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← There is no real impediment to models running their own research loop…
17 connected korrents · 16 moments from 17 Jul 2025 to 21 Oct 2026.
Everything filed under recursive self-improvement
recursive self-improvement
Everything filed under LLMs
LLMs
Everything filed under world models
world models
Everything filed under taste
taste
Everything filed under design
design
Everything filed under AI and science
AI and science
Everything filed under benchmarks
benchmarks
Everything filed under OpenAI
OpenAI
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: There is no real impediment to models running their own research loop and improving themselves at a far more rapid rate.
There is no real impediment to models running their own research loop and improving themselves at a far more rapid rate.
Last stated 3 months ago
30 Jul 2026
JD
Jeff Dean — holds since 2026-07-30 — tap for who they are
Same subject: The AI research cycle from idea to experiment will likely soon be 10x faster, but that may not make researchers 10x more productive in the field's net understanding. — tap to centre the map on it
The AI research cycle from idea to experiment will likely soon be 10x faster, but that may not make researchers 10x more productive in the field's net understanding.
Last stated a month ago
22 Sept 2026
NL
Nathan Lambert — holds since 2026-09-22 — tap for who they are
Same subject: A model can make an existing algorithm a hundred times faster and still cannot invent a better one, however long you give it. — tap to centre the map on it
A model can make an existing algorithm a hundred times faster and still cannot invent a better one, however long you give it.
Last stated 4 months ago
26 Jun 2026
NB
Noam Brown — holds since 2026-06-26 — tap for who they are
Same subject: Models have no research taste yet, which is why they complement researchers rather than replace them. — tap to centre the map on it
Models have no research taste yet, which is why they complement researchers rather than replace them.
Last stated 4 months ago
26 Jun 2026
NB
Noam Brown — holds since 2026-06-26 — tap for who they are
Same subject: Experimenting with mental models does not require high craft and is better done at speed, in the open, in iteration than by polishing something that is the wrong shape. — tap to centre the map on it
Experimenting with mental models does not require high craft and is better done at speed, in the open, in iteration than by polishing something that is the wrong shape.
Last stated 4 months ago
8 Jul 2026
MC
Meaghan Choi — holds since 2026-07-08 — tap for who they are
Same subject: The current capabilities of existing AI models are barely being used and are often not even well understood. — tap to centre the map on it
The current capabilities of existing AI models are barely being used and are often not even well understood.
Last stated a month ago
18 Sept 2026
EM
Ethan Mollick — holds since 2026-09-18 — tap for who they are
Same subject: Learned approximations of slow simulators change what science is possible, by turning a six-month screening run into something you do over lunch. — tap to centre the map on it
Learned approximations of slow simulators change what science is possible, by turning a six-month screening run into something you do over lunch.
Last stated 3 months ago
30 Jul 2026
JD
Jeff Dean — holds since 2026-07-30 — tap for who they are
Same subject: Models look far better on evals than they are in the world because researchers, inadvertently, take inspiration from the evals when they build RL environments. — tap to centre the map on it
Models look far better on evals than they are in the world because researchers, inadvertently, take inspiration from the evals when they build RL environments.
Last stated 11 months ago
25 Nov 2025
IS
Ilya Sutskever — holds since 2025-11-25 — tap for who they are
Same subject: Existing AI models are already more than good enough, doing more for writing code than the author can make use of. — tap to centre the map on it
Existing AI models are already more than good enough, doing more for writing code than the author can make use of.
Last stated a month ago
8 Sept 2026
GO
Gergely Orosz — holds since 2026-09-08 — tap for who they are
Same subject: A ban on self-recursive improvement in AI models would create a big incentive for some other parts of the world to invest a lot more in compute. — tap to centre the map on it
A ban on self-recursive improvement in AI models would create a big incentive for some other parts of the world to invest a lot more in compute.
Last stated a month ago
22 Sept 2026
TC
Tyler Cowen — holds since 2026-09-22 — 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 3 months ago
3 Aug 2026
CP
Chamath Palihapitiya — holds since 2026-08-03 — tap for who they are
Same subject: AI research will be fully automated around 2030 or 2031, and AI will beat humans at essentially any job by about 2033. — tap to centre the map on it
AI research will be fully automated around 2030 or 2031, and AI will beat humans at essentially any job by about 2033.
Last stated 2 months ago
11 Aug 2026
RG
Ryan Greenblatt — holds since 2026-08-11 — 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 2 months ago
10 Aug 2026
FC
François Chollet — holds since 2026-08-10 — tap for who they are
Same subject: A model that can predict the next frames of a video coherently understands the world, in the only sense of the word that is doing any work. — tap to centre the map on it
A model that can predict the next frames of a video coherently understands the world, in the only sense of the word that is doing any work.
Last stated a year ago
23 Jul 2025
DH
Demis Hassabis — holds since 2025-07-23 — tap for who they are
Same subject: An adaptive agent's world model cannot be a static representation learned once and fixed — tap to centre the map on it
An adaptive agent's world model cannot be a static representation learned once and fixed
Last stated a year ago
17 Jul 2025
FC
François Chollet — holds since 2025-07-17 — tap for who they are
Same subject: Internal models at Anthropic and OpenAI are improving even faster than AI overall, with early recursive self-improvement beginning over the summer. — tap to centre the map on it
Internal models at Anthropic and OpenAI are improving even faster than AI overall, with early recursive self-improvement beginning over the summer.
Last stated a month 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 month 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: A PHP vulnerability found with GPT-5.6 Sol will cause havoc this week. — tap to centre the map on it
A PHP vulnerability found with GPT-5.6 Sol will cause havoc this week.
Last stated 2 days ago
21 Oct 2026
PS
Peter Steinberger — holds since 2026-10-21 — 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
There is no real impediment to models running their own research loop and improving themselves at a far more rapid rate.
Last stated 30 Jul 2026 · 3 months ago
Holds Jeff Dean
Read this korrent →
Similar wording
The AI research cycle from idea to experiment will likely soon be 10x faster, but that may not make researchers 10x more productive in the field's net understanding.
Last stated 22 Sept 2026 · a month ago
Holds Nathan Lambert
Similar wording
A model can make an existing algorithm a hundred times faster and still cannot invent a better one, however long you give it.
Last stated 26 Jun 2026 · 4 months ago
Holds Noam Brown
Similar wording
Models have no research taste yet, which is why they complement researchers rather than replace them.
Last stated 26 Jun 2026 · 4 months ago
Holds Noam Brown
Similar wording
Experimenting with mental models does not require high craft and is better done at speed, in the open, in iteration than by polishing something that is the wrong shape.
Last stated 8 Jul 2026 · 4 months ago
Holds Meaghan Choi
Similar wording
The current capabilities of existing AI models are barely being used and are often not even well understood.
Last stated 18 Sept 2026 · a month ago
Holds Ethan Mollick
Similar wording
Learned approximations of slow simulators change what science is possible, by turning a six-month screening run into something you do over lunch.
Last stated 30 Jul 2026 · 3 months ago
Holds Jeff Dean
Similar wording
Models look far better on evals than they are in the world because researchers, inadvertently, take inspiration from the evals when they build RL environments.
Last stated 25 Nov 2025 · 11 months ago
Holds Ilya Sutskever
Similar wording
Existing AI models are already more than good enough, doing more for writing code than the author can make use of.
Last stated 8 Sept 2026 · a month ago
Holds Gergely Orosz
Same subject: recursive self-improvement
A ban on self-recursive improvement in AI models would create a big incentive for some other parts of the world to invest a lot more in compute.
Last stated 22 Sept 2026 · a month ago
Holds Tyler Cowen
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 · 3 months ago
Holds Chamath Palihapitiya
Same subject: recursive self-improvement
AI research will be fully automated around 2030 or 2031, and AI will beat humans at essentially any job by about 2033.
Last stated 11 Aug 2026 · 2 months ago
Holds Ryan Greenblatt
Same subject: world models
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 · 2 months ago
Holds François Chollet
Same subject: world models
A model that can predict the next frames of a video coherently understands the world, in the only sense of the word that is doing any work.
Last stated 23 Jul 2025 · a year ago
Holds Demis Hassabis
Same subject: world models
An adaptive agent's world model cannot be a static representation learned once and fixed
Last stated 17 Jul 2025 · a year ago
Holds François Chollet
Same subject: OpenAI
Internal models at Anthropic and OpenAI are improving even faster than AI overall, with early recursive self-improvement beginning over the summer.
Last stated 14 Sept 2026 · a month ago
Holds Zvi Mowshowitz
Same subject: OpenAI
Recursive self-improvement has already started, because AI research itself is now being automated.
Last stated 13 Sept 2026 · a month ago
Holds Zvi Mowshowitz Jan Leike
Same subject: OpenAI
A PHP vulnerability found with GPT-5.6 Sol will cause havoc this week.
Last stated 21 Oct 2026 · 2 days ago
Holds Peter Steinberger