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← Every sample a model gives you is silently collapsed: each one looks…

17 connected korrents · 15 moments from 16 Jan 2024 to 21 Oct 2026.

Everything filed under LLMs LLMs Everything filed under scaling laws scaling laws Everything filed under AI writing AI writing Everything filed under OpenAI OpenAI Everything filed under robotics robotics Everything filed under writing writing Everything filed under AI and science AI and science Everything filed under mathematics mathematics Same subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subject Read this korrent: Every sample a model gives you is silently collapsed: each one looks fine, but together they occupy a tiny sliver of the possible space. Every sample a model gives you is silentlycollapsed: each one looks fine, buttogether they occupy a tiny sliver of thepossible space. Last stated a year ago 17 Oct 2025 AK Andrej Karpathy — holds since 2025-10-17 — tap for who they are Same subject: Letting a robot imagine the next image helps, but it is not essential — the model was surprisingly good without it. — tap to centre the map on it Letting a robot imagine the nextimage helps, but it is not essential— the model was surprisingly goodwithout it. Last stated 2 months ago 12 Aug 2026 CF Chelsea Finn — holds since 2026-08-12 — tap for who they are Same subject: Humans collapse over the course of a life exactly as models do; children say shocking things because they have not overfitted yet. — tap to centre the map on it Humans collapse over the course of alife exactly as models do; childrensay shocking things because theyhave not overfitted yet. Last stated a year ago 17 Oct 2025 AK Andrej Karpathy — holds since 2025-10-17 — tap for who they are Same subject: Models are enormous only because the internet is bad: most of that capacity does memory work, and a better dataset would need far less of it. — tap to centre the map on it Models are enormous only because theinternet is bad: most of thatcapacity does memory work, and abetter dataset would need far lessof it. Last stated a year ago 17 Oct 2025 AK Andrej Karpathy — holds since 2025-10-17 — tap for who they are Same subject: Editing your writing with a model pulls it towards one homogeneous style, far enough that you lose track of what your own voice was. — tap to centre the map on it Editing your writing with a modelpulls it towards one homogeneousstyle, far enough that you losetrack of what your own voice was. Last stated 2 months ago 19 Aug 2026 AO Addy Osmani — holds since 2026-08-19 — tap for who they are Same subject: The medium of designing with models is nondeterministic enough that without real prompts flowing through it, an idea can look great in a design review and be completely different when users use it. — tap to centre the map on it The medium of designing with modelsis nondeterministic enough thatwithout real prompts flowing throughit, an idea can look great in adesign review and be completelydifferent when users use it. Last stated a month ago 9 Sept 2026 EB Ed Bayes — holds since 2026-09-09 — tap for who they are Same subject: As models get better at following instructions, techniques like finetuning and constrained sampling for structured outputs will become less necessary — tap to centre the map on it As models get better at followinginstructions, techniques likefinetuning and constrained samplingfor structured outputs will becomeless necessary Last stated 3 years ago 16 Jan 2024 CH Chip Huyen — holds since 2024-01-16 — tap for who they are Same subject: Biology keeps turning up whole classes of things nobody knew existed, and that is what defeats attempts to model it. — tap to centre the map on it Biology keeps turning up wholeclasses of things nobody knewexisted, and that is what defeatsattempts to model it. Last stated 2 years ago 19 Sept 2024 DL Derek Lowe — holds since 2024-09-19 — tap for who they are Same subject: The twin prime conjecture is certainly true, the random model gives overwhelming odds of it, and he just cannot prove it. — tap to centre the map on it The twin prime conjecture iscertainly true, the random modelgives overwhelming odds of it, andhe just cannot prove it. Last stated a year ago 14 Jun 2025 TT Terence Tao — holds since 2025-06-14 — 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 yesterday 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 Every sample a model gives you is silently collapsed: each one looks fine, but together they occupy a tiny sliver of the possible space. Last stated 17 Oct 2025 · a year ago Holds Andrej Karpathy Read this korrent →