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← Expertise is an enormous accumulated library of small facts and…
17 connected korrents · 17 moments on record from 12 Jul 2022 to 19 Aug 2026.
Everything filed under LLMs
LLMs
Everything filed under design
design
Everything filed under education
education
Everything filed under formal proof
formal proof
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Read this korrent: Expertise is an enormous accumulated library of small facts and skills, which is why no method can shortcut the sheer volume of learning it takes.
Expertise is an enormous accumulated library of small facts and skills, which is why no method can shortcut the sheer volume of learning it takes.
Last stated 3 months ago
27 May 2026
SY
Scott H. Young — holds since 2026-05-27 — tap for who they are
Same subject: Expertise is not passively absorbing patterns — it is learning what to look for, which makes becoming an expert a training of attention. — tap to centre the map on it
Expertise is not passively absorbing patterns — it is learning what to look for, which makes becoming an expert a training of attention.
Last stated 2 years ago
25 May 2024
CR
Charan Ranganath — holds since 2024-05-25 — tap for who they are
Same subject: Because an individual is an expert in at most one thing, an LLM's broad shallow expertise lets them do things they could not do before, whereas an organisation only gets better at what it already did. — tap to centre the map on it
Because an individual is an expert in at most one thing, an LLM's broad shallow expertise lets them do things they could not do before, whereas an organisation only gets better at what it already did.
Last stated a year ago
7 Apr 2025
AK
Andrej Karpathy — holds since 2025-04-07 — tap for who they are
Same subject: Knowledge is cheap and easily acquired; what a person actually needs is curiosity, self-efficacy, perseverance, perspective and hope. — tap to centre the map on it
Knowledge is cheap and easily acquired; what a person actually needs is curiosity, self-efficacy, perseverance, perspective and hope.
Last stated 4 years ago
12 Jul 2022
AM
Adam Mastroianni — holds since 2022-07-12 — tap for who they are
Same subject: Knowledge that lives only in a book or a machine is not knowledge you have. — tap to centre the map on it
Knowledge that lives only in a book or a machine is not knowledge you have.
Last stated 10 months ago
18 Nov 2025
SY
Scott H. Young — holds since 2025-11-18 — tap for who they are
Same subject: Turning expertise into a commodity is democratising, because access to medical, legal and mental-health advice has always tracked wealth. — tap to centre the map on it
Turning expertise into a commodity is democratising, because access to medical, legal and mental-health advice has always tracked wealth.
Last stated a year ago
18 Aug 2025
BT
Bret Taylor — holds since 2025-08-18 — tap for who they are
Same subject: “Work on what you know” is the worst advice there is: knowledge can be acquired, but what you love cannot be changed. — tap to centre the map on it
“Work on what you know” is the worst advice there is: knowledge can be acquired, but what you love cannot be changed.
Last stated a month ago
28 Jul 2026
BS
Blake Scholl — holds since 2026-07-28 — tap for who they are
Same subject: Early schooling is not for accumulating knowledge but for booting up a brain, and physics does that better than any other subject. — tap to centre the map on it
Early schooling is not for accumulating knowledge but for booting up a brain, and physics does that better than any other subject.
Last stated 11 months ago
17 Oct 2025
AK
Andrej Karpathy — holds since 2025-10-17 — tap for who they are
Same subject: Deep design expertise does not get squeezed out just because code and analysis got faster. — tap to centre the map on it
Deep design expertise does not get squeezed out just because code and analysis got faster.
Last stated 2 months ago
19 Jul 2026
ES
Elizabeth Stone — holds since 2026-07-19 — tap for who they are
Same subject: A language model is no substitute for a well-specified conventional algorithm, so it cannot simply be dropped into a complex problem and trusted. — tap to centre the map on it
A language model is no substitute for a well-specified conventional algorithm, so it cannot simply be dropped into a complex problem and trusted.
Last stated a year ago
7 Jun 2025
GM
Gary Marcus — holds since 2025-06-07 — tap for who they are
Same subject: A language model is not using language at all, because language requires an intention to communicate. — tap to centre the map on it
A language model is not using language at all, because language requires an intention to communicate.
Last stated 2 years ago
31 Aug 2024
TC
Ted Chiang — holds since 2024-08-31 — tap for who they are
Same subject: A language model's apparent mind is mostly our own bias: it predicts text, and leverages our evolved habit of attributing intentionality to anything that acts human. — tap to centre the map on it
A language model's apparent mind is mostly our own bias: it predicts text, and leverages our evolved habit of attributing intentionality to anything that acts human.
Last stated 2 years ago
22 Apr 2024
SC
Sean Carroll — holds since 2024-04-22 — tap for who they are
Same subject: AI-written code makes formal proof necessary, because human review of all that generated code becomes the bottleneck. — tap to centre the map on it
AI-written code makes formal proof necessary, because human review of all that generated code becomes the bottleneck.
Last stated 5 months ago
22 Apr 2026
MK
Martin Kleppmann — holds since 2026-04-22 — tap for who they are
Same subject: Formal verification is about to become economical, because models are getting good enough at writing the proofs that humans no longer have to. — tap to centre the map on it
Formal verification is about to become economical, because models are getting good enough at writing the proofs that humans no longer have to.
Last stated 5 months ago
22 Apr 2026
MK
Martin Kleppmann — holds since 2026-04-22 — tap for who they are
Same subject: Formalising a proof in Lean currently takes about ten times the effort of writing it out: doable, but annoying. — tap to centre the map on it
Formalising a proof in Lean currently takes about ten times the effort of writing it out: doable, but annoying.
Last stated a year ago
14 Jun 2025
TT
Terence Tao — holds since 2025-06-14 — 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: AI is the first new user-interface paradigm in sixty years: intent-based outcome specification, where the user says what outcome they want rather than how to get it. — tap to centre the map on it
AI is the first new user-interface paradigm in sixty years: intent-based outcome specification, where the user says what outcome they want rather than how to get it.
Last stated 3 years ago
22 Jun 2023
JN
Jakob Nielsen — holds since 2023-06-22 — tap for who they are
Same subject: All user interfaces will converge on the same shape: chat and gestures in, chat and video out. — tap to centre the map on it
All user interfaces will converge on the same shape: chat and gestures in, chat and video out.
Last stated 3 weeks ago
19 Aug 2026
NR
Naval Ravikant — holds since 2026-08-19 — 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 on record holding the claim — tap it for who they are
At the centre
Expertise is an enormous accumulated library of small facts and skills, which is why no method can shortcut the sheer volume of learning it takes.
Last stated 27 May 2026 · 3 months ago
Holds SY Scott H. Young
Read this korrent →
Similar wording
Expertise is not passively absorbing patterns — it is learning what to look for, which makes becoming an expert a training of attention.
Last stated 25 May 2024 · 2 years ago
Holds CR Charan Ranganath
Similar wording
Because an individual is an expert in at most one thing, an LLM's broad shallow expertise lets them do things they could not do before, whereas an organisation only gets better at what it already did.
Last stated 7 Apr 2025 · a year ago
Holds Andrej Karpathy
Similar wording
Knowledge is cheap and easily acquired; what a person actually needs is curiosity, self-efficacy, perseverance, perspective and hope.
Last stated 12 Jul 2022 · 4 years ago
Holds AM Adam Mastroianni
Similar wording
Knowledge that lives only in a book or a machine is not knowledge you have.
Last stated 18 Nov 2025 · 10 months ago
Holds SY Scott H. Young
Similar wording
Turning expertise into a commodity is democratising, because access to medical, legal and mental-health advice has always tracked wealth.
Last stated 18 Aug 2025 · a year ago
Holds BT Bret Taylor
Similar wording
“Work on what you know” is the worst advice there is: knowledge can be acquired, but what you love cannot be changed.
Last stated 28 Jul 2026 · a month ago
Holds BS Blake Scholl
Similar wording
Early schooling is not for accumulating knowledge but for booting up a brain, and physics does that better than any other subject.
Last stated 17 Oct 2025 · 11 months ago
Holds Andrej Karpathy
Similar wording
Deep design expertise does not get squeezed out just because code and analysis got faster.
Last stated 19 Jul 2026 · 2 months ago
Holds ES Elizabeth Stone
Same subject: LLMs
A language model is no substitute for a well-specified conventional algorithm, so it cannot simply be dropped into a complex problem and trusted.
Last stated 7 Jun 2025 · a year ago
Holds GM Gary Marcus
Same subject: LLMs
A language model is not using language at all, because language requires an intention to communicate.
Last stated 31 Aug 2024 · 2 years ago
Holds TC Ted Chiang
Same subject: LLMs
A language model's apparent mind is mostly our own bias: it predicts text, and leverages our evolved habit of attributing intentionality to anything that acts human.
Last stated 22 Apr 2024 · 2 years ago
Holds SC Sean Carroll
Same subject: formal proof
AI-written code makes formal proof necessary, because human review of all that generated code becomes the bottleneck.
Last stated 22 Apr 2026 · 5 months ago
Holds MK Martin Kleppmann
Same subject: formal proof
Formal verification is about to become economical, because models are getting good enough at writing the proofs that humans no longer have to.
Last stated 22 Apr 2026 · 5 months ago
Holds MK Martin Kleppmann
Same subject: formal proof
Formalising a proof in Lean currently takes about ten times the effort of writing it out: doable, but annoying.
Last stated 14 Jun 2025 · a year ago
Holds TT Terence Tao
Same subject: chat interfaces
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 JZ Julie Zhuo
Same subject: chat interfaces
AI is the first new user-interface paradigm in sixty years: intent-based outcome specification, where the user says what outcome they want rather than how to get it.
Last stated 22 Jun 2023 · 3 years ago
Holds JN Jakob Nielsen
Same subject: chat interfaces
All user interfaces will converge on the same shape: chat and gestures in, chat and video out.
Last stated 19 Aug 2026 · 3 weeks ago
Holds Naval Ravikant