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- Rules now evaluated top-down; first match wins - Non-overlapping dataset bands (100k/1M/100M exact boundaries assigned) - compute_gpu_hours now short-circuits at <200 and gates DINOv2 training - Retrieval and dense-prediction tasks override backbone rules deterministically - 'use pretrained' cases emit structured output (method: none, use_pretrained: DINOv2) matching the output schema