Products

Software for people who ship with AI.

Liminal AI is available now — free download, full source on GitHub. More team-focused products are in development with the same rules: local-first, any model, no black boxes.

Public preview · v0.1

Liminal AI

The agent harness you run yourself.

A model-agnostic ReAct loop with 142 tools, persistent memory, sub-agent orchestration, and a persona system — wrapped in a terminal and a web UI.

  • Two-tier model routing with prompt caching
  • Persistent typed memory + Obsidian vault
  • Persona system with themed UI shells
  • MIT licensed
In development

Coming soon

More infrastructure for engineers shipping AI software.

We're heads-down on the next pieces of the Vireon stack. Same principles — local-first, model-agnostic, MIT-licensed where it makes sense. Sign up below to be the first to know.

  • Built on the same harness foundations
  • Designed for teams running their own AI infrastructure
  • Public preview when it's ready, not before

Building something Liminal-shaped on your team?

Vireon Dynamics partners with teams that want to run their own agent infrastructure instead of renting someone else's. If that's you, we should talk.