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← Super-exponential injection of external resources is not sustainable in the long-term.
17 connected korrents · 17 moments from 5 Nov 2019 to 8 Oct 2026.
Everything filed under AI alignment
AI alignment
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LLMs
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measuring intelligence
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semiconductors
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AGI
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software quality
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solar
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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: Super-exponential injection of external resources is not sustainable in the long-term.
Super-exponential injection of external resources is not sustainable in the long-term.
Last stated yesterday
8 Oct 2026
FC
François Chollet — holds since 2026-10-08 — tap for who they are
Same subject: The thing worth finding is the exponential with the steepest curve that will run the longest — decades ago that was Moore’s law, and today it is AI progress. — tap to centre the map on it
The thing worth finding is the exponential with the steepest curve that will run the longest — decades ago that was Moore’s law, and today it is AI progress.
Last stated 2 months ago
29 Jul 2026
AW
Alexandr Wang — holds since 2026-07-29 — tap for who they are
Same subject: We are already in an intelligence explosion and have been for decades, so AI will show up as more of the same exponential rather than a break in it. — tap to centre the map on it
We are already in an intelligence explosion and have been for decades, so AI will show up as more of the same exponential rather than a break in it.
Last stated 12 months ago
17 Oct 2025
AK
Andrej Karpathy — holds since 2025-10-17 — tap for who they are
Same subject: Repeated rewrites are the correct answer under fast growth, because a system specified to scale forever would take so long to build that the company would die before it shipped. — tap to centre the map on it
Repeated rewrites are the correct answer under fast growth, because a system specified to scale forever would take so long to build that the company would die before it shipped.
Last stated 6 months ago
1 Apr 2026
TP
Thuan Pham — holds since 2026-04-01 — tap for who they are
Same subject: No bottleneck in the AI supply chain lasts longer than two or three years. — tap to centre the map on it
No bottleneck in the AI supply chain lasts longer than two or three years.
Last stated 6 months ago
15 Apr 2026
JH
Jensen Huang — holds since 2026-04-15 — tap for who they are
Same subject: Solar power's exponential growth will continue until all other energy sources are far below 0.1%. — tap to centre the map on it
Solar power's exponential growth will continue until all other energy sources are far below 0.1%.
Last stated 3 weeks ago
15 Sept 2026
EM
Elon Musk — holds since 2026-09-15 — tap for who they are
Same subject: If AI hardware depreciates faster than assumed, the economics of the debt-financed AI capex boom invert and today's leverage turns reckless. — tap to centre the map on it
If AI hardware depreciates faster than assumed, the economics of the debt-financed AI capex boom invert and today's leverage turns reckless.
Last stated 3 weeks ago
16 Sept 2026
BD
Brad DeLong — holds since 2026-09-16 — tap for who they are
Same subject: Even generalised superintelligence will change society more slowly than the AGI community expects, because intelligence is not the only rate limiter. — tap to centre the map on it
Even generalised superintelligence will change society more slowly than the AGI community expects, because intelligence is not the only rate limiter.
Last stated a year ago
18 Aug 2025
BT
Bret Taylor — holds since 2025-08-18 — tap for who they are
Same subject: Even a long-horizon deep tech company should chase revenue sooner than it thinks, so that it is valued on its roadmap rather than on its probability of dying. — tap to centre the map on it
Even a long-horizon deep tech company should chase revenue sooner than it thinks, so that it is valued on its roadmap rather than on its probability of dying.
Last stated 2 months ago
7 Aug 2026
MH
Max Hodak — holds since 2026-08-07 — tap for who they are
Same subject: A company that uses an algorithm to nudge customers into behavior that isn't good for them is doing something bad. — tap to centre the map on it
A company that uses an algorithm to nudge customers into behavior that isn't good for them is doing something bad.
Last stated a year ago
7 Oct 2025
MM
Mr. Money Mustache — holds since 2025-10-07 — tap for who they are
Same subject: A control evaluation that reports under one per cent risk should be read as several per cent, because the evaluation can itself fail. — tap to centre the map on it
A control evaluation that reports under one per cent risk should be read as several per cent, because the evaluation can itself fail.
Last stated 2 years ago
7 May 2024
BS
Buck Shlegeris — holds since 2024-05-07 — tap for who they are
Same subject: A feedback loop that reinforces a behavior pulls it toward whatever improves the loop's own score. — tap to centre the map on it
A feedback loop that reinforces a behavior pulls it toward whatever improves the loop's own score.
Last stated a month ago
26 Aug 2026
HK
Henrik Karlsson — holds since 2026-08-26 — tap for who they are
Same subject: A unit of measure needs defining, perhaps via a chain of increasingly hard problems, each pair of which a single model can solve. — tap to centre the map on it
A unit of measure needs defining, perhaps via a chain of increasingly hard problems, each pair of which a single model can solve.
Last stated 3 weeks ago
15 Sept 2026
PG
Paul Graham — holds since 2026-09-15 — tap for who they are
Same subject: Being able to statistically predict what someone will say does not mean you understand them. — tap to centre the map on it
Being able to statistically predict what someone will say does not mean you understand them.
Last stated 3 weeks ago
18 Sept 2026
CD
Cory Doctorow — holds since 2026-09-18 — tap for who they are
Same subject: Both the special-purpose-programs view and the blank-slate view of human intelligence are likely incorrect. — tap to centre the map on it
Both the special-purpose-programs view and the blank-slate view of human intelligence are likely incorrect.
Last stated 7 years ago
5 Nov 2019
FC
François Chollet — holds since 2019-11-05 — tap for who they are
Same subject: A badly written AI outbound email is evidence of a bad vendor, not of a limit of AI. — tap to centre the map on it
A badly written AI outbound email is evidence of a bad vendor, not of a limit of AI.
Last stated 9 months ago
1 Jan 2026
JL
Jason Lemkin — holds since 2026-01-01 — tap for who they are
Same subject: A bigger context window does not give you a smarter model; the intelligence of the model is what decides how much of that window it can actually attend to. — tap to centre the map on it
A bigger context window does not give you a smarter model; the intelligence of the model is what decides how much of that window it can actually attend to.
Last stated 3 months ago
15 Jul 2026
DH
Dex Horthy — holds since 2026-07-15 — tap for who they are
Same subject: A body of publications is easy for AI models to consume via pretraining corpora but cumbersome for most humans due to CAPTCHAs, accounts, and paywalls. — tap to centre the map on it
A body of publications is easy for AI models to consume via pretraining corpora but cumbersome for most humans due to CAPTCHAs, accounts, and paywalls.
Last stated 3 weeks ago
17 Sept 2026
PC
Patrick Collison — holds since 2026-09-17 — 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
Super-exponential injection of external resources is not sustainable in the long-term.
Last stated 8 Oct 2026 · yesterday
Holds François Chollet
Read this korrent →
Similar wording
The thing worth finding is the exponential with the steepest curve that will run the longest — decades ago that was Moore’s law, and today it is AI progress.
Last stated 29 Jul 2026 · 2 months ago
Holds Alexandr Wang
Similar wording
We are already in an intelligence explosion and have been for decades, so AI will show up as more of the same exponential rather than a break in it.
Last stated 17 Oct 2025 · 12 months ago
Holds Andrej Karpathy
Similar wording
Repeated rewrites are the correct answer under fast growth, because a system specified to scale forever would take so long to build that the company would die before it shipped.
Last stated 1 Apr 2026 · 6 months ago
Holds Thuan Pham
Similar wording
No bottleneck in the AI supply chain lasts longer than two or three years.
Last stated 15 Apr 2026 · 6 months ago
Holds Jensen Huang
Similar wording
Solar power's exponential growth will continue until all other energy sources are far below 0.1%.
Last stated 15 Sept 2026 · 3 weeks ago
Holds Elon Musk
Similar wording
If AI hardware depreciates faster than assumed, the economics of the debt-financed AI capex boom invert and today's leverage turns reckless.
Last stated 16 Sept 2026 · 3 weeks ago
Holds Brad DeLong
Similar wording
Even generalised superintelligence will change society more slowly than the AGI community expects, because intelligence is not the only rate limiter.
Last stated 18 Aug 2025 · a year ago
Holds Bret Taylor
Similar wording
Even a long-horizon deep tech company should chase revenue sooner than it thinks, so that it is valued on its roadmap rather than on its probability of dying.
Last stated 7 Aug 2026 · 2 months ago
Holds Max Hodak
Same subject: AI alignment
A company that uses an algorithm to nudge customers into behavior that isn't good for them is doing something bad.
Last stated 7 Oct 2025 · a year ago
Holds Mr. Money Mustache
Same subject: AI alignment
A control evaluation that reports under one per cent risk should be read as several per cent, because the evaluation can itself fail.
Last stated 7 May 2024 · 2 years ago
Holds Buck Shlegeris
Same subject: AI alignment
A feedback loop that reinforces a behavior pulls it toward whatever improves the loop's own score.
Last stated 26 Aug 2026 · a month ago
Holds Henrik Karlsson
Same subject: measuring intelligence
A unit of measure needs defining, perhaps via a chain of increasingly hard problems, each pair of which a single model can solve.
Last stated 15 Sept 2026 · 3 weeks ago
Holds Paul Graham
Same subject: measuring intelligence
Being able to statistically predict what someone will say does not mean you understand them.
Last stated 18 Sept 2026 · 3 weeks ago
Holds Cory Doctorow
Same subject: measuring intelligence
Both the special-purpose-programs view and the blank-slate view of human intelligence are likely incorrect.
Last stated 5 Nov 2019 · 7 years ago
Holds François Chollet
Same subject: LLMs
A badly written AI outbound email is evidence of a bad vendor, not of a limit of AI.
Last stated 1 Jan 2026 · 9 months ago
Holds Jason Lemkin
Same subject: LLMs
A bigger context window does not give you a smarter model; the intelligence of the model is what decides how much of that window it can actually attend to.
Last stated 15 Jul 2026 · 3 months ago
Holds Dex Horthy
Same subject: LLMs
A body of publications is easy for AI models to consume via pretraining corpora but cumbersome for most humans due to CAPTCHAs, accounts, and paywalls.
Last stated 17 Sept 2026 · 3 weeks ago
Holds Patrick Collison