Jev Daily

input representation

How the shape of input data affects model accuracy on the same underlying task. Every Jev Daily story on input representation, newest first. 3 stories since September 2026.

  • Tony Dinh drops $124/month i18n SaaS for a $0.75 run

    A built-in translation harness that feeds the model screen context replaced a recurring subscription, with no accuracy numbers posted.

    · Built with it

  • Kieran Klaassen uses Jev answers as embedding vectors

    Four named dimensions instead of 1,536 anonymous ones, with one Jev call per question per document.

    · Writing criteria

  • Know what Jev is good at before you bet on it

    One email a day. Under three minutes. What builders found out about Jev yesterday.

  • Jev counts letters at 70%, perfect on character lists

    Paolo Rosson found the strawberry question is a coin flip for Jev until you split the word into characters first.

    · The case against

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