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← Agents will take a decade rather than a year, because today's models…
17 connected korrents · 18 moments from 7 Sept 2008 to 11 Oct 2026.
Everything filed under AI agents
AI agents
Everything filed under LLMs
LLMs
Everything filed under AI and human skill
AI and human skill
Everything filed under AI alignment
AI alignment
Everything filed under AGI
AGI
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Read this korrent: Agents will take a decade rather than a year, because today's models are cognitively lacking in too many independent ways at once.
Agents will take a decade rather than a year, because today's models are cognitively lacking in too many independent ways at once.
Last stated a year ago
17 Oct 2025
AK
Andrej Karpathy — holds since 2025-10-17 — tap for who they are
Same subject: Agents can already be run for days or weeks on a single hard problem, and almost nobody has internalised that. — tap to centre the map on it
Agents can already be run for days or weeks on a single hard problem, and almost nobody has internalised that.
Last stated 3 months ago
30 Jul 2026
JD
Jeff Dean — holds since 2026-07-30 — tap for who they are
Same subject: A future where agents run and improve an organisation is impossible unless humans can first see and understand the system themselves. — tap to centre the map on it
A future where agents run and improve an organisation is impossible unless humans can first see and understand the system themselves.
Last stated 7 months ago
22 Mar 2026
NF
Nicole Forsgren — holds since 2026-03-22 — tap for who they are
Same subject: The time it takes for mainstream adoption of new behaviors is shrinking because AI moves exponentially fast and interfaces are easy — tap to centre the map on it
The time it takes for mainstream adoption of new behaviors is shrinking because AI moves exponentially fast and interfaces are easy
Last stated 2 weeks ago
11 Oct 2026
PL
Pieter Levels — holds since 2026-10-11 — 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: Within a couple of decades there will not be many people who can write, because AI has removed the pressure to learn. — tap to centre the map on it
Within a couple of decades there will not be many people who can write, because AI has removed the pressure to learn.
Last stated 2 years ago
1 Oct 2024
PG
Paul Graham — holds since 2024-10-01 — tap for who they are
Same subject: Long-running agents fail because they drift off the distribution they were trained on, and degrade further the farther out they get. — tap to centre the map on it
Long-running agents fail because they drift off the distribution they were trained on, and degrade further the farther out they get.
Last stated 3 months ago
30 Jul 2026
JD
Jeff Dean — holds since 2026-07-30 — tap for who they are
Same subject: Continual learning will probably be solved within a year or two, but the trillions of dollars do not depend on solving it. — tap to centre the map on it
Continual learning will probably be solved within a year or two, but the trillions of dollars do not depend on solving it.
Last stated 8 months ago
13 Feb 2026
DA
Dario Amodei — holds since 2026-02-13 — 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 its arrival.
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: 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 10 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 a month ago
17 Sept 2026
PC
Patrick Collison — holds since 2026-09-17 — tap for who they are
Same subject: A language model behaves with a different, weaker safety posture when it believes it is being evaluated rather than facing a real situation. — tap to centre the map on it
A language model behaves with a different, weaker safety posture when it believes it is being evaluated rather than facing a real situation.
Last stated a month ago
22 Sept 2026
HR
Harper Reed — holds since 2026-09-22 — tap for who they are
Same subject: AI model capabilities have already advanced beyond humanity's ability to understand or control them. — tap to centre the map on it
AI model capabilities have already advanced beyond humanity's ability to understand or control them.
Last stated 2 months ago
1 Sept 2026
CN
Casey Newton — holds since 2026-09-01 — tap for who they are
Same subject: AI models are gullible enough that other AI models can induce them into harmful behavior. — tap to centre the map on it
AI models are gullible enough that other AI models can induce them into harmful behavior.
Last stated 2 months ago
31 Aug 2026
RK
Rohit Krishnan — holds since 2026-08-31 — tap for who they are
Same subject: A tiny language model inventing a plausible-sounding name is the same phenomenon as a large one confidently stating a false fact. — tap to centre the map on it
A tiny language model inventing a plausible-sounding name is the same phenomenon as a large one confidently stating a false fact.
Last stated 8 months ago
12 Feb 2026
AK
Andrej Karpathy — holds since 2026-02-12 — tap for who they are
Same subject: AI should be released iteratively rather than built in secret, because AI and surprise do not go together and the world needs time to adapt before it is under the gun. — tap to centre the map on it
AI should be released iteratively rather than built in secret, because AI and surprise do not go together and the world needs time to adapt before it is under the gun.
Last stated 3 years ago
18 Mar 2024
SA
Sam Altman — holds since 2024-03-18 — tap for who they are
Same subject: An AI can already earn an A on a university economics midterm, years earlier than informed forecasters expected. — tap to centre the map on it
An AI can already earn an A on a university economics midterm, years earlier than informed forecasters expected.
Last stated 4 years ago
21 Mar 2023
BC
Bryan Caplan — holds since 2023-03-21 — 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 2008 to today (stretched back to the oldest claim here) — full is today a face: someone who holds the claim — tap it for who they are faded, dashed ring: they no longer hold it — they changed their mind
At the centre
Agents will take a decade rather than a year, because today's models are cognitively lacking in too many independent ways at once.
Last stated 17 Oct 2025 · a year ago
Holds Andrej Karpathy
Read this korrent →
Similar wording
Agents can already be run for days or weeks on a single hard problem, and almost nobody has internalised that.
Last stated 30 Jul 2026 · 3 months ago
Holds Jeff Dean
Similar wording
A future where agents run and improve an organisation is impossible unless humans can first see and understand the system themselves.
Last stated 22 Mar 2026 · 7 months ago
Holds Nicole Forsgren
Similar wording
The time it takes for mainstream adoption of new behaviors is shrinking because AI moves exponentially fast and interfaces are easy
Last stated 11 Oct 2026 · 2 weeks ago
Holds Pieter Levels
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
Within a couple of decades there will not be many people who can write, because AI has removed the pressure to learn.
Last stated 1 Oct 2024 · 2 years ago
Holds Paul Graham
Similar wording
Long-running agents fail because they drift off the distribution they were trained on, and degrade further the farther out they get.
Last stated 30 Jul 2026 · 3 months ago
Holds Jeff Dean
Similar wording
Continual learning will probably be solved within a year or two, but the trillions of dollars do not depend on solving it.
Last stated 13 Feb 2026 · 8 months ago
Holds Dario Amodei
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 Scott Aaronson
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 · 10 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 · a month ago
Holds Patrick Collison
Same subject: AI alignment
A language model behaves with a different, weaker safety posture when it believes it is being evaluated rather than facing a real situation.
Last stated 22 Sept 2026 · a month ago
Holds Harper Reed
Same subject: AI alignment
AI model capabilities have already advanced beyond humanity's ability to understand or control them.
Last stated 1 Sept 2026 · 2 months ago
Holds Casey Newton
Same subject: AI alignment
AI models are gullible enough that other AI models can induce them into harmful behavior.
Last stated 31 Aug 2026 · 2 months ago
Holds Rohit Krishnan
Same subject: OpenAI
A tiny language model inventing a plausible-sounding name is the same phenomenon as a large one confidently stating a false fact.
Last stated 12 Feb 2026 · 8 months ago
Holds Andrej Karpathy
Same subject: OpenAI
AI should be released iteratively rather than built in secret, because AI and surprise do not go together and the world needs time to adapt before it is under the gun.
Last stated 18 Mar 2024 · 3 years ago
Holds Sam Altman
Same subject: OpenAI
An AI can already earn an A on a university economics midterm, years earlier than informed forecasters expected.
Last stated 21 Mar 2023 · 4 years ago
Holds Bryan Caplan