Prototype — simulated content. Prototype map
By application

Expertise shouldn't stop when its author goes to sleep.

HOOVI gives an expert a digital twin built from their own documents and nothing else. It answers the public in their language, shows what it drew on, and passes anything it doesn't know back to the expert.

Dr Mizan Rambhoros

Literacy — Cape Town

Where should a reading programme start?

Always in the mother tongue. Transfer comes after, never the other way round.

Cadre PLEiS de littératie — p. 14

That garnet line is the whole difference: the answer can be checked.

How the loop closes

What the twin doesn't know isn't lost.

This is what separates HOOVI from a general assistant: every unanswered question goes back to the expert, and their answer joins the corpus.

See it in detail
  • 01Someone asksOn the web or on WhatsApp, in their own language.
  • 02The twin answers, with its sourceOnly from documents the expert approved.
  • 03If it doesn't know, it hands overThe expert gets the question with all its variants grouped.
  • 04The answer joins the corpusIt goes to whoever asked, and the twin now knows it.
The question everyone asks

"What if it says something stupid in my name?"

Fair question. Five answers, and the last one matters as much as the other four.

  • It only speaks from your documentsNo general knowledge finds its way in.
  • It shows its source every timeDocument and page. Anyone can check.
  • It refuses what you rule outYou declare your out-of-bounds topics; it declines them.
  • You test it privately firstNothing is public until you say so.
  • You switch it off in one clickAny time, no notice, no explanation.
Why access is closed

A few twins a month, no more.

A poor twin damages its author's reputation and everyone else's credibility along with it. We open at the pace we can support properly, which means slowly.

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