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← Not every bottleneck on medical progress is one AI can remove, and which ones will remain can be guessed at now.
17 connected korrents · 15 moments on record from 7 Sept 2008 to 29 Jul 2026.
Everything filed under mathematics
mathematics
Everything filed under formal proof
formal proof
Everything filed under physics
physics
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: Not every bottleneck on medical progress is one AI can remove, and which ones will remain can be guessed at now.
Not every bottleneck on medical progress is one AI can remove, and which ones will remain can be guessed at now.
Last stated a year ago
2 Aug 2025
JT
Jacob Trefethen — holds since 2025-08-02 — tap for who they are
Same subject: AI will not on its own compress decades of medical progress into a few years, because the binding constraint is human data, clinical trials and regulation rather than intelligence. — tap to centre the map on it
AI will not on its own compress decades of medical progress into a few years, because the binding constraint…
Last stated 2 months ago
21 Jul 2026
RT
Ruxandra Teslo — holds since 2026-07-21 — tap for who they are
JT
Jacob Trefethen — holds since 2025-08-02 — tap for who they are
Same subject: The bottleneck in AI is no longer the progress of the models but their diffusion — if the models froze today, the economy would still take decades to absorb what already exists. — tap to centre the map on it
The bottleneck in AI is no longer the progress of the models but their diffusion — if the models froze today, the…
Last stated a month ago
29 Jul 2026
AW
Alexandr Wang — holds since 2026-07-29 — tap for who they are
Same subject: Human-level artificial intelligence is plausibly centuries or millennia away, and no trend supports a shorter estimate. — tap to centre the map on it
Human-level artificial intelligence is plausibly centuries or millennia away, and no trend supports a…
Last stated 3 years ago
13 Dec 2023
SA
Scott Aaronson — holds since 2008-09-07 — tap for who they are
SA
Scott Aaronson — no longer holds since 2023-12-13 — tap for who they are
Same subject: Human-level AI is most likely centuries or millennia away, so there is no reason to reorganise one's work around its arrival. — tap to centre the map on it
Human-level AI is most likely centuries or millennia away, so there is no reason to reorganise one's work around…
Last stated 3 years ago
13 Dec 2023
SA
Scott Aaronson — holds since 2008-09-07 — tap for who they are
SA
Scott Aaronson — no longer holds since 2023-12-13 — tap for who they are
Same subject: It would be disappointing and surprising if the next five years of AI progress in mathematics produced no economically valuable improvements traceable to it. — tap to centre the map on it
It would be disappointing and surprising if the next five years of AI progress in mathematics produced no…
Last stated 2 months ago
30 Jun 2026
GS
Grant Sanderson — holds since 2026-06-30 — tap for who they are
Same subject: AI progress is faster than people expect, and ordinary scaling can be enough to solve problems that looked very hard. — tap to centre the map on it
AI progress is faster than people expect, and ordinary scaling can be enough to solve problems that looked very…
Last stated 2 years ago
2 Feb 2025
AC
Ajeya Cotra — holds since 2023-08-29 — tap for who they are
SA
Scott Alexander — holds since 2022-09-12 — tap for who they are
MB
Miles Brundage — holds since 2025-02-02 — tap for who they are
Same subject: An end-to-end self-improving AI is probably possible, but it is not even desirable, because it is a hard-takeoff scenario. — tap to centre the map on it
An end-to-end self-improving AI is probably possible, but it is not even desirable, because it is a hard-takeoff…
Last stated a year ago
23 Jul 2025
DH
Demis Hassabis — holds since 2025-07-23 — tap for who they are
Same subject: Advanced AI is close enough that the preparations which take years have to be started now, whichever end of the expert range you believe. — tap to centre the map on it
Advanced AI is close enough that the preparations which take years have to be started now, whichever end of the…
Last stated a year ago
1 Apr 2025
HT
Helen Toner — holds since 2025-04-01 — tap for who they are
MB
Miles Brundage — holds since 2024-12-20 — 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…
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…
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…
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…
Last stated a year ago
14 Jun 2025
LF
Lex Fridman — holds since 2025-06-14 — tap for who they are
Same subject: Current AI struggles even to rediscover old laws of physics from data, and when it does, contamination from training is the first suspect. — tap to centre the map on it
Current AI struggles even to rediscover old laws of physics from data, and when it does, contamination from training is…
Last stated a year ago
14 Jun 2025
TT
Terence Tao — holds since 2025-06-14 — 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…
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 or similar wording a cloud: claims about one subject, named for it bar: how recently it was last stated — full and dark this week, a faint sliver at five years a face: someone on record holding the claim — tap it for who they are faded, dashed ring: they no longer hold it — they changed their mind
At the centre
Not every bottleneck on medical progress is one AI can remove, and which ones will remain can be guessed at now.
Last stated 2 Aug 2025 · a year ago
Holds JT Jacob Trefethen
Read this korrent →
Similar wording
AI will not on its own compress decades of medical progress into a few years, because the binding constraint is human data, clinical trials and regulation rather than intelligence.
Last stated 21 Jul 2026 · 2 months ago
Holds RT Ruxandra TesloJT Jacob Trefethen
Similar wording
The bottleneck in AI is no longer the progress of the models but their diffusion — if the models froze today, the economy would still take decades to absorb what already exists.
Last stated 29 Jul 2026 · a month ago
Holds AW Alexandr Wang
Similar wording
Human-level artificial intelligence is plausibly centuries or millennia away, and no trend supports a shorter estimate.
Last stated 13 Dec 2023 · 3 years ago
No longer holds SA Scott Aaronson
Similar wording
Human-level AI is most likely centuries or millennia away, so there is no reason to reorganise one's work around its arrival.
Last stated 13 Dec 2023 · 3 years ago
No longer holds SA Scott Aaronson
Similar wording
It would be disappointing and surprising if the next five years of AI progress in mathematics produced no economically valuable improvements traceable to it.
Last stated 30 Jun 2026 · 2 months ago
Holds GS Grant Sanderson
Similar wording
AI progress is faster than people expect, and ordinary scaling can be enough to solve problems that looked very hard.
Last stated 2 Feb 2025 · 2 years ago
Holds AC Ajeya CotraSA Scott AlexanderMB Miles Brundage
Similar wording
An end-to-end self-improving AI is probably possible, but it is not even desirable, because it is a hard-takeoff scenario.
Last stated 23 Jul 2025 · a year ago
Holds DH Demis Hassabis
Similar wording
Advanced AI is close enough that the preparations which take years have to be started now, whichever end of the expert range you believe.
Last stated 1 Apr 2025 · a year ago
Holds HT Helen TonerMB Miles Brundage
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
Current AI struggles even to rediscover old laws of physics from data, and when it does, contamination from training is the first suspect.
Last stated 14 Jun 2025 · a year ago
Holds TT Terence Tao
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