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← Recursive self-improvement in AI will mainly make existing model…
17 connected korrents · 18 moments on record from 11 Oct 2018 to 19 Sept 2026. Nearly all of them are about recursive self-improvement .
Everything filed under LLMs
LLMs
Everything filed under Anthropic
Anthropic
Everything filed under AGI
AGI
Everything filed under coding agents
coding agents
Everything filed under world models
world models
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Read this korrent: Recursive self-improvement in AI will mainly make existing model capability cheaper rather than raise peak intelligence.
Recursive self-improvement in AI will mainly make existing model capability cheaper rather than raise peak intelligence.
Last stated 2 days ago
19 Sept 2026
NL
Nathan Lambert — holds since 2026-09-19 — tap for who they are
Same subject: AI is already inside the recursive self-improvement loop — what the labs have shipped in recent weeks shows the cycle has started. — tap to centre the map on it
AI is already inside the recursive self-improvement loop — what the labs have shipped in recent weeks shows the cycle has started.
Last stated 2 months ago
3 Aug 2026
CP
Chamath Palihapitiya — holds since 2026-08-03 — tap for who they are
Same subject: AI takeover is not the thing to worry about: physical constraints bound recursive self-improvement, and humans reliably act once a risk becomes immediate. — tap to centre the map on it
AI takeover is not the thing to worry about: physical constraints bound recursive self-improvement, and humans reliably act once a risk becomes immediate.
Last stated 2 years ago
3 Feb 2025
NL
Nathan Lambert — holds since 2025-02-03 — tap for who they are
Same subject: Coding agents already do coarse-grained recursive self-improvement, because every use rewrites their instruction files and their long-term memory. — tap to centre the map on it
Coding agents already do coarse-grained recursive self-improvement, because every use rewrites their instruction files and their long-term memory.
Last stated 2 months ago
26 Jul 2026
JH
Jensen Huang — holds since 2026-07-26 — tap for who they are
Same subject: Coding is not just another application domain for AI; it is the meta-skill that lets AI generate its own training material and start the recursive self-improvement loop. — tap to centre the map on it
Coding is not just another application domain for AI; it is the meta-skill that lets AI generate its own training material and start the recursive self-improvement loop.
Last stated a month ago
10 Aug 2026
FC
François Chollet — holds since 2026-08-10 — tap for who they are
Same subject: Internal models at top labs are improving faster than public ones and have begun early recursive self-improvement. — tap to centre the map on it
Internal models at top labs are improving faster than public ones and have begun early recursive self-improvement.
Last stated a week ago
14 Sept 2026
ZM
Zvi Mowshowitz — holds since 2026-09-14 — tap for who they are
Same subject: Recursive self-improvement has already started, because AI research itself is now being automated. — tap to centre the map on it
Recursive self-improvement has already started, because AI research itself is now being automated.
Last stated a week ago
13 Sept 2026
ZM
Zvi Mowshowitz — holds since 2026-09-13 — tap for who they are
JL
Jan Leike — holds since 2026-01-22 — tap for who they are
Same subject: Recursive self-improvement only works if the base model is already capable enough to improve its own mechanism. — tap to centre the map on it
Recursive self-improvement only works if the base model is already capable enough to improve its own mechanism.
Last stated 3 months ago
4 Jul 2026
LW
Lilian Weng — holds since 2026-07-04 — tap for who they are
Same subject: Recursive self-improvement will increase AI capability very quickly from here. — tap to centre the map on it
Recursive self-improvement will increase AI capability very quickly from here.
Last stated 2 months ago
3 Aug 2026
CP
Chamath Palihapitiya — holds since 2026-08-03 — 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 2 months ago
15 Jul 2026
DH
Dex Horthy — holds since 2026-07-15 — tap for who they are
Same subject: A child who has seen ten cats learns what a machine needs the whole internet of cat photos for, by a learning pathway nobody has solved. — tap to centre the map on it
A child who has seen ten cats learns what a machine needs the whole internet of cat photos for, by a learning pathway nobody has solved.
Last stated a month ago
10 Aug 2026
FL
Fei-Fei Li — holds since 2026-08-10 — tap for who they are
Same subject: Humans can generally perform new language tasks from few examples or simple instructions, while current NLP systems largely cannot. — tap to centre the map on it
Humans can generally perform new language tasks from few examples or simple instructions, while current NLP systems largely cannot.
Last stated 6 years ago
28 May 2020
DA
Dario Amodei — holds since 2020-05-28 — tap for who they are
Same subject: Language models are already a form of AGI; what the labs are chasing is a further step, not the arrival of general intelligence. — tap to centre the map on it
Language models are already a form of AGI; what the labs are chasing is a further step, not the arrival of general intelligence.
Last stated 2 years ago
3 Feb 2025
NL
Nathan Lambert — holds since 2025-02-03 — tap for who they are
Same subject: The jump from Sol to Astra is larger than from Fable 5 to Fable 5.1, and Astra is the best model for ambitious projects with likely the highest raw intelligence of any model. — tap to centre the map on it
The jump from Sol to Astra is larger than from Fable 5 to Fable 5.1, and Astra is the best model for ambitious projects with likely the highest raw intelligence of any model.
Last stated a week ago
12 Sept 2026
ZM
Zvi Mowshowitz — holds since 2026-09-12 — 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 hard.
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: Current techniques restrict pre-trained representation power because standard language models are unidirectional. — tap to centre the map on it
Current techniques restrict pre-trained representation power because standard language models are unidirectional.
Last stated 8 years ago
11 Oct 2018
KT
Kristina Toutanova — holds since 2018-10-11 — tap for who they are
MC
Ming-Wei Chang — holds since 2018-10-11 — tap for who they are
KL
Kenton Lee — holds since 2018-10-11 — tap for who they are
JD
Jacob Devlin — holds since 2018-10-11 — tap for who they are
Same subject: Emergent abilities come from generalisation turning compositional, not merely from a training set containing a lot of stuff. — tap to centre the map on it
Emergent abilities come from generalisation turning compositional, not merely from a training set containing a lot of stuff.
Last stated a year ago
12 Sept 2025
SL
Sergey Levine — holds since 2025-09-12 — 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
Recursive self-improvement in AI will mainly make existing model capability cheaper rather than raise peak intelligence.
Last stated 19 Sept 2026 · 2 days ago
Holds Nathan Lambert
Read this korrent →
Same subject: recursive self-improvement
AI is already inside the recursive self-improvement loop — what the labs have shipped in recent weeks shows the cycle has started.
Last stated 3 Aug 2026 · 2 months ago
Holds Chamath Palihapitiya
Same subject: recursive self-improvement
AI takeover is not the thing to worry about: physical constraints bound recursive self-improvement, and humans reliably act once a risk becomes immediate.
Last stated 3 Feb 2025 · 2 years ago
Holds Nathan Lambert
Same subject: recursive self-improvement
Coding agents already do coarse-grained recursive self-improvement, because every use rewrites their instruction files and their long-term memory.
Last stated 26 Jul 2026 · 2 months ago
Holds Jensen Huang
Same subject: recursive self-improvement
Coding is not just another application domain for AI; it is the meta-skill that lets AI generate its own training material and start the recursive self-improvement loop.
Last stated 10 Aug 2026 · a month ago
Holds François Chollet
Same subject: recursive self-improvement
Internal models at top labs are improving faster than public ones and have begun early recursive self-improvement.
Last stated 14 Sept 2026 · a week ago
Holds Zvi Mowshowitz
Same subject: recursive self-improvement
Recursive self-improvement has already started, because AI research itself is now being automated.
Last stated 13 Sept 2026 · a week ago
Holds Zvi Mowshowitz Jan Leike
Same subject: recursive self-improvement
Recursive self-improvement only works if the base model is already capable enough to improve its own mechanism.
Last stated 4 Jul 2026 · 3 months ago
Holds Lilian Weng
Same subject: recursive self-improvement
Recursive self-improvement will increase AI capability very quickly from here.
Last stated 3 Aug 2026 · 2 months ago
Holds Chamath Palihapitiya
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 · 2 months ago
Holds Dex Horthy
Same subject: LLMs
A child who has seen ten cats learns what a machine needs the whole internet of cat photos for, by a learning pathway nobody has solved.
Last stated 10 Aug 2026 · a month ago
Holds Fei-Fei Li
Same subject: measuring intelligence
Humans can generally perform new language tasks from few examples or simple instructions, while current NLP systems largely cannot.
Last stated 28 May 2020 · 6 years ago
Holds Dario Amodei
Same subject: measuring intelligence
Language models are already a form of AGI; what the labs are chasing is a further step, not the arrival of general intelligence.
Last stated 3 Feb 2025 · 2 years ago
Holds Nathan Lambert
Same subject: measuring intelligence
The jump from Sol to Astra is larger than from Fable 5 to Fable 5.1, and Astra is the best model for ambitious projects with likely the highest raw intelligence of any model.
Last stated 12 Sept 2026 · a week ago
Holds Zvi Mowshowitz
Same subject: scaling laws
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 Ajeya Cotra Scott Alexander Miles Brundage
Same subject: scaling laws
Current techniques restrict pre-trained representation power because standard language models are unidirectional.
Last stated 11 Oct 2018 · 8 years ago
Holds Kristina Toutanova Ming-Wei Chang Kenton Lee Jacob Devlin
Same subject: scaling laws
Emergent abilities come from generalisation turning compositional, not merely from a training set containing a lot of stuff.
Last stated 12 Sept 2025 · a year ago
Holds Sergey Levine