constellation works

Local-first engineering for AI coding agents

Separate repos,
one front door.

A set of independent, local-first projects — an engineering framework for AI coding agents, and the reproducible research tooling built on it.

The model

01

Local-first

Work runs on hardware you own, against checkouts you control. No hosted control plane sits between you and your own repositories.

02

Every change is a task

Agent work is durable and reviewable rather than transient — a task record, a structured audit of every tool call, and a backlog that survives the session.

03

Independent repos

Each project stands alone with its own history and release cadence. The umbrella is a router, not a monorepo.

Projects

Orbit

Rust

The engineering framework for AI coding agents. A durable task for every change, structured audit of every tool call, conflict-aware parallel dispatch, and continuous review sweeps that file findings back into the backlog.

orbit-research

Python

Scientific claims, protocols, evidence and assessments, with reproducible workflows powered by Orbit. Immutable native authoring, a disposable index, and a local static evidence browser.