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← AI fluency should be measured by judgment, not usage.

17 connected korrents · 16 moments from 29 Sept 2018 to 4 Oct 2026.

Everything filed under benchmarks benchmarks Everything filed under taste taste Everything filed under simplicity simplicity Everything filed under design design Everything filed under AI and jobs AI and jobs Everything filed under education education Same subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subject Read this korrent: AI fluency should be measured by judgment, not usage. AI fluency should be measured by judgment,not usage. Last stated 4 months ago 3 Jul 2026 AF Adam Fishman — holds since 2026-07-03 — tap for who they are Same subject: Writing AI expectations into each rung of a career ladder is futile when the technology changes by the month; one AI-fluency expectation across every role and level is what works. — tap to centre the map on it Writing AI expectations into eachrung of a career ladder is futilewhen the technology changes by themonth; one AI-fluency expectationacross every role and level is whatworks. Last stated 3 months ago 19 Jul 2026 ES Elizabeth Stone — holds since 2026-07-19 — tap for who they are Same subject: AI usage is a vanity metric, close to useless as a scoreboard. — tap to centre the map on it AI usage is a vanity metric, closeto useless as a scoreboard. Last stated 4 months ago 3 Jul 2026 AF Adam Fishman — holds since 2026-07-03 — tap for who they are Same subject: AI fluency will eventually become an ambient thing, though it is important language right now. — tap to centre the map on it AI fluency will eventually become anambient thing, though it isimportant language right now. Last stated 5 months ago 19 May 2026 TG Tommy Geoco — holds since 2026-05-19 — tap for who they are Same subject: AI learning to generate good conjectures will never show up as a benchmark being knocked down; it will show up as a shift in how mathematicians talk about the tools. — tap to centre the map on it AI learning to generate goodconjectures will never show up as abenchmark being knocked down; itwill show up as a shift in howmathematicians talk about the tools. Last stated 4 months ago 30 Jun 2026 GS Grant Sanderson — holds since 2026-06-30 — tap for who they are Same subject: In this era fluency with AI tools beats years of accumulated experience, so seniority is now a liability rather than an edge. — tap to centre the map on it In this era fluency with AI toolsbeats years of accumulatedexperience, so seniority is now aliability rather than an edge. Last stated 3 months ago 28 Jul 2026 SA Sam Altman — holds since 2026-07-28 — tap for who they are Same subject: A school should be judged on how fast its students are learning, not on how much they already know when measured. — tap to centre the map on it A school should be judged on howfast its students are learning, noton how much they already know whenmeasured. Last stated 2 months ago 31 Aug 2026 JL Joe Liemandt — holds since 2026-08-31 — tap for who they are Same subject: A good way to assess AI fluency in a designer is to ask them to show their workflow and take them through an idea they created. — tap to centre the map on it A good way to assess AI fluency in adesigner is to ask them to showtheir workflow and take them throughan idea they created. Last stated 5 months ago 19 May 2026 TG Tommy Geoco — holds since 2026-05-19 — tap for who they are Same subject: AI has no genuine discernment; it absorbs and reproduces without judgment. — tap to centre the map on it AI has no genuine discernment; itabsorbs and reproduces withoutjudgment. Last stated 3 months ago 10 Aug 2026 AH Ann Handley — holds since 2026-08-10 — 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 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 carmaker's claim to be the safest is mostly an artefact of comparing a new car against a fleet average twelve years old. — tap to centre the map on it A carmaker's claim to be the safestis mostly an artefact of comparing anew car against a fleet averagetwelve years old. Last stated 3 years ago 19 Dec 2023 PK Philip Koopman — holds since 2023-12-19 — tap for who they are Same subject: A business is more likely to fail from taking on too much complexity than from lacking resources. — tap to centre the map on it A business is more likely to failfrom taking on too much complexitythan from lacking resources. Last stated 8 years ago 29 Sept 2018 TG Tren Griffin — holds since 2018-09-29 — tap for who they are Same subject: A business succeeds through a small number of highly effective distribution channels, not many mediocre ones. — tap to centre the map on it A business succeeds through a smallnumber of highly effectivedistribution channels, not manymediocre ones. Last stated 3 years ago 17 Feb 2024 AW Adam Wiggins — holds since 2024-02-17 — tap for who they are Same subject: A candidate negotiating an offer should make every ask fit one line of logic. — tap to centre the map on it A candidate negotiating an offershould make every ask fit one lineof logic. Last stated 3 months ago 9 Aug 2026 AW Adam Ward — holds since 2026-08-09 — tap for who they are Same subject: A big part of taste is delivering high levels of craft in an accessible way so that as many people as possible can experience it. — tap to centre the map on it A big part of taste is deliveringhigh levels of craft in anaccessible way so that as manypeople as possible can experienceit. Last stated 6 months ago 21 Apr 2026 BJ Brandon Jacoby — holds since 2026-04-21 — tap for who they are Same subject: A company name can have different appeal to corporate buyers versus their customers. — tap to centre the map on it A company name can have differentappeal to corporate buyers versustheir customers. Last stated 4 weeks ago 4 Oct 2026 PG Paul Graham — holds since 2026-10-04 — tap for who they are Same subject: A first draft should not be graded good or bad; it is only the material that taste then gets to act on. — tap to centre the map on it A first draft should not be gradedgood or bad; it is only the materialthat taste then gets to act on. Last stated 3 months ago 6 Aug 2026 GS George Saunders — holds since 2026-08-06 — tap for who they are
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At the centre AI fluency should be measured by judgment, not usage. Last stated 3 Jul 2026 · 4 months ago Holds Adam Fishman Read this korrent →