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← Careers no longer span fifty years; people should now plan in roughly five-year horizons.

12 connected korrents · 13 moments from 17 Nov 2025 to 17 Sept 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 subjectSame subject Read this korrent: Careers no longer span fifty years; people should now plan in roughly five-year horizons. Careers no longer span fifty years; peopleshould now plan in roughly five-yearhorizons. Last stated 4 months ago 10 Jun 2026 JS Jasmine Sun — holds since 2026-06-10 — tap for who they are Same subject: What look like the priorities of old age are the priorities of a short time horizon: tell a young person they have five years and they choose the same way. — tap to centre the map on it What look like the priorities of oldage are the priorities of a shorttime horizon: tell a young personthey have five years and they choosethe same way. Last stated 3 months ago 13 Jul 2026 AC Alan Castel — holds since 2026-07-13 — tap for who they are Same subject: Before building on a gap in the general models, work out whether that gap survives six months or three years. — tap to centre the map on it Before building on a gap in thegeneral models, work out whetherthat gap survives six months orthree years. Last stated 3 months ago 30 Jul 2026 JD Jeff Dean — holds since 2026-07-30 — tap for who they are Same subject: Compared with five or ten years ago a company needs fewer narrow specialists and more people who are adaptable in several directions. — tap to centre the map on it Compared with five or ten years agoa company needs fewer narrowspecialists and more people who areadaptable in several directions. Last stated 3 months ago 19 Jul 2026 ES Elizabeth Stone — holds since 2026-07-19 — 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 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 10 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 a month 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 2 months 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 3 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 Careers no longer span fifty years; people should now plan in roughly five-year horizons. Last stated 10 Jun 2026 · 4 months ago Holds Jasmine Sun Read this korrent →