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← Impressive one-shot AI coding demos are not a good way to judge AI coding ability.
17 connected korrents · 16 moments from 20 Aug 2025 to 27 Sept 2026.
Everything filed under code generation
code generation
Everything filed under benchmarks
benchmarks
Everything filed under LLMs
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Everything filed under optimism
optimism
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vibe coding
Everything filed under scaling laws
scaling laws
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Read this korrent: Impressive one-shot AI coding demos are not a good way to judge AI coding ability.
Impressive one-shot AI coding demos are not a good way to judge AI coding ability.
Last stated 9 months ago
4 Feb 2026
SH
Scott Hanselman — holds since 2026-02-04 — tap for who they are
Same subject: AI-assisted coding will generate a lot of low-quality output that developers will need to clean up, even as it also produces good results. — tap to centre the map on it
AI-assisted coding will generate a lot of low-quality output that developers will need to clean up, even as it also produces good results.
Last stated 9 months ago
9 Feb 2026
SH
Scott Hanselman — holds since 2026-02-09 — 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 a year ago
17 Oct 2025
AK
Andrej Karpathy — holds since 2025-10-17 — tap for who they are
Same subject: Existing AI models are already more than good enough, doing more for writing code than the author can make use of. — tap to centre the map on it
Existing AI models are already more than good enough, doing more for writing code than the author can make use of.
Last stated 2 months ago
8 Sept 2026
GO
Gergely Orosz — holds since 2026-09-08 — 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 5 months ago
7 Jun 2026
SS
Salvatore Sanfilippo — holds since 2026-06-07 — tap for who they are
Same subject: Predicting that AI would write 90% of the code was never a prediction that we would need 90% fewer software engineers. — tap to centre the map on it
Predicting that AI would write 90% of the code was never a prediction that we would need 90% fewer software engineers.
Last stated 9 months ago
13 Feb 2026
DA
Dario Amodei — holds since 2026-02-13 — tap for who they are
Same subject: AI makes this a golden age for programming and a more level playing field. — tap to centre the map on it
AI makes this a golden age for programming and a more level playing field.
Last stated 9 months ago
19 Feb 2026
NR
Naval Ravikant — holds since 2026-02-19 — tap for who they are
Same subject: That AI lets anyone prototype does not mean everyone should be shipping code to production. — tap to centre the map on it
That AI lets anyone prototype does not mean everyone should be shipping code to production.
Last stated 4 months ago
19 Jul 2026
ES
Elizabeth Stone — holds since 2026-07-19 — tap for who they are
Same subject: The percentage of a team's code written by AI is a vanity metric. — tap to centre the map on it
The percentage of a team's code written by AI is a vanity metric.
Last stated a year ago
20 Aug 2025
ST
Sarah Tavel — holds since 2025-08-20 — tap for who they are
Same subject: 'Everyone gets it wrong sometimes' is a bad argument when assessing track records. — tap to centre the map on it
'Everyone gets it wrong sometimes' is a bad argument when assessing track records.
Last stated 3 months ago
2 Aug 2026
AK
Adam Kucharski — holds since 2026-08-02 — tap for who they are
Same subject: A benchmark result should be reported under a stated budget, or as a curve against test-time compute — never as a single number. — tap to centre the map on it
A benchmark result should be reported under a stated budget, or as a curve against test-time compute — never as a single number.
Last stated 4 months ago
26 Jun 2026
NB
Noam Brown — holds since 2026-06-26 — tap for who they are
Same subject: A benchmark that ranks Claude Code last while it stays first in use is measuring the wrong thing, and has been for a year. — tap to centre the map on it
A benchmark that ranks Claude Code last while it stays first in use is measuring the wrong thing, and has been for a year.
Last stated 2 months ago
3 Sept 2026
DR
Dax Raad — holds since 2026-09-03 — tap for who they are
Same subject: AI agents in OpenAI's ExploitGym incident were likely right to presume the grader checked how flags were obtained, a mistake caused by OpenAI's faulty implementation. — tap to centre the map on it
AI agents in OpenAI's ExploitGym incident were likely right to presume the grader checked how flags were obtained, a mistake caused by OpenAI's faulty implementation.
Last stated 2 months ago
29 Aug 2026
ZM
Zvi Mowshowitz — holds since 2026-08-29 — tap for who they are
Same subject: AI research at OpenAI is an order of magnitude or more harder than metrics, benchmarks, or forecasts suggest. — tap to centre the map on it
AI research at OpenAI is an order of magnitude or more harder than metrics, benchmarks, or forecasts suggest.
Last stated a month ago
27 Sept 2026
RN
Ramez Naam — holds since 2026-09-27 — tap for who they are
Same subject: Qualitative claims about AI alignment cannot be validly inferred from quantitative scores on mundane use-case tests. — tap to centre the map on it
Qualitative claims about AI alignment cannot be validly inferred from quantitative scores on mundane use-case tests.
Last stated 2 months ago
9 Sept 2026
ZM
Zvi Mowshowitz — holds since 2026-09-09 — tap for who they are
Same subject: A model's capability is now a function of how much money you spend on it, so asking what a model can do means nothing until you name a budget. — tap to centre the map on it
A model's capability is now a function of how much money you spend on it, so asking what a model can do means nothing until you name a budget.
Last stated 4 months ago
26 Jun 2026
NB
Noam Brown — holds since 2026-06-26 — tap for who they are
Same subject: Model comparisons understate real progress, because benchmark tables do not control for how much test-time compute each answer used. — tap to centre the map on it
Model comparisons understate real progress, because benchmark tables do not control for how much test-time compute each answer used.
Last stated 4 months ago
26 Jun 2026
NB
Noam Brown — holds since 2026-06-26 — tap for who they are
Same subject: "Scaling" was powerful because it was one word: naming a research direction is what tells a whole field what to do next. — tap to centre the map on it
"Scaling" was powerful because it was one word: naming a research direction is what tells a whole field what to do next.
Last stated 11 months ago
25 Nov 2025
IS
Ilya Sutskever — holds since 2025-11-25 — 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