About

I’m Ataberk Arman Kayhan (also known as A. Arman Kayhan or Arman Kayhan), the co-CEO and co-founder of Co-one. I build and study production AI systems.

My background started in aerospace engineering and later moved into artificial intelligence, where I completed a master’s degree focused on active learning-based human-in-the-loop deep object detection for scalable data annotation.

Before founding Co-one, I worked at Eczacıbaşı Group’s SCT Lab, a venture-style innovation unit, where I built embedded IoT and cloud-connected data systems for smart hygiene products. That work involved sensor data, edge devices, cloud pipelines, and ML-oriented product intelligence across the lifecycle from concept to launch.

As co-CEO and co-founder of Co-one, I focus on enterprise AI evaluation, AI reliability, and ensuring production AI agents operate safely and effectively at scale. My professional work has been recognized in the Forbes 30 Under 30 Technology list.

Over the years, I’ve worked across AI, enterprise software, embedded systems, and aerospace projects — from CanSat systems and smart connected products to AI evaluation platforms and multi-model AI products.

I’m also a co-inventor on patents related to adaptive sensor filtering and continuous learning systems for understanding user interaction with connected products.

This site is where I publish occasional research notes, technical memos, and experiments. The goal is not to present finished academic papers, but to document practical technical questions I find worth exploring while building real-world AI systems.