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A PyTorch-based cinematic color-grading system using adaptive 3D LUTs, MIT-Adobe FiveK pretraining, and clip-safe Sony S-Log3 fine-tuning with mixed precision, temporal supervision, reproducible evaluation, checkpointing, and Colab workflows.