Rinne: composing local AI coding agents into a verified generator–evaluator loop
Rinne is the first product shipped under GIKSN Research. It is a terminal-first orchestration harness that plans work into a JSON DAG, distributes that work across the AI coding tools and model APIs a user already has installed, and drives the DAG to completion through a generator–evaluator loop with critique. This paper argues the design: a decoupled conductor for cheap planning, a durable loop for long-running work, and a filesystem blackboard as the shared substrate that lets heterogeneous workers collaborate without a bespoke protocol.
