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← Work produced by one frontier model should be reviewed by a different…

17 connected korrents · 17 moments from 18 Mar 2024 to 21 Oct 2026.

Everything filed under LLMs LLMs Everything filed under AI writing AI writing Everything filed under coding agents coding agents Everything filed under OpenAI OpenAI Everything filed under scaling laws scaling laws Everything filed under peer review peer review Everything filed under vibe coding vibe coding Everything filed under design design Same subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subject Read this korrent: 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. Work produced by one frontier model shouldbe reviewed by a different one, for thesame reason a good programmer's workimproves under a good peer's review. Last stated 2 months ago 26 Aug 2026 DH David Heinemeier Hansson — holds since 2026-08-26 — tap for who they are Same subject: Open-source models cannot keep frontier systems in check, because they will always be much dumber than the frontier. — tap to centre the map on it Open-source models cannot keepfrontier systems in check, becausethey will always be much dumber thanthe frontier. Last stated 2 months ago 1 Sept 2026 AC Ajeya Cotra — holds since 2026-09-01 — 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 floorbut cannot be trusted, because themodel reading the code is the samemodel that wrote it, and it willtell you the code is great. Last stated 3 months ago 15 Jul 2026 DH Dex Horthy — holds since 2026-07-15 — tap for who they are Same subject: Line-by-line code review has become an outdated ritual: senior engineers should be giving feedback on how their team instructs AI, not on the code AI wrote. — tap to centre the map on it Line-by-line code review has becomean outdated ritual: senior engineersshould be giving feedback on howtheir team instructs AI, not on thecode AI wrote. Last stated 7 months ago 29 Mar 2026 CH Chip Huyen — holds since 2026-03-29 — tap for who they are Same subject: Feeling you have a grip on AI by getting your skills in the right order and your review flow right is probably a lot of cope for the fact that the models are still inconsistent. — tap to centre the map on it Feeling you have a grip on AI bygetting your skills in the rightorder and your review flow right isprobably a lot of cope for the factthat the models are stillinconsistent. Last stated 6 months ago 14 Apr 2026 BL Brian Lovin — holds since 2026-04-14 — tap for who they are Same subject: Combining multiple AI models' outputs into one final answer tends to discard most of the good ideas that only one model produced. — tap to centre the map on it Combining multiple AI models'outputs into one final answer tendsto discard most of the good ideasthat only one model produced. Last stated 4 months ago 15 Jun 2026 RK Rohit Krishnan — holds since 2026-06-15 — tap for who they are Same subject: 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. — tap to centre the map on it In the future, humans will not findbugs in model-produced code inreasonable time and will only reviewsystem composition, not via PRs orline-by-line review. Last stated a month ago 19 Sept 2026 TB Thorsten Ball — holds since 2026-09-19 — tap for who they are Same subject: AI-validated pull requests beat human review at exactly the things humans are bad at, which frees the humans to argue about direction instead. — tap to centre the map on it AI-validated pull requests beathuman review at exactly the thingshumans are bad at, which frees thehumans to argue about directioninstead. Last stated 2 months ago 12 Aug 2026 CM Charity Majors — holds since 2026-08-12 — tap for who they are Same subject: Review is a bottleneck across design and development, and since people love making more than reviewing, they now have to become expert reviewers and probably automate reviews too. — tap to centre the map on it Review is a bottleneck across designand development, and since peoplelove making more than reviewing,they now have to become expertreviewers and probably automatereviews too. Last stated 4 months ago 24 Jun 2026 LC Loredana Crisan — holds since 2026-06-24 — tap for who they are Same subject: A PHP vulnerability found with GPT-5.6 Sol will cause havoc this week. — tap to centre the map on it A PHP vulnerability found withGPT-5.6 Sol will cause havoc thisweek. Last stated 2 days ago 21 Oct 2026 PS Peter Steinberger — holds since 2026-10-21 — tap for who they are Same subject: A startup should not begin life as a nonprofit and bolt a for-profit arm on later, whatever OpenAI's own history suggests. — tap to centre the map on it A startup should not begin life as anonprofit and bolt a for-profit armon later, whatever OpenAI's ownhistory suggests. Last stated 3 years ago 18 Mar 2024 SA Sam Altman — holds since 2024-03-18 — tap for who they are Same subject: Advertising was a necessary phase for the internet but a momentary industry, and an AI people pay for is better because they know the answers are not influenced by advertisers. — tap to centre the map on it Advertising was a necessary phasefor the internet but a momentaryindustry, and an AI people pay foris better because they know theanswers are not influenced byadvertisers. Last stated 3 years ago 18 Mar 2024 SA Sam Altman — holds since 2024-03-18 — 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 itwas one word: naming a researchdirection is what tells a wholefield 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: 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 bereported under a stated budget, oras 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 lab should spend most of its compute on research rather than on building the next model, because research is where the tenfold yearly efficiency gains come from. — tap to centre the map on it A lab should spend most of itscompute on research rather than onbuilding the next model, becauseresearch is where the tenfold yearlyefficiency gains come from. Last stated 7 months ago 13 Mar 2026 DP Dylan Patel — holds since 2026-03-13 — tap for who they are Same subject: A CEO who sends out an AI-written strategy memo is modelling that it is fine to outsource thinking and strategy. — tap to centre the map on it A CEO who sends out an AI-writtenstrategy memo is modelling that itis fine to outsource thinking andstrategy. Last stated 4 weeks ago 27 Sept 2026 MG Molly Graham — holds since 2026-09-27 — 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 withany error rate at all becomesinsufferable, because finding theerror costs more than the paper isworth even at ninety-nine percent. Last stated 4 months ago 30 Jun 2026 GS Grant Sanderson — holds since 2026-06-30 — tap for who they are Same subject: AI can now produce in minutes work that used to take weeks to build. — tap to centre the map on it AI can now produce in minutes workthat used to take weeks to build. Last stated 5 months ago 26 May 2026 CB Carlos Alexandro Becker — holds since 2026-05-26 — tap for who they are
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At the centre 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 · 2 months ago Holds David Heinemeier Hansson Read this korrent →