Illustration of a Barcelona apartment at night where each person has their own sphere of light assisting them

Home and education · 2026

An AI assistant for every member of the family

Each person has their own assistant, with their own memory and rules. A vocational training student also has a tutor who knows the official syllabus and talks to him in his father’s voice.

isolated assistants
5
vocational training tutor on Discord
1
of audio to clone a voice
3 s
local models
100%

The idea

If private AI works for a business, it should also work for a family. And if it works for a family, where nobody is technical, then it’s well built.

What’s set up

  • One assistant per person, each in its own container, with its own vector memory and rules. Nobody sees anyone else’s stuff.
  • A tutor for a vocational training program in commercial activities, with the school’s official syllabus. It answers in Spanish and understands Catalan, generates study guides in PDF and lives on a private Discord server.
  • Voice cloned with consent. The assistants can reply in audio with the father’s voice, based on just a few seconds of recording.
  • A personal key for each person on the gateway, to know who uses what and set limits if needed.
  • Leisure profiles for gaming and music production on the student’s computer.

What I learned

  • Isolation isn’t optional. Each person has their own container, memory and key.
  • Loops happen at home too. One assistant reached 370 repeated calls; since then there are caps and explicit rules.
  • Voice changes the relationship with the tool. It’s what people who don’t type use most.