Wires a standalone clean_ctrlregen.py adapter plus setup_ctrlregen.sh bootstrap, Dockerfile, Makefile targets, and clean_image.py --remove-pixel ctrlregen. The backend is cloned at a pinned commit and never bundled (noai-watermark ships no LICENSE file). Includes mock-based tests and docs with research references.