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Cloud vs local video upscaling on 8GB+ GPU VRAM: run 1080p source footage locally, use cloud for 4K+ or memory-heavy temporal models today. Independent technical note mirroring the canonical version: https://aivideoupscale.com/blog/cloud-vs-local-video-upscaling-8gb-gpu-vram-local-or-cloud.php
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Abigail Foster (2026) studied this question.
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