4–6 years of hands-on experience with vision and image generation models Experience with inpainting and outpainting workflows using Stable Diffusion pipelines Strong hands-on knowledge of NumPy, OpenCV, PIL, PyTorch 2–3 years of experience working with popular LLM APIs Solid grasp of production model integration Experience solving real-world visual problems Ability to debug and diagnose visual output errors Deep understanding of image processing in Python Experience building and deploying FastAPI services and containerizing them with Docker for AWS-based infra