AI · Deeptech · Hardware · Distributed SystemsAbout Submit a paper →Submit →

GIKSN Research

A community-first research lab at the frontier of AI, Deeptech, Hardware, and Distributed Systems. We write, we build, we argue in the open.

The bench

Products

Things the lab has built.

The lab writes and the lab builds. Products are open source unless noted otherwise, live at their own URLs, and are argued for in a companion paper in the archive.

01 on the bench

Sorted by first release

Product 01Alphav0.1.6
Rinne
Local, open-source, terminal-first AI orchestration.
Sector
Artificial Intelligence
License
MIT OR Apache-2.0
Status
Alpha
Version
v0.1.6
A CLI harness that plans work into a JSON DAG, distributes it across the AI coding tools and model APIs already on your machine, and drives it to completion through a generator–evaluator loop. You never open Claude Code, Codex, Grok, or OpenCode yourself. You live in Rinne, and it reaches down to those tools as workers.
What it does
- 01Conductor planning turns a prompt into a JSON DAG of tasks with roles and evaluators.
- 02Two worker families, one contract: autonomous harness CLIs and raw OpenAI-compatible APIs.
- 03Verifying loop with critique; evaluators can be AI, a tool, or you.
- 04No hosted component, no telemetry, no accounts. Keys stay in the OS keychain.
- 05Pool-aware tiered routing that never dies on a rate-limited worker.
Install (macOS or Linux)
curl -fsSL https://raw.githubusercontent.com/GIKSN-RESEARCH/Rinne/main/install.sh | sh
Read the paper →GitHub repository →Latest release →Install script →Report an issue →

The community

Join on Telegram

The site is the record. Telegram is the room.

Day-to-day discussion, working groups, and research in progress happen on Telegram. Public channels are open to anyone. Private channels are gated behind an application, so contributors are vetted before they get the keys.

Public channel · open to allApply to contribute →Join the public channel →

AI · Deeptech · Hardware · Distributed SystemsAbout Submit a paper →Submit →

GIKSN Research

A community-first research lab at the frontier of AI, Deeptech, Hardware, and Distributed Systems. We write, we build, we argue in the open.

The community

Join on Telegram

The site is the record. Telegram is the room.

Public channel · open to allApply to contribute →Join the public channel →

AI · Deeptech · Hardware · Distributed SystemsAbout Submit a paper →Submit →

GIKSN Research

A community-first research lab at the frontier of AI, Deeptech, Hardware, and Distributed Systems. We write, we build, we argue in the open.

The bench

Products

Things the lab has built.

The lab writes and the lab builds. Products are open source unless noted otherwise, live at their own URLs, and are argued for in a companion paper in the archive.

01 on the bench

Sorted by first release

Product 01Alphav0.1.6
Rinne
Local, open-source, terminal-first AI orchestration.
Sector
Artificial Intelligence
License
MIT OR Apache-2.0
Status
Alpha
Version
v0.1.6
A CLI harness that plans work into a JSON DAG, distributes it across the AI coding tools and model APIs already on your machine, and drives it to completion through a generator–evaluator loop. You never open Claude Code, Codex, Grok, or OpenCode yourself. You live in Rinne, and it reaches down to those tools as workers.
What it does
- 01Conductor planning turns a prompt into a JSON DAG of tasks with roles and evaluators.
- 02Two worker families, one contract: autonomous harness CLIs and raw OpenAI-compatible APIs.
- 03Verifying loop with critique; evaluators can be AI, a tool, or you.
- 04No hosted component, no telemetry, no accounts. Keys stay in the OS keychain.
- 05Pool-aware tiered routing that never dies on a rate-limited worker.
Install (macOS or Linux)
curl -fsSL https://raw.githubusercontent.com/GIKSN-RESEARCH/Rinne/main/install.sh | sh
Read the paper →GitHub repository →Latest release →Install script →Report an issue →

The community

Join on Telegram

The site is the record. Telegram is the room.

Public channel · open to allApply to contribute →Join the public channel →

Rinne

Join on Telegram

Join on Telegram

Rinne

Join on Telegram