- Include V2 width/height/num_frames and the train manifest in the step-0 fingerprint so a dimension change cannot reuse a stale baseline. - Honor CompressionSpec.first_steps in the V2 rung scope. - Mark tagged checkpoints weights-only in metadata and teach the exporter to resolve and load them, so best/ can be exported. - Add a tile-64 backward comparison against the STE reference.