toric-desktop

What is toric-desktop and what is it for?

toric-desktop is the desktop app for Toric, a network on Holochain where people who publish AI models record what a model is and how it was made, and other people check whether that record holds up. The app lets someone take part in that checking from their own computer, and the resulting trust scores are shared across the people taking part rather than held by one operator.

Toric is a network on Holochain for checking the integrity of AI model manifests, where a manifest is the publisher's own record of a model: what it is and how it was made. People publish such records and other people validate them, and the network keeps a shared, inspectable account of which records hold up under that scrutiny. toric-desktop is the packaged way to take part in that work from a normal computer.

The validation runs as a sealed round. A validator commits to a verdict before seeing anyone else's, and only afterwards reveals it, so a later change of answer is visible. Each validator has something at stake on being right, and the weight a verdict carries grows with that validator's record of past validation work rather than with who they are. What comes out is a trust score attached to a model record, kept available and traceable back through the validations behind it.

One concrete example is the app itself. Rather than assuming a Holochain setup already exists, toric-desktop bundles the Holochain conductor and the keystore it uses, installs the Toric app into them, and serves the interface over a direct connection to the local conductor, so a validator launched this way works against its own node. The repository README documents the source-run steps, and the main Toric repository carries the wider design.

From 2 public sources, checked 23 September 2026.