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29 May 2026

How to read an AI headline

A field guide to the hype cycle, the doom cycle, and the small true thing usually buried in paragraph nine.

Daniel Osei

Most AI headlines are engineered to make you feel something quickly. Feeling something quickly is rarely the same as understanding something slowly.

Why this matters now

The pace of change is the hard part. Tools that felt like novelties a year ago now sit in the middle of ordinary work — in lesson plans, in homework, in the way a ten-year-old looks something up. That speed is exactly why a shared, patient vocabulary is worth the effort.

None of this requires you to become an engineer. It requires something more useful and more scarce: the willingness to stay curious in public, and to admit the parts you don't yet understand.

You cannot teach a subject you are still afraid of. So we start by making it ordinary.

A few things to hold onto

  • Ask what a word actually points at before you argue about it.
  • Prefer examples to definitions — a good example survives the next model.
  • Notice when a claim is about the technology and when it is really about people.

The short version: clarity is a public good. When more of us can name what we're looking at, the whole conversation gets calmer, more specific, and far more useful to the people who have to make decisions.

If this is useful, its companion is our living lexicon[@portabletext/react] Unknown block type "span", specify a component for it in the `components.types` prop

Daniel Osei

Daniel researches how families and communities make sense of new technology, and edits our framework guides for parents and educators.