Calibra helps robotics teams audit dataset integrity, measure quality and coverage, and build smaller training sets. v0.8 adds measured training experiments: record real GPU-hours, wall-clock time, energy, and policy performance, then compare Full vs Random vs Calibra across retention levels.

Calibra helps robotics teams trust, understand, and optimize their datasets before training. Audit integrity, measure quality and coverage, and build smaller, high-quality training sets to reduce unnecessary GPU computation.