Visca

Field notes

Notes from building multiplayer AI.

Technical arguments, operating lessons, and research from the team building the collaboration runtime for humans and AI.
The Visca research and operating loop

Start with the canonical work.

We publish when there is a complete argument or a system worth inspecting. These are the current references.

Thesis

AI work should belong to the team.

A practical case for moving AI work from private chats into shared, durable and governed sessions.

Architecture

One workspace, every participant in context.

How identity, presence, shared context, collaboration, authority, and record become one system.

Deployment

Multiplayer AI, on your infrastructure or ours.

Patterns for operating shared AI work in Visca Cloud, private infrastructure, institutional networks, and air-gapped boundaries.