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← The alternative to burning tokens is a zero-token architecture: learn…
12 connected korrents · 10 moments on record from 15 Oct 2019 to 1 Sept 2026.
Everything filed under AI writing
AI writing
Everything filed under code generation
code generation
Everything filed under software performance
software performance
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: The alternative to burning tokens is a zero-token architecture: learn the thing, think for yourself, and finish the task.
The alternative to burning tokens is a zero-token architecture: learn the thing, think for yourself, and finish the task.
Last stated 3 months ago
3 Jun 2026
KH
Kelsey Hightower — holds since 2026-06-03 — tap for who they are
Same subject: Maxing out your token usage is optimising one node of the factory for utilisation instead of the end-to-end goal of shipping value that is stable and lasts. — tap to centre the map on it
Maxing out your token usage is optimising one node of the factory for utilisation instead of the end-to-end goal of shipping value that is stable and lasts.
Last stated 2 months ago
15 Jul 2026
DH
Dex Horthy — holds since 2026-07-15 — 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 2 weeks ago
26 Aug 2026
DH
David Heinemeier Hansson — holds since 2026-08-26 — 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 2 months ago
15 Jul 2026
DH
Dex Horthy — holds since 2026-07-15 — tap for who they are
Same subject: AI acceleration threatens 'less software': without the constraint of scarce hours, even 37signals will likely build too much. — tap to centre the map on it
AI acceleration threatens 'less software': without the constraint of scarce hours, even 37signals will likely build too much.
Last stated a month ago
26 Jul 2026
DH
David Heinemeier Hansson — holds since 2026-07-26 — tap for who they are
Same subject: AI-written code makes formal proof necessary, because human review of all that generated code becomes the bottleneck. — tap to centre the map on it
AI-written code makes formal proof necessary, because human review of all that generated code becomes the bottleneck.
Last stated 5 months ago
22 Apr 2026
MK
Martin Kleppmann — holds since 2026-04-22 — tap for who they are
Same subject: Code and files generated by tools are pollution: hand-writing them is worth the effort because the bloat slows everything down for everyone. — tap to centre the map on it
Code and files generated by tools are pollution: hand-writing them is worth the effort because the bloat slows everything down for everyone.
Last stated 7 years ago
15 Oct 2019
DS
Derek Sivers — holds since 2019-10-15 — tap for who they are
Same subject: A stream of AI-written papers with any error rate at all becomes insufferable, because finding the error costs more than the paper is worth even at ninety-nine percent. — tap to centre the map on it
A stream of AI-written papers with any error rate at all becomes insufferable, because finding the error costs more than the paper is worth even at ninety-nine percent.
Last stated 2 months ago
30 Jun 2026
GS
Grant Sanderson — holds since 2026-06-30 — tap for who they are
Same subject: AI-generated writing tends to repeat the same themes, names, and underlying ideas across different outputs. — tap to centre the map on it
AI-generated writing tends to repeat the same themes, names, and underlying ideas across different outputs.
Last stated a week ago
31 Aug 2026
EM
Ethan Mollick — holds since 2026-08-31 — tap for who they are
Same subject: AI-written prose is an inferior read because a model emits a statistical average -- code's audience is a machine, writing's audience is people. — tap to centre the map on it
AI-written prose is an inferior read because a model emits a statistical average -- code's audience is a machine, writing's audience is people.
Last stated 6 days ago
1 Sept 2026
GO
Gergely Orosz — holds since 2026-09-01 — tap for who they are
Same subject: "Is the page loaded?" was never a real question, and web performance only became measurable once it was broken into the distinct moments a user actually notices. — tap to centre the map on it
"Is the page loaded?" was never a real question, and web performance only became measurable once it was broken into the distinct moments a user actually notices.
Last stated 3 weeks ago
19 Aug 2026
AO
Addy Osmani — holds since 2026-08-19 — tap for who they are
Same subject: "Optimize it later" would be safe advice only if every engineer already knew how to avoid the architectural mistakes that no later optimization can remove. — tap to centre the map on it
"Optimize it later" would be safe advice only if every engineer already knew how to avoid the architectural mistakes that no later optimization can remove.
Last stated 2 weeks ago
26 Aug 2026
CM
Casey Muratori — holds since 2026-08-26 — tap for who they are
Same subject: A 300-millisecond response budget is not an achievement but an admission: 300 milliseconds is an eternity in computing, and a product pitching it shows how far the bar has fallen. — tap to centre the map on it
A 300-millisecond response budget is not an achievement but an admission: 300 milliseconds is an eternity in computing, and a product pitching it shows how far the bar has fallen.
Last stated 2 weeks ago
26 Aug 2026
CM
Casey Muratori — holds since 2026-08-26 — 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
The alternative to burning tokens is a zero-token architecture: learn the thing, think for yourself, and finish the task.
Last stated 3 Jun 2026 · 3 months ago
Holds KH Kelsey Hightower
Read this korrent →
Similar wording
Maxing out your token usage is optimising one node of the factory for utilisation instead of the end-to-end goal of shipping value that is stable and lasts.
Last stated 15 Jul 2026 · 2 months ago
Holds DH Dex Horthy
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 · 2 weeks ago
Holds David Heinemeier Hansson
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 · 2 months ago
Holds DH Dex Horthy
Same subject: code generation
AI acceleration threatens 'less software': without the constraint of scarce hours, even 37signals will likely build too much.
Last stated 26 Jul 2026 · a month ago
Holds David Heinemeier Hansson
Same subject: code generation
AI-written code makes formal proof necessary, because human review of all that generated code becomes the bottleneck.
Last stated 22 Apr 2026 · 5 months ago
Holds MK Martin Kleppmann
Same subject: code generation
Code and files generated by tools are pollution: hand-writing them is worth the effort because the bloat slows everything down for everyone.
Last stated 15 Oct 2019 · 7 years ago
Holds Derek Sivers
Same subject: AI writing
A stream of AI-written papers with any error rate at all becomes insufferable, because finding the error costs more than the paper is worth even at ninety-nine percent.
Last stated 30 Jun 2026 · 2 months ago
Holds GS Grant Sanderson
Same subject: AI writing
AI-generated writing tends to repeat the same themes, names, and underlying ideas across different outputs.
Last stated 31 Aug 2026 · a week ago
Holds EM Ethan Mollick
Same subject: AI writing
AI-written prose is an inferior read because a model emits a statistical average -- code's audience is a machine, writing's audience is people.
Last stated 1 Sept 2026 · 6 days ago
Holds Gergely Orosz
Same subject: software performance
"Is the page loaded?" was never a real question, and web performance only became measurable once it was broken into the distinct moments a user actually notices.
Last stated 19 Aug 2026 · 3 weeks ago
Holds AO Addy Osmani
Same subject: software performance
"Optimize it later" would be safe advice only if every engineer already knew how to avoid the architectural mistakes that no later optimization can remove.
Last stated 26 Aug 2026 · 2 weeks ago
Holds CM Casey Muratori
Same subject: software performance
A 300-millisecond response budget is not an achievement but an admission: 300 milliseconds is an eternity in computing, and a product pitching it shows how far the bar has fallen.
Last stated 26 Aug 2026 · 2 weeks ago
Holds CM Casey Muratori