I build Python tools and AI applications with clear, testable deliverables. My public projects cover semantic segmentation, diffusion workflows, video review tools and a ComfyUI workspace. I help turn repetitive data tasks into reusable scripts, integrate APIs and improve workflows. I start by clarifying your input, expected output and acceptance criteria, then provide source code, setup instructions and test results. For new systems, I propose a small validation milestone before full implementation.... Read more