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Replace the IOPaint dependency with a small verified TorchScript LaMA adapter, shared dependency manifests, reliable model preparation, and cross-platform application validation. Preserve crop/pad/composite behavior while handling empty masks and tiny inputs safely. Add integrity, offline, installer, image/video, and desktop backend coverage. Closes #48. Closes #49.