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← When a model behaves unreliably, the better fix is to switch models…

17 connected korrents · 13 moments from 16 Jan 2024 to 25 Oct 2026.

Everything filed under LLMs LLMs Everything filed under AI alignment AI alignment Everything filed under Anthropic Anthropic Everything filed under open source open source Everything filed under OpenAI OpenAI Everything filed under AI agents AI agents Same subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subject Read this korrent: When a model behaves unreliably, the better fix is to switch models rather than repeatedly sample it to work around the inconsistency When a model behaves unreliably, thebetter fix is to switch models rather thanrepeatedly sample it to work around theinconsistency Last stated 3 years ago 16 Jan 2024 CH Chip Huyen — holds since 2024-01-16 — tap for who they are Same subject: A model you have to fine-tune for each thing you want it to do is not a general-purpose model. — tap to centre the map on it A model you have to fine-tune foreach thing you want it to do is nota general-purpose model. Last stated 3 months ago 12 Aug 2026 CF Chelsea Finn — holds since 2026-08-12 — tap for who they are Same subject: Relying on AI misbehavior appearing gradually during training to catch misalignment may fail at exactly the most dangerous time. — tap to centre the map on it Relying on AI misbehavior appearinggradually during training to catchmisalignment may fail at exactly themost dangerous time. Last stated 2 months ago 2 Sept 2026 ZM Zvi Mowshowitz — holds since 2026-09-02 — tap for who they are Same subject: Use the latest and best models: if a model is wrong 10% of the time you cannot tell which 10%, so a cheaper one costs you extra attempts. — tap to centre the map on it Use the latest and best models: if amodel is wrong 10% of the time youcannot tell which 10%, so a cheaperone costs you extra attempts. Last stated 2 weeks ago 25 Oct 2026 TB Thorsten Ball — holds since 2026-10-25 — 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: Feeling you have a grip on AI by getting your skills in the right order and your review flow right is probably a lot of cope for the fact that the models are still inconsistent. — tap to centre the map on it Feeling you have a grip on AI bygetting your skills in the rightorder and your review flow right isprobably a lot of cope for the factthat the models are stillinconsistent. Last stated 7 months ago 14 Apr 2026 BL Brian Lovin — holds since 2026-04-14 — tap for who they are Same subject: Every machine-learning deployment that has paid off so far left a person making the decision, which is the only reason imperfect models were useful. — tap to centre the map on it Every machine-learning deploymentthat has paid off so far left aperson making the decision, which isthe only reason imperfect modelswere useful. Last stated 3 months ago 12 Aug 2026 CF Chelsea Finn — holds since 2026-08-12 — tap for who they are Same subject: Misalignment shows up most where a model is pushed to the very edge of its capability, which is exactly the regime that automating research will put it in. — tap to centre the map on it Misalignment shows up most where amodel is pushed to the very edge ofits capability, which is exactly theregime that automating research willput it in. Last stated 3 months ago 11 Aug 2026 RG Ryan Greenblatt — holds since 2026-08-11 — tap for who they are Same subject: AI researchers are overly focused on risks from model misalignment relative to risks arising from other layers of the AI stack. — tap to centre the map on it AI researchers are overly focused onrisks from model misalignmentrelative to risks arising from otherlayers of the AI stack. Last stated 8 months ago 28 Feb 2026 JS Jasmine Sun — holds since 2026-02-28 — 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 2 weeks ago 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: "I don't know" becomes a kind of superpower when you can work with Claude Code to figure things out. — tap to centre the map on it "I don't know" becomes a kind ofsuperpower when you can work withClaude Code to figure things out. Last stated 8 months ago 19 Mar 2026 KP Kris Puckett — holds since 2026-03-19 — tap for who they are Same subject: A benchmark that ranks Claude Code last while it stays first in use is measuring the wrong thing, and has been for a year. — tap to centre the map on it A benchmark that ranks Claude Codelast while it stays first in use ismeasuring the wrong thing, and hasbeen for a year. Last stated 2 months ago 3 Sept 2026 DR Dax Raad — holds since 2026-09-03 — tap for who they are Same subject: A skill is a set of repeatable, specific instructions that augments what Claude Code can do. — tap to centre the map on it A skill is a set of repeatable,specific instructions that augmentswhat Claude Code can do. Last stated 8 months ago 19 Mar 2026 KP Kris Puckett — holds since 2026-03-19 — tap for who they are Same subject: A business making hundreds of millions from an open source project owes it money or contribution, and can be refused its trademarks if it gives neither. — tap to centre the map on it A business making hundreds ofmillions from an open source projectowes it money or contribution, andcan be refused its trademarks if itgives neither. Last stated 2 years ago 26 Sept 2024 MM Matt Mullenweg — holds since 2024-09-26 — tap for who they are Same subject: A codec does not really exist until everyone can decode it. — tap to centre the map on it A codec does not really exist untileveryone can decode it. Last stated 5 months ago 31 May 2026 JK Jean-Baptiste Kempf — holds since 2026-05-31 — tap for who they are Same subject: A company that will not accept a project’s terms is free to go and use a more permissive project instead. — tap to centre the map on it A company that will not accept aproject’s terms is free to go anduse a more permissive projectinstead. Last stated 2 years ago 26 Sept 2024 MM Matt Mullenweg — holds since 2024-09-26 — tap for who they are
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At the centre When a model behaves unreliably, the better fix is to switch models rather than repeatedly sample it to work around the inconsistency Last stated 16 Jan 2024 · 3 years ago Holds Chip Huyen Read this korrent →