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← What is in a model's weights is a hazy recollection of things it read…

7 connected korrents · 6 moments on record from 19 Jun 2024 to 30 Jul 2026.

Same subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subject Read this korrent: What is in a model's weights is a hazy recollection of things it read a year ago; what is in its context window is working memory. What is in a model's weights is a hazyrecollection of things it read a year ago;what is in its context window is workingmemory. Last stated 11 months ago 17 Oct 2025 AK Andrej Karpathy — holds since 2025-10-17 — tap for who they are Same subject: What sits in a model's context is far clearer to it than its training data, which is trillions of tokens stirred into a soup of parameters. — tap to centre the map on it What sits in a model's context isfar clearer to it than its trainingdata, which is trillions of tokensstirred into a soup of parameters. Last stated a month ago 30 Jul 2026 JD Jeff Dean — holds since 2026-07-30 — tap for who they are Same subject: A bigger context window does not give you a smarter model; the intelligence of the model is what decides how much of that window it can actually attend to. — tap to centre the map on it A bigger context window does notgive you a smarter model; theintelligence of the model is whatdecides how much of that window itcan actually attend to. Last stated 2 months ago 15 Jul 2026 DH Dex Horthy — holds since 2026-07-15 — tap for who they are Same subject: Extra thinking time cannot help with factual recall: a model that does not know a date will not know it after a week either. — tap to centre the map on it Extra thinking time cannot help withfactual recall: a model that doesnot know a date will not know itafter a week either. Last stated 2 months ago 26 Jun 2026 NB Noam Brown — holds since 2026-06-26 — tap for who they are Same subject: Context has two budgets, not one: the information budget everyone thinks about, and an instruction budget, where conflicting instructions cost the model real computation to ignore. — tap to centre the map on it Context has two budgets, not one:the information budget everyonethinks about, and an instructionbudget, where conflictinginstructions cost the model realcomputation to ignore. Last stated 2 months ago 15 Jul 2026 DH Dex Horthy — holds since 2026-07-15 — tap for who they are Same subject: Every announcement of a longer context window hides the cost, which is that the model gets worse at following instructions. — tap to centre the map on it Every announcement of a longercontext window hides the cost, whichis that the model gets worse atfollowing instructions. Last stated 2 years ago 19 Jun 2024 AS Aravind Srinivas — holds since 2024-06-19 — tap for who they are Same subject: Language models have no equivalent of sleep: nothing takes the day's context, thinks it over, and distils it back into the weights. — tap to centre the map on it Language models have no equivalentof sleep: nothing takes the day'scontext, thinks it over, and distilsit back into the weights. Last stated 11 months ago 17 Oct 2025 AK Andrej Karpathy — holds since 2025-10-17 — tap for who they are Same subject: A model that solves a hard problem has learned nothing from it: the next session has forgotten it, with no new skill to carry to related problems. — tap to centre the map on it A model that solves a hard problemhas learned nothing from it: thenext session has forgotten it, withno new skill to carry to relatedproblems. Last stated 6 months ago 20 Mar 2026 TT Terence Tao — holds since 2026-03-20 — tap for who they are
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At the centre What is in a model's weights is a hazy recollection of things it read a year ago; what is in its context window is working memory. Last stated 17 Oct 2025 · 11 months ago Holds Andrej Karpathy Read this korrent →