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The frame loop spent 2-19s per frame in CPU pymatting while the CUDA session sat idle; a 30-frame GIF took 353s on a 4070. Animations skip alpha matting now (stills keep it), the session device is logged, and the CUDA-to-CPU session fallback says why. Same fixture finishes in 46s with every frame on the GPU. Fixes #668.