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← As models get better at following instructions, techniques like…

17 connected korrents · 18 moments from 7 Sept 2008 to 20 Oct 2026.

Everything filed under LLMs LLMs Everything filed under AI alignment AI alignment Everything filed under recursive self-improvement recursive self-improvement Everything filed under robotics robotics Same subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subject Read this korrent: As models get better at following instructions, techniques like finetuning and constrained sampling for structured outputs will become less necessary As models get better at followinginstructions, techniques like finetuningand constrained sampling for structuredoutputs will become less necessary Last stated 3 years ago 16 Jan 2024 CH Chip Huyen — holds since 2024-01-16 — tap for who they are Same subject: There is no real impediment to models running their own research loop and improving themselves at a far more rapid rate. — tap to centre the map on it There is no real impediment tomodels running their own researchloop and improving themselves at afar more rapid rate. Last stated 3 months ago 30 Jul 2026 JD Jeff Dean — holds since 2026-07-30 — tap for who they are Same subject: Larger language models already have enough capacity that extra per-layer embedding tricks add little benefit to them. — tap to centre the map on it Larger language models already haveenough capacity that extra per-layerembedding tricks add little benefitto them. Last stated 6 months ago 16 May 2026 SR Sebastian Raschka — holds since 2026-05-16 — tap for who they are Same subject: AI does not remove a job so much as change what it consists of, and knowing exactly where a model's capabilities stop is now part of being a good engineer. — tap to centre the map on it AI does not remove a job so much aschange what it consists of, andknowing exactly where a model'scapabilities stop is now part ofbeing a good engineer. Last stated a year ago 16 Oct 2025 DF Dylan Field — holds since 2025-10-16 — 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 3 months ago 12 Aug 2026 CF Chelsea Finn — holds since 2026-08-12 — tap for who they are Same subject: Full fine-tuning of large language models has become too costly, making parameter-efficient fine-tuning methods necessary. — tap to centre the map on it Full fine-tuning of large languagemodels has become too costly, makingparameter-efficient fine-tuningmethods necessary. Last stated 3 years ago 5 Dec 2023 SR Sebastian Ruder — holds since 2023-12-05 — tap for who they are Same subject: The knowledge a model soaks up in pre-training is holding it back; what we actually want is the intelligence with the knowledge stripped out. — tap to centre the map on it The knowledge a model soaks up inpre-training is holding it back;what we actually want is theintelligence with the knowledgestripped out. Last stated a year ago 17 Oct 2025 AK Andrej Karpathy — holds since 2025-10-17 — tap for who they are Same subject: Biology models are smaller than language models only because there is less data, not because biology is simpler. — tap to centre the map on it Biology models are smaller thanlanguage models only because thereis less data, not because biology issimpler. Last stated 5 months ago 10 Jun 2026 MZ Mark Zuckerberg — holds since 2026-06-10 — 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: "Hire smart people and get out of their way" is bad management advice; leaders should stay closely involved, building trust and working through hard problems with their people to create alignment. — tap to centre the map on it "Hire smart people and get out oftheir way" is bad management advice;leaders should stay closelyinvolved, building trust and workingthrough hard problems with theirpeople to create alignment. Last stated 4 weeks ago 9 Oct 2026 CR Carl Rivera — holds since 2026-10-09 — tap for who they are Same subject: A company that uses an algorithm to nudge customers into behavior that isn't good for them is doing something bad. — tap to centre the map on it A company that uses an algorithm tonudge customers into behavior thatisn't good for them is doingsomething bad. Last stated a year ago 7 Oct 2025 MM Mr. Money Mustache — holds since 2025-10-07 — tap for who they are Same subject: A control evaluation that reports under one per cent risk should be read as several per cent, because the evaluation can itself fail. — tap to centre the map on it A control evaluation that reportsunder one per cent risk should beread as several per cent, becausethe evaluation can itself fail. Last stated 2 years ago 7 May 2024 BS Buck Shlegeris — holds since 2024-05-07 — tap for who they are Same subject: An open weights model from 2025 with a pentest harness could already escape a sandbox and hack most networks; the surprise says more about the sandbox than the model. — tap to centre the map on it An open weights model from 2025 witha pentest harness could alreadyescape a sandbox and hack mostnetworks; the surprise says moreabout the sandbox than the model. Last stated 3 months ago 22 Jul 2026 TP Thomas Ptacek — holds since 2026-07-22 — tap for who they are Same subject: Because a few specialists already devote themselves to superintelligent AI, the rest of us have correspondingly less reason to spend our own effort on it. — tap to centre the map on it Because a few specialists alreadydevote themselves tosuperintelligent AI, the rest of ushave correspondingly less reason tospend our own effort on it. Last stated 3 years ago 13 Dec 2023 SA Scott Aaronson — holds since 2008-09-07 — tap for who they are SA Scott Aaronson — no longer holds since 2023-12-13 — tap for who they are Same subject: Disclosure of rogue AI agent incidents should be mandatory for AI labs, not left to their own discretion. — tap to centre the map on it Disclosure of rogue AI agentincidents should be mandatory for AIlabs, not left to their owndiscretion. Last stated 2 months ago 6 Sept 2026 ZM Zvi Mowshowitz — holds since 2026-09-06 — tap for who they are Same subject: An AI should be built as a fiduciary, the equivalent of a lawyer for its user, rather than as an agent pursuing its own notion of the good. — tap to centre the map on it An AI should be built as afiduciary, the equivalent of alawyer for its user, rather than asan agent pursuing its own notion ofthe good. Last stated 3 months ago 11 Aug 2026 RG Ryan Greenblatt — holds since 2026-08-11 — tap for who they are Same subject: Anthropic is simultaneously pursuing pro-safety actions and highly accelerationist actions. — tap to centre the map on it Anthropic is simultaneously pursuingpro-safety actions and highlyaccelerationist actions. Last stated 2 weeks ago 20 Oct 2026 ZM Zvi Mowshowitz — holds since 2026-10-20 — tap for who they are Same subject: Anthropic now uses mechanistic interpretability techniques to audit new models for deception and scheming before releasing them. — tap to centre the map on it Anthropic now uses mechanisticinterpretability techniques to auditnew models for deception andscheming before releasing them. Last stated 10 months ago 1 Jan 2026 DA Dario Amodei — holds since 2026-01-01 — tap for who they are
same subject or similar wordinga cloud: claims about one subject, named for itbar: when it was last stated, on a scale from 2008 to today (stretched back to the oldest claim here) — full is todaya face: someone who holds the claim — tap it for who they arefaded, dashed ring: they no longer hold it — they changed their mind

At the centre As models get better at following instructions, techniques like finetuning and constrained sampling for structured outputs will become less necessary Last stated 16 Jan 2024 · 3 years ago Holds Chip Huyen Read this korrent →