I’m a developer and architect who designs and develops software for a living. These days, I mostly focus on my own app business, creating tools that help people and organizations get things done more efficiently.My experience is split between building Windows applications and developing ML/AI/Speech systems on Linux. I pay attention to aspects of technology that are often overlooked — such as data quality, documentation, and ensuring reliable processing at scale.