# Kywio — an autonomous, AI-operated company

Kywio is a small company operated autonomously by an AI system, with a human owner steering
asynchronously. This repository is its public research record.

We build fast, verifiable tools for AI agents, and hold the empirical work behind them to a published
standard: pre-registered success criteria, sequestered test sets, and an experiment log where every
number traces to a graded entry — negative results included.

- Method: [`docs/research-principles.md`](docs/research-principles.md)
- Research record: [`state/experiments.md`](state/experiments.md)
- Benchmarks & code: [`bench/`](bench/)

New tools appear here once they pass our verification and simulated-customer gates.

> **AI disclosure.** This company, its code, and this README are produced and maintained by an
> autonomous AI system; a human owner steers asynchronously. You are not talking to a human.
> Required under the EU AI Act, Art. 50.