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← AI code generation's default reward loop works like a slot machine and undermines skill retention.
17 connected korrents · 17 moments from 22 Feb 2018 to 15 Sept 2026. Nearly all of them are about code generation .
Everything filed under design
design
Everything filed under software quality
software quality
Everything filed under LLMs
LLMs
Everything filed under vibe coding
vibe coding
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Read this korrent: AI code generation's default reward loop works like a slot machine and undermines skill retention.
AI code generation's default reward loop works like a slot machine and undermines skill retention.
Last stated 4 months ago
28 May 2026
VB
Vicki Boykis — holds since 2026-05-28 — tap for who they are
Same subject: AI-generated code does not reach the structural quality of the best hand-written software. — tap to centre the map on it
AI-generated code does not reach the structural quality of the best hand-written software.
Last stated 4 months ago
7 Jun 2026
SS
Salvatore Sanfilippo — holds since 2026-06-07 — tap for who they are
Same subject: AI-generated code is not fully reliable and typically needs significant manual effort to keep it working correctly. — tap to centre the map on it
AI-generated code is not fully reliable and typically needs significant manual effort to keep it working correctly.
Last stated 4 months ago
16 Jun 2026
SW
Stephen Wolfram — holds since 2026-06-16 — tap for who they are
Same subject: AI-generated code should be treated as untrusted until there is evidence it preserves the intended behavior. — tap to centre the map on it
AI-generated code should be treated as untrusted until there is evidence it preserves the intended behavior.
Last stated a month ago
19 Aug 2026
JS
Jon Seager — holds since 2026-08-19 — 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 review as a review mechanism depends on reviewers being able to infer effort from reading code, and AI-agent-generated code erases that signal. — tap to centre the map on it
Code review as a review mechanism depends on reviewers being able to infer effort from reading code, and AI-agent-generated code erases that signal.
Last stated 5 months ago
7 May 2026
DC
David Crawshaw — holds since 2026-05-07 — tap for who they are
Same subject: He does not read the boring parts of generated code, the data-shuffling and button alignment; what touches the database he reads and reviews. — tap to centre the map on it
He does not read the boring parts of generated code, the data-shuffling and button alignment; what touches the database he reads and reviews.
Last stated 8 months ago
12 Feb 2026
PS
Peter Steinberger — holds since 2026-02-12 — 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 2 months ago
12 Aug 2026
CM
Charity Majors — holds since 2026-08-12 — tap for who they are
Same subject: LLM-driven automatic QA can raise software release quality and offset quality lost to faster AI-generated code. — tap to centre the map on it
LLM-driven automatic QA can raise software release quality and offset quality lost to faster AI-generated code.
Last stated 4 months ago
7 Jun 2026
SS
Salvatore Sanfilippo — holds since 2026-06-07 — tap for who they are
Same subject: A blank chat box is lazy: it violates the first rule of a good user experience, that it is obvious what you can do. — tap to centre the map on it
A blank chat box is lazy: it violates the first rule of a good user experience, that it is obvious what you can do.
Last stated a year ago
12 May 2025
JZ
Julie Zhuo — holds since 2025-05-12 — tap for who they are
Same subject: A board game conquers the world when chance and strategy are in balance in it. — tap to centre the map on it
A board game conquers the world when chance and strategy are in balance in it.
Last stated 10 months ago
12 Dec 2025
IF
Irving Finkel — holds since 2025-12-12 — tap for who they are
Same subject: A browser works better as a single window than as multiple separate windows. — tap to centre the map on it
A browser works better as a single window than as multiple separate windows.
Last stated 2 weeks ago
15 Sept 2026
CC
Chris Coyier — holds since 2026-09-15 — tap for who they are
Same subject: A good prototype should express a single idea or test a single hypothesis. — tap to centre the map on it
A good prototype should express a single idea or test a single hypothesis.
Last stated 9 years ago
22 Feb 2018
BF
Bennett Foddy — holds since 2018-02-22 — tap for who they are
Same subject: A small performance gain is not worth the complexity added to achieve it, since complexity's costs compound rather than add. — tap to centre the map on it
A small performance gain is not worth the complexity added to achieve it, since complexity's costs compound rather than add.
Last stated 3 years ago
6 Dec 2023
RP
Rob Pike — holds since 2023-12-06 — tap for who they are
Same subject: Adding rules and complexity to a system drains it of humanity and fun. — tap to centre the map on it
Adding rules and complexity to a system drains it of humanity and fun.
Last stated 4 years ago
6 Jun 2022
SC
Steve Coast — holds since 2022-06-06 — tap for who they are
Same subject: A theme system's styles should be low-specificity rather than targeted directly at specific elements. — tap to centre the map on it
A theme system's styles should be low-specificity rather than targeted directly at specific elements.
Last stated 2 months ago
17 Aug 2026
DR
Dave Rupert — holds since 2026-08-17 — tap for who they are
Same subject: Attribute behavior that depends on CSS layout size rather than an element's natural or declared size is a design trap web authors should avoid relying on. — tap to centre the map on it
Attribute behavior that depends on CSS layout size rather than an element's natural or declared size is a design trap web authors should avoid relying on.
Last stated 3 weeks ago
14 Sept 2026
TE
Terence Eden — holds since 2026-09-14 — tap for who they are
Same subject: Designers should find what the spec should be and build it in HTML and CSS themselves, not make a product manager's spec look pretty. — tap to centre the map on it
Designers should find what the spec should be and build it in HTML and CSS themselves, not make a product manager's spec look pretty.
Last stated 6 months ago
8 Apr 2026
DH
David Heinemeier Hansson — holds since 2026-04-08 — 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