Rerun is the unified data layer for Physical AI, from collection to training. Ingest multi-rate, multimodal data from any format; query and curate with dataframes or SQL; visualize across the pipeline; and stream dataset mixes directly into training. No per-mixture export jobs, no stale copies, no idle GPUs.