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Dev tools · August 13, 2026

Calibra: Cut Robot Training Costs

Find bad data. Train on less. Save GPU.

What it does

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.

Does the same job

all alternatives →
  • Calibra: Train with Less Data30d ago · calibrarobotics.com · ▲1

    Train robot policies with up to 75% less data

  • A Layer for robotics dataset quality11d ago · calibrarobotics.com · ▲5

    We are exploring how teams can automatically audit data quality, detect problematic demonstrations, and build smaller, high-quality training sets before spending GPU time. We are looking for design partners to help shape the Calibra.

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