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← In the future, humans will not find bugs in model-produced code in…
17 connected korrents · 12 moments on record from 21 Jan 2019 to 19 Sept 2026.
Everything filed under software quality
software quality
Everything filed under vibe coding
vibe coding
Everything filed under formal proof
formal proof
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code generation
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Everything filed under LLMs
LLMs
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Read this korrent: In the future, humans will not find bugs in model-produced code in reasonable time and will only review system composition, not via PRs or line-by-line review.
In the future, humans will not find bugs in model-produced code in reasonable time and will only review system composition, not via PRs or line-by-line review.
Last stated today
19 Sept 2026
TB
Thorsten Ball — holds since 2026-09-19 — tap for who they are
Same subject: Verifying a simplified model rather than the real system is worth doing even though the real system will still have bugs, because the bugs you designed in never get built. — tap to centre the map on it
Verifying a simplified model rather than the real system is worth doing even though the real system will still have bugs, because the bugs you designed in never get built.
Last stated 2 months ago
29 Jul 2026
HW
Hillel Wayne — holds since 2026-07-29 — tap for who they are
Same subject: There is no proof good code will matter in the future, since the notion is based on human ease of use and humans will not modify most code. — tap to centre the map on it
There is no proof good code will matter in the future, since the notion is based on human ease of use and humans will not modify most code.
Last stated today
19 Sept 2026
TB
Thorsten Ball — holds since 2026-09-19 — tap for who they are
Same subject: The code today’s models and agents write is very hard to follow: you get better performance without knowing why, and no way to fix it when it breaks. — tap to centre the map on it
The code today’s models and agents write is very hard to follow: you get better performance without knowing why, and no way to fix it when it breaks.
Last stated 2 months ago
19 Jul 2026
ES
Elizabeth Stone — holds since 2026-07-19 — tap for who they are
Same subject: Work produced by one frontier model should be reviewed by a different one, for the same reason a good programmer's work improves under a good peer's review. — tap to centre the map on it
Work produced by one frontier model should be reviewed by a different one, for the same reason a good programmer's work improves under a good peer's review.
Last stated 3 weeks ago
26 Aug 2026
DH
David Heinemeier Hansson — holds since 2026-08-26 — tap for who they are
Same subject: Agentic code review raises the floor but cannot be trusted, because the model reading the code is the same model that wrote it, and it will tell you the code is great. — tap to centre the map on it
Agentic code review raises the floor but cannot be trusted, because the model reading the code is the same model that wrote it, and it will tell you the code is great.
Last stated 2 months ago
15 Jul 2026
DH
Dex Horthy — holds since 2026-07-15 — tap for who they are
Same subject: A year from now every coding model on the market will still take a bad instruction at face value and go fix the listed issues, where a human senior engineer would insist on a rewrite. — tap to centre the map on it
A year from now every coding model on the market will still take a bad instruction at face value and go fix the listed issues, where a human senior engineer would insist on a rewrite.
Last stated 4 months ago
24 May 2026
DS
Dan Shipper — holds since 2026-05-24 — tap for who they are
Same subject: Tests written by a model in the same context as the change are what find the bugs; the automated tests left behind are the lesser product. — tap to centre the map on it
Tests written by a model in the same context as the change are what find the bugs; the automated tests left behind are the lesser product.
Last stated a year ago
25 Aug 2025
PS
Peter Steinberger — holds since 2025-08-25 — tap for who they are
Same subject: Coding models are worst at exactly the thing an AI research explosion would need: code that has never been written before. — tap to centre the map on it
Coding models are worst at exactly the thing an AI research explosion would need: code that has never been written before.
Last stated 11 months ago
17 Oct 2025
AK
Andrej Karpathy — holds since 2025-10-17 — tap for who they are
Same subject: If you are not going to read the generated code, what you need is conformance testing: proof that it performs within the boundaries of the code it replaced. — tap to centre the map on it
If you are not going to read the generated code, what you need is conformance testing: proof that it performs within the boundaries of the code it replaced.
Last stated a month ago
12 Aug 2026
CM
Charity Majors — holds since 2026-08-12 — tap for who they are
Same subject: It is no longer worth not reading the code in exchange for the occasional two-week hand fix, because the volume of code we can now generate has gone up ten to a hundred times. — tap to centre the map on it
It is no longer worth not reading the code in exchange for the occasional two-week hand fix, because the volume of code we can now generate has gone up ten to a hundred times.
Last stated 2 months ago
15 Jul 2026
DH
Dex Horthy — holds since 2026-07-15 — tap for who they are
Same subject: A model can now port essentially any codebase from one programming language to another, work that used to take a team over a year. — tap to centre the map on it
A model can now port essentially any codebase from one programming language to another, work that used to take a team over a year.
Last stated 2 months ago
27 Jul 2026
BC
Boris Cherny — holds since 2026-07-27 — tap for who they are
Same subject: A person at maximum vibe-coding speed has about three productive hours a day, and a company that will not let them stop there is going to break. — tap to centre the map on it
A person at maximum vibe-coding speed has about three productive hours a day, and a company that will not let them stop there is going to break.
Last stated 6 months ago
11 Mar 2026
SY
Steve Yegge — holds since 2026-03-11 — tap for who they are
Same subject: A sense of achievement in software survives writing almost none of the code yourself. — tap to centre the map on it
A sense of achievement in software survives writing almost none of the code yourself.
Last stated 3 weeks ago
26 Aug 2026
DH
David Heinemeier Hansson — holds since 2026-08-26 — tap for who they are
Same subject: A vibe-coded codebase grows heresies: wrong ideas that take root among the agents, keep coming back, and are very hard to weed out. — tap to centre the map on it
A vibe-coded codebase grows heresies: wrong ideas that take root among the agents, keep coming back, and are very hard to weed out.
Last stated 6 months ago
11 Mar 2026
SY
Steve Yegge — holds since 2026-03-11 — tap for who they are
Same subject: AI is making formal methods more popular without making them mainstream, moving them from about a tenth of a per cent of engineers to three tenths. — tap to centre the map on it
AI is making formal methods more popular without making them mainstream, moving them from about a tenth of a per cent of engineers to three tenths.
Last stated 2 months ago
29 Jul 2026
HW
Hillel Wayne — holds since 2026-07-29 — tap for who they are
Same subject: Engineers are sceptical of formal methods because they were burned by CASE and UML, sold as miracle solutions and imposed on them regardless of fit. — tap to centre the map on it
Engineers are sceptical of formal methods because they were burned by CASE and UML, sold as miracle solutions and imposed on them regardless of fit.
Last stated 2 months ago
29 Jul 2026
HW
Hillel Wayne — holds since 2026-07-29 — tap for who they are
Same subject: Formal methods are not standard practice even in high-assurance software such as medical devices and aircraft. — tap to centre the map on it
Formal methods are not standard practice even in high-assurance software such as medical devices and aircraft.
Last stated 8 years ago
21 Jan 2019
HW
Hillel Wayne — holds since 2019-01-21 — 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 on record holding the claim — tap it for who they are
At the centre
In the future, humans will not find bugs in model-produced code in reasonable time and will only review system composition, not via PRs or line-by-line review.
Last stated 19 Sept 2026 · today
Holds Thorsten Ball
Read this korrent →
Similar wording
Verifying a simplified model rather than the real system is worth doing even though the real system will still have bugs, because the bugs you designed in never get built.
Last stated 29 Jul 2026 · 2 months ago
Holds Hillel Wayne
Similar wording
There is no proof good code will matter in the future, since the notion is based on human ease of use and humans will not modify most code.
Last stated 19 Sept 2026 · today
Holds Thorsten Ball
Similar wording
The code today’s models and agents write is very hard to follow: you get better performance without knowing why, and no way to fix it when it breaks.
Last stated 19 Jul 2026 · 2 months ago
Holds Elizabeth Stone
Similar wording
Work produced by one frontier model should be reviewed by a different one, for the same reason a good programmer's work improves under a good peer's review.
Last stated 26 Aug 2026 · 3 weeks ago
Holds David Heinemeier Hansson
Similar wording
Agentic code review raises the floor but cannot be trusted, because the model reading the code is the same model that wrote it, and it will tell you the code is great.
Last stated 15 Jul 2026 · 2 months ago
Holds Dex Horthy
Similar wording
A year from now every coding model on the market will still take a bad instruction at face value and go fix the listed issues, where a human senior engineer would insist on a rewrite.
Last stated 24 May 2026 · 4 months ago
Holds Dan Shipper
Similar wording
Tests written by a model in the same context as the change are what find the bugs; the automated tests left behind are the lesser product.
Last stated 25 Aug 2025 · a year ago
Holds Peter Steinberger
Similar wording
Coding models are worst at exactly the thing an AI research explosion would need: code that has never been written before.
Last stated 17 Oct 2025 · 11 months ago
Holds Andrej Karpathy
Same subject: code generation
If you are not going to read the generated code, what you need is conformance testing: proof that it performs within the boundaries of the code it replaced.
Last stated 12 Aug 2026 · a month ago
Holds Charity Majors
Same subject: code generation
It is no longer worth not reading the code in exchange for the occasional two-week hand fix, because the volume of code we can now generate has gone up ten to a hundred times.
Last stated 15 Jul 2026 · 2 months ago
Holds Dex Horthy
Same subject: code generation
A model can now port essentially any codebase from one programming language to another, work that used to take a team over a year.
Last stated 27 Jul 2026 · 2 months ago
Holds Boris Cherny
Same subject: vibe coding
A person at maximum vibe-coding speed has about three productive hours a day, and a company that will not let them stop there is going to break.
Last stated 11 Mar 2026 · 6 months ago
Holds Steve Yegge
Same subject: vibe coding
A sense of achievement in software survives writing almost none of the code yourself.
Last stated 26 Aug 2026 · 3 weeks ago
Holds David Heinemeier Hansson
Same subject: vibe coding
A vibe-coded codebase grows heresies: wrong ideas that take root among the agents, keep coming back, and are very hard to weed out.
Last stated 11 Mar 2026 · 6 months ago
Holds Steve Yegge
Same subject: formal proof
AI is making formal methods more popular without making them mainstream, moving them from about a tenth of a per cent of engineers to three tenths.
Last stated 29 Jul 2026 · 2 months ago
Holds Hillel Wayne
Same subject: formal proof
Engineers are sceptical of formal methods because they were burned by CASE and UML, sold as miracle solutions and imposed on them regardless of fit.
Last stated 29 Jul 2026 · 2 months ago
Holds Hillel Wayne
Same subject: formal proof
Formal methods are not standard practice even in high-assurance software such as medical devices and aircraft.
Last stated 21 Jan 2019 · 8 years ago
Holds Hillel Wayne