The article describes the training of LuxurAI Nova-Mini V1, a 57.2‑million‑parameter edge AI model designed for desktop automation and screen understanding. Unlike wrapper‑based tools, Nova‑Mini V1 is built from first principles with Chain‑of‑Thought reasoning integrated into its architecture. This approach aims to overcome the brittleness of pixel‑matching and API‑wrapper methods used in current desktop automation solutions.