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← The 'bitter lesson' that general methods eventually beat human domain…
17 connected korrents · 17 moments from 29 Sept 2018 to 4 Oct 2026.
Everything filed under design
design
Everything filed under taste
taste
Everything filed under simplicity
simplicity
Everything filed under AI and jobs
AI and jobs
Everything filed under neural networks
neural networks
Everything filed under scaling laws
scaling laws
Everything filed under humility
humility
Everything filed under curiosity
curiosity
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: The 'bitter lesson' that general methods eventually beat human domain knowledge does not hold for building AI-based products.
The 'bitter lesson' that general methods eventually beat human domain knowledge does not hold for building AI-based products.
Last stated 2 years ago
15 Apr 2025
AN
Arvind Narayanan — holds since 2025-04-15 — tap for who they are
Same subject: Generative AI has failed to produce the learning gains it was promised to deliver and instead shows evidence of harming learning. — tap to centre the map on it
Generative AI has failed to produce the learning gains it was promised to deliver and instead shows evidence of harming learning.
Last stated 4 months ago
24 Jun 2026
DM
Dan Meyer — holds since 2026-06-24 — tap for who they are
Same subject: The Bitter Lesson is misread as being about scale; it is about refusing to add human priors, because a clever specific fix always loses to a simple scalable one. — tap to centre the map on it
The Bitter Lesson is misread as being about scale; it is about refusing to add human priors, because a clever specific fix always loses to a simple scalable one.
Last stated 2 years ago
3 Feb 2025
NL
Nathan Lambert — holds since 2025-02-03 — tap for who they are
Same subject: Bigger is smarter, always: bringing your special domain knowledge to the model is the wrong side of the bitter lesson. — tap to centre the map on it
Bigger is smarter, always: bringing your special domain knowledge to the model is the wrong side of the bitter lesson.
Last stated 7 months ago
11 Mar 2026
SY
Steve Yegge — holds since 2026-03-11 — tap for who they are
Same subject: Probably nobody has yet figured out how to measure the outcomes of AI-assisted product work. — tap to centre the map on it
Probably nobody has yet figured out how to measure the outcomes of AI-assisted product work.
Last stated a month ago
10 Sept 2026
TY
Tamar Yehoshua — holds since 2026-09-10 — tap for who they are
Same subject: The games industry already ran the experiment everyone expects from AI, when engines became licensable, and the results were not good news. — tap to centre the map on it
The games industry already ran the experiment everyone expects from AI, when engines became licensable, and the results were not good news.
Last stated 2 months ago
26 Aug 2026
CM
Casey Muratori — holds since 2026-08-26 — tap for who they are
Same subject: People often seem to focus on what AI can execute and not on what it can teach them. — tap to centre the map on it
People often seem to focus on what AI can execute and not on what it can teach them.
Last stated a month ago
10 Sept 2026
KS
Karri Saarinen — holds since 2026-09-10 — tap for who they are
Same subject: There is no natural, clear dividing line between AI and other kinds of software. — tap to centre the map on it
There is no natural, clear dividing line between AI and other kinds of software.
Last stated 2 months ago
8 Sept 2026
RH
Robin Hanson — holds since 2026-09-08 — tap for who they are
Same subject: AI marketed as a pure augmenting 'tool' will end up automating jobs anyway, since firms control how it's used. — tap to centre the map on it
AI marketed as a pure augmenting 'tool' will end up automating jobs anyway, since firms control how it's used.
Last stated 5 months ago
13 May 2026
JS
Jasmine Sun — holds since 2026-05-13 — tap for who they are
Same subject: A $1,299, 100-gram pair of slip-on glasses seems far more enticing than a $3,699, 700-gram headset strapped to the face. — tap to centre the map on it
A $1,299, 100-gram pair of slip-on glasses seems far more enticing than a $3,699, 700-gram headset strapped to the face.
Last stated 4 weeks ago
24 Sept 2026
MS
M.G. Siegler — holds since 2026-09-24 — tap for who they are
Same subject: A baby-step version of eval-driven design is to sketch out 10 to 20 hero flows and run the feature or interaction through them to see where it falls apart. — tap to centre the map on it
A baby-step version of eval-driven design is to sketch out 10 to 20 hero flows and run the feature or interaction through them to see where it falls apart.
Last stated a month ago
9 Sept 2026
EB
Ed Bayes — holds since 2026-09-09 — tap for who they are
Same subject: A blank chat box is lazy: it violates the first rule of a good user experience, that it is obvious what you can do. — tap to centre the map on it
A blank chat box is lazy: it violates the first rule of a good user experience, that it is obvious what you can do.
Last stated a year ago
12 May 2025
JZ
Julie Zhuo — holds since 2025-05-12 — tap for who they are
Same subject: A browser works better as a single window than as multiple separate windows. — tap to centre the map on it
A browser works better as a single window than as multiple separate windows.
Last stated a month ago
15 Sept 2026
CC
Chris Coyier — holds since 2026-09-15 — tap for who they are
Same subject: A business is more likely to fail from taking on too much complexity than from lacking resources. — tap to centre the map on it
A business is more likely to fail from taking on too much complexity than from lacking resources.
Last stated 8 years ago
29 Sept 2018
TG
Tren Griffin — holds since 2018-09-29 — tap for who they are
Same subject: A business succeeds through a small number of highly effective distribution channels, not many mediocre ones. — tap to centre the map on it
A business succeeds through a small number of highly effective distribution channels, not many mediocre ones.
Last stated 3 years ago
17 Feb 2024
AW
Adam Wiggins — holds since 2024-02-17 — tap for who they are
Same subject: A big part of taste is delivering high levels of craft in an accessible way so that as many people as possible can experience it. — tap to centre the map on it
A big part of taste is delivering high levels of craft in an accessible way so that as many people as possible can experience it.
Last stated 6 months ago
21 Apr 2026
BJ
Brandon Jacoby — holds since 2026-04-21 — tap for who they are
Same subject: A company name can have different appeal to corporate buyers versus their customers. — tap to centre the map on it
A company name can have different appeal to corporate buyers versus their customers.
Last stated 3 weeks ago
4 Oct 2026
PG
Paul Graham — holds since 2026-10-04 — tap for who they are
Same subject: A first draft should not be graded good or bad; it is only the material that taste then gets to act on. — tap to centre the map on it
A first draft should not be graded good or bad; it is only the material that taste then gets to act on.
Last stated 3 months ago
6 Aug 2026
GS
George Saunders — holds since 2026-08-06 — 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 'bitter lesson' that general methods eventually beat human domain knowledge does not hold for building AI-based products.
Last stated 15 Apr 2025 · 2 years ago
Holds Arvind Narayanan
Read this korrent →
Similar wording
Generative AI has failed to produce the learning gains it was promised to deliver and instead shows evidence of harming learning.
Last stated 24 Jun 2026 · 4 months ago
Holds Dan Meyer
Similar wording
The Bitter Lesson is misread as being about scale; it is about refusing to add human priors, because a clever specific fix always loses to a simple scalable one.
Last stated 3 Feb 2025 · 2 years ago
Holds Nathan Lambert
Similar wording
Bigger is smarter, always: bringing your special domain knowledge to the model is the wrong side of the bitter lesson.
Last stated 11 Mar 2026 · 7 months ago
Holds Steve Yegge
Similar wording
Probably nobody has yet figured out how to measure the outcomes of AI-assisted product work.
Last stated 10 Sept 2026 · a month ago
Holds Tamar Yehoshua
Similar wording
The games industry already ran the experiment everyone expects from AI, when engines became licensable, and the results were not good news.
Last stated 26 Aug 2026 · 2 months ago
Holds Casey Muratori
Similar wording
People often seem to focus on what AI can execute and not on what it can teach them.
Last stated 10 Sept 2026 · a month ago
Holds Karri Saarinen
Similar wording
There is no natural, clear dividing line between AI and other kinds of software.
Last stated 8 Sept 2026 · 2 months ago
Holds Robin Hanson
Similar wording
AI marketed as a pure augmenting 'tool' will end up automating jobs anyway, since firms control how it's used.
Last stated 13 May 2026 · 5 months ago
Holds Jasmine Sun
Same subject: design
A $1,299, 100-gram pair of slip-on glasses seems far more enticing than a $3,699, 700-gram headset strapped to the face.
Last stated 24 Sept 2026 · 4 weeks ago
Holds M.G. Siegler
Same subject: design
A baby-step version of eval-driven design is to sketch out 10 to 20 hero flows and run the feature or interaction through them to see where it falls apart.
Last stated 9 Sept 2026 · a month ago
Holds Ed Bayes
Same subject: design
A blank chat box is lazy: it violates the first rule of a good user experience, that it is obvious what you can do.
Last stated 12 May 2025 · a year ago
Holds Julie Zhuo
Same subject: simplicity
A browser works better as a single window than as multiple separate windows.
Last stated 15 Sept 2026 · a month ago
Holds Chris Coyier
Same subject: simplicity
A business is more likely to fail from taking on too much complexity than from lacking resources.
Last stated 29 Sept 2018 · 8 years ago
Holds Tren Griffin
Same subject: simplicity
A business succeeds through a small number of highly effective distribution channels, not many mediocre ones.
Last stated 17 Feb 2024 · 3 years ago
Holds Adam Wiggins
Same subject: taste
A big part of taste is delivering high levels of craft in an accessible way so that as many people as possible can experience it.
Last stated 21 Apr 2026 · 6 months ago
Holds Brandon Jacoby
Same subject: taste
A company name can have different appeal to corporate buyers versus their customers.
Last stated 4 Oct 2026 · 3 weeks ago
Holds Paul Graham
Same subject: taste
A first draft should not be graded good or bad; it is only the material that taste then gets to act on.
Last stated 6 Aug 2026 · 3 months ago
Holds George Saunders