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Personal World Model

The 🤫 One Personal Knowledge Model (PKM) that becomes a portable, consent-shared Personal World Model owned by the user.

Wiki page

TL;DR: The 🤫 One PKM is a private knowledge brain about you, owned by you, that — trained from your usage — becomes a living, portable Personal World Model you share by consent.

Status as of 2026-06-26: see body.

What this is

The research behind the 🤫 One Personal Knowledge Model (PKM) — a private information-and-knowledge brain about you, owned and controlled by you and stored on hardware you own — and how it becomes your 🤫 One Personal World Model. Read it on the website at https://hushh.ai/research/personal-world-model.

From knowledge to a world model

  • Personal Knowledge Model (PKM) — not a folder of files, but a structured, private model of what's true about you: your people, money, health, preferences, history. We simplify the technology under the name 🤫 One PKM.
  • Trained & tuned from your usage — with your consent, the PKM learns from how you actually live and work, so it understands you the way a trusted chief of staff would. It studies you only for you.
  • Personal World Model — as it understands you, the PKM becomes a living, online model of you, your relationships, and your context that keeps current as your life does.
  • Portable by consent — your World Model travels with you and is shared, by default with your trusted inner circle and by consent with everyone you love to work with, through a wiki- and brain-like system whose access you control, with a receipt for every share.

Privacy

Consent-first by construction (PCHP). It lives on hardware you own, is trained for you and never sold or used to train someone else's product, and you can revoke any access at any time. One brain about you, instead of a thousand silos that profile you.

Sources