Tap a claim on the ring to put it at the centre.
← Much of the defensive engineering built into agentic systems exists…
17 connected korrents · 14 moments from 21 Mar 2023 to 23 Sept 2026.
Everything filed under AI agents
AI agents
Everything filed under LLMs
LLMs
Everything filed under code generation
code generation
Everything filed under data centers
data centers
Everything filed under scaling laws
scaling laws
Everything filed under design
design
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: Much of the defensive engineering built into agentic systems exists because tokens have been scarce, not because it is fundamentally necessary.
Much of the defensive engineering built into agentic systems exists because tokens have been scarce, not because it is fundamentally necessary.
Last stated a week ago
22 Sept 2026
HR
Harper Reed — holds since 2026-09-22 — tap for who they are
Same subject: The case for sweating every line of code was premised on humans doing the modifications, and it now survives only because tokens are scarce. — tap to centre the map on it
The case for sweating every line of code was premised on humans doing the modifications, and it now survives only because tokens are scarce.
Last stated a month ago
26 Aug 2026
DH
David Heinemeier Hansson — holds since 2026-08-26 — tap for who they are
Same subject: Hundreds of billions of dollars of AI value rest on about a billion dollars of lithography tooling that cannot be scaled quickly. — tap to centre the map on it
Hundreds of billions of dollars of AI value rest on about a billion dollars of lithography tooling that cannot be scaled quickly.
Last stated 7 months ago
13 Mar 2026
DP
Dylan Patel — holds since 2026-03-13 — tap for who they are
Same subject: The ability to build AI agents that counter high-friction systems should be made open and accessible to everyone, not just those with technical privilege. — tap to centre the map on it
The ability to build AI agents that counter high-friction systems should be made open and accessible to everyone, not just those with technical privilege.
Last stated 2 weeks ago
17 Sept 2026
HM
Hilary Mason — holds since 2026-09-17 — tap for who they are
Same subject: Making a product work for agents is probably largely a matter of building the right primitives into it, almost as an infrastructural layer. — tap to centre the map on it
Making a product work for agents is probably largely a matter of building the right primitives into it, almost as an infrastructural layer.
Last stated 3 weeks ago
10 Sept 2026
MK
Mike Krieger — holds since 2026-09-10 — tap for who they are
Same subject: An agent will reach for purpose-built tools rather than a raw computer, because tools are more token-efficient. — tap to centre the map on it
An agent will reach for purpose-built tools rather than a raw computer, because tools are more token-efficient.
Last stated 11 months ago
12 Nov 2025
SN
Satya Nadella — holds since 2025-11-12 — tap for who they are
Same subject: Every abstraction in agentic programming — RAG, memory, agentic history, structured output — is just a different way of passing tokens into a model, and understanding that beats learning any of them. — tap to centre the map on it
Every abstraction in agentic programming — RAG, memory, agentic history, structured output — is just a different way of passing tokens into a model, and understanding that beats learning any of them.
Last stated 3 months ago
15 Jul 2026
DH
Dex Horthy — holds since 2026-07-15 — tap for who they are
Same subject: Token prices have stayed flat because labs deliberately kept models smaller than expected in order to get more experimental cycles. — tap to centre the map on it
Token prices have stayed flat because labs deliberately kept models smaller than expected in order to get more experimental cycles.
Last stated 2 months ago
11 Aug 2026
RG
Ryan Greenblatt — holds since 2026-08-11 — tap for who they are
Same subject: Systems thinking and user empathy in agent design are the old product principles in disguise. — tap to centre the map on it
Systems thinking and user empathy in agent design are the old product principles in disguise.
Last stated 3 weeks ago
10 Sept 2026
NY
Nan Yu — holds since 2026-09-10 — 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 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 2 months ago
10 Aug 2026
FL
Fei-Fei Li — holds since 2026-08-10 — 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 week ago
22 Sept 2026
HR
Harper Reed — holds since 2026-09-22 — tap for who they are
Same subject: AI labs are extremely dependent on chain-of-thought monitoring, which may not last much longer as models edge into steganographic obfuscation. — tap to centre the map on it
AI labs are extremely dependent on chain-of-thought monitoring, which may not last much longer as models edge into steganographic obfuscation.
Last stated 3 weeks ago
10 Sept 2026
ZM
Zvi Mowshowitz — holds since 2026-09-10 — tap for who they are
Same subject: AI misalignment from reward hacking is sequestered to graded tasks and does not affect core ethics in normal use. — tap to centre the map on it
AI misalignment from reward hacking is sequestered to graded tasks and does not affect core ethics in normal use.
Last stated a week ago
23 Sept 2026
SA
Scott Alexander — holds since 2026-09-23 — 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 2015 to today — full is today a face: someone who holds the claim — tap it for who they are
At the centre
Much of the defensive engineering built into agentic systems exists because tokens have been scarce, not because it is fundamentally necessary.
Last stated 22 Sept 2026 · a week ago
Holds Harper Reed
Read this korrent →
Similar wording
The case for sweating every line of code was premised on humans doing the modifications, and it now survives only because tokens are scarce.
Last stated 26 Aug 2026 · a month ago
Holds David Heinemeier Hansson
Similar wording
Hundreds of billions of dollars of AI value rest on about a billion dollars of lithography tooling that cannot be scaled quickly.
Last stated 13 Mar 2026 · 7 months ago
Holds Dylan Patel
Similar wording
The ability to build AI agents that counter high-friction systems should be made open and accessible to everyone, not just those with technical privilege.
Last stated 17 Sept 2026 · 2 weeks ago
Holds Hilary Mason
Similar wording
Making a product work for agents is probably largely a matter of building the right primitives into it, almost as an infrastructural layer.
Last stated 10 Sept 2026 · 3 weeks ago
Holds Mike Krieger
Similar wording
An agent will reach for purpose-built tools rather than a raw computer, because tools are more token-efficient.
Last stated 12 Nov 2025 · 11 months ago
Holds Satya Nadella
Similar wording
Every abstraction in agentic programming — RAG, memory, agentic history, structured output — is just a different way of passing tokens into a model, and understanding that beats learning any of them.
Last stated 15 Jul 2026 · 3 months ago
Holds Dex Horthy
Similar wording
Token prices have stayed flat because labs deliberately kept models smaller than expected in order to get more experimental cycles.
Last stated 11 Aug 2026 · 2 months ago
Holds Ryan Greenblatt
Similar wording
Systems thinking and user empathy in agent design are the old product principles in disguise.
Last stated 10 Sept 2026 · 3 weeks ago
Holds Nan Yu
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 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 · 2 months ago
Holds Fei-Fei Li
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 week ago
Holds Harper Reed
Same subject: AI alignment
AI labs are extremely dependent on chain-of-thought monitoring, which may not last much longer as models edge into steganographic obfuscation.
Last stated 10 Sept 2026 · 3 weeks ago
Holds Zvi Mowshowitz
Same subject: AI alignment
AI misalignment from reward hacking is sequestered to graded tasks and does not affect core ethics in normal use.
Last stated 23 Sept 2026 · a week ago
Holds Scott Alexander
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