Huyen — holds since 2024-01-16 — tap for who they are
Same subject: The probabilistic nature of AI models makes their outputs inherently unreliable. — tap to centre the map on it
The probabilistic nature of AI models makes their outputs inherently unreliable.
Last stated 2 years ago
25 Jul 2024
CH
Chip Huyen — holds since 2024-07-25 — tap for who they are
Same subject: There is an AI-assisted explosion of creativity — tap to centre the map on it
There is an AI-assisted explosion of creativity
Last stated 4 weeks ago
11 Oct 2026
PL
Pieter Levels — holds since 2026-10-11 — tap for who they are
Same subject: New AI models will let people offload tasks they shouldn't have to do themselves and enable new forms of creativity. — tap to centre the map on it
New AI models will let people offload tasks they shouldn't have to do themselves and enable new forms of creativity.
Last stated 2 months ago
4 Sept 2026
PM
Packy McCormick — holds since 2026-09-04 — tap for who they are
Same subject: As model complexity grows, it is very likely that AI will perform even better. — tap to centre the map on it
As model complexity grows, it is very likely that AI will perform even better.
Last stated 2 weeks ago
19 Oct 2026
VP
Vinay Prasad — holds since 2026-10-19 — tap for who they are
Same subject: AI helps exactly as far as the work is predictable and well documented, and stops helping on anything cutting edge. — tap to centre the map on it
AI helps exactly as far as the work is predictable and well documented, and stops helping on anything cutting edge.
Last stated 2 years ago
22 Mar 2025
TH
ThePrimeagen — holds since 2025-03-22 — tap for who they are
Same subject: AI excels at certain tasks but cannot substitute for human thinking. — tap to centre the map on it
AI excels at certain tasks but cannot substitute for human thinking.
Last stated 2 months ago
1 Sept 2026
NM
Nick Maggiulli — holds since 2026-09-01 — tap for who they are
Same subject: AI systems are probabilistic rather than deterministic, unlike traditional programming abstractions. — tap to centre the map on it
AI systems are probabilistic rather than deterministic, unlike traditional programming abstractions.
Last stated a year ago
8 Sept 2025
RD
Rakhim Davletkaliyev — holds since 2025-09-08 — tap for who they are
Same subject: AI will be more creative than humans — tap to centre the map on it
AI will be more creative than humans
Last stated 4 years ago
5 Dec 2022
DH
David Heinemeier Hansson — holds since 2022-12-05 — tap for who they are
Same subject: A layer should learn a residual with reference to its own input rather than an unreferenced function, which is what makes great depth trainable. — tap to centre the map on it
A layer should learn a residual with reference to its own input rather than an unreferenced function, which is what makes great depth trainable.
Last stated 11 years ago
10 Dec 2015
JS
Jian Sun — holds since 2015-12-10 — tap for who they are
KH
Kaiming He — holds since 2015-12-10 — tap for who they are
Same subject: A project-level agent memory file works like a neural net, steering the agent much as a fine-tuned LoRA steers a model. — tap to centre the map on it
A project-level agent memory file works like a neural net, steering the agent much as a fine-tuned LoRA steers a model.
Last stated 2 months ago
23 Aug 2026
KC
Kun Chen — holds since 2026-08-23 — tap for who they are
Same subject: A small enough winning ticket learns faster than the network it was cut out of, and ends up more accurate than it. — tap to centre the map on it
A small enough winning ticket learns faster than the network it was cut out of, and ends up more accurate than it.
Last stated 9 years ago
9 Mar 2018
MC
Michael Carbin — holds since 2018-03-09 — tap for who they are
JF
Jonathan Frankle — holds since 2018-03-09 — tap for who they are
Same subject: Scaling the 2019-2023 recipe — same architecture, bigger model, more data — is not enough; further progress depends on new architectural ideas. — tap to centre the map on it
Scaling the 2019-2023 recipe — same architecture, bigger model, more data — is not enough; further progress depends on new architectural ideas.
Last stated 2 years ago
20 Dec 2024
FC
François Chollet — holds since 2024-12-20 — tap for who they are
GM
Gary Marcus — holds since 2024-10-11 — 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 2 weeks ago
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: Most computer scientists did not anticipate deep learning's rapid success scaling to its current level. — tap to centre the map on it
Most computer scientists did not anticipate deep learning's rapid success scaling to its current level.
Last stated 7 months ago
15 Apr 2026
DM
Dylan Matthews — holds since 2026-04-15 — 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 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
The probabilistic nature of AI models is what makes them well suited to creative tasks
Last stated 16 Jan 2024 · 3 years ago
Holds Chip Huyen
Read this korrent →
Similar wording
The probabilistic nature of AI models makes their outputs inherently unreliable.
Last stated 25 Jul 2024 · 2 years ago
Holds Chip Huyen
Similar wording
There is an AI-assisted explosion of creativity
Last stated 11 Oct 2026 · 4 weeks ago
Holds Pieter Levels
Similar wording
New AI models will let people offload tasks they shouldn't have to do themselves and enable new forms of creativity.
Last stated 4 Sept 2026 · 2 months ago
Holds Packy McCormick
Similar wording
As model complexity grows, it is very likely that AI will perform even better.
Last stated 19 Oct 2026 · 2 weeks ago
Holds Vinay Prasad
Similar wording
AI helps exactly as far as the work is predictable and well documented, and stops helping on anything cutting edge.
Last stated 22 Mar 2025 · 2 years ago
Holds ThePrimeagen
Similar wording
AI excels at certain tasks but cannot substitute for human thinking.
Last stated 1 Sept 2026 · 2 months ago
Holds Nick Maggiulli
Similar wording
AI systems are probabilistic rather than deterministic, unlike traditional programming abstractions.
Last stated 8 Sept 2025 · a year ago
Holds Rakhim Davletkaliyev
Similar wording
AI will be more creative than humans
Last stated 5 Dec 2022 · 4 years ago
Holds David Heinemeier Hansson
Same subject: neural networks
A layer should learn a residual with reference to its own input rather than an unreferenced function, which is what makes great depth trainable.
Last stated 10 Dec 2015 · 11 years ago
Holds Jian Sun Kaiming He
Same subject: neural networks
A project-level agent memory file works like a neural net, steering the agent much as a fine-tuned LoRA steers a model.
Last stated 23 Aug 2026 · 2 months ago
Holds Kun Chen
Same subject: neural networks
A small enough winning ticket learns faster than the network it was cut out of, and ends up more accurate than it.
Last stated 9 Mar 2018 · 9 years ago
Holds Michael Carbin Jonathan Frankle
Same subject: OpenAI
Scaling the 2019-2023 recipe — same architecture, bigger model, more data — is not enough; further progress depends on new architectural ideas.
Last stated 20 Dec 2024 · 2 years ago
Holds François Chollet Gary Marcus
Same subject: OpenAI
A PHP vulnerability found with GPT-5.6 Sol will cause havoc this week.
Last stated 21 Oct 2026 · 2 weeks ago
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: scaling laws
Most computer scientists did not anticipate deep learning's rapid success scaling to its current level.
Last stated 15 Apr 2026 · 7 months ago
Holds Dylan Matthews
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