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← Science as a system requires exponential resources to produce linear impact.

11 connected korrents · 12 moments from 17 Nov 2025 to 9 Oct 2026.

Everything filed under scaling laws scaling laws Everything filed under LLMs LLMs Everything filed under reinforcement learning reinforcement learning Same subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subject Read this korrent: Science as a system requires exponential resources to produce linear impact. Science as a system requires exponentialresources to produce linear impact. Last stated today 9 Oct 2026 FC François Chollet — holds since 2026-10-09 — tap for who they are Same subject: AI scaling laws require exponentially more compute and resources to produce only linear gains in model intelligence. — tap to centre the map on it AI scaling laws requireexponentially more compute andresources to produce only lineargains in model intelligence. Last stated 3 weeks ago 19 Sept 2026 NL Nathan Lambert — holds since 2026-09-19 — tap for who they are Same subject: Super-exponential injection of external resources is not sustainable in the long-term. — tap to centre the map on it Super-exponential injection ofexternal resources is notsustainable in the long-term. Last stated yesterday 8 Oct 2026 FC François Chollet — holds since 2026-10-08 — 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 10 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 3 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 badly written AI outbound email is evidence of a bad vendor, not of a limit of AI. — tap to centre the map on it A badly written AI outbound email isevidence of a bad vendor, not of alimit of AI. Last stated 9 months ago 1 Jan 2026 JL Jason Lemkin — holds since 2026-01-01 — 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 3 months ago 15 Jul 2026 DH Dex Horthy — holds since 2026-07-15 — tap for who they are Same subject: A body of publications is easy for AI models to consume via pretraining corpora but cumbersome for most humans due to CAPTCHAs, accounts, and paywalls. — tap to centre the map on it A body of publications is easy forAI models to consume via pretrainingcorpora but cumbersome for mosthumans due to CAPTCHAs, accounts,and paywalls. Last stated 3 weeks ago 17 Sept 2026 PC Patrick Collison — holds since 2026-09-17 — tap for who they are Same subject: A feedback loop that reinforces a behavior pulls it toward whatever improves the loop's own score. — tap to centre the map on it A feedback loop that reinforces abehavior pulls it toward whateverimproves the loop's own score. Last stated a month ago 26 Aug 2026 HK Henrik Karlsson — holds since 2026-08-26 — tap for who they are Same subject: A physical AI company needs three AIs, not one — the agent, the simulator and the critic — turning deployment into a flywheel. — tap to centre the map on it A physical AI company needs threeAIs, not one — the agent, thesimulator and the critic — turningdeployment into a flywheel. Last stated 2 months ago 3 Aug 2026 DD Dmitri Dolgov — holds since 2026-08-03 — tap for who they are Same subject: A verifiable task can be optimised by reinforcement learning until a neural network performs it extremely well. — tap to centre the map on it A verifiable task can be optimisedby reinforcement learning until aneural network performs it extremelywell. Last stated 11 months ago 17 Nov 2025 AK Andrej Karpathy — holds since 2025-11-17 — tap for who they are
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At the centre Science as a system requires exponential resources to produce linear impact. Last stated 9 Oct 2026 · today Holds François Chollet Read this korrent →